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cleanepi vs dendroNetwork

A side-by-side editorial comparison of cleanepi and dendroNetwork — release velocity, themes, recent moves, and the top alternatives to consider.

cleanepi vs dendroNetwork: at a glance

FeaturecleanepidendroNetwork
SectorAnalyticsAnalytics
Velocity score0.00.0
Sparks · 30d00
Top themesepiverse-trace, data-cleaning, line-list, reportingdendrochronology, network-analysis, cytoscape, archaeology
Last editorial update7h ago1h ago
WebsiteVisit →Visit →

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.

Read the full cleanepi trajectory →

What is dendroNetwork?

Six releases, six identical bodies — the feed carries the package abstract instead of release notes

dendroNetwork builds networks of dendrochronological series from similarity between tree-ring measurements, applies community detection to find matching material, and hands the result to Cytoscape for visualisation. That description is all the feed provides: every one of the six visible releases carries the same package abstract as its body, with no record of what changed in any of them. Version 0.5.5 in July 2025 is the most recent.

Read the full dendroNetwork trajectory →

cleanepi vs dendroNetwork: editorial side-by-side

C
cleanepi
ANALYTICS
0.0

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.

D
dendroNetwork
ANALYTICS
0.0

Six releases, six identical bodies — the feed carries the package abstract instead of release notes

◆ Current state

dendroNetwork builds networks of dendrochronological series from similarity between tree-ring measurements, applies community detection to find matching material, and hands the result to Cytoscape for visualisation. That description is all the feed provides: every one of the six visible releases carries the same package abstract as its body, with no record of what changed in any of them. Version 0.5.5 in July 2025 is the most recent.

◆ Where it's heading

What the timestamps show is more informative than the text. Versions 0.5.0 through 0.5.3 were all published within two minutes of each other on 12 April 2024, and in descending version order, which is the signature of a release history backfilled in one pass rather than four separate releases. Real releases follow at 0.5.4 a fortnight later and 0.5.5 fifteen months after that. Development is slow and, on this evidence, undocumented.

◆ Prediction

No prediction is supportable from these entries — none of them describe a change. Any read on where this package is heading would need the NEWS file or the commit history rather than the feed.

Alternatives to cleanepi and dendroNetwork

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 dendroNetwork.

See all cleanepi alternatives → · See all dendroNetwork alternatives →

Recent activity from cleanepi and dendroNetwork

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 9mo agocleanepiCase-insensitive missing-value matching and report fixes
  2. 1y agodendroNetworkdendroNetwork 0.5.5
  3. 1y agocleanepiReport elements become vectors; date parsing default restored
  4. 1y agocleanepiDate guesser corrected; empty-row indices fixed
  5. 2y agocleanepiFirst major release with cleaning and reporting
  6. 2y agodendroNetworkdendroNetwork 0.5.4
  7. 2y agodendroNetworkdendroNetwork 0.5.0
  8. 2y agodendroNetworkdendroNetwork 0.5.1
  9. 2y agodendroNetworkdendroNetwork 0.5.2
  10. 2y agodendroNetworkdendroNetwork 0.5.3

Frequently asked questions

What is the difference between cleanepi and dendroNetwork?

They serve adjacent needs but don't currently overlap on shipped themes. cleanepi and dendroNetwork 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 dendroNetwork?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. cleanepi and dendroNetwork 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 dendroNetwork?

Top dendroNetwork alternatives in Analytics are ranked by recent ship velocity. Browse the "dendroNetwork alternatives" section above for the current picks, or visit /alternatives/dendronetwork for the full list with editorial commentary on each.