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Comparison · Analytics
seriation vs textplot
A side-by-side editorial comparison of seriation and textplot — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:r-package
seriation vs textplot: at a glance
What is seriation?
seriation stopped shipping algorithms and started shipping a way to pick between them.
seriation finds meaningful orderings for matrices, distance objects and dendrograms, and carries a large registry of methods from classic combinatorial criteria to t-SNE and UMAP embeddings. The 1.5.0 release added a layer above that registry — seriate_best(), seriate_rep() and seriate_improve() — which run randomized methods repeatedly, in parallel, and keep the best result. Recent work is definitional and numeric rather than additive: 1.5.8 corrects the linear seriation criterion to match Hubert and Schultz's original 1976 definition.
What is textplot?
A bnosac plotting utility in maintenance mode, shipping once every few years
textplot is the visualisation member of the bnosac NLP family, providing plot methods for dependency parses, biterm topic clusters, co-occurrence graphs, correlation lines and word embeddings. The function surface has been stable since 0.2.0 added textplot_embedding_2d in 2021. The 2026 release touches only documentation links and a vignette guard.
seriation vs textplot: editorial side-by-side
seriation
0.0ANALYTICS
seriation stopped shipping algorithms and started shipping a way to pick between them.
◆ Current state
seriation finds meaningful orderings for matrices, distance objects and dendrograms, and carries a large registry of methods from classic combinatorial criteria to t-SNE and UMAP embeddings. The 1.5.0 release added a layer above that registry — seriate_best(), seriate_rep() and seriate_improve() — which run randomized methods repeatedly, in parallel, and keep the best result. Recent work is definitional and numeric rather than additive: 1.5.8 corrects the linear seriation criterion to match Hubert and Schultz's original 1976 definition.
◆ Where it's heading
The package has shifted from breadth to judgment. Through 1.3.x the additions were new methods; from 1.5.0 the registry started carrying metadata about the methods — whether they are randomized, what criterion they optimize — so the package could choose and evaluate on the user's behalf. The 1.5.6 replacement of FORTRAN with C for BEA and ME points the same way, reducing the legacy surface underneath that machinery.
◆ Prediction
Further criterion audits are the likeliest next move, since 1.5.8 shows a published definition being reconciled against the implementation and the registry now records what each method optimizes. Expect corrections rather than new seriation algorithms.
textplot
0.0ANALYTICS
A bnosac plotting utility in maintenance mode, shipping once every few years
◆ Current state
textplot is the visualisation member of the bnosac NLP family, providing plot methods for dependency parses, biterm topic clusters, co-occurrence graphs, correlation lines and word embeddings. The function surface has been stable since 0.2.0 added textplot_embedding_2d in 2021. The 2026 release touches only documentation links and a vignette guard.
◆ Where it's heading
This is a settled package, not a developing one. Releases since 0.2.0 have been reactive: a topic-assignment bug, a layout argument, and now cleanup after the archival of a dependency it linked to. The cadence — four years between 0.2.2 and 0.2.3 — tracks CRAN housekeeping on the wider bnosac stack rather than any roadmap of its own.
◆ Prediction
Expect the same pattern: the next release will most likely be another CRAN-compliance pass triggered by a change in udpipe, BTM or another sibling package, rather than a new textplot_* function.
Alternatives to seriation and textplot
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 seriation or textplot.
geodist
geodist stays dependency-free and fast, and warns you when 'cheap' distances stop being honest.
errors
errors keeps making uncertainty print the way each scientific field expects.
CMAQ
CMAQ went global in v5.5, and has been patching that surface ever since.
enpls
enpls has not changed its statistics since 2016 — only its website, twice.
grex
grex is a lookup table with a version number — it ships when the annotation moves.
See all seriation alternatives → · See all textplot alternatives →
Recent activity from seriation and textplot
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 6mo agotextplotDrop link to archived ggalt, guard vignette model download
- 0y agoseriationseriation 1.5.8 realigns linear criterion with Hubert and Schultz
- 1y agoseriationseriation 1.5.7 adds BK_unconstrained, handles tiny inputs
- 1y agoseriationseriation 1.5.6 replaces FORTRAN BEA with C, modernizes allocation
- 2y agoseriationseriation 1.5.5 digest: AOE method, rep parameter, MDS_angle fix
- 3y agoseriationseriation 1.5.1 refines pimage, permute and hmap
- 3y agoseriationseriation 1.5.0 adds seriate_best and parallel repeated search ⚡
- 4y agotextplotDependency-parse plots gain a layout argument
- 4y agotextplotFix biterm topic assignment in cluster plots
- 4y agotextplotAdds 2D embedding plots
- 5y agotextplotMake example conditional on udpipe availability
- 6y agotextplotPlot functions become generic; igraph moved to Suggests
Frequently asked questions
What is the difference between seriation and textplot?
Both compete on the same themes — r-package — within Analytics. seriation and textplot 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 seriation better than textplot?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. seriation and textplot 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 seriation?
Top seriation alternatives in Analytics are ranked by recent ship velocity. Browse the "seriation alternatives" section above for the current picks, or visit /alternatives/seriation-r for the full list with editorial commentary on each.
What are the best alternatives to textplot?
Top textplot alternatives in Analytics are ranked by recent ship velocity. Browse the "textplot alternatives" section above for the current picks, or visit /alternatives/textplot for the full list with editorial commentary on each.