rnaturalearth
rnaturalearth finished its sp exit and is now optimising how the data actually arrives.
Comparison · Analytics
animation vs modelbased
A side-by-side editorial comparison of animation and modelbased — release velocity, themes, recent moves, and the top alternatives to consider.
animation vs modelbased: 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 modelbased?
modelbased is turning marginal effects into a full contrast grammar
modelbased computes marginal means, contrasts, and slopes from fitted models, and it ships every one to two months with a consistent shape: new comparison types, broader model support, and steady renaming toward clearer vocabulary. The recent arc runs from marginal effects inequality measures through inequality ratios to an omnibus global test and a post_process argument for multi-step comparisons. Argument names have been settled along the way, with trend becoming slope and an alias left behind.
animation vs modelbased: 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.
modelbased
0.0ANALYTICS
modelbased is turning marginal effects into a full contrast grammar
◆ Current state
modelbased computes marginal means, contrasts, and slopes from fitted models, and it ships every one to two months with a consistent shape: new comparison types, broader model support, and steady renaming toward clearer vocabulary. The recent arc runs from marginal effects inequality measures through inequality ratios to an omnibus global test and a post_process argument for multi-step comparisons. Argument names have been settled along the way, with trend becoming slope and an alias left behind.
◆ Where it's heading
The package is building a compositional vocabulary rather than a fixed menu — contrasts of average slopes, contrasts across two numeric predictors, inequality summaries across all outcome categories, and now user-supplied post-processing of comparisons. Support quietly widens underneath, covering nestedLogit, brms finite mixtures, and offsets under population and average estimation. Plotting gets attention in proportion to how often these results are presented rather than tabulated, including collapse_by_group() for showing averaged raw data under mixed-model fits.
◆ Prediction
With post_process and omnibus tests both landed, the likely next step is making these composed comparisons easier to report — formatting or plotting methods for the multi-step results rather than new comparison types.
Alternatives to animation and modelbased
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 modelbased.
writexl
writexl spent nine years refusing to do formatting, then shipped all of it in 2.0.0.
rgbif
rgbif is steadily pushing users off paged searching and onto real downloads.
rstanarm
rstanarm is community-maintained now, tracking Stan and lme4 rather than adding models.
taxa
taxa started a ground-up rewrite in 2021 and has published almost nothing since.
rotl
rotl's whole release history is keeping name matching honest against a moving taxonomy.
See all animation alternatives → · See all modelbased alternatives →
Recent activity from animation and modelbased
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1mo agomodelbasedmodelbased 0.16.0 adds post-processing and omnibus contrast tests
- 3mo agomodelbasedmodelbased 0.15.0 contrasts average slopes across numeric predictors
- 5mo agomodelbasedmodelbased 0.14.0 renames trend to slope and adds collapse_by_group()
- 8mo agomodelbasedmodelbased 0.13.1 adds marginal group-level estimates and as.data.frame()
- 11mo agomodelbasedmodelbased 0.13.0 adds inequality ratios and slope marginalization
- 11mo agoanimationNew estimate_pi demo added
- 1y agomodelbasedmodelbased 0.12.0 introduces marginal effects inequality measures
- 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 modelbased?
They serve adjacent needs but don't currently overlap on shipped themes. animation and modelbased 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 animation better than modelbased?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. animation and modelbased 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 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 modelbased?
Top modelbased alternatives in Analytics are ranked by recent ship velocity. Browse the "modelbased alternatives" section above for the current picks, or visit /alternatives/modelbased for the full list with editorial commentary on each.