tidytlg
A tables-listings-graphs package that reached CRAN and then went quiet.
A side-by-side editorial comparison of Athlytics and dendroNetwork — release velocity, themes, recent moves, and the top alternatives to consider.
A Strava analytics package spent its 1.0 cycle surviving rOpenSci review, not adding features.
Athlytics computes endurance-training metrics — ACWR, EWMA load, efficiency factor, decoupling, personal bests — from Strava exports. Every release in view is review-driven: test-suite consolidation, dataset renames, styler passes, and a substantial robustness pass over the metric calculations and stream parsers. 1.0.6 explicitly changes nothing but packaging metadata.
Six releases, six identical bodies — the feed carries the package abstract instead of release notes
dendroNetwork builds networks of dendrochronological series from similarity between tree-ring measurements, applies community detection to find matching material, and hands the result to Cytoscape for visualisation. That description is all the feed provides: every one of the six visible releases carries the same package abstract as its body, with no record of what changed in any of them. Version 0.5.5 in July 2025 is the most recent.
Athlytics computes endurance-training metrics — ACWR, EWMA load, efficiency factor, decoupling, personal bests — from Strava exports. Every release in view is review-driven: test-suite consolidation, dataset renames, styler passes, and a substantial robustness pass over the metric calculations and stream parsers. 1.0.6 explicitly changes nothing but packaging metadata.
The package is optimising for credibility rather than surface area. It completed rOpenSci peer review, moved to an offline ZIP export workflow with hardened TCX/GPX parsing, corrected the EWMA half-life mapping, and deliberately softened its ACWR language away from injury-risk claims. Version numbers are also being published out of order, which makes the feed a poor guide to what shipped when.
With review complete and packaging metadata frozen for archival, the next substantive release is more likely to extend metric coverage or data sources than to continue polishing; nothing in these entries points to a specific new metric.
dendroNetwork builds networks of dendrochronological series from similarity between tree-ring measurements, applies community detection to find matching material, and hands the result to Cytoscape for visualisation. That description is all the feed provides: every one of the six visible releases carries the same package abstract as its body, with no record of what changed in any of them. Version 0.5.5 in July 2025 is the most recent.
What the timestamps show is more informative than the text. Versions 0.5.0 through 0.5.3 were all published within two minutes of each other on 12 April 2024, and in descending version order, which is the signature of a release history backfilled in one pass rather than four separate releases. Real releases follow at 0.5.4 a fortnight later and 0.5.5 fifteen months after that. Development is slow and, on this evidence, undocumented.
No prediction is supportable from these entries — none of them describe a change. Any read on where this package is heading would need the NEWS file or the commit history rather than the feed.
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 Athlytics or dendroNetwork.
A tables-listings-graphs package that reached CRAN and then went quiet.
Tplyr made clinical summary tables explain where every number came from.
Clinical listings that keep inheriting their hardest problem — pagination — from the layer below.
A cache-directory helper that has shipped nothing but CRAN-triggered patches for seven years.
gigs redesigned its whole conversion API for rOpenSci, then spent three releases getting the docs to build.
A weather-data client that keeps rewriting its HTTP layer while slowly tightening its API.
See all Athlytics alternatives → · See all dendroNetwork alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
Both compete on the same themes — ropensci — within Analytics. Athlytics and dendroNetwork 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.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Athlytics and dendroNetwork 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.
Top Athlytics alternatives in Analytics are ranked by recent ship velocity. Browse the "Athlytics alternatives" section above for the current picks, or visit /alternatives/athlytics for the full list with editorial commentary on each.
Top dendroNetwork alternatives in Analytics are ranked by recent ship velocity. Browse the "dendroNetwork alternatives" section above for the current picks, or visit /alternatives/dendronetwork for the full list with editorial commentary on each.