pr2database
The protist reference database keeps widening past the rRNA gene it was built on.
Comparison · Infra & APIs
mice vs tabular
A side-by-side editorial comparison of mice and tabular — release velocity, themes, recent moves, and the top alternatives to consider.
mice vs tabular: at a glance
What is mice?
mice can finally predict, not just estimate, from multiply imputed data.
mice is the reference implementation of multiple imputation by chained equations, and the default answer to missing data in R. The releases here follow a consistent shape: one or two substantive additions per version, most contributed by outside authors, plus fixes to methods that have been in the package for years. The current 3.19.0 adds predict_mi(), which pools predictions across imputations under Rubin's rules and can return prediction intervals.
What is tabular?
tabular went from clinical tables to complete TFL output in under two months.
tabular renders pre-summarised clinical tables, figures and listings to RTF, LaTeX, HTML, PDF, DOCX, Markdown and now Typst from one immutable verb pipeline, with no external SAS or Java runtime. It arrived in June 2026 as a CRAN submission candidate, added figure() a month later to cover the F in TFL, and has spent the 0.3.x line on speed, font resolution and toolchain diagnostics.
mice vs tabular: editorial side-by-side
mice
0.0INFRA · APIS
mice can finally predict, not just estimate, from multiply imputed data.
◆ Current state
mice is the reference implementation of multiple imputation by chained equations, and the default answer to missing data in R. The releases here follow a consistent shape: one or two substantive additions per version, most contributed by outside authors, plus fixes to methods that have been in the package for years. The current 3.19.0 adds predict_mi(), which pools predictions across imputations under Rubin's rules and can return prediction intervals.
◆ Where it's heading
Two things are happening. The imputation method catalogue keeps widening — lasso variants, multivariate PMM, categorical PMM via canonical correlation — while the pooling side is being extended past its original purpose, first to synthetic data, now to predictions on held-out sets. That second thread points at predictive modelling workflows rather than the inferential ones mice was built for. Meanwhile the maintainers keep finding consequential old bugs: the augment() ordered-factor defect in 3.18.0 had been silently degrading ordinal imputations for years.
◆ Prediction
predict_mi() is framed around evaluating predictive performance on test sets, and the ignore argument added in 3.12.0 already exists to hold out rows from the imputation model. Expect the next work to join those up into a fuller train/test story for imputed data, since the pieces are now in place but not yet connected.
tabular
2.5INFRA · APIS
tabular went from clinical tables to complete TFL output in under two months.
◆ Current state
tabular renders pre-summarised clinical tables, figures and listings to RTF, LaTeX, HTML, PDF, DOCX, Markdown and now Typst from one immutable verb pipeline, with no external SAS or Java runtime. It arrived in June 2026 as a CRAN submission candidate, added figure() a month later to cover the F in TFL, and has spent the 0.3.x line on speed, font resolution and toolchain diagnostics.
◆ Where it's heading
The work is converging on backend parity — one spec should render the same wherever you emit it. Recent notes are almost entirely gap-closing between targets: bold column headers and page-width correction on LaTeX, cell margins on DOCX, group-separator blank rows re-expressed as discardable space so a page never ends on a stray gap, whitespace collapsing honoured on Typst. Diagnostics are keeping pace, with check_latex() probing through kpsewhich and check_typst() auditing the compiler and font chain.
◆ Prediction
With both toolchain checkers in place, the friction that remains is environmental rather than featural, and the notes point to further parity and packaging fixes rather than another backend. Whether Typst becomes the default PDF path instead of LaTeX is not something these notes settle.
Alternatives to mice and tabular
Other Infra & APIs 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 mice or tabular.
ggalign
Composable aligned layouts, rebuilt on S7 while ggplot2 4.0 lands underneath.
prioritizr
Conservation planning absorbs the literature's target-setting rules as code.
jSDM
Joint species distribution models in Gibbs-sampled C++, quiet since 2023.
rsofun
An ecosystem model starts tracking carbon isotopes and land-use change.
usmap
Ten years in, US mapping splits its data out and finally adds Puerto Rico.
See all mice alternatives → · See all tabular alternatives →
Recent activity from mice and tabular
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 28d agotabularTest-only fix for the CRAN macOS arm64 check
- 1mo agotabularTypst backend, check_typst(), and 11-24% faster rendering
- 1mo agotabularfigure() completes the T, F and L of TFL output ⚡
- 2mo agotabularFirst release: clinical table rendering without SAS or Java ⚡
- 8mo agomicemice 3.19.0 ⚡
- 1y agomicemice 3.18.0
- 1y agomicemice 3.17.0
- 3y agomicemice 3.16.0
- 3y agomicemice 3.15.0
- 4y agomicemice 3.14.0
Frequently asked questions
What is the difference between mice and tabular?
They serve adjacent needs but don't currently overlap on shipped themes. tabular 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 mice better than tabular?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. tabular 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 Infra & APIs products to evaluate alongside.
What are the best alternatives to mice?
Top mice alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "mice alternatives" section above for the current picks, or visit /alternatives/mice for the full list with editorial commentary on each.
What are the best alternatives to tabular?
Top tabular alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "tabular alternatives" section above for the current picks, or visit /alternatives/tabular for the full list with editorial commentary on each.