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kde1d vs NHSRwaitinglist

A side-by-side editorial comparison of kde1d and NHSRwaitinglist — release velocity, themes, recent moves, and the top alternatives to consider.

Shared themes:r-package

kde1d vs NHSRwaitinglist: at a glance

Featurekde1dNHSRwaitinglist
SectorAnalyticsAnalytics
Velocity score0.00.0
Sparks · 30d00
Top themesdensity-estimation, kernel-methods, zero-inflation, cpp-libraryqueuing-theory, healthcare-analytics, nhs, waiting-lists
Last editorial update1h ago1h ago
WebsiteVisit →Visit →

What is kde1d?

A univariate density estimator that added zero-inflated data and reopened its C++ API to do it.

kde1d estimates univariate densities with local polynomial kernel methods, handling bounded, discrete and now zero-inflated variables through a single type argument, with the numerical work in a header-only C++ library usable outside R. Version 1.1.0 added the zero-inflated discrete-continuous mixture case and shipped a new C++ API as an explicit breaking change; 1.1.1 followed in June with auto-generated notes and no description.

Read the full kde1d trajectory →

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.

Read the full NHSRwaitinglist trajectory →

kde1d vs NHSRwaitinglist: editorial side-by-side

K
kde1d
ANALYTICS
0.0

A univariate density estimator that added zero-inflated data and reopened its C++ API to do it.

◆ Current state

kde1d estimates univariate densities with local polynomial kernel methods, handling bounded, discrete and now zero-inflated variables through a single type argument, with the numerical work in a header-only C++ library usable outside R. Version 1.1.0 added the zero-inflated discrete-continuous mixture case and shipped a new C++ API as an explicit breaking change; 1.1.1 followed in June with auto-generated notes and no description.

◆ Where it's heading

The package has alternated between performance work and widening the class of data it accepts. The 1.0.0 release was the performance milestone — FFT-based estimation, a better integration algorithm for the p, q and r functions, deterministic jittering replacing randomness, and standalone C++ headers. The 1.1.0 release is the scope milestone, adding a third data type to the two it already handled. Releases come from the same maintainer as svines and cluster on shared dates, so changes in the underlying C++ surface across the vine and density stack tend to ship together.

◆ Prediction

With the C++ API deliberately reworked for standalone use at 1.1.0, further work most plausibly consolidates that interface rather than adding data types. What 1.1.1 actually changed is not readable from its body.

N0.0

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.

Alternatives to kde1d and NHSRwaitinglist

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 kde1d or NHSRwaitinglist.

See all kde1d alternatives → · See all NHSRwaitinglist alternatives →

Recent activity from kde1d and NHSRwaitinglist

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 1y agoNHSRwaitinglistDate-handling fix and input checks restore CRAN listing
  2. 1y agokde1dkde1d 1.1.1
  3. 1y agoNHSRwaitinglistArguments harmonised across functions; simulation vignette added
  4. 1y agoNHSRwaitinglistFirst release: queuing-theory methods for NHS waiting lists
  5. 1y agokde1dZero-inflated mixtures and a new standalone C++ API
  6. 4y agokde1dBit-wise Boolean operations removed
  7. 5y agokde1ddkde1d() invisible output fixed
  8. 5y agokde1dValgrind false positive silenced
  9. 6y agokde1dqrng dependency dropped; undefined behaviour fixed

Frequently asked questions

What is the difference between kde1d and NHSRwaitinglist?

Both compete on the same themes — r-package — within Analytics. kde1d and NHSRwaitinglist 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 kde1d better than NHSRwaitinglist?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. kde1d and NHSRwaitinglist 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 kde1d?

Top kde1d alternatives in Analytics are ranked by recent ship velocity. Browse the "kde1d alternatives" section above for the current picks, or visit /alternatives/kde1d for the full list with editorial commentary on each.

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.