tidytext
Finished, widely taught, and shipping roxygen fixes.
Comparison · Analytics
billboarder vs lime
A side-by-side editorial comparison of billboarder and lime — release velocity, themes, recent moves, and the top alternatives to consider.
billboarder vs lime: at a glance
What is billboarder?
An htmlwidget whose release notes are mostly billboard.js version bumps, quiet since 2021.
billboarder wraps the billboard.js charting library as an R htmlwidget, with Shiny proxy support for live updates. Most releases restate an upstream library version; the package's own additions arrive one function at a time, such as bauge(), bb_export() and set_color_palette(). The visible history stops at v0.3.1 in May 2021.
What is lime?
lime survives on compatibility patches years after its research moment
lime brings local interpretable model-agnostic explanations to R. Its substantive development finished around 0.5.0 in 2019, which added argument pass-through to predict(), a gower_pow tuning knob and a batch of fixes. Since then there have been three releases: a namespace fix, a maintainer handover to Emil Hvitfeldt with general upkeep, and a patch to work across xgboost versions.
billboarder vs lime: editorial side-by-side
billboarder
0.0ANALYTICS
An htmlwidget whose release notes are mostly billboard.js version bumps, quiet since 2021.
◆ Current state
billboarder wraps the billboard.js charting library as an R htmlwidget, with Shiny proxy support for live updates. Most releases restate an upstream library version; the package's own additions arrive one function at a time, such as bauge(), bb_export() and set_color_palette(). The visible history stops at v0.3.1 in May 2021.
◆ Where it's heading
The package tracks billboard.js rather than leading it, and the R-side features that do appear are thin conveniences over capabilities upstream already shipped. The one directional move visible here is 0.3.0's adoption of aes()-style mapping, which pulls the API toward tidyverse conventions. Nothing since 2021 suggests that convergence continued.
◆ Prediction
If the package resumes, the pattern points to another billboard.js bump with a small Shiny helper attached; the entries show no sign of a broader API rework.
lime
0.0ANALYTICS
lime survives on compatibility patches years after its research moment
◆ Current state
lime brings local interpretable model-agnostic explanations to R. Its substantive development finished around 0.5.0 in 2019, which added argument pass-through to predict(), a gower_pow tuning knob and a batch of fixes. Since then there have been three releases: a namespace fix, a maintainer handover to Emil Hvitfeldt with general upkeep, and a patch to work across xgboost versions.
◆ Where it's heading
The package is in custodial maintenance — kept installable and compatible with the model packages it explains, rather than developed. The 2022 handover is the most consequential entry in the window because it determined that the package would keep getting patches at all.
◆ Prediction
Expect the next release to be another compatibility fix triggered by an upstream model package, not new explanation methods.
Alternatives to billboarder and lime
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 billboarder or lime.
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 billboarder alternatives → · See all lime alternatives →
Recent activity from billboarder and lime
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 8mo agolimeCompatibility across all xgboost versions
- 3y agolimeMaintainer handover to Emil Hvitfeldt
- 5y agobillboarderbillboard.js updated to 3.0.1
- 5y agolimeorder() fix and lighter dependencies
- 5y agobillboarderaes() mapping, set_color_palette() and a datalab theme
- 6y agobillboarderbb_export() adds PNG chart export for Shiny apps
- 6y agolimeNamespace fix following glmnet changes
- 6y agobillboarderbillboard.js upgraded to 1.10.0
- 7y agolimeexplain() gains pass-through args and gower_pow tuning
- 7y agobillboarderbauge() adds a self-updating gauge for Shiny
- 7y agobillboarderbillboard.js upgraded to 1.7.0
- 8y agolimeh2o support, NA handling and date feature types
Frequently asked questions
What is the difference between billboarder and lime?
They serve adjacent needs but don't currently overlap on shipped themes. billboarder and lime 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 billboarder better than lime?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. billboarder and lime 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 billboarder?
Top billboarder alternatives in Analytics are ranked by recent ship velocity. Browse the "billboarder alternatives" section above for the current picks, or visit /alternatives/billboarder for the full list with editorial commentary on each.
What are the best alternatives to lime?
Top lime alternatives in Analytics are ranked by recent ship velocity. Browse the "lime alternatives" section above for the current picks, or visit /alternatives/lime-r for the full list with editorial commentary on each.