STACAS
Single-cell batch correction that learned to use cell labels, then spent three releases chasing Seurat.
Comparison · Analytics
NHSRwaitinglist vs TidyDensity
A side-by-side editorial comparison of NHSRwaitinglist and TidyDensity — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:r-package
NHSRwaitinglist vs TidyDensity: at a glance
What is NHSRwaitinglist?
Queuing theory packaged for NHS waiting-list managers, one year into a community-built first release.
NHSRwaitinglist turns queuing-theory methods into functions an NHS analyst can apply directly to a waiting list — target calculations for managing list size, simulation of list behaviour under different assumptions, and scheduling and prioritisation helpers. It is an NHS-R Community collaboration accompanying a preprint tutorial and webinar series, and reached CRAN in April 2025.
What is TidyDensity?
A distribution catalogue that grows by one family at a time, and rarely breaks anything.
TidyDensity generates tidy-format random data from statistical distributions, with parameter estimation, AIC calculation, summary tables and automatic plotting for each one. Its releases follow a fixed template — breaking changes, new features, minor fixes — and the breaking section is usually empty. Growth comes distribution by distribution: Bernoulli, Burr, triangular, chi-square, zero-truncated negative binomial and others each arrive with a matching set of param_estimate, aic and stats_tbl helpers.
NHSRwaitinglist vs TidyDensity: editorial side-by-side
NHSRwaitinglist
0.0ANALYTICS
Queuing theory packaged for NHS waiting-list managers, one year into a community-built first release.
◆ Current state
NHSRwaitinglist turns queuing-theory methods into functions an NHS analyst can apply directly to a waiting list — target calculations for managing list size, simulation of list behaviour under different assumptions, and scheduling and prioritisation helpers. It is an NHS-R Community collaboration accompanying a preprint tutorial and webinar series, and reached CRAN in April 2025.
◆ Where it's heading
Three releases in four months trace a normal early-package path: ship the method surface, then harmonise arguments and column handling across functions as contributors find the inconsistencies, then repair what breaks. The package was briefly pulled from CRAN over broken links and needed a date-handling fix for newer R versions, which is the sharper edge of that curve. Contributions are visibly multi-author, with named contributors driving the usability work rather than a single maintainer.
◆ Prediction
Given the pattern of contributor-driven consistency fixes and the tutorial paper behind the package, further vignettes and argument harmonisation are the most likely next release. The entries do not indicate new queuing methods being added.
TidyDensity
0.0ANALYTICS
A distribution catalogue that grows by one family at a time, and rarely breaks anything.
◆ Current state
TidyDensity generates tidy-format random data from statistical distributions, with parameter estimation, AIC calculation, summary tables and automatic plotting for each one. Its releases follow a fixed template — breaking changes, new features, minor fixes — and the breaking section is usually empty. Growth comes distribution by distribution: Bernoulli, Burr, triangular, chi-square, zero-truncated negative binomial and others each arrive with a matching set of param_estimate, aic and stats_tbl helpers.
◆ Where it's heading
The package is filling out a matrix rather than changing shape — every new distribution gets the same four or five companion functions, so the surface grows predictably and the design does not. What variation exists comes from utilities that work across distributions: MCMC sampling, bootstrap helpers, time series conversion, distribution comparison. The two genuine breaking changes in this window were both internal reworks, moving generation onto data.table and rewriting quantile normalization for speed.
◆ Prediction
The established pattern of adding a distribution with its full helper set is the most likely continuation. Recent releases have been small, suggesting the catalogue is approaching the distributions its author considers worth covering.
Alternatives to NHSRwaitinglist and TidyDensity
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 NHSRwaitinglist or TidyDensity.
ggtrace
A debugger for ggplot2's internals, hardening its grip as the internals it traces keep moving.
kde1d
A univariate density estimator that added zero-inflated data and reopened its C++ API to do it.
svines
Stationary vine copulas for time series, released in lockstep with the rest of Nagler's vine stack.
gghighlight
A single-purpose ggplot2 extension that has spent six years tracking ggplot2 instead of growing.
rtrek
A Star Trek data package that became a Memory Alpha web client and has been patching scrapers ever since.
See all NHSRwaitinglist alternatives → · See all TidyDensity alternatives →
Recent activity from NHSRwaitinglist and TidyDensity
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 11mo agoTidyDensityquantile_normalize rewritten, changing its output
- 1y agoTidyDensityDocumentation corrections for two distribution functions
- 1y agoNHSRwaitinglistDate-handling fix and input checks restore CRAN listing
- 1y agoNHSRwaitinglistArguments harmonised across functions; simulation vignette added
- 1y agoNHSRwaitinglistFirst release: queuing-theory methods for NHS waiting lists
- 2y agoTidyDensityZero-truncated distributions and AIC helpers added in bulk
- 2y agoTidyDensityMCMC sampling and quantile normalization join the utilities
- 2y agoTidyDensityGeneration moves to data.table; native pipe raises the R floor
- 2y agoTidyDensityDistributions convertible to time series objects
Frequently asked questions
What is the difference between NHSRwaitinglist and TidyDensity?
Both compete on the same themes — r-package — within Analytics. NHSRwaitinglist and TidyDensity 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.
Is NHSRwaitinglist better than TidyDensity?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. NHSRwaitinglist and TidyDensity 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.
What are the best alternatives to NHSRwaitinglist?
Top NHSRwaitinglist alternatives in Analytics are ranked by recent ship velocity. Browse the "NHSRwaitinglist alternatives" section above for the current picks, or visit /alternatives/nhsrwaitinglist for the full list with editorial commentary on each.
What are the best alternatives to TidyDensity?
Top TidyDensity alternatives in Analytics are ranked by recent ship velocity. Browse the "TidyDensity alternatives" section above for the current picks, or visit /alternatives/tidydensity for the full list with editorial commentary on each.