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Comparison · Analytics
audubon vs TwoSampleMR
A side-by-side editorial comparison of audubon and TwoSampleMR — release velocity, themes, recent moves, and the top alternatives to consider.
audubon vs TwoSampleMR: at a glance
What is audubon?
audubon's release feed is almost entirely Renovate bumping the JavaScript toolchain behind its Japanese text splitter.
An R package for Japanese text processing — normalisation, tokenisation via MeCab and SudachiPy, and phrase splitting through budoux. Ten releases since 2022, but the changelogs are dominated by automated dependency updates to a webpack, babel and prettier toolchain, because the budoux component is JavaScript that has to be bundled. Actual R-facing changes appear in perhaps one release in three.
What is TwoSampleMR?
The flagship Mendelian randomization package is auditing its own estimators, one bootstrap at a time.
TwoSampleMR is the MRC-IEU package for two-sample Mendelian randomization against OpenGWAS. Its 2026 releases are a sustained correctness review rather than feature work: 0.7.9 fixed bootstrap standard errors in mr_mode() and mr_rucker_bootstrap() that had been inflated since v0.6.30, and repaired two Rucker functions that were returning malformed objects. Point estimates were not affected by the bootstrap bug.
audubon vs TwoSampleMR: editorial side-by-side
audubon
0.0ANALYTICS
audubon's release feed is almost entirely Renovate bumping the JavaScript toolchain behind its Japanese text splitter.
◆ Current state
An R package for Japanese text processing — normalisation, tokenisation via MeCab and SudachiPy, and phrase splitting through budoux. Ten releases since 2022, but the changelogs are dominated by automated dependency updates to a webpack, babel and prettier toolchain, because the budoux component is JavaScript that has to be bundled. Actual R-facing changes appear in perhaps one release in three.
◆ Where it's heading
The package appears feature-stable and in maintenance. The last substantive R-level addition visible here is bind_lr() for bigram LR values back in 0.5.0; everything since has been dependency hygiene, a tokeniser refactor, and platform-specific test fixes. That is a reasonable end state for a wrapper whose value is the binding rather than ongoing invention, but it does mean the release feed carries almost no signal about the package itself — a reader watching this feed would learn more about webpack's version history than about Japanese text processing.
◆ Prediction
Expect the Renovate cadence to continue setting the release rhythm, with R-facing changes arriving only when budoux itself gains capability or a platform breaks.
TwoSampleMR
0.0ANALYTICS
The flagship Mendelian randomization package is auditing its own estimators, one bootstrap at a time.
◆ Current state
TwoSampleMR is the MRC-IEU package for two-sample Mendelian randomization against OpenGWAS. Its 2026 releases are a sustained correctness review rather than feature work: 0.7.9 fixed bootstrap standard errors in mr_mode() and mr_rucker_bootstrap() that had been inflated since v0.6.30, and repaired two Rucker functions that were returning malformed objects. Point estimates were not affected by the bootstrap bug.
◆ Where it's heading
The pattern across these releases is a package being read line by line — a copy-paste weight vector in ldsc_rg(), chunking that produced zero splits for short SNP lists, penalisation recycled across the wrong SNPs, dead code paths removed, and regression tests added behind each fix. Alongside it runs a mechanical modernization pass: seq_len() for loop indices, tidyr in place of reshape2, current ggplot2 idioms, and the OpenGWAS URL migration. Feature work is limited to forest plot presentation.
◆ Prediction
Expect the audit to continue through the remaining bootstrap and jackknife routines, with releases staying in the 0.7.x patch range and each fix arriving with its own regression test.
Alternatives to audubon and TwoSampleMR
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 audubon or TwoSampleMR.
epiworldR
epiworldR is a thin R shell whose releases track the C++ simulator underneath it
watina
A groundwater database client that has started doing the domain analysis too
inbospatial
A thin R wrapper over Flemish geospatial services, adding one standard at a time
Fluent Bit
Fluent Bit keeps two lines alive while the 5.x branch quietly opens 5.1.
OpenCTI
OpenCTI is rebuilding its connector layer into a marketplace and wiring the platform to XTM Hub
See all audubon alternatives → · See all TwoSampleMR alternatives →
Recent activity from audubon and TwoSampleMR
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1mo agoTwoSampleMRBootstrap standard errors corrected in mode and Rucker estimators
- 2mo agoTwoSampleMRWrong weight vector and chunking fixes across the estimator set
- 2mo agoTwoSampleMRDeprecated ggplot2 idioms and dead code removed
- 3mo agoTwoSampleMROpenGWAS URLs migrated and Wald ratio warnings quieted
- 3mo agoaudubonM1 Mac locale crash worked around in examples
- 4mo agoTwoSampleMRCategorized forest plots aligned with the published figures
- 4mo agoTwoSampleMRFurther internal code optimizations
- 7mo agoaudubonaudubon 0.6.2
- 7mo agoaudubonAutomated dependency bumps, including a webpack security update
- 2y agoaudubonbudoux bumped to 0.6.2; Renovate configured
- 3y agoaudubonMeCab and SudachiPy tokenisers refactored
- 3y agoaudubonbind_lr() computes LR values for bigrams
Frequently asked questions
What is the difference between audubon and TwoSampleMR?
They serve adjacent needs but don't currently overlap on shipped themes. audubon and TwoSampleMR 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 audubon better than TwoSampleMR?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. audubon and TwoSampleMR 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 audubon?
Top audubon alternatives in Analytics are ranked by recent ship velocity. Browse the "audubon alternatives" section above for the current picks, or visit /alternatives/audubon-r for the full list with editorial commentary on each.
What are the best alternatives to TwoSampleMR?
Top TwoSampleMR alternatives in Analytics are ranked by recent ship velocity. Browse the "TwoSampleMR alternatives" section above for the current picks, or visit /alternatives/twosamplemr for the full list with editorial commentary on each.