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aqp vs effectplots

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

Shared themes:r-package

aqp vs effectplots: at a glance

Featureaqpeffectplots
SectorAnalyticsAnalytics
Velocity score0.00.0
Sparks · 30d00
Top themesr-package, soil-science, s4-classes, munsell-colorr-package, model-interpretability, ale, partial-dependence
Last editorial update1h ago1h ago
WebsiteVisit →Visit →

What is aqp?

The 1.x line, tagged retroactively after a decade of SoilProfileCollection redesign.

aqp provides the SoilProfileCollection class and the algorithms built on it for soil profile data, colour, and taxonomy. The most recent tag in this feed is explicitly retroactive: 1.42 was cut in 2025 to mark the last CRAN state before the 2.0 release. Between 2018 and 2021 the class internals were reworked twice, the Munsell colour tooling grew substantially, and data.table replaced reshape underneath the wide-to-long transformations.

Read the full aqp trajectory →

What is effectplots?

A young ALE and PDP plotting package that rebuilt its numeric core after a data-corrupting bug.

effectplots computes and plots partial dependence, ALE, and observed-versus-predicted effect curves for fitted models. It reached CRAN in November 2024 and shipped three releases in the four months after. The 0.2.0 release is the pivot: an outlier-clipping routine that silently modified the caller's data frame was fixed, the numeric path was rewritten for speed and memory, and the plotting and category-collapsing defaults were reset.

Read the full effectplots trajectory →

aqp vs effectplots: editorial side-by-side

A
aqp
ANALYTICS
0.0

The 1.x line, tagged retroactively after a decade of SoilProfileCollection redesign.

◆ Current state

aqp provides the SoilProfileCollection class and the algorithms built on it for soil profile data, colour, and taxonomy. The most recent tag in this feed is explicitly retroactive: 1.42 was cut in 2025 to mark the last CRAN state before the 2.0 release. Between 2018 and 2021 the class internals were reworked twice, the Munsell colour tooling grew substantially, and data.table replaced reshape underneath the wide-to-long transformations.

◆ Where it's heading

Two threads run through the window. The core object was progressively rebuilt - a new horizon-ID slot in 1.17, then a wave of renames and argument removals in 1.25 that broke code deliberately ahead of 2.0. Alongside it, colour work compounded: mixMunsell, spectral mixing, colour quantiles, a chip-frequency chart, and PMS conversion. Tag order here is not release order, since 1.42 was applied to an older commit.

◆ Prediction

This feed reads as a closed chapter - further entries on it would be backfill, with active work having moved to the 2.x series.

E
effectplots
ANALYTICS
0.0

A young ALE and PDP plotting package that rebuilt its numeric core after a data-corrupting bug.

◆ Current state

effectplots computes and plots partial dependence, ALE, and observed-versus-predicted effect curves for fitted models. It reached CRAN in November 2024 and shipped three releases in the four months after. The 0.2.0 release is the pivot: an outlier-clipping routine that silently modified the caller's data frame was fixed, the numeric path was rewritten for speed and memory, and the plotting and category-collapsing defaults were reset.

◆ Where it's heading

After 0.2.0 the work turns to the awkward cases - missing values on the x axis, explicit and empty factor levels, discrete grid detection. The package is also widening past a single modelling ecosystem: h2o support and tidymodels examples arrived with 0.2.0, and fcut() was exported as a fast replacement for cut(). Release notes are issue-numbered throughout, so the roadmap is effectively the issue tracker.

◆ Prediction

Expect continued default tuning around collapse_m and discrete_m plus more model-backend coverage; the cadence points to another batch of issue fixes rather than a new plot type.

Alternatives to aqp and effectplots

Other Analytics 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 aqp or effectplots.

See all aqp alternatives → · See all effectplots alternatives →

Recent activity from aqp and effectplots

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

  1. 1y agoeffectplotsRare categories collapse into an 'other' level
  2. 1y agoaqpRetroactive tag for the last 1.x CRAN state
  3. 1y agoeffectplotsMissing x values now plotted for numeric features
  4. 1y agoeffectplotsNumeric core rewritten after an in-place data corruption fix
  5. 1y agoeffectplotsInitial CRAN release
  6. 4y agoaqpMunsell mixing gains an exact spectral method
  7. 5y agoaqpdata.table replaces reshape under the class internals
  8. 5y agoaqpCore class methods renamed and pruned ahead of 2.0
  9. 7y agoaqpNew horizon-ID slot closes the 1.x major line

Frequently asked questions

What is the difference between aqp and effectplots?

Both compete on the same themes — r-package — within Analytics. aqp and effectplots 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 aqp better than effectplots?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. aqp and effectplots 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 Analytics products to evaluate alongside.

What are the best alternatives to aqp?

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

What are the best alternatives to effectplots?

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