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distributions3 vs flextreat.hydrus1d

A side-by-side editorial comparison of distributions3 and flextreat.hydrus1d — release velocity, themes, recent moves, and the top alternatives to consider.

Shared themes:r-package

distributions3 vs flextreat.hydrus1d: at a glance

Featuredistributions3flextreat.hydrus1d
SectorAnalyticsAnalytics
Velocity score6.30.0
Sparks · 30d10
Top themesr-package, probability-distributions, empirical-distributions, likelihood-inferencer-package, hydrology, modelling, research-code
Last editorial update2h ago3d ago
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What is distributions3?

distributions3 0.3.0 adds sample-based distributions and likelihood derivatives

An R package giving probability distributions a consistent object interface - d/p/q/r functions, moments, and prodist() methods that pull a fitted distribution out of a regression object. Version 0.3.0 is the first substantive release under Achim Zeileis's maintenance, and it widens what a distribution is allowed to be: Empirical() represents a distribution by a random sample rather than by parameters, and numerical fallbacks now fill in cdf(), pdf(), quantile(), random() and the moments for any object that implements only some of them. New score() and hessian() generics compute first and second derivatives of the log-likelihood with respect to the parameters, analytically for a few distributions and numerically for the rest.

Read the full distributions3 trajectory →

What is flextreat.hydrus1d?

A project-bound modelling package that shipped its final scenario workflow and stopped.

flextreat.hydrus1d is the R workflow KWB used to build, run and analyse HYDRUS-1D soil water balance and solute transport scenarios for the FlexTreat project. Its three releases track the project's own milestones rather than a product roadmap: a snapshot for a project meeting, a correction before a knowledge exchange with a partner project, and v0.2.0 carrying the scenario set used in the FlexTreat final report.

Read the full flextreat.hydrus1d trajectory →

distributions3 vs flextreat.hydrus1d: editorial side-by-side

D6.3

distributions3 0.3.0 adds sample-based distributions and likelihood derivatives

◆ Current state

An R package giving probability distributions a consistent object interface - d/p/q/r functions, moments, and prodist() methods that pull a fitted distribution out of a regression object. Version 0.3.0 is the first substantive release under Achim Zeileis's maintenance, and it widens what a distribution is allowed to be: Empirical() represents a distribution by a random sample rather than by parameters, and numerical fallbacks now fill in cdf(), pdf(), quantile(), random() and the moments for any object that implements only some of them. New score() and hessian() generics compute first and second derivatives of the log-likelihood with respect to the parameters, analytically for a few distributions and numerically for the rest.

◆ Where it's heading

Growth used to arrive as new distribution families contributed from outside - the extreme-value set, Erlang, later the Poisson binomial. This release changes the axis: alongside two new distributions it adds an inference layer (score, hessian) and a forecast-evaluation one (crps() methods against scoringRules), which are capabilities about distributions rather than more of them. Dependency weight is being cut at the same time, with ggplot2 demoted to Suggests and glue replaced by base R sprintf().

◆ Prediction

With numeric fallbacks and the derivative generics in place, expect analytic score() and hessian() methods to be filled in across more of the distribution catalogue. The constructor-default change is the likeliest source of follow-up fixes, since calls like Poisson() now return a length-zero distribution where they previously errored.

F0.0

A project-bound modelling package that shipped its final scenario workflow and stopped.

◆ Current state

flextreat.hydrus1d is the R workflow KWB used to build, run and analyse HYDRUS-1D soil water balance and solute transport scenarios for the FlexTreat project. Its three releases track the project's own milestones rather than a product roadmap: a snapshot for a project meeting, a correction before a knowledge exchange with a partner project, and v0.2.0 carrying the scenario set used in the FlexTreat final report.

◆ Where it's heading

This is research code with a defined end, and v0.2.0 reads as that end — the workflow is documented in a scenario-analysis article and the scenarios match the published report. The most consequential change in its history was not a feature but a fix: the irrigation area was overestimated in the first snapshot, which made the status quo scenario wrong until v0.1.0 corrected it.

◆ Prediction

With the final report delivered, further releases are unlikely unless a follow-on project reuses the workflow; nothing in the entries points to continued development.

Alternatives to distributions3 and flextreat.hydrus1d

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 distributions3 or flextreat.hydrus1d.

See all distributions3 alternatives → · See all flextreat.hydrus1d alternatives →

Recent activity from distributions3 and flextreat.hydrus1d

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

  1. 3h agodistributions3Empirical distributions, plus score and hessian generics
  2. 29d agodistributions3Maintenance moves to Achim Zeileis; moment calculations corrected
  3. 10mo agodistributions3ggplot2 compatibility for the plotting functions
  4. 1y agoflextreat.hydrus1dFinal FlexTreat report scenarios published as v0.2.0
  5. 1y agodistributions3Poisson binomial distribution, with a normal-approximation fallback
  6. 3y agoflextreat.hydrus1dIrrigation area corrected before partner knowledge exchange
  7. 3y agoflextreat.hydrus1dProject-meeting snapshot with a known irrigation error
  8. 3y agodistributions3is_discrete and is_continuous generics, plus elementwise type-safety
  9. 4y agodistributions3Extreme-value family, Erlang, and a plotting generic

Frequently asked questions

What is the difference between distributions3 and flextreat.hydrus1d?

Both compete on the same themes — r-package — within Analytics. distributions3 is currently shipping more aggressively (velocity 6.3 vs 0.0), with 1 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.

Is distributions3 better than flextreat.hydrus1d?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. distributions3 is currently shipping more aggressively (velocity 6.3 vs 0.0), with 1 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.

What are the best alternatives to distributions3?

Top distributions3 alternatives in Analytics are ranked by recent ship velocity. Browse the "distributions3 alternatives" section above for the current picks, or visit /alternatives/distributions3-r for the full list with editorial commentary on each.

What are the best alternatives to flextreat.hydrus1d?

Top flextreat.hydrus1d alternatives in Analytics are ranked by recent ship velocity. Browse the "flextreat.hydrus1d alternatives" section above for the current picks, or visit /alternatives/flextreat-hydrus1d for the full list with editorial commentary on each.