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Comparison · Infra & APIs

squat vs tealeaves

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

squat vs tealeaves: at a glance

Featuresquattealeaves
SectorInfra & APIsInfra & APIs
Velocity score0.00.0
Sparks · 30d00
Top themesquaternions, functional-data, rotation, clusteringplant-physiology, energy-balance, leaf-temperature, units
Last editorial update2h ago53m ago
WebsiteVisit →Visit →

What is squat?

Quaternion time series got their own statistics package, and it is still filling in the toolbox.

squat treats a sequence of rotations as a statistical object: quaternion time series with means, medians, distances, principal components and clustering defined on them rather than on the raw coordinates. Version 0.5.0 adds derived representations, turning a QTS into a smooth b-spline curve or into angular velocity and acceleration. The release cadence is roughly annual.

Read the full squat trajectory →

What is tealeaves?

A leaf-temperature model that finished its job in 2020 and has stayed finished

tealeaves solves for leaf temperature from an energy balance, using explicit units to keep parameters consistent and modelling lower and upper leaf surfaces separately so sensible and latent heat loss are computed for each. The package reached its current form in 2020 across versions 1.0.2 to 1.0.5, which added direct or functional sky temperature, dplyr 1.0.0 compatibility, and fixes to a parameter-crossing bug that the new sky temperature function had introduced. The only release since, v1.0.6 in July 2022, corrects a name in the citation file, stops parallel evaluation in a vignette and fixes README links.

Read the full tealeaves trajectory →

squat vs tealeaves: editorial side-by-side

S
squat
INFRA · APIS
0.0

Quaternion time series got their own statistics package, and it is still filling in the toolbox.

◆ Current state

squat treats a sequence of rotations as a statistical object: quaternion time series with means, medians, distances, principal components and clustering defined on them rather than on the raw coordinates. Version 0.5.0 adds derived representations, turning a QTS into a smooth b-spline curve or into angular velocity and acceleration. The release cadence is roughly annual.

◆ Where it's heading

Each release has added either a representation or a way to compare series. First the class and the core statistical methods, then clustering algorithms and distance matrices, then quaternion algebra and axis-angle conversion, then rotation-invariant elastic distance and roll-pitch-yaw. The package is broadening the input side, so that data arriving in any of the usual rotation encodings can enter the same analysis. Dependency reduction runs alongside, with purrr and furrr swapped out for base and future.apply.

◆ Prediction

Given the pattern, the next additions are most likely further transformations and distances rather than new inference machinery. The tight coupling to fdacluster, which the notes repeatedly adapt to, means that package's API is the main external constraint on timing.

T
tealeaves
INFRA · APIS
0.0

A leaf-temperature model that finished its job in 2020 and has stayed finished

◆ Current state

tealeaves solves for leaf temperature from an energy balance, using explicit units to keep parameters consistent and modelling lower and upper leaf surfaces separately so sensible and latent heat loss are computed for each. The package reached its current form in 2020 across versions 1.0.2 to 1.0.5, which added direct or functional sky temperature, dplyr 1.0.0 compatibility, and fixes to a parameter-crossing bug that the new sky temperature function had introduced. The only release since, v1.0.6 in July 2022, corrects a name in the citation file, stops parallel evaluation in a vignette and fixes README links.

◆ Where it's heading

This is finished scientific software. The arc runs from a 1.0.0 that already described the full model, through a usability decision in 1.0.1 to accept unitless values and assign units rather than demand them, to a 2020 cluster of compatibility and correctness work around publication. Nothing since has touched the model, and the 2022 release is pure paperwork. Its most instructive entry remains 1.0.5, where a new feature silently produced incorrect parameter crossing and the fix arrived with tests to pin the behaviour.

◆ Prediction

Expect nothing unless a dependency or CRAN check forces a release; on this record any such release will be documentation and packaging rather than a change to the energy balance.

Alternatives to squat and tealeaves

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 squat or tealeaves.

See all squat alternatives → · See all tealeaves alternatives →

Recent activity from squat and tealeaves

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

  1. 7mo agosquatSmoothing, angular velocity and acceleration transforms added
  2. 1y agosquatRotation-invariant elastic distance and roll-pitch-yaw support
  3. 2y agosquatQuaternion algebra and axis-angle conversion added
  4. 3y agosquatFence robustification option and correct tangent spaces
  5. 3y agosquatHierarchical and DBSCAN clustering join k-means
  6. 3y agosquatFirst API defines quaternion time series as a statistical object
  7. 4y agotealeavesCitation file, vignette and README fixes
  8. 6y agotealeavesParameter-crossing bug fixed with tests; coverage added
  9. 6y agotealeavesFix for custom sky temperature function being overwritten
  10. 6y agotealeavesSky temperature as value or function; dplyr 1.0.0 compatibility
  11. 7y agotealeavesUnitless parameter values now accepted and assigned units
  12. 7y agotealeavesFirst release: leaf energy balance with per-surface conductances

Frequently asked questions

What is the difference between squat and tealeaves?

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

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. squat and tealeaves 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 squat?

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

What are the best alternatives to tealeaves?

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