randomwalk
randomwalk spent every release getting an R simulation to run in the browser, not on a server.
A side-by-side editorial comparison of aniread and ggstats — release velocity, themes, recent moves, and the top alternatives to consider.
aniread keeps finding that every tracker lies about coordinates in its own way.
aniread is the reader package of the animovement suite, importing output from pose-estimation and centroid trackers into aniframe objects. The 0.4.0 release standardised something every reader had been getting differently — source data using an image top-left origin is now reflected into a conventional bottom-left origin, across eleven readers. Since then the work has been Octron and BORIS specifics, and 0.5.0 extended the package past tracking data into behavioural events.
ggstats keeps widening what a coefficient or Likert plot can be
ggstats extends ggplot2 with statistical plotting: model coefficient plots, Likert and diverging bar charts, proportion geometries and the helpers that make them behave. Recent releases have added an experimental gglikert_side(), left and right total columns for gglikert(), and survey-object support across the Likert family. Development is steady and CRAN-paced, with releases every two to three months.
aniread is the reader package of the animovement suite, importing output from pose-estimation and centroid trackers into aniframe objects. The 0.4.0 release standardised something every reader had been getting differently — source data using an image top-left origin is now reflected into a conventional bottom-left origin, across eleven readers. Since then the work has been Octron and BORIS specifics, and 0.5.0 extended the package past tracking data into behavioural events.
Each release reads as a catalogue of the ways a source format is imprecise: Octron omitting frames where nothing was detected, BORIS exports whose image index puts a STOP before its START, idtracker.ai renaming its leading column, Windows UNC shares reporting a false negative on read permission. The fixes share a posture of reconstructing what the format left implicit rather than passing the gap through — reinstating missing frames as all-NA rows, recovering a frame interval from time and FPS. Format support now tracks aniframe's class work closely, with 0.5.0 requiring aniframe 0.6.0 for the anievent class it produces.
get_supported_sources() was added so downstream packages can discover formats programmatically instead of hard-coding them, which suggests the next additions are more sources behind that registry rather than changes to the reader API.
ggstats extends ggplot2 with statistical plotting: model coefficient plots, Likert and diverging bar charts, proportion geometries and the helpers that make them behave. Recent releases have added an experimental gglikert_side(), left and right total columns for gglikert(), and survey-object support across the Likert family. Development is steady and CRAN-paced, with releases every two to three months.
Two long-running threads. The coefficient side has been consolidating — ggcoef_multinom() and ggcoef_multicomponents() soft-deprecated in favour of a unified ggcoef_model() with group_by, plus new ggcoef_dodged() and ggcoef_faceted() variants. The Likert side keeps expanding outward instead, absorbing survey objects, total columns and side-by-side layouts. Underneath both is a steady tax of ggplot2 and vctrs compatibility work, including tracking the geom_errorbarh() deprecation in ggplot2 4.0.0.
Expect gglikert_side() to lose its experimental status once its interface settles, and the deprecated multinomial entry points to be removed in a future release now that ggcoef_model() covers their cases.
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 aniread or ggstats.
randomwalk spent every release getting an R simulation to run in the browser, not on a server.
fastml added survival modelling and leakage-proof resampling, moving past classification and regression.
abclass built out angle-based classifiers in 2022, then went quiet except for CRAN upkeep.
churon is spending its entire release history getting a Rust ONNX binding through CRAN.
firatheme woke up after four years and started fixing what ggplot2 changed underneath it.
bagyo reached CRAN as a Philippine tropical cyclone dataset, with its tags stamped out of order.
See all aniread alternatives → · See all ggstats alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. aniread and ggstats 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. aniread and ggstats 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 aniread alternatives in Analytics are ranked by recent ship velocity. Browse the "aniread alternatives" section above for the current picks, or visit /alternatives/aniread for the full list with editorial commentary on each.
Top ggstats alternatives in Analytics are ranked by recent ship velocity. Browse the "ggstats alternatives" section above for the current picks, or visit /alternatives/ggstats for the full list with editorial commentary on each.