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Comparison · Infra & APIs

CptNonPar vs surveytidy

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

CptNonPar vs surveytidy: at a glance

FeatureCptNonParsurveytidy
SectorInfra & APIsInfra & APIs
Velocity score0.00.0
Sparks · 30d00
Top themeschange-point-detection, nonparametric, defaults, preprocessingsurvey-statistics, tidyverse, dplyr-verbs, metadata-tracking
Last editorial update50m ago3h ago
WebsiteVisit →Visit →

What is CptNonPar?

Nonparametric change point detection swaps p-values for importance scores.

CptNonPar implements nonparametric MOJO change point detection for possibly multivariate, serially dependent data, through single-lag, multi-lag and multiscale entry points. Recent releases concern how results are reported and how data is preprocessed rather than new detection machinery. The underlying method was accepted at Biometrika during the 0.3.0 cycle.

Read the full CptNonPar trajectory →

What is surveytidy?

surveytidy taught every dplyr verb to operate on a whole collection of surveys at once.

surveytidy is the tidyverse-facing half of a two-package survey stack, wrapping survey design objects from surveycore so filter, mutate, select and the rest work on them while carrying variable labels, value labels and a transformation log alongside the data. The May release extended that verb surface to survey_collection, the abstraction surveycore uses to hold several surveys as one object, so a pipeline written once dispatches across every member.

Read the full surveytidy trajectory →

CptNonPar vs surveytidy: editorial side-by-side

C
CptNonPar
INFRA · APIS
0.0

Nonparametric change point detection swaps p-values for importance scores.

◆ Current state

CptNonPar implements nonparametric MOJO change point detection for possibly multivariate, serially dependent data, through single-lag, multi-lag and multiscale entry points. Recent releases concern how results are reported and how data is preprocessed rather than new detection machinery. The underlying method was accepted at Biometrika during the 0.3.0 cycle.

◆ Where it's heading

The package is tightening the statistical interface it exposes: p-values gave way to importance scores across all three detection functions, manual thresholds became specifiable per lag, and the latest release makes centring and scaling the default preprocessing step. Each change folds a decision the user previously had to make into the package itself.

◆ Prediction

Expect further work on defaults and reporting around the existing MOJO estimators rather than a new detection method.

S
surveytidy
INFRA · APIS
0.0

surveytidy taught every dplyr verb to operate on a whole collection of surveys at once.

◆ Current state

surveytidy is the tidyverse-facing half of a two-package survey stack, wrapping survey design objects from surveycore so filter, mutate, select and the rest work on them while carrying variable labels, value labels and a transformation log alongside the data. The May release extended that verb surface to survey_collection, the abstraction surveycore uses to hold several surveys as one object, so a pipeline written once dispatches across every member.

◆ Where it's heading

The package is being built in two layers that arrive in order: vector-level transformations first, structural dispatch second. The make_* family in 0.4.0 handles the recoding that survey work actually consists of — labelled to factor, multi-level to dichotomous, scale reversal, valence flipping — with value labels propagating automatically. Collection support then applies data-masking, tidyselect, grouping, slicing and collapsing verbs per survey, with joins explicitly refused and a typed message reporting which surveys were skipped. Metadata fidelity is the recurring bug source: labels surviving across(), stale labels left behind by recoding, the transformation log keeping up with what the verbs did.

◆ Prediction

Joins are the one verb family that errors on collections, with users directed to join before constructing the collection, so that restriction is the clearest outstanding gap. The re-export of surveycore's collection constructors suggests the package is positioning itself as the single import users need, which points toward more re-exports as surveycore's stable API settles.

Alternatives to CptNonPar and surveytidy

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 CptNonPar or surveytidy.

See all CptNonPar alternatives → · See all surveytidy alternatives →

Recent activity from CptNonPar and surveytidy

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

  1. 2mo agosurveytidymutate() syncs metadata for across() recodes
  2. 3mo agosurveytidydplyr and tidyr verbs dispatch across survey collections
  3. 5mo agosurveytidyFive label-aware recoding functions for use inside mutate()
  4. 8mo agoCptNonParData centred and scaled by default before detection
  5. 1y agoCptNonParImportance scores replace p-values; per-lag manual thresholds
  6. 2y agoCptNonParPaper link updated for CRAN checks
  7. 3y agoCptNonParDescription field and example cleanups

Frequently asked questions

What is the difference between CptNonPar and surveytidy?

They serve adjacent needs but don't currently overlap on shipped themes. CptNonPar and surveytidy 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 CptNonPar better than surveytidy?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. CptNonPar and surveytidy 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 Infra & APIs products to evaluate alongside.

What are the best alternatives to CptNonPar?

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

What are the best alternatives to surveytidy?

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