simlandr
Potential landscape tooling settling onto standard R generics after two rounds of renaming.
Comparison · Analytics
effectplots vs healthyR.ai
A side-by-side editorial comparison of effectplots and healthyR.ai — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:r-package
effectplots vs healthyR.ai: at a glance
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.
What is healthyR.ai?
A healthyverse machine-learning helper in maintenance: one new function in three years.
healthyR.ai wraps clustering, dimensionality reduction, and recipe steps for the healthyverse package family. Its notes follow a fixed Breaking Changes / New Features / Minor Fixes template, and for most releases the first two sections read None. The last three years produced one added capability, a mesh generator, against a steady run of compatibility fixes.
effectplots vs healthyR.ai: editorial side-by-side
effectplots
0.0ANALYTICS
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.
healthyR.ai
0.0ANALYTICS
A healthyverse machine-learning helper in maintenance: one new function in three years.
◆ Current state
healthyR.ai wraps clustering, dimensionality reduction, and recipe steps for the healthyverse package family. Its notes follow a fixed Breaking Changes / New Features / Minor Fixes template, and for most releases the first two sections read None. The last three years produced one added capability, a mesh generator, against a steady run of compatibility fixes.
◆ Where it's heading
The package is in maintenance rather than expansion. Fixes increasingly originate from outside contributors patching breakage that came from dependencies - a C5.0 data prepper, a name-repair error in the UMAP helper, a failing recipe step type check. The 2022 release that exported the internal data-processing functions was the last structural decision; everything since keeps that surface working.
◆ Prediction
Expect further single-issue releases tracking tidymodels and recipes changes; nothing in these entries suggests new modelling capability is queued.
Alternatives to effectplots and healthyR.ai
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 effectplots or healthyR.ai.
lavaanExtra
SEM reporting helpers converging on APA output, one CRAN resubmission at a time.
ibis.iSDM
A raster-to-terra migration is the only readable change in a feed of merge notes.
anyflights
A nycflights13 generator whose recent work is all about the data being right.
vinereg
Conditional density and log-likelihood fill out a vine copula regression package.
stringx
A drop-in string API for base R, kept alive by upstream check failures.
See all effectplots alternatives → · See all healthyR.ai alternatives →
Recent activity from effectplots and healthyR.ai
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1y agohealthyR.aiC5.0 data prepper updated by an outside contributor
- 1y agoeffectplotsRare categories collapse into an 'other' level
- 1y agoeffectplotsMissing x values now plotted for numeric features
- 1y agoeffectplotsNumeric core rewritten after an in-place data corruption fix ⚡
- 1y agoeffectplotsInitial CRAN release
- 1y agohealthyR.aiMesh generator added; earth data prepper typo fixed
- 3y agohealthyR.aiMinimum R version raised to 3.3
- 3y agohealthyR.aiUMAP list name-repair error fixed
- 3y agohealthyR.aikmeans AutoML typo fixed before modelling could run
- 3y agohealthyR.aiData processing functions exported from internals
Frequently asked questions
What is the difference between effectplots and healthyR.ai?
Both compete on the same themes — r-package — within Analytics. effectplots and healthyR.ai 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 effectplots better than healthyR.ai?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. effectplots and healthyR.ai 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 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.
What are the best alternatives to healthyR.ai?
Top healthyR.ai alternatives in Analytics are ranked by recent ship velocity. Browse the "healthyR.ai alternatives" section above for the current picks, or visit /alternatives/healthyr-ai for the full list with editorial commentary on each.