HydroPortailStats
France's national flood statistics, ported out of Fortran and into R.
Comparison · Infra & APIs
gkwdist vs ipaddress
A side-by-side editorial comparison of gkwdist and ipaddress — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:r-package
gkwdist vs ipaddress: at a glance
What is gkwdist?
gkwdist keeps finding that its distributions were returning the wrong numbers.
The package implements the Generalized Kumaraswamy distribution family and its sub-families. The current release fixes six numerical defects, the most serious being that dgkw() returned zero for every input because internal helpers collided with same-named functions in R's public Rmath.h header. Log-likelihoods for three sub-families were also wrong for data near zero due to clamping instead of working in log space.
What is ipaddress?
IP address vectors for R that hit 1.0 and then went quiet.
ipaddress gives R first-class IPv4 and IPv6 vector types with the arithmetic, netmask and subnet operations that come with them, backed by C++. The 1.0.0 release in 2023 was the deliberate breaking cleanup: one result per input from the hostname functions, vectorised subnets(), several arguments forced to be named, and a country_networks() downloader added. Since then the only release has been a testthat deprecation fix.
gkwdist vs ipaddress: editorial side-by-side
gkwdist
2.5INFRA · APIS
gkwdist keeps finding that its distributions were returning the wrong numbers.
◆ Current state
The package implements the Generalized Kumaraswamy distribution family and its sub-families. The current release fixes six numerical defects, the most serious being that dgkw() returned zero for every input because internal helpers collided with same-named functions in R's public Rmath.h header. Log-likelihoods for three sub-families were also wrong for data near zero due to clamping instead of working in log space.
◆ Where it's heading
Every release in this window is correctness work with an unchanged public API — critical MLE fixes in 1.1.3, a CRAN timing-test patch in 1.1.4, numerical corrections in 1.1.5. The recurring theme is that analytically correct formulas were being defeated by implementation details: name collisions, sign errors returning negative infinity where positive was required, and clamping thresholds that destroyed precision in the tails. Test infrastructure added in 1.1.2 validates analytical derivatives against numerical differentiation, which is how several of these were caught.
◆ Prediction
Expect further validation-driven fixes rather than new distributions, since the derivative-checking suite added earlier is still surfacing defects in existing routines.
ipaddress
0.0INFRA · APIS
IP address vectors for R that hit 1.0 and then went quiet.
◆ Current state
ipaddress gives R first-class IPv4 and IPv6 vector types with the arithmetic, netmask and subnet operations that come with them, backed by C++. The 1.0.0 release in 2023 was the deliberate breaking cleanup: one result per input from the hostname functions, vectorised subnets(), several arguments forced to be named, and a country_networks() downloader added. Since then the only release has been a testthat deprecation fix.
◆ Where it's heading
The package reached the interface it wanted and stopped. The five releases before 1.0.0 were almost entirely CRAN check compliance — deprecated C++ calls, HTML5 notes, a Windows toolchain change — with functional work confined to a couple of releases that shed heavy dependencies. That pattern, long compliance runs punctuated by rare interface work, is what the feed shows now.
◆ Prediction
On this cadence the next release is most likely another CRAN or upstream-testing compliance patch; nothing in the entries indicates new functionality in progress.
Alternatives to gkwdist and ipaddress
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 gkwdist or ipaddress.
bsvarSIGNs
Sign, zero and narrative restrictions brought into the bsvars ecosystem.
estimatr
Fast design-based estimators for experiments, coasting on CRAN patches.
ggdist
The grammar of uncertainty visualization, now drawing the uncertainty in its own estimates.
ltertools
A column-key toolkit for stitching decades of ecological field data into one table.
finnts
Microsoft's automated forecasting framework, still mostly a one-maintainer effort.
See all gkwdist alternatives → · See all ipaddress alternatives →
Recent activity from gkwdist and ipaddress
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 6d agogkwdistv1.1.5 — Numerical correctness fixes and componentwise derivative validation
- 2mo agogkwdistv1.1.4 — CRAN fix: skip timing-based tests on CRAN
- 2mo agogkwdistv1.1.3 — Critical MLE Bug Fixes & Numerical Corrections
- 7mo agogkwdistAdds analytical derivative validation across all sub-families
- 8mo agogkwdistRefactors the C++ backend around stable log-space utilities
- 0y agoipaddresstestthat deprecation warnings resolved
- 3y agoipaddress1.0.0 breaks the interface to make it vector-native ⚡
- 3y agoipaddressDeprecated C++ sprintf calls replaced
- 4y agoipaddressroxygen upgrade to clear HTML5 check notes
- 4y agoipaddressWindows compiler toolchain compatibility for R 4.2
- 5y agoipaddressHotfix for CRAN check warnings
Frequently asked questions
What is the difference between gkwdist and ipaddress?
Both compete on the same themes — r-package — within Infra & APIs. gkwdist is currently shipping more aggressively (velocity 2.5 vs 0.0), with 0 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 gkwdist better than ipaddress?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. gkwdist is currently shipping more aggressively (velocity 2.5 vs 0.0), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.
What are the best alternatives to gkwdist?
Top gkwdist alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "gkwdist alternatives" section above for the current picks, or visit /alternatives/gkwdist for the full list with editorial commentary on each.
What are the best alternatives to ipaddress?
Top ipaddress alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "ipaddress alternatives" section above for the current picks, or visit /alternatives/ipaddress for the full list with editorial commentary on each.