exametrika
A test-theory package that grew into a graphical-model toolkit, now spending its releases paying down the API debt that growth created.
Comparison · Infra & APIs
geocomplexity vs inti
A side-by-side editorial comparison of geocomplexity and inti — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:r-package
geocomplexity vs inti: at a glance
What is geocomplexity?
A spatial complexity package that shipped its method, then went quiet
geocomplexity computes geographical complexity from spatial dependence and configuration similarity across both vector and raster data, and uses it to build spatial weight matrices and a complexity-aware geographically weighted regression. That capability arrived complete in the 0.1.0 release of September 2024. The three releases since contain no functional change: a citation file, a dependency trim, one function moved out to a sibling package, and a maintainer surname correction.
What is inti?
inti keeps compounding small statistics and publishing tools for plant-science labs.
inti bundles the tooling a plant-science lab uses end to end: the Yupana analysis app, the Tarpuy experiment planner, scihub and rticle document rendering, and helpers for ANOVA and heritability. The 0.7.x line has been dominated by one thread, a PCA sub-module in Yupana carrying variable contribution, dimension correlation, supplementary variables and per-dimension selection. Releases are cumulative: 0.7.0, 0.7.1 and 0.7.2 all restate the same PCA lines, with each tag adding a few items on top, and 0.7.0 itself is split across two tags published 35 seconds apart.
geocomplexity vs inti: editorial side-by-side
geocomplexity
0.0INFRA · APIS
A spatial complexity package that shipped its method, then went quiet
◆ Current state
geocomplexity computes geographical complexity from spatial dependence and configuration similarity across both vector and raster data, and uses it to build spatial weight matrices and a complexity-aware geographically weighted regression. That capability arrived complete in the 0.1.0 release of September 2024. The three releases since contain no functional change: a citation file, a dependency trim, one function moved out to a sibling package, and a maintainer surname correction.
◆ Where it's heading
The package sits inside Wenbo Lyu's spatial statistics family, where shared functionality migrates into the common sdsfun package rather than being duplicated across dependents. moran_test left geocomplexity for sdsfun in 0.2.0, which is the same consolidation pattern visible across the author's other packages. What remains here is the method-specific surface, and it has not changed in eighteen months.
◆ Prediction
The entries give no signal of planned functional work; on this pattern the next release is as likely to be metadata or another function migration to sdsfun as anything user-visible.
inti
2.5INFRA · APIS
inti keeps compounding small statistics and publishing tools for plant-science labs.
◆ Current state
inti bundles the tooling a plant-science lab uses end to end: the Yupana analysis app, the Tarpuy experiment planner, scihub and rticle document rendering, and helpers for ANOVA and heritability. The 0.7.x line has been dominated by one thread, a PCA sub-module in Yupana carrying variable contribution, dimension correlation, supplementary variables and per-dimension selection. Releases are cumulative: 0.7.0, 0.7.1 and 0.7.2 all restate the same PCA lines, with each tag adding a few items on top, and 0.7.0 itself is split across two tags published 35 seconds apart.
◆ Where it's heading
Two axes are moving. Analysis is deepening inside Yupana, where PCA went from a single view to a sub-module with its own contribution and correlation outputs across three tags. Publishing is widening around rticle() and scihub(), which now handle Google Docs markdown, crossrefs and page numbers, continuing the gdocs2qmd work from the 0.6 line. Neither is a change of direction; the package accretes features where the maintainer's own research workflow needs them.
◆ Prediction
Expect the next tag to extend the PCA sub-module again and add another rticle() or scihub() rendering detail, on the two-to-six-week cadence the 0.7 line has held.
Alternatives to geocomplexity and inti
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 geocomplexity or inti.
nuggets
nuggets keeps compounding on the 2.0 rewrite — more pattern families, lighter install.
projoint
projoint spent a year on CRAN paperwork, then shipped a correctness fix it flagged itself.
eratosthenes
eratosthenes spends 0.1.0 hardening inputs rather than adding chronology methods.
dqcheckr
dqcheckr adds drift analysis, then removes the YAML a user had to hand-write.
lifecontingencies
An actuarial mainstay spends its releases on CI plumbing, not on new mathematics.
See all geocomplexity alternatives → · See all inti alternatives →
Recent activity from geocomplexity and inti
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 22d agointiscihub() gains pages, rticle() improves crossrefs
- 1mo agointi0.7.1 restates the 0.7.0 PCA and Tarpuy notes
- 2mo agointiPCA sub-module adds contribution and dimension correlation
- 2mo agointiNew rticle() renders Google Docs markdown into articles
- 4mo agogeocomplexityMaintainer surname spelling corrected for pinyin compliance
- 10mo agointiH2cal() takes factors as a formula; scihub() templates updated
- 11mo agointiSciHub RStudio addin arrives; gdocs2qmd table export fixed
- 1y agogeocomplexityPackage citation added
- 1y agogeocomplexitymoran_test migrates out to the shared sdsfun package
- 1y agogeocomplexityGeographical complexity measures and complexity-weighted GWR
Frequently asked questions
What is the difference between geocomplexity and inti?
Both compete on the same themes — r-package — within Infra & APIs. inti is currently shipping more aggressively (velocity 2.5 vs 0.0), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is geocomplexity better than inti?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. inti is currently shipping more aggressively (velocity 2.5 vs 0.0), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.
What are the best alternatives to geocomplexity?
Top geocomplexity alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "geocomplexity alternatives" section above for the current picks, or visit /alternatives/geocomplexity for the full list with editorial commentary on each.
What are the best alternatives to inti?
Top inti alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "inti alternatives" section above for the current picks, or visit /alternatives/inti for the full list with editorial commentary on each.