ANALYTICS
Potential landscape tooling settling onto standard R generics after two rounds of renaming.
Alternatives · analytics tools
healthyR.data alternatives
The best healthyR.data alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 17, 2026
Looking for the best alternatives to healthyR.data? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, healthyR.data 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 healthyR.data
From a bundled hospital dataset to a live CMS API client.
healthyR.data supplies the data layer for the healthyverse packages. It began by shipping hospital data inside the package and now fetches from CMS and provider endpoints at call time through get_cms_meta_data(), fetch_cms_data(), and their provider counterparts. The most recent release is a single httr2 compatibility fix.
Velocity 0.0 · Last update 58m ago
Top 12 alternatives to healthyR.data
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
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SEM reporting helpers converging on APA output, one CRAN resubmission at a time.
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A raster-to-terra migration is the only readable change in a feed of merge notes.
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A nycflights13 generator whose recent work is all about the data being right.
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Conditional density and log-likelihood fill out a vine copula regression package.
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A drop-in string API for base R, kept alive by upstream check failures.
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Split out of quanteda, then quiet - one new classifier since 2020.
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The 1.x line, tagged retroactively after a decade of SoilProfileCollection redesign.
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Spline bases built to interoperate: periodic B-splines and an nsk-compatible natural basis.
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A young ALE and PDP plotting package that rebuilt its numeric core after a data-corrupting bug.
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Vine copula CDFs arrive; everything else is compile hygiene and boundary fixes.
ANALYTICS
A healthyverse machine-learning helper in maintenance: one new function in three years.
healthyR.data 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 |
|---|---|---|---|---|
| healthyR.data (baseline) | 0.0 | 0 | r-packagehealthcare-datacms | Metadata lookup and generic CMS fetchers replace bundled data |
| simlandr | 0.0 | 0 | r-packagedynamical-systemsvisualization | — |
| lavaanExtra | 0.0 | 0 | r-packagestructural-equation-modelinglavaan | — |
| ibis.iSDM | 0.0 | 0 | r-packagespecies-distribution-modelsterra | raster replaced by terra across the package |
| anyflights | 0.0 | 0 | r-packageaviation-datateaching-datasets | — |
| vinereg | 0.0 | 0 | r-packagecopulasregression | — |
| stringx | 0.0 | 0 | r-packagestringsunicode | — |
| quanteda.textmodels | 0.0 | 0 | r-packagetext-classificationnlp | Logistic regression classifier added; svmlin rewritten in C++ |
| aqp | 0.0 | 0 | r-packagesoil-sciences4-classes | Core class methods renamed and pruned ahead of 2.0 |
| splines2 | 0.0 | 0 | r-packagesplinesrcpp | Periodic B-splines, nsk(), and a basis conversion matrix |
| effectplots | 0.0 | 0 | r-packagemodel-interpretabilityale | Numeric core rewritten after an in-place data corruption fix |
| vinecopula | 0.0 | 0 | r-packagecopulasstatistics | — |
| healthyR.ai | 0.0 | 0 | r-packagehealthyversemachine-learning | — |
The 12 best healthyR.data alternatives, in depth
1. simlandr · velocity 0.0
Potential landscape tooling settling onto standard R generics after two rounds of renaming.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where healthyR.data leans on r package, healthcare data and cms, simlandr focuses on r package, dynamical systems and visualization.
simlandr and healthyR.data have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full simlandr trajectory → · Compare healthyR.data vs simlandr →
2. lavaanExtra · velocity 0.0
SEM reporting helpers converging on APA output, one CRAN resubmission at a time.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where healthyR.data leans on r package, healthcare data and cms, lavaanExtra focuses on r package, structural equation modeling and lavaan.
lavaanExtra and healthyR.data have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full lavaanExtra trajectory → · Compare healthyR.data vs lavaanExtra →
3. ibis.iSDM · velocity 0.0
A raster-to-terra migration is the only readable change in a feed of merge notes.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “raster replaced by terra across the package”.
Where healthyR.data leans on r package, healthcare data and cms, ibis.iSDM focuses on r package, species distribution models and terra.
ibis.iSDM and healthyR.data have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full ibis.iSDM trajectory → · Compare healthyR.data vs ibis.iSDM →
4. anyflights · velocity 0.0
A nycflights13 generator whose recent work is all about the data being right.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where healthyR.data leans on r package, healthcare data and cms, anyflights focuses on r package, aviation data and teaching datasets.
anyflights and healthyR.data have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full anyflights trajectory → · Compare healthyR.data vs anyflights →
5. vinereg · velocity 0.0
Conditional density and log-likelihood fill out a vine copula regression package.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where healthyR.data leans on r package, healthcare data and cms, vinereg focuses on r package, copulas and regression.
vinereg and healthyR.data have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full vinereg trajectory → · Compare healthyR.data vs vinereg →
6. stringx · velocity 0.0
A drop-in string API for base R, kept alive by upstream check failures.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where healthyR.data leans on r package, healthcare data and cms, stringx focuses on r package, strings and unicode.
stringx and healthyR.data have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full stringx trajectory → · Compare healthyR.data vs stringx →
7. quanteda.textmodels · velocity 0.0
Split out of quanteda, then quiet - one new classifier since 2020.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Logistic regression classifier added; svmlin rewritten in C++”.
Where healthyR.data leans on r package, healthcare data and cms, quanteda.textmodels focuses on r package, text classification and nlp.
quanteda.textmodels and healthyR.data have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full quanteda.textmodels trajectory → · Compare healthyR.data vs quanteda.textmodels →
8. aqp · velocity 0.0
The 1.x line, tagged retroactively after a decade of SoilProfileCollection redesign.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Core class methods renamed and pruned ahead of 2.0”.
Where healthyR.data leans on r package, healthcare data and cms, aqp focuses on r package, soil science and s4 classes.
aqp and healthyR.data have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
9. splines2 · velocity 0.0
Spline bases built to interoperate: periodic B-splines and an nsk-compatible natural basis.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Periodic B-splines, nsk(), and a basis conversion matrix”.
Where healthyR.data leans on r package, healthcare data and cms, splines2 focuses on r package, splines and rcpp.
splines2 and healthyR.data have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full splines2 trajectory → · Compare healthyR.data vs splines2 →
10. effectplots · velocity 0.0
A young ALE and PDP plotting package that rebuilt its numeric core after a data-corrupting bug.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Numeric core rewritten after an in-place data corruption fix”.
Where healthyR.data leans on r package, healthcare data and cms, effectplots focuses on r package, model interpretability and ale.
effectplots and healthyR.data have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full effectplots trajectory → · Compare healthyR.data vs effectplots →
11. vinecopula · velocity 0.0
Vine copula CDFs arrive; everything else is compile hygiene and boundary fixes.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where healthyR.data leans on r package, healthcare data and cms, vinecopula focuses on r package, copulas and statistics.
vinecopula and healthyR.data have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full vinecopula trajectory → · Compare healthyR.data vs vinecopula →
12. healthyR.ai · velocity 0.0
A healthyverse machine-learning helper in maintenance: one new function in three years.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where healthyR.data leans on r package, healthcare data and cms, healthyR.ai focuses on r package, healthyverse and machine learning.
healthyR.ai and healthyR.data have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full healthyR.ai trajectory → · Compare healthyR.data vs healthyR.ai →
Frequently asked questions
What are the best alternatives to healthyR.data?
The top healthyR.data alternatives we currently track in analytics tools are simlandr, lavaanExtra, ibis.iSDM, anyflights, vinereg, ranked by recent ship velocity.
How is this list of healthyR.data alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare healthyR.data directly with one of these alternatives?
Yes — every card has a "Compare with healthyR.data" link to a side-by-side /compare page.