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Comparison · Analytics
cleanepi vs metatools
A side-by-side editorial comparison of cleanepi and metatools — release velocity, themes, recent moves, and the top alternatives to consider.
cleanepi vs metatools: at a glance
What is cleanepi?
cleanepi is in the long tail of bug fixes that follows a 1.0 — and changed maintainers along the way.
cleanepi cleans and standardises epidemiological line list data — dates, subject IDs, missing values, duplicates — and produces a report of what it changed. Since 1.0.0 in mid-2024 the releases have been almost entirely corrective: date-guesser fixes, report structure fixes and matching behaviour corrections. Maintainership passed to Bubacarr Bah in 1.1.2.
What is metatools?
SDTM supplemental-qualifier merging got sturdier, then the package went quiet for two years.
metatools provides the utilities that build and check SDTM and ADaM datasets against their metadata in the pharmaverse. The 0.1.6 release in July 2024 is the substantive one: combine_supp() learned to handle zero-row supplemental data, to refuse QNAM columns already present in the source, and to route multiple QNAM values to the same IDVAR, alongside enhanced controlled-terminology checks and record-uniqueness verification. Nothing has shipped since.
cleanepi vs metatools: editorial side-by-side
cleanepi
0.0ANALYTICS
cleanepi is in the long tail of bug fixes that follows a 1.0 — and changed maintainers along the way.
◆ Current state
cleanepi cleans and standardises epidemiological line list data — dates, subject IDs, missing values, duplicates — and produces a report of what it changed. Since 1.0.0 in mid-2024 the releases have been almost entirely corrective: date-guesser fixes, report structure fixes and matching behaviour corrections. Maintainership passed to Bubacarr Bah in 1.1.2.
◆ Where it's heading
Work has concentrated on the report object and on making the cleaning functions behave predictably at the edges — case- and whitespace-insensitive missing-value matching, report elements returned as vectors instead of comma-separated strings, an argument to print a single operation's report. The underlying cleaning API has barely moved since 1.0.0, which suggests it is settled.
◆ Prediction
The report interface has been reworked repeatedly across these releases and is the most likely place for further change; the cleaning functions themselves look stable.
metatools
0.0ANALYTICS
SDTM supplemental-qualifier merging got sturdier, then the package went quiet for two years.
◆ Current state
metatools provides the utilities that build and check SDTM and ADaM datasets against their metadata in the pharmaverse. The 0.1.6 release in July 2024 is the substantive one: combine_supp() learned to handle zero-row supplemental data, to refuse QNAM columns already present in the source, and to route multiple QNAM values to the same IDVAR, alongside enhanced controlled-terminology checks and record-uniqueness verification. Nothing has shipped since.
◆ Where it's heading
The package's development has been concentrated on one function, combine_supp(), which is where the messy realities of supplemental qualifiers surface — whitespace in join keys, empty supp datasets, colliding names. 0.1.6 also drew three first-time contributors, which is the healthiest signal in the history, but no release has followed. Sibling packages have meanwhile been dropping metatools as a dependency.
◆ Prediction
Without a release in two years the package looks stable rather than active; the plausible trigger is a controlled-terminology or dplyr change that forces the checks to be updated.
Alternatives to cleanepi and metatools
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 cleanepi or metatools.
sftime
The spatiotemporal companion to sf, moving at the pace of the packages around it.
ReLTER
An interface to Europe's long-term ecosystem research network that went quiet after 2.0.
waywiser
Spatial model assessment that spent the last year on cross-platform arithmetic and CRAN rules.
taxizedb
Stopped trusting the cloud to prepare its taxonomic databases and does the conversion locally.
fellingdater
Went from estimating felling dates to doing the crossdating that produces them.
See all cleanepi alternatives → · See all metatools alternatives →
Recent activity from cleanepi and metatools
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 9mo agocleanepiCase-insensitive missing-value matching and report fixes
- 1y agocleanepiReport elements become vectors; date parsing default restored
- 1y agocleanepiDate guesser corrected; empty-row indices fixed
- 2y agometatoolscombine_supp() hardened; controlled-terminology checks extended
- 2y agocleanepiFirst major release with cleaning and reporting
- 3y agometatools0.1.4 Update to dplyr and small bug fixes
- 4y agometatools0.1.1 first CRAN release
Frequently asked questions
What is the difference between cleanepi and metatools?
They serve adjacent needs but don't currently overlap on shipped themes. cleanepi and metatools 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 cleanepi better than metatools?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. cleanepi and metatools 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 cleanepi?
Top cleanepi alternatives in Analytics are ranked by recent ship velocity. Browse the "cleanepi alternatives" section above for the current picks, or visit /alternatives/cleanepi for the full list with editorial commentary on each.
What are the best alternatives to metatools?
Top metatools alternatives in Analytics are ranked by recent ship velocity. Browse the "metatools alternatives" section above for the current picks, or visit /alternatives/metatools for the full list with editorial commentary on each.