datefixR
The messy-date parser rewrote its core in Rust and came out 300x faster.
Comparison · Analytics
cleanepi vs taxizedb
A side-by-side editorial comparison of cleanepi and taxizedb — release velocity, themes, recent moves, and the top alternatives to consider.
cleanepi vs taxizedb: 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 taxizedb?
Stopped trusting the cloud to prepare its taxonomic databases and does the conversion locally.
taxizedb queries taxonomic databases locally rather than through rate-limited web APIs, which is what makes it usable for millions of name lookups. Version 0.2.0 established the current design: every source stored as SQLite, no credentials or ports needed, plus name-to-ID mapping functions and ports of the core taxize verbs. The most recent release changes how those databases arrive — instead of downloading a preprocessed SQLite file from the cloud, db_download_*() now fetches raw data and converts it locally for every source, because the cloud path kept breaking.
cleanepi vs taxizedb: 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.
taxizedb
0.0ANALYTICS
Stopped trusting the cloud to prepare its taxonomic databases and does the conversion locally.
◆ Current state
taxizedb queries taxonomic databases locally rather than through rate-limited web APIs, which is what makes it usable for millions of name lookups. Version 0.2.0 established the current design: every source stored as SQLite, no credentials or ports needed, plus name-to-ID mapping functions and ports of the core taxize verbs. The most recent release changes how those databases arrive — instead of downloading a preprocessed SQLite file from the cloud, db_download_*() now fetches raw data and converts it locally for every source, because the cloud path kept breaking.
◆ Where it's heading
The package is trading convenience for independence. Each release removes another thing that has to be working elsewhere for the package to function: hosted database preparation is gone, and where a provider disappears the package documents it rather than pretending otherwise — db_download_tpl() is now defunct because The Plant List no longer exists, though previously downloaded copies still query fine. Release cadence is slow, with multi-year gaps and a maintainer handover in 2023.
◆ Prediction
Expect further releases to track data sources appearing and disappearing rather than adding features, since that has driven every recent change. Local conversion also shifts cost onto users, so build time and memory for the larger sources are the plausible next thing to need attention.
Alternatives to cleanepi and taxizedb
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 taxizedb.
maplegend
The legend engine mapsf spun out, now covering legend types the parent map package can draw.
lang
R help pages translated on demand by whichever LLM you point it at.
mapsf
Thematic mapping in base R that finally got a theming system, then spent two years polishing legends.
qualtRics
qualtRics moved its contact functions onto XM Directory days before the old endpoints died.
fabletools
The tidyverts forecasting core rebuilt model combination on full residual covariance.
See all cleanepi alternatives → · See all taxizedb alternatives →
Recent activity from cleanepi and taxizedb
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 9mo agocleanepiCase-insensitive missing-value matching and report fixes
- 9mo agotaxizedbDatabases now built locally from raw data, not the cloud
- 1y agocleanepiReport elements become vectors; date parsing default restored
- 1y agocleanepiDate guesser corrected; empty-row indices fixed
- 2y agocleanepiFirst major release with cleaning and reporting
- 3y agotaxizedbPatch release for a maintainer change
- 5y agotaxizedbtaxa_at() retrieves ancestors at a named rank
- 5y agotaxizedbFixes failing tests
- 6y agotaxizedbSQLite everywhere, three new sources, taxize verbs ported ⚡
- 9y agotaxizedbTracks the dplyr split that introduced dbplyr
Frequently asked questions
What is the difference between cleanepi and taxizedb?
They serve adjacent needs but don't currently overlap on shipped themes. cleanepi and taxizedb 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 taxizedb?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. cleanepi and taxizedb 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 taxizedb?
Top taxizedb alternatives in Analytics are ranked by recent ship velocity. Browse the "taxizedb alternatives" section above for the current picks, or visit /alternatives/taxizedb for the full list with editorial commentary on each.