HydroPortailStats
France's national flood statistics, ported out of Fortran and into R.
Comparison · Infra & APIs
ipaddress vs MachineShop
A side-by-side editorial comparison of ipaddress and MachineShop — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:r-package
ipaddress vs MachineShop: at a glance
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.
What is MachineShop?
A mature R modelling framework refining variable importance and resampling controls
MachineShop provides a unified interface over a wide set of R model packages, handling fitting, resampling, performance metrics and variable importance behind one API. Recent releases are narrow and mostly corrective: 3.9.2 removed dead documentation links and fixed a Java parameter in a BART example, 3.9.1 ensured global settings reach compute nodes when varimp() runs in parallel and patched XGBoost model compatibility. The last release with real surface change was 3.9.0, which added offset support to XGBModel and a pool argument to calibration() controlling whether calibration curves are computed on pooled predictions or averaged across resampling iterations.
ipaddress vs MachineShop: editorial side-by-side
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.
MachineShop
0.0INFRA · APIS
A mature R modelling framework refining variable importance and resampling controls
◆ Current state
MachineShop provides a unified interface over a wide set of R model packages, handling fitting, resampling, performance metrics and variable importance behind one API. Recent releases are narrow and mostly corrective: 3.9.2 removed dead documentation links and fixed a Java parameter in a BART example, 3.9.1 ensured global settings reach compute nodes when varimp() runs in parallel and patched XGBoost model compatibility. The last release with real surface change was 3.9.0, which added offset support to XGBModel and a pool argument to calibration() controlling whether calibration curves are computed on pooled predictions or averaged across resampling iterations.
◆ Where it's heading
Development has concentrated on variable importance and resampling rather than on adding models. 3.8.0 restructured the VariableImportance class to record which method and metric produced it, with an update() method to migrate objects from earlier versions, and extended term-specific p-values to Cox, POLR and survival regression models. 3.7.0 added grouped and stratified resampling to the control objects. The pace has slowed markedly - four releases in the last two years against six in the two before - and the recent content is compatibility work against XGBoost, parsnip, ggplot2 and recipes.
◆ Prediction
Expect the deprecated calibration pooling behaviour to be removed in a future release as the notes state, with the intervening versions continuing to track upstream model package changes.
Alternatives to ipaddress and MachineShop
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 ipaddress or MachineShop.
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 ipaddress alternatives → · See all MachineShop alternatives →
Recent activity from ipaddress and MachineShop
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 5mo agoMachineShopDocumentation link cleanup and a BART example fix
- 8mo agoMachineShopGlobal settings now reach compute nodes during parallel varimp
- 0y agoipaddresstestthat deprecation warnings resolved
- 1y agoMachineShopOffset support for XGBoost and per-iteration calibration curves
- 1y agoMachineShopVariable importance objects record their own method and metric
- 2y agoMachineShopGrouped and stratified resampling in the control objects
- 3y agoMachineShopBackward compatibility for older model objects
- 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 ipaddress and MachineShop?
Both compete on the same themes — r-package — within Infra & APIs. ipaddress and MachineShop 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 ipaddress better than MachineShop?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. ipaddress and MachineShop 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 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.
What are the best alternatives to MachineShop?
Top MachineShop alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "MachineShop alternatives" section above for the current picks, or visit /alternatives/machineshop for the full list with editorial commentary on each.