mice
mice can finally predict, not just estimate, from multiply imputed data.
A side-by-side editorial comparison of Nematode and selection.index — release velocity, themes, recent moves, and the top alternatives to consider.
A nematode ecology toolbox whose last two releases corrected the arithmetic in its own indices.
Nematode packages the standard soil-nematode community indices — maturity, enrichment, structure and channel indices, trophic diversity, plant parasite index — alongside ordination helpers and a bundled taxonomy and traits dataset drawn from Nemaplex. The visible history is short: a large function drop in 0.2.0, then a run of releases correcting formulas and refreshing the reference data.
A dormant plant-breeding package returns as a genomic selection index suite
selection.index computes selection indices for plant breeding — weighting several traits into one number breeders can rank on. After two years of silence it shipped 2.0.0 in March 2026, and the package is barely recognisable: snake_case throughout, an Rcpp and RcppEigen computational core, and index families for genomic data, marker data, multi-stage trials and constrained genetic gain sitting beside the original phenotypic ones.
Nematode packages the standard soil-nematode community indices — maturity, enrichment, structure and channel indices, trophic diversity, plant parasite index — alongside ordination helpers and a bundled taxonomy and traits dataset drawn from Nemaplex. The visible history is short: a large function drop in 0.2.0, then a run of releases correcting formulas and refreshing the reference data.
Two of the four documented releases fix a formula in an index the package already shipped — the Species Richness Index in 0.2.1 and a missing division by two in the Functional Metabolic Footprints calculation in 0.3.1 — and the 0.2.1 note tells users their earlier values were wrong. That, more than the feature additions, is what the feed records. The other thread is keeping the bundled taxonomy current against Nemaplex, which grew the genus table from 2,484 to 2,524 entries and the body-mass table from 987 to 1,094 in March.
Given the pattern of index formulas being corrected after release, further verification of the remaining indices against their source publications is the likeliest next work. The Nemaplex datasets carry a revision date and are refreshed on the upstream schedule, so another data update is the other predictable item.
selection.index computes selection indices for plant breeding — weighting several traits into one number breeders can rank on. After two years of silence it shipped 2.0.0 in March 2026, and the package is barely recognisable: snake_case throughout, an Rcpp and RcppEigen computational core, and index families for genomic data, marker data, multi-stage trials and constrained genetic gain sitting beside the original phenotypic ones.
The first version series added one function at a time — combinatorial indices, then genetic advance, then mean performance under randomised block designs — against a fixed phenotypic framing. Version 2.0.0 abandons that framing rather than extending it. Genomic and marker information become inputs the package understands, multi-cycle simulation becomes a built-in toolset, and the old combinatorial entry points are replaced by a named lpsi(). The 2.0.1 follow-up is entirely CI and numerical-stability work, which reads like a maintainer bracing a much larger surface.
A seventeen-runner CI matrix mirroring every CRAN check flavour, added days after 2.0.0, says the immediate concern is keeping a compiled multi-family package green rather than adding to it. Expect stabilisation releases before anything new.
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 Nematode or selection.index.
mice can finally predict, not just estimate, from multiply imputed data.
A market-microstructure toolkit that keeps adding estimators as the papers land.
A vowel-analysis package trimming dependencies after an email address got it archived.
The R half of the EMU speech database system, fixing what was quietly broken.
A Bayesian model-averaging package spending its 2.0 on memory, not methods.
tidyplots keeps rebuilding its own foundations rather than layering around them.
See all Nematode alternatives → · See all selection.index alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Nematode and selection.index 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.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Nematode and selection.index 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.
Top Nematode alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Nematode alternatives" section above for the current picks, or visit /alternatives/nematode for the full list with editorial commentary on each.
Top selection.index alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "selection.index alternatives" section above for the current picks, or visit /alternatives/selection-index for the full list with editorial commentary on each.