ANALYTICS
Rho is building an agentic R IDE in public, one signed prerelease at a time.
Alternatives · analytics tools
cleanepi alternatives
The best cleanepi alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 14, 2026
Looking for the best alternatives to cleanepi? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, cleanepi shipped 0 meaningful updates in the last 30 days and carries a velocity score of 0.0 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.
About 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.
Velocity 0.0 · Last update 1h ago
Top 12 alternatives to cleanepi
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
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mirai removed its dispatcher process and added memory backpressure to the queue.
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ggsurvfit is in correctness-and-compatibility mode, not feature mode.
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nanonext keeps shrinking its build requirements while adding messaging primitives.
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DataSpaceR's 1.0.0 rebuilt its query API and opened up HIV antibody sequence data.
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xplainfi treats feature importance as an estimate with error bars, not a number.
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giscoR's 1.0 moved its dataset index into the cache, so new Eurostat releases arrive without a package update.
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FedData has spent two major versions migrating US federal geodata off R's retiring spatial stack.
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The EDI data client is being dragged through its repository's identity-system migration.
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A CRediT author-statement generator that renamed itself, then went quiet for two years.
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A chromosome-count database client that only ever ships when the upstream API moves.
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R's fake-data generator rebuilt its provider hierarchy so contributors can add one locale without touching the rest.
cleanepi vs alternatives — shipping velocity at a glance
Velocity score (0–10) and meaningful releases shipped in the last 30 days, from official changelogs. Higher = shipping faster.
| Product | Velocity | Sparks · 30d | Focus areas | Latest release |
|---|---|---|---|---|
| cleanepi (baseline) | 0.0 | 0 | epiverse-tracedata-cleaningline-list | — |
| Rho | 6.3 | 1 | r-ideagentic-editingmodel-routing | Agent conversations and provider-routed models land in Rho |
| mirai | 2.5 | 0 | parallel-computingasyncbackpressure | Dispatcher becomes a thread, and the queue gains a memory budget |
| ggsurvfit | 2.5 | 0 | survival-analysisggplot2competing-risks | — |
| nanonext | 2.5 | 0 | async-messagingnnghttp-server | Zero-copy message forwarding, and cmake dropped from the build |
| DataSpaceR | 2.5 | 0 | hiv-researchimmunology-dataapi-client | Query API rebuilt and DAASH antibody sequence access added |
| xplainfi | 2.5 | 0 | mlr3feature-importanceinterpretability | — |
| giscoR | 0.0 | 0 | eurostatgeospatialropensci | 1.0 caches the dataset index so new vintages need no release |
| FedData | 0.0 | 0 | ropenscigeospatialr-package | sp and raster dropped; everything returns terra or sf |
| EDIutils | 0.0 | 0 | ropenscir-packageapi-client | EDI-IDs replace Distinguished Names as authentication moves to IAM |
| CRediTas | 0.0 | 0 | ropenscir-packagecredit-taxonomy | Package and every function renamed; output goes inline |
| chromer | 0.0 | 0 | ropenscir-packageapi-client | — |
| charlatan | 0.0 | 0 | fake-datar-packageropensci | Provider classes restructured so locales can override single functions |
The 12 best cleanepi alternatives, in depth
1. Rho · velocity 6.3
Rho is building an agentic R IDE in public, one signed prerelease at a time.
Over the last 30 days Rho shipped 1 meaningful update vs cleanepi's 0, most recently “Agent conversations and provider-routed models land in Rho”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where cleanepi leans on epiverse trace, data cleaning and line list, Rho focuses on r ide, agentic editing and model routing.
Over the last 30 days Rho has been shipping faster than cleanepi — a point in its favour if release momentum matters to you.
2. mirai · velocity 2.5
Mirai removed its dispatcher process and added memory backpressure to the queue.
Its velocity score of 2.5/10 reflects longer-term release cadence; its most recent meaningful update was “Dispatcher becomes a thread, and the queue gains a memory budget”.
Where cleanepi leans on epiverse trace, data cleaning and line list, mirai focuses on parallel computing, async and backpressure.
mirai and cleanepi have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
3. ggsurvfit · velocity 2.5
Ggsurvfit is in correctness-and-compatibility mode, not feature mode.
Its velocity score of 2.5/10 reflects longer-term release cadence.
Where cleanepi leans on epiverse trace, data cleaning and line list, ggsurvfit focuses on survival analysis, ggplot2 and competing risks.
ggsurvfit and cleanepi have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full ggsurvfit trajectory → · Compare cleanepi vs ggsurvfit →
4. nanonext · velocity 2.5
Nanonext keeps shrinking its build requirements while adding messaging primitives.
Its velocity score of 2.5/10 reflects longer-term release cadence; its most recent meaningful update was “Zero-copy message forwarding, and cmake dropped from the build”.
Where cleanepi leans on epiverse trace, data cleaning and line list, nanonext focuses on async messaging, nng and http server.
nanonext and cleanepi have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
5. DataSpaceR · velocity 2.5
DataSpaceR's 1.0.0 rebuilt its query API and opened up HIV antibody sequence data.
Its velocity score of 2.5/10 reflects longer-term release cadence; its most recent meaningful update was “Query API rebuilt and DAASH antibody sequence access added”.
Where cleanepi leans on epiverse trace, data cleaning and line list, DataSpaceR focuses on hiv research, immunology data and api client.
DataSpaceR and cleanepi have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full DataSpaceR trajectory → · Compare cleanepi vs DataSpaceR →
6. xplainfi · velocity 2.5
Xplainfi treats feature importance as an estimate with error bars, not a number.
Its velocity score of 2.5/10 reflects longer-term release cadence.
Where cleanepi leans on epiverse trace, data cleaning and line list, xplainfi focuses on mlr3, feature importance and interpretability.
xplainfi and cleanepi have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
7. giscoR · velocity 0.0
GiscoR's 1.0 moved its dataset index into the cache, so new Eurostat releases arrive without a package update.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “1.0 caches the dataset index so new vintages need no release”.
Where cleanepi leans on epiverse trace, data cleaning and line list, giscoR focuses on eurostat, geospatial and ropensci.
giscoR and cleanepi have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
8. FedData · velocity 0.0
FedData has spent two major versions migrating US federal geodata off R's retiring spatial stack.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “sp and raster dropped; everything returns terra or sf”.
Where cleanepi leans on epiverse trace, data cleaning and line list, FedData focuses on ropensci, geospatial and r package.
FedData and cleanepi have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
9. EDIutils · velocity 0.0
The EDI data client is being dragged through its repository's identity-system migration.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “EDI-IDs replace Distinguished Names as authentication moves to IAM”.
Where cleanepi leans on epiverse trace, data cleaning and line list, EDIutils focuses on ropensci, r package and api client.
EDIutils and cleanepi have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
10. CRediTas · velocity 0.0
A CRediT author-statement generator that renamed itself, then went quiet for two years.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Package and every function renamed; output goes inline”.
Where cleanepi leans on epiverse trace, data cleaning and line list, CRediTas focuses on ropensci, r package and credit taxonomy.
CRediTas and cleanepi have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
11. chromer · velocity 0.0
A chromosome-count database client that only ever ships when the upstream API moves.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where cleanepi leans on epiverse trace, data cleaning and line list, chromer focuses on ropensci, r package and api client.
chromer and cleanepi have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
12. charlatan · velocity 0.0
R's fake-data generator rebuilt its provider hierarchy so contributors can add one locale without touching the rest.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Provider classes restructured so locales can override single functions”.
Where cleanepi leans on epiverse trace, data cleaning and line list, charlatan focuses on fake data, r package and ropensci.
charlatan and cleanepi have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full charlatan trajectory → · Compare cleanepi vs charlatan →
Frequently asked questions
What are the best alternatives to cleanepi?
The top cleanepi alternatives we currently track in analytics tools are Rho, mirai, ggsurvfit, nanonext, DataSpaceR, ranked by recent ship velocity.
How is this list of cleanepi alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare cleanepi directly with one of these alternatives?
Yes — every card has a "Compare with cleanepi" link to a side-by-side /compare page.