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Comparison · Analytics

tbrf vs vinereg

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

Shared themes:r-package

tbrf vs vinereg: at a glance

Featuretbrfvinereg
SectorAnalyticsAnalytics
Velocity score0.00.0
Sparks · 30d00
Top themesrolling-statistics, water-quality, time-series, environmental-datar-package, copulas, regression, conditional-density
Last editorial update1h ago52m ago
WebsiteVisit →Visit →

What is tbrf?

Time-based rolling statistics for water-quality data, finally getting plotting and padding built in.

tbrf computes rolling statistics over time windows rather than fixed row counts — geometric means, confidence intervals and related summaries indexed by date. That distinction matters for irregularly sampled environmental monitoring data, where a fixed-width window spans different amounts of real time. Version 0.1.7 folds in stat_stepribbon() from ggalt, ships an Entero example dataset for lognormal workflows, and adds na.pad across the tbr_ family.

Read the full tbrf trajectory →

What is vinereg?

Conditional density and log-likelihood fill out a vine copula regression package.

vinereg fits D-vine copula-based regression models on top of rvinecopulib and kde1d, in Thomas Nagler's package stack. The January 2025 pair - 0.10.0 and 0.11.0 tagged the same day - adds a pdf() function and then fixes conditional density computation for discrete variables while requiring the newer kde1d. Release notes run to one or two bullets each.

Read the full vinereg trajectory →

tbrf vs vinereg: editorial side-by-side

T
tbrf
ANALYTICS
0.0

Time-based rolling statistics for water-quality data, finally getting plotting and padding built in.

◆ Current state

tbrf computes rolling statistics over time windows rather than fixed row counts — geometric means, confidence intervals and related summaries indexed by date. That distinction matters for irregularly sampled environmental monitoring data, where a fixed-width window spans different amounts of real time. Version 0.1.7 folds in stat_stepribbon() from ggalt, ships an Entero example dataset for lognormal workflows, and adds na.pad across the tbr_ family.

◆ Where it's heading

The package spent its middle releases absorbing upstream breakage — a lubridate duration redefinition, a tibble 3.0.0 subassignment change, tidyselect internals. The 0.1.7 release breaks that pattern: it is the first in five years to add capability rather than repair it, and it does so by internalising a stat from an abandoned dependency instead of relying on it. Cadence remains very low, with a five-year gap between 0.1.5 and 0.1.6.

◆ Prediction

Absorbing stat_stepribbon() directly suggests further vendoring of the plotting layer rather than new statistical functions. The entries do not indicate which rolling statistics, if any, are queued next.

V
vinereg
ANALYTICS
0.0

Conditional density and log-likelihood fill out a vine copula regression package.

◆ Current state

vinereg fits D-vine copula-based regression models on top of rvinecopulib and kde1d, in Thomas Nagler's package stack. The January 2025 pair - 0.10.0 and 0.11.0 tagged the same day - adds a pdf() function and then fixes conditional density computation for discrete variables while requiring the newer kde1d. Release notes run to one or two bullets each.

◆ Where it's heading

Work has concentrated on evaluation rather than fitting: cll() in 0.9.0, pdf() in 0.10.0, and the discrete-variable correction in 0.11.0 all concern what can be computed from a model already fitted. Releases arrive in same-day pairs, and the notes are terse enough that 0.10.0 reuses 0.9.0's wording verbatim, describing pdf() with cll()'s sentence. Version floors also track the sibling packages - kde1d here, rvinecopulib in 0.8.3.

◆ Prediction

Given the shared release rhythm across the stack, the next entry is as likely to be a dependency-driven bump as a new function; the discrete-variable path is the one area these notes show as recently unstable.

Alternatives to tbrf and vinereg

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 tbrf or vinereg.

See all tbrf alternatives → · See all vinereg alternatives →

Recent activity from tbrf and vinereg

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

  1. 0y agotbrfstat_stepribbon vendored in, plus na.pad on all rolling functions
  2. 1y agotbrfgm_mean_ci forwards na.rm and zero.propagate correctly
  3. 1y agovineregDiscrete conditional densities fixed; kde1d 1.1.0 required
  4. 1y agovineregpdf() added for conditional density
  5. 2y agovineregBoost compile flag and a weights error fixed
  6. 2y agovineregcll() computes conditional log-likelihood
  7. 4y agovineregvinecopulib floor raised for RcppThread compatibility
  8. 4y agovineregcpit() fixed and external marginals allowed via uscale
  9. 6y agotbrfFix internals broken by tibble 3.0.0 subassignment
  10. 6y agotbrfDate windows recomputed with intervals and periods

Frequently asked questions

What is the difference between tbrf and vinereg?

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

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

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

What are the best alternatives to vinereg?

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