tidytext
Finished, widely taught, and shipping roxygen fixes.
Comparison · Analytics
animation vs loo
A side-by-side editorial comparison of animation and loo — release velocity, themes, recent moves, and the top alternatives to consider.
animation vs loo: at a glance
What is animation?
Contribution-driven maintenance on a package whose last structural change was magick support.
animation renders statistical and mathematical animations from R to GIF, HTML, video and LaTeX. The most recent release adds a single contributed demo; the substantive work — magick-based conversion and resolution control — landed in the 2.6/2.7 pair. Several entries carry near-identical import timestamps, so the visible dates compress the real release history.
What is loo?
loo keeps rewriting the diagnostics Bayesian modellers read off model comparison
loo computes leave-one-out cross-validation and model comparison for Bayesian models in the Stan ecosystem. Two releases in this window changed what users actually read: 2.7.0 replaced the fixed Pareto-k thresholds with sample-size-dependent ones and dropped the middle category, and 2.10.0 reshaped loo_compare's output into a data.frame with new uncertainty columns. The releases between are diagnostic robustness fixes and moment-matching corrections.
animation vs loo: editorial side-by-side
animation
0.0ANALYTICS
Contribution-driven maintenance on a package whose last structural change was magick support.
◆ Current state
animation renders statistical and mathematical animations from R to GIF, HTML, video and LaTeX. The most recent release adds a single contributed demo; the substantive work — magick-based conversion and resolution control — landed in the 2.6/2.7 pair. Several entries carry near-identical import timestamps, so the visible dates compress the real release history.
◆ Where it's heading
The package has settled into contribution-driven maintenance: outside users file demos and device fixes, and the maintainer merges them. The direction set in 2.6 — dropping the shell-out to an external ImageMagick install in favour of the magick R package — was the last structural change. Nothing in the entries suggests a redesign is underway.
◆ Prediction
Expect the next release to be another accepted contribution — a demo or a device-specific fix — rather than a change to how animations are produced.
loo
2.5ANALYTICS
loo keeps rewriting the diagnostics Bayesian modellers read off model comparison
◆ Current state
loo computes leave-one-out cross-validation and model comparison for Bayesian models in the Stan ecosystem. Two releases in this window changed what users actually read: 2.7.0 replaced the fixed Pareto-k thresholds with sample-size-dependent ones and dropped the middle category, and 2.10.0 reshaped loo_compare's output into a data.frame with new uncertainty columns. The releases between are diagnostic robustness fixes and moment-matching corrections.
◆ Where it's heading
The package is being brought in line with the current PSIS literature rather than extended with new features, and the practical effect is that the numbers practitioners quote in papers keep changing meaning. Work is increasingly delegated to posterior for shared computations, and the project has added contributor process, benchmarks and a published AI contribution policy.
◆ Prediction
Expect further work on comparison diagnostics — the p_worse and diag_* columns are new enough that their defaults and documentation will likely be revised next.
Alternatives to animation and loo
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 animation or loo.
textrecipes
Text features finally stay sparse all the way to the model.
probably
The package that made calibration a step instead of an afterthought.
workflowsets
workflowsets keeps widening what counts as a model worth comparing.
workflows
The tidymodels pipeline grew a third stage, and it happens after the model runs.
vetiver
Posit's MLOps package went quiet for two years, then came back to keep up with recipes.
See all animation alternatives → · See all loo alternatives →
Recent activity from animation and loo
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 20d agoloopsis_smooth_tail revert and simplify arg restored
- 1mo agolooloo_compare returns a data.frame with new uncertainty columns ⚡
- 7mo agolooStacking overflow fixes and posterior-based ESS
- 11mo agoanimationNew estimate_pi demo added
- 2y agolooMore robust Pareto-k diagnostics and moment matching
- 2y agolooPareto-k thresholds now depend on sample size ⚡
- 3y agolooLOO predictive metrics and CRPS scoring functions
- 4y agoanimationani.res now honored by saveHTML(), saveVideo() and any device
- 4y agoanimationGIF conversion via the magick package; new ani.res option
- 4y agoanimationExamples stripped from the package to pass CRAN checks
Frequently asked questions
What is the difference between animation and loo?
They serve adjacent needs but don't currently overlap on shipped themes. loo is currently shipping more aggressively (velocity 2.5 vs 0.0), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is animation better than loo?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. loo is currently shipping more aggressively (velocity 2.5 vs 0.0), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
What are the best alternatives to animation?
Top animation alternatives in Analytics are ranked by recent ship velocity. Browse the "animation alternatives" section above for the current picks, or visit /alternatives/animation for the full list with editorial commentary on each.
What are the best alternatives to loo?
Top loo alternatives in Analytics are ranked by recent ship velocity. Browse the "loo alternatives" section above for the current picks, or visit /alternatives/loo for the full list with editorial commentary on each.