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Comparison · Infra & APIs

glcdp vs prospectr

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

Shared themes:r-packages

glcdp vs prospectr: at a glance

Featureglcdpprospectr
SectorInfra & APIsInfra & APIs
Velocity score6.30.0
Sparks · 30d10
Top themesr-packages, light-logging, data-standards, shinyspectroscopy, signal-processing, preprocessing, calibration-sampling
Last editorial update1h ago49m ago
WebsiteVisit →Visit →

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.

Read the full glcdp trajectory →

What is prospectr?

prospectr spent its biggest release in years fixing spectra it had been quietly mangling.

prospectr provides the signal-processing layer for near-infrared and visible spectroscopy in R — Savitzky-Golay and gap-segment derivatives, standard normal variate, detrending, continuum removal, splice correction, plus calibration sampling algorithms like Kennard-Stone and DUPLEX and readers for ASD and BUCHI NIRCal instrument files. The May release is the substantial one: a long list of corrections to functions that were returning wrong or missing values rather than failing.

Read the full prospectr trajectory →

glcdp vs prospectr: editorial side-by-side

G
glcdp
INFRA · APIS
6.3

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.

P
prospectr
INFRA · APIS
0.0

prospectr spent its biggest release in years fixing spectra it had been quietly mangling.

◆ Current state

prospectr provides the signal-processing layer for near-infrared and visible spectroscopy in R — Savitzky-Golay and gap-segment derivatives, standard normal variate, detrending, continuum removal, splice correction, plus calibration sampling algorithms like Kennard-Stone and DUPLEX and readers for ASD and BUCHI NIRCal instrument files. The May release is the substantial one: a long list of corrections to functions that were returning wrong or missing values rather than failing.

◆ Where it's heading

The recent work is corrective rather than additive, and several items changed results silently before being caught. continuumRemoval() derived its convex-hull boundary offset from a fixed one-wavelength assumption that broke for fine-resolution spectra or non-nanometre units; cochranTest() passed an invalid argument name to prcomp() and produced incorrect principal component scores; readASD() silently dropped spectra in one branch of its text path. Two file readers were leaking connections. Alongside that runs a smaller thread of decoupling preprocessing steps from each other, most visibly detrend() gaining an snv argument so polynomial detrending can run without the SNV transform that Barnes et al. bundled with it.

◆ Prediction

The detrend() decoupling is the only recent addition and it fits a broader pipeline-composition direction, so similar separation of other bundled preprocessing steps is the plausible next move. The misspelled substraction argument now carries a deprecation warning, which schedules its removal for a future release.

Alternatives to glcdp and prospectr

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 prospectr.

See all glcdp alternatives → · See all prospectr alternatives →

Recent activity from glcdp and prospectr

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

  1. 13d agoglcdpSchema 3.0.2 becomes the default import contract
  2. 29d agoglcdpglc_explore() adds a Shiny browser and metadata joins
  3. 1mo agoglcdpLogo and favicon refresh
  4. 1mo agoprospectrdetrend() can run without a prior SNV transformation
  5. 2mo agoprospectrContinuum removal, SNV and cochranTest corrected; readers stop leaking
  6. 1y agoprospectrread_nircal() sample ID field fix
  7. 3y agoprospectrNon-UTF8 sample IDs no longer become NA
  8. 4y agoprospectrkenStone() bug fix
  9. 4y agoprospectrread_nircal() execution failure fixed

Frequently asked questions

What is the difference between glcdp and prospectr?

Both compete on the same themes — r-packages — within Infra & APIs. glcdp is currently shipping more aggressively (velocity 6.3 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 glcdp better than prospectr?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. glcdp is currently shipping more aggressively (velocity 6.3 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 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 prospectr?

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