kernelshap
kernelshap makes permutation SHAP practical past eight features, then fixes the kernel weights it had wrong.
Comparison · Analytics
monitOS vs npi
A side-by-side editorial comparison of monitOS and npi — release velocity, themes, recent moves, and the top alternatives to consider.
monitOS vs npi: at a glance
What is monitOS?
monitOS relicenses to MIT, the clearest signal in a sparse Novartis release feed.
monitOS is Novartis's R package for monitoring overall survival in clinical trials, with an accompanying Shiny app. The 0.1.6 release changes the licence to MIT, fixes a shiny import problem and an infinite-value bug in the app, and adds spell checking plus issue-tracker and website links. The prior release carries no notes at all beyond a link to the commit history.
What is npi?
An R client for the US provider registry, tightening its types and edge-case handling
npi wraps the US National Provider Identifier registry API for R users, covering search, validation and summarisation of provider records. The one release in view is a consolidation pass rather than new surface: input normalisation, vectorised validation, and a typed empty result instead of an ambiguous one when a search finds nothing.
monitOS vs npi: editorial side-by-side
monitOS
0.0ANALYTICS
monitOS relicenses to MIT, the clearest signal in a sparse Novartis release feed.
◆ Current state
monitOS is Novartis's R package for monitoring overall survival in clinical trials, with an accompanying Shiny app. The 0.1.6 release changes the licence to MIT, fixes a shiny import problem and an infinite-value bug in the app, and adds spell checking plus issue-tracker and website links. The prior release carries no notes at all beyond a link to the commit history.
◆ Where it's heading
For a package published by a pharmaceutical sponsor, the licence change is the substantive item — MIT removes friction for reuse outside Novartis, and the added issue link and website point the same way, toward outside users. Everything else is packaging hygiene. At 0.1.6 with two releases nine months apart, the statistical methodology looks settled while the distribution around it is being tidied.
◆ Prediction
The open-sourcing signals suggest the next release will respond to outside issue reports; the entries give no indication of methodology changes.
npi
0.0ANALYTICS
An R client for the US provider registry, tightening its types and edge-case handling
◆ Current state
npi wraps the US National Provider Identifier registry API for R users, covering search, validation and summarisation of provider records. The one release in view is a consolidation pass rather than new surface: input normalisation, vectorised validation, and a typed empty result instead of an ambiguous one when a search finds nothing.
◆ Where it's heading
The work is aimed at making the package behave predictably inside larger pipelines. Returning a typed empty `npi_results` object on no matches, and having `npi_is_valid()` accept vectors and return logical vectors, both remove branches a caller would otherwise write by hand. The bug fix follows the same line — `npi_summarize()` no longer drops input rows when a record's nested address or taxonomy data is missing.
◆ Prediction
With a single release visible there is not enough of a pattern to predict a direction confidently; the changes here suggest continued interface tidying rather than new API coverage, but that is one data point.
Alternatives to monitOS and npi
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 monitOS or npi.
filtro
filtro moves to S7 and multiplies its feature-scoring methods in a single release.
modeltime.resample
modeltime.resample exists to keep backtesting working as tidymodels shifts underneath it.
modeltime.ensemble
modeltime.ensemble wakes after four years, and the work is all tune 2.0 compatibility.
shapviz
shapviz refines its SHAP plots release by release while chasing ggplot2's moving target.
hstats
hstats settled into maintenance after its 1.0 restructuring, with model coverage the only thing still growing.
Recent activity from monitOS and npi
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1mo agonpiVectorised validation and typed empty search results
- 1y agomonitOSRelicensed to MIT; Shiny import and inf-value fixes
- 1y agomonitOSv0.1.5-release
Frequently asked questions
What is the difference between monitOS and npi?
They serve adjacent needs but don't currently overlap on shipped themes. monitOS and npi 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 monitOS better than npi?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. monitOS and npi 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 monitOS?
Top monitOS alternatives in Analytics are ranked by recent ship velocity. Browse the "monitOS alternatives" section above for the current picks, or visit /alternatives/monitos for the full list with editorial commentary on each.
What are the best alternatives to npi?
Top npi alternatives in Analytics are ranked by recent ship velocity. Browse the "npi alternatives" section above for the current picks, or visit /alternatives/npi-r for the full list with editorial commentary on each.