ggpointless
ggpointless keeps adding the ggplot2 layers nobody else bothered to write.
Comparison · Infra & APIs
glcdp vs humind
A side-by-side editorial comparison of glcdp and humind — release velocity, themes, recent moves, and the top alternatives to consider.
glcdp vs humind: at a glance
What is glcdp?
glcdp reaches 1.0.0 with a stable schema contract behind its data explorer.
glcdp imports light-logger data packages published to the GLC standard, driven by declared schemas rather than format-specific readers. 0.9.3 added glc_explore(), a Shiny application for browsing the registry and exporting an annotated reproducible script. 1.0.0 promotes schema 3.0.2 to the default and primary stable import contract and makes schema-declared variable types and factor-level order drive the import itself.
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.
glcdp vs humind: editorial side-by-side
glcdp
6.3INFRA · APIS
glcdp reaches 1.0.0 with a stable schema contract behind its data explorer.
◆ Current state
glcdp imports light-logger data packages published to the GLC standard, driven by declared schemas rather than format-specific readers. 0.9.3 added glc_explore(), a Shiny application for browsing the registry and exporting an annotated reproducible script. 1.0.0 promotes schema 3.0.2 to the default and primary stable import contract and makes schema-declared variable types and factor-level order drive the import itself.
◆ Where it's heading
The package is serving two audiences from one model. Programmatic users get glc_collect(), extract_metadata() and add_metadata(), with imports that reject file groups whose factor labels or level order disagree. Interactive users get an Explorer that filters by device, wearing position, modality, role and data state, pages large inventories at 100 rows, and caches remote metadata for immutable revisions. Schemas 1.0.0 and 2.0.0 stay reachable as barebones legacy paths.
◆ Prediction
With 3.0.2 named the primary stable contract and the older schemas explicitly labelled legacy, retiring the barebones paths is the most likely next structural move. The notes give no indication of work beyond the current schema line.
humind
3.8INFRA · APIS
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.
Alternatives to glcdp and humind
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 glcdp or humind.
mpactr
mpactr spent two spring releases normalizing case in metadata after users kept tripping on it.
surveytidy
surveytidy taught every dplyr verb to operate on a whole collection of surveys at once.
surveycore
surveycore declared its API stable with every survey design type covered.
PEIMAN2
PEIMAN2 cut its annotation database loose from its release cycle without breaking CRAN.
prospectr
prospectr spent its biggest release in years fixing spectra it had been quietly mangling.
See all glcdp alternatives → · See all humind alternatives →
Recent activity from glcdp and humind
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 13d agoglcdpSchema 3.0.2 becomes the default import contract
- 29d agoglcdpglc_explore() adds a Shiny browser and metadata joins ⚡
- 29d agohumind2026 MSNI rollout: HWISE-4 prerequisite, FCLCM, impactR4PHU dropped ⚡
- 1mo agoglcdpLogo and favicon refresh
- 8mo agohumindTents reclassified as inadequate shelter
- 10mo agohumindFix: honour the sep argument in protection score columns
- 10mo agohumind'Acute need' renamed to 'severe need' across every output column
- 1y agohumind2025 MSNI rollout: Protection revamped, WGQ dropped from Health
- 1y agohumindScoring corrections across WASH, education, health and shelter
Frequently asked questions
What is the difference between glcdp and humind?
They serve adjacent needs but don't currently overlap on shipped themes. glcdp is currently shipping more aggressively (velocity 6.3 vs 3.8), with 1 editorial sparks in the last 30 days against 1. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is glcdp better than humind?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. glcdp is currently shipping more aggressively (velocity 6.3 vs 3.8), with 1 editorial sparks in the last 30 days against 1. For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.
What are the best alternatives to glcdp?
Top glcdp alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "glcdp alternatives" section above for the current picks, or visit /alternatives/glcdp for the full list with editorial commentary on each.
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.