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vinereg vs worldbank

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

Shared themes:r-package

vinereg vs worldbank: at a glance

Featurevineregworldbank
SectorAnalyticsAnalytics
Velocity score0.00.0
Sparks · 30d00
Top themesr-package, copulas, regression, conditional-densityworld-bank, development-data, r-package, api-wrapper
Last editorial update1h ago7h ago
WebsiteVisit →Visit →

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 →

What is worldbank?

A World Bank data wrapper that keeps finding the places its own API can't reach.

worldbank provides R access to the World Bank's public data: World Development Indicators, the Poverty and Inequality Platform, project records, and the Finances One datasets. It settled its type contract early — always a data.frame, never a conditional tibble — and has since layered on opt-in request caching, multi-indicator queries, and query conveniences like most-recent-values and gap filling. The most recent addition sidesteps the API entirely, pulling the full WDI archive as a zip.

Read the full worldbank trajectory →

vinereg vs worldbank: editorial side-by-side

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.

W
worldbank
ANALYTICS
0.0

A World Bank data wrapper that keeps finding the places its own API can't reach.

◆ Current state

worldbank provides R access to the World Bank's public data: World Development Indicators, the Poverty and Inequality Platform, project records, and the Finances One datasets. It settled its type contract early — always a data.frame, never a conditional tibble — and has since layered on opt-in request caching, multi-indicator queries, and query conveniences like most-recent-values and gap filling. The most recent addition sidesteps the API entirely, pulling the full WDI archive as a zip.

◆ Where it's heading

Two threads run through the log. The first is query ergonomics: multiple indicators per call, mrv and gapfill parameters, regex search across the indicator catalog, a shorter wb_data() name that has since become the primary entry point. The second is coverage of things the standard API handles poorly — bulk download reaches footnote and series-time metadata the endpoints never expose, and PIP nowcasts and project records extend past the indicator tables most users start with. The maintainer runs the same infrastructure across their other data packages, and the caching design here is identical to what bbk and treasury received.

◆ Prediction

Expect the remaining rough edges of the World Bank's own API — inconsistent empty responses, metadata only available in bulk files — to keep driving releases, rather than a push into new data providers.

Alternatives to vinereg and worldbank

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 vinereg or worldbank.

See all vinereg alternatives → · See all worldbank alternatives →

Recent activity from vinereg and worldbank

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

  1. 1mo agoworldbankEmpty queries return an empty frame instead of erroring
  2. 3mo agoworldbankBulk WDI download reaches metadata the API never exposes
  3. 5mo agoworldbankMost-recent-values and gap filling, plus project records
  4. 8mo agoworldbankTest suite stops caching queries for CRAN compliance
  5. 9mo agoworldbankOpt-in request caching with a one-day default
  6. 1y agoworldbankwb_data() added as an alias for wb_country_indicator()
  7. 1y agovineregDiscrete conditional densities fixed; kde1d 1.1.0 required
  8. 1y agovineregpdf() added for conditional density
  9. 2y agovineregBoost compile flag and a weights error fixed
  10. 2y agovineregcll() computes conditional log-likelihood
  11. 4y agovineregvinecopulib floor raised for RcppThread compatibility
  12. 4y agovineregcpit() fixed and external marginals allowed via uscale

Frequently asked questions

What is the difference between vinereg and worldbank?

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

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

What are the best alternatives to worldbank?

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