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Comparison · Infra & APIs

crandep vs funcharts

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

Shared themes:r-package

crandep vs funcharts: at a glance

Featurecrandepfuncharts
SectorInfra & APIsInfra & APIs
Velocity score0.00.0
Sparks · 30d00
Top themescran, dependency-network, power-law, mcmcfunctional-data, control-charts, statistical-process-control, r-package
Last editorial update2h ago2h ago
WebsiteVisit →Visit →

What is crandep?

Half CRAN dependency scraper, half extreme-value modelling kit — and the scraper half keeps finding bugs.

crandep does two jobs that rarely share a package: it harvests the CRAN dependency network, and it fits power-law and extreme-value mixture models to the resulting degree distributions. The 2024 releases were all model work — profile posteriors, wrappers, a constrained variant, a TZP-power-law mixture between the two- and three-component models. The 2025 releases are entirely the other half, fixing what the harvester was silently getting wrong.

Read the full crandep trajectory →

What is funcharts?

One paper, one release: the functional control chart package ships methods as they get published.

funcharts implements control charts for functional data — statistical process control where each observation is a curve rather than a number. Its release cadence maps one-to-one onto its authors' publication record: 1.4.0 delivered the robust multivariate framework from Capezza et al. (2022), 1.7.0 the adaptive chart from Centofanti et al. (2025) as it was accepted at Technometrics. Each release adds Phase I and Phase II functions for one named method.

Read the full funcharts trajectory →

crandep vs funcharts: editorial side-by-side

C
crandep
INFRA · APIS
0.0

Half CRAN dependency scraper, half extreme-value modelling kit — and the scraper half keeps finding bugs.

◆ Current state

crandep does two jobs that rarely share a package: it harvests the CRAN dependency network, and it fits power-law and extreme-value mixture models to the resulting degree distributions. The 2024 releases were all model work — profile posteriors, wrappers, a constrained variant, a TZP-power-law mixture between the two- and three-component models. The 2025 releases are entirely the other half, fixing what the harvester was silently getting wrong.

◆ Where it's heading

The modelling side has settled into a family of mixtures with matching wrapper and profile-posterior functions, and has not gained a new component since mid-2024. Attention has shifted to data quality in the scraper, where two consecutive releases dealt with the same class of problem: rows that should not exist because of trailing commas in CRAN's own metadata, and rows that should exist but did not because orphan packages have no edges. For a package whose science is degree distributions, missing isolated nodes is a modelling error, not a formatting one.

◆ Prediction

Expect further hardening against CRAN metadata quirks in the harvesting functions; the mixture-model side looks feature-complete and is likely to stay quiet unless a new component model is published.

F
funcharts
INFRA · APIS
0.0

One paper, one release: the functional control chart package ships methods as they get published.

◆ Current state

funcharts implements control charts for functional data — statistical process control where each observation is a curve rather than a number. Its release cadence maps one-to-one onto its authors' publication record: 1.4.0 delivered the robust multivariate framework from Capezza et al. (2022), 1.7.0 the adaptive chart from Centofanti et al. (2025) as it was accepted at Technometrics. Each release adds Phase I and Phase II functions for one named method.

◆ Where it's heading

The early releases were about the package as software — vectorised tensor products, precomputed B-spline inner products, faster cross-validation — and about removing assumptions, most consequentially the assumption that functional data is represented in a B-spline basis. Since 1.4.0 the software work has stopped and the package has become a delivery vehicle for the research group's methods. Robustness came first, adaptivity second, both arriving with the paper rather than ahead of it.

◆ Prediction

The next release will most likely implement whatever this group publishes next, following the same Phase I / Phase II function pairing; nothing in the feed suggests infrastructure work resuming.

Alternatives to crandep and funcharts

Other Infra & APIs 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 crandep or funcharts.

See all crandep alternatives → · See all funcharts alternatives →

Recent activity from crandep and funcharts

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

  1. 1y agocrandepDependency harvest split in two so orphan packages stop disappearing
  2. 1y agocrandepTrailing commas in CRAN metadata no longer produce empty-name rows
  3. 1y agofunchartsAdaptive multivariate functional control chart added
  4. 2y agocrandepConstrained two-component mixture with continuity at the threshold
  5. 2y agocrandepArgument names normalised to x_max; MCMC wrapper defaults set
  6. 2y agofunchartsRobust multivariate framework: filtering, imputation, and both phases
  7. 2y agocrandepTZP-power-law mixture fills the gap between the 2- and 3-component models
  8. 2y agocrandepProfile posteriors and chained MCMC wrappers for the mixture models
  9. 3y agofunchartsAll fda basis systems accepted, not just B-splines
  10. 3y agofunchartsVectorised inner products and cross-validation, seed argument dropped

Frequently asked questions

What is the difference between crandep and funcharts?

Both compete on the same themes — r-package — within Infra & APIs. crandep and funcharts 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 crandep better than funcharts?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. crandep and funcharts 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 Infra & APIs products to evaluate alongside.

What are the best alternatives to crandep?

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

What are the best alternatives to funcharts?

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