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Comparison · Infra & APIs

humind vs PEIMAN2

A side-by-side editorial comparison of humind and PEIMAN2 — release velocity, themes, recent moves, and the top alternatives to consider.

humind vs PEIMAN2: at a glance

FeaturehumindPEIMAN2
SectorInfra & APIsInfra & APIs
Velocity score3.80.0
Sparks · 30d10
Top themeshumanitarian-analytics, needs-assessment, r-package, breaking-changesproteomics, post-translational-modification, enrichment-analysis, reproducibility
Last editorial update3h ago1h ago
WebsiteVisit →Visit →

What is humind?

The MSNI humanitarian needs framework as code, rewritten and re-broken every year

humind turns household survey data into Multi-Sector Needs Index severity scores across WASH, Protection, SNFI, Food Security, Education and Health. Its version line tracks the annual MSNI framework revision — 2024.x, 2025.x, 2026.x — with narrow correctness patches between rollouts. v2026.2.0 is the current rollout and the most structural one in the visible history: water-quantity scoring moved out into a new mandatory prerequisite, food-security severity now comes from a different matrix, and the impactR4PHU runtime dependency is gone.

Read the full humind trajectory →

What is PEIMAN2?

PEIMAN2 cut its annotation database loose from its release cycle without breaking CRAN.

PEIMAN2 does enrichment analysis over post-translational modifications, testing whether a protein list is enriched for particular PTMs against UniProt-derived annotations, with translation functions bridging to mass spectrometry workflows. Its answers are only as current as its bundled database, and until June that database could only be refreshed by releasing a new package version. Version 1.1.0 changes that.

Read the full PEIMAN2 trajectory →

humind vs PEIMAN2: editorial side-by-side

H
humind
INFRA · APIS
3.8

The MSNI humanitarian needs framework as code, rewritten and re-broken every year

◆ Current state

humind turns household survey data into Multi-Sector Needs Index severity scores across WASH, Protection, SNFI, Food Security, Education and Health. Its version line tracks the annual MSNI framework revision — 2024.x, 2025.x, 2026.x — with narrow correctness patches between rollouts. v2026.2.0 is the current rollout and the most structural one in the visible history: water-quantity scoring moved out into a new mandatory prerequisite, food-security severity now comes from a different matrix, and the impactR4PHU runtime dependency is gone.

◆ Where it's heading

Two things move together. The framework content is revised yearly — indicators added, weights corrected, instruments swapped — and the package keeps absorbing pipeline it used to delegate, most visibly by vendoring add_fcs(), add_hhs(), add_rcsi(), add_lcsi() and add_fcm_phase() locally rather than importing them. Each rollout is explicitly breaking and the release notes have grown per-function 'Action:' instructions, which reads as maintainers who expect every downstream dashboard to need rewiring on the same annual clock.

◆ Prediction

The 2025 line settled into narrow patches immediately after its rollout — 1.2, 1.3 and 1.4 fixed a separator argument, a schema rename and a shelter misclassification rather than adding indicators. Expect the 2026 line to do the same: correctness fixes against the new WASH, FCLCM and shelter-damage logic before any further framework change.

P
PEIMAN2
INFRA · APIS
0.0

PEIMAN2 cut its annotation database loose from its release cycle without breaking CRAN.

◆ Current state

PEIMAN2 does enrichment analysis over post-translational modifications, testing whether a protein list is enriched for particular PTMs against UniProt-derived annotations, with translation functions bridging to mass spectrometry workflows. Its answers are only as current as its bundled database, and until June that database could only be refreshed by releasing a new package version. Version 1.1.0 changes that.

◆ Where it's heading

The package has been moving from a fixed snapshot toward versioned, user-selectable data. Earlier releases updated the bundled database in place — 1.0.0 shipped the March 2025 version and said little else — which meant the annotation vintage was whatever the package version implied. Now update_peiman_database() downloads and caches external database files and UniProt PTM lists, enrichment workflows take a database_version argument, and the mass-spec translators take a ptmlist_version, so an analysis can pin a dated database rather than a package release. The CRAN-safe default is preserved deliberately: loading, examples and checks still use the bundled internal data and need no network.

◆ Prediction

Version pinning is now expressible but the release notes do not describe how a chosen version is recorded in output, so surfacing the active database version in results is the natural companion. The database and the UniProt PTM list are versioned separately, which leaves room for a combined manifest.

Alternatives to humind and PEIMAN2

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 humind or PEIMAN2.

See all humind alternatives → · See all PEIMAN2 alternatives →

Recent activity from humind and PEIMAN2

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

  1. 29d agohumind2026 MSNI rollout: HWISE-4 prerequisite, FCLCM, impactR4PHU dropped
  2. 2mo agoPEIMAN2Database updates decouple from package releases
  3. 8mo agohumindTents reclassified as inadequate shelter
  4. 10mo agohumindFix: honour the sep argument in protection score columns
  5. 10mo agohumind'Acute need' renamed to 'severe need' across every output column
  6. 1y agohumind2025 MSNI rollout: Protection revamped, WGQ dropped from Health
  7. 1y agoPEIMAN2Bundled database refreshed to the March 2025 UniProt vintage
  8. 1y agoPEIMAN2Documentation fix for the second example dataset
  9. 1y agohumindScoring corrections across WASH, education, health and shelter
  10. 2y agoPEIMAN2Background lists for SEA and PSEA; tidyverse dependency dropped

Frequently asked questions

What is the difference between humind and PEIMAN2?

They serve adjacent needs but don't currently overlap on shipped themes. humind is currently shipping more aggressively (velocity 3.8 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 humind better than PEIMAN2?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. humind is currently shipping more aggressively (velocity 3.8 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 Infra & APIs products to evaluate alongside.

What are the best alternatives to humind?

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

What are the best alternatives to PEIMAN2?

Top PEIMAN2 alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "PEIMAN2 alternatives" section above for the current picks, or visit /alternatives/peiman2 for the full list with editorial commentary on each.