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Comparison · Infra & APIs
ggh4x vs polyRAD
A side-by-side editorial comparison of ggh4x and polyRAD — release velocity, themes, recent moves, and the top alternatives to consider.
ggh4x vs polyRAD: at a glance
What is ggh4x?
Handed its axis and legend guides to ggplot2 and legendry, and kept the facets
ggh4x is a set of ggplot2 extensions — nested and manual facets, per-facet scales, forced panel sizes, and statistics such as stat_difference() and stat_rle(). Its guide functions, once a substantial part of the package, are deprecated: 0.3.0 redirected users to ggplot2's own guide arguments and to the legendry package, and 0.3.1 made the deprecated functions return plain equivalents. What remains as this package's own territory is facetting and panel layout.
What is polyRAD?
Polyploid genotype calling went quiet for three years, then returned with a bug-fix tag.
polyRAD calls genotypes from RAD sequencing data in polyploid and diploid populations using Bayesian estimation. Its capability surface has been settled since 2.0 in late 2022, which added support for ploidy that varies among individuals. The March 2026 release is a CRAN bug-fix sync after a three-and-a-half-year gap, with the substance deferred to NEWS.
ggh4x vs polyRAD: editorial side-by-side
ggh4x
0.0INFRA · APIS
Handed its axis and legend guides to ggplot2 and legendry, and kept the facets
◆ Current state
ggh4x is a set of ggplot2 extensions — nested and manual facets, per-facet scales, forced panel sizes, and statistics such as stat_difference() and stat_rle(). Its guide functions, once a substantial part of the package, are deprecated: 0.3.0 redirected users to ggplot2's own guide arguments and to the legendry package, and 0.3.1 made the deprecated functions return plain equivalents. What remains as this package's own territory is facetting and panel layout.
◆ Where it's heading
The handover was signalled well in advance. Version 0.2.5 set the guides' lifecycle to 'questioning' and said outright they might migrate to a new package once ggplot2 overhauled its guide system, and 0.3.0 executed that eighteen months later. Much of the rest of the changelog is anticipatory compatibility work for upcoming ggplot2 releases, the standing cost of being an extension package. Releases carry playful codenames that say nothing about their contents.
◆ Prediction
The deprecated guide functions are scheduled for removal in the next non-hotfix release, so expect that next; continued work should concentrate on facets and panel sizing, the areas neither ggplot2 nor legendry has absorbed.
polyRAD
0.0INFRA · APIS
Polyploid genotype calling went quiet for three years, then returned with a bug-fix tag.
◆ Current state
polyRAD calls genotypes from RAD sequencing data in polyploid and diploid populations using Bayesian estimation. Its capability surface has been settled since 2.0 in late 2022, which added support for ploidy that varies among individuals. The March 2026 release is a CRAN bug-fix sync after a three-and-a-half-year gap, with the substance deferred to NEWS.
◆ Where it's heading
The releases between 1.0 and 2.0 followed a consistent pattern: add export paths to other tools in the polyploid genetics stack, add simulation controls, fix what CRAN checks caught. That expansion stopped at 2.0, and 2.0.1 does not resume it. The package reads as complete and maintained rather than under development.
◆ Prediction
Continued low-frequency patch releases keeping the package on CRAN as R and its dependencies move. The release notes give no sign of a 2.1 feature line.
Alternatives to ggh4x and polyRAD
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 ggh4x or polyRAD.
Warp
Warp turned its quarter of software-factory essays into infrastructure you can buy.
Okta
Okta's developer blog is a Cross App Access campaign, now diluted by advocacy-team storytelling.
tealeaves
A leaf-temperature model that finished its job in 2020 and has stayed finished
Infisical
A credential platform assembled two or three pull requests at a time, never a headline
SigNoz
Search without knowing the field — SigNoz keeps lowering the cost of not knowing your schema
See all ggh4x alternatives → · See all polyRAD alternatives →
Recent activity from ggh4x and polyRAD
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 4mo agopolyRADBug-fix sync with CRAN after a three-year gap
- 1y agoggh4xDeprecated guides now return plain ggplot2 equivalents
- 1y agoggh4xGuide functions deprecated in favour of ggplot2 and legendry ⚡
- 2y agoggh4xCRAN note fix and two facet bug fixes
- 2y agoggh4xAnticipatory changes for ggplot2 3.5.0
- 3y agoggh4xGuides marked 'questioning'; render_empty and panel-area sizing
- 3y agoggh4xSemi-discrete manual scales and facet whitespace handling
- 3y agopolyRADMultiploidy support arrives and breaks saved RADdata objects ⚡
- 4y agopolyRADContamination and error-rate simulation controls added
- 4y agopolyRADMapping-population simulation and DArTag import added
- 5y agopolyRADGWASpoly export gains continuous genotypes; adegenet export added
- 5y agopolyRADpolyRAD v1.3
Frequently asked questions
What is the difference between ggh4x and polyRAD?
They serve adjacent needs but don't currently overlap on shipped themes. ggh4x and polyRAD 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 ggh4x better than polyRAD?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. ggh4x and polyRAD 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 ggh4x?
Top ggh4x alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "ggh4x alternatives" section above for the current picks, or visit /alternatives/ggh4x for the full list with editorial commentary on each.
What are the best alternatives to polyRAD?
Top polyRAD alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "polyRAD alternatives" section above for the current picks, or visit /alternatives/polyrad for the full list with editorial commentary on each.