poppr
A population-genetics workhorse in long-term maintenance, shipping only what CRAN demands.
Comparison · Analytics
jmastats vs secuTrialR
A side-by-side editorial comparison of jmastats and secuTrialR — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:r-package
jmastats vs secuTrialR: at a glance
What is jmastats?
A Japan Meteorological Agency client whose real product is keeping its bundled datasets current.
jmastats pulls weather and climate data from the Japan Meteorological Agency into R, and most of its releases exist to refresh the station and reference datasets it ships. Three of the four versions on record are dataset updates, dated by the month they were cut. The exception is 0.3.0, which taught jma_collect() to retrieve climatological normals derived from past observations.
What is secuTrialR?
A Swiss clinical-trial data reader that surfaces once every couple of years to clear check notes.
secuTrialR reads and prepares data exports from the secuTrial clinical data management system for analysis in R. Development is sporadic and maintenance-shaped: the 2025 release bundles six pull requests covering dependency breakage, quote handling in free text fields, a generalised URL builder and CRAN check notes. Its release notes are largely merge messages and submission records rather than descriptions of what changed.
jmastats vs secuTrialR: editorial side-by-side
jmastats
0.0ANALYTICS
A Japan Meteorological Agency client whose real product is keeping its bundled datasets current.
◆ Current state
jmastats pulls weather and climate data from the Japan Meteorological Agency into R, and most of its releases exist to refresh the station and reference datasets it ships. Three of the four versions on record are dataset updates, dated by the month they were cut. The exception is 0.3.0, which taught jma_collect() to retrieve climatological normals derived from past observations.
◆ Where it's heading
The package treats bundled data as the thing that must not go stale, and the retrieval API as broadly finished. Where code does change, it is about being a well-behaved client — request intervals to reduce server load, messages when returned data contains missing values, corrected station coordinates. Capability growth happens in single steps, roughly once a year.
◆ Prediction
The next release is most likely another dated dataset refresh; a further extension of jma_collect() to a new observation type is plausible but the entries show no specific one being prepared.
secuTrialR
0.0ANALYTICS
A Swiss clinical-trial data reader that surfaces once every couple of years to clear check notes.
◆ Current state
secuTrialR reads and prepares data exports from the secuTrial clinical data management system for analysis in R. Development is sporadic and maintenance-shaped: the 2025 release bundles six pull requests covering dependency breakage, quote handling in free text fields, a generalised URL builder and CRAN check notes. Its release notes are largely merge messages and submission records rather than descriptions of what changed.
◆ Where it's heading
The visible history has two distinct phases. The 2020 releases are a CRAN review loop — four submissions in two weeks, each note recording only the submission itself. After that the package goes quiet for years at a time, resurfacing when R or its dependencies break something. The one substantive thread is robustness against real-world export data, with the free-text quote fix as the clearest example. The 2025 release's own changelog spans 1.1.1 to 1.3.3, so several intermediate versions exist that this feed never showed.
◆ Prediction
Expect the next release when a dependency or CRAN check forces one, since that has triggered every release since 2020; the notes give no indication of planned feature work.
Alternatives to jmastats and secuTrialR
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 jmastats or secuTrialR.
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See all jmastats alternatives → · See all secuTrialR alternatives →
Recent activity from jmastats and secuTrialR
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1y agosecuTrialRQuote handling in free text and dependency fixes
- 1y agojmastatsjma_collect() can now retrieve climatological normals
- 2y agojmastatsStation coordinates and prefecture codes corrected
- 2y agojmastatsBundled datasets refreshed to March 2024
- 2y agojmastatsFirst CRAN release adds request throttling to jma_collect()
- 3y agosecuTrialRCRAN check notes cleared
- 3y agosecuTrialRWarning added for overwritten variables
- 6y agosecuTrialRFourth CRAN submission, accepted
- 6y agosecuTrialRThird CRAN submission after review
- 6y agosecuTrialRSecond CRAN submission after review
Frequently asked questions
What is the difference between jmastats and secuTrialR?
Both compete on the same themes — r-package — within Analytics. jmastats and secuTrialR 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 jmastats better than secuTrialR?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. jmastats and secuTrialR 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 jmastats?
Top jmastats alternatives in Analytics are ranked by recent ship velocity. Browse the "jmastats alternatives" section above for the current picks, or visit /alternatives/jmastats for the full list with editorial commentary on each.
What are the best alternatives to secuTrialR?
Top secuTrialR alternatives in Analytics are ranked by recent ship velocity. Browse the "secuTrialR alternatives" section above for the current picks, or visit /alternatives/secutrialr for the full list with editorial commentary on each.