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Comparison · Analytics

cleanepi vs rlistings

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

cleanepi vs rlistings: at a glance

Featurecleanepirlistings
SectorAnalyticsAnalytics
Velocity score0.00.0
Sparks · 30d00
Top themesepiverse-trace, data-cleaning, line-list, reportingclinical-trials, listings, pagination, r-package
Last editorial update7h ago59m 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 rlistings?

Clinical listings that keep inheriting their hardest problem — pagination — from the layer below.

rlistings renders clinical-trial subject listings and paginates them for regulatory output, sitting alongside rtables on the shared formatters engine. The releases in this window are dominated by pagination correctness: repeated key columns across pages, splitting by a variable, ordered-factor handling, column gaps, and font metrics. Development is a large rotating contributor set inside the insightsengineering organisation.

Read the full rlistings trajectory →

cleanepi vs rlistings: 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.

R
rlistings
ANALYTICS
0.0

Clinical listings that keep inheriting their hardest problem — pagination — from the layer below.

◆ Current state

rlistings renders clinical-trial subject listings and paginates them for regulatory output, sitting alongside rtables on the shared formatters engine. The releases in this window are dominated by pagination correctness: repeated key columns across pages, splitting by a variable, ordered-factor handling, column gaps, and font metrics. Development is a large rotating contributor set inside the insightsengineering organisation.

◆ Where it's heading

The package is progressively delegating pagination to formatters rather than implementing it — paginate_listing() was refactored to call formatters' paginate_to_mpfs() directly, and truetype font support arrived through a new formatters API. That reduces duplicated logic but ties the package's page-break behaviour to a dependency it shares with rtables. Feature work beyond pagination is thin: better error messages for unsupported column classes, a cheatsheet.

◆ Prediction

Expect pagination fidelity to remain the focus, with changes arriving as formatters exposes more of its layout machinery rather than as rlistings-native features.

Alternatives to cleanepi and rlistings

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 rlistings.

See all cleanepi alternatives → · See all rlistings alternatives →

Recent activity from cleanepi and rlistings

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

  1. 9mo agocleanepiCase-insensitive missing-value matching and report fixes
  2. 1y agocleanepiReport elements become vectors; date parsing default restored
  3. 1y agocleanepiDate guesser corrected; empty-row indices fixed
  4. 1y agorlistingsError and message handling for difftime and zero-row listings
  5. 1y agorlistingsTrueType font support and col_gap in pagination
  6. 2y agocleanepiFirst major release with cleaning and reporting
  7. 2y agorlistingssplit_into_pages_by_var() and pagination moved onto formatters

Frequently asked questions

What is the difference between cleanepi and rlistings?

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

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

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