tern.rbmi
Reference-based multiple imputation tables, shipping only what CRAN checks demand.
Comparison · Analytics
protr vs TAF
A side-by-side editorial comparison of protr and TAF — release velocity, themes, recent moves, and the top alternatives to consider.
protr vs TAF: at a glance
What is protr?
protr's feature set is finished; the work now is surviving Bioconductor's churn.
protr generates numerical descriptors from protein sequences for machine learning, plus alignment-based similarity between sequences. The descriptor functions have been stable for years. Recent releases divide cleanly into two kinds: extending the similarity computations to work under memory constraints, and absorbing the Bioconductor split that moved pairwise alignment out of Biostrings into pwalign.
What is TAF?
TAF keeps turning ICES stock assessments into reproducible, dependency-pinned projects.
TAF is the R tooling behind the ICES Transparent Assessment Framework, which standardizes how fish stock assessments are laid out, sourced and rerun. The 4.3.0 release is the largest in years, adding roughly ten functions covering dependency installation and analysis, software version checks, directory inspection and README drafting. The package has carried zero non-base dependencies since 4.0.0, and the new work is careful not to break that.
protr vs TAF: editorial side-by-side
protr
0.0ANALYTICS
protr's feature set is finished; the work now is surviving Bioconductor's churn.
◆ Current state
protr generates numerical descriptors from protein sequences for machine learning, plus alignment-based similarity between sequences. The descriptor functions have been stable for years. Recent releases divide cleanly into two kinds: extending the similarity computations to work under memory constraints, and absorbing the Bioconductor split that moved pairwise alignment out of Biostrings into pwalign.
◆ Where it's heading
The similarity side is where the remaining engineering goes, and it follows a consistent pattern — whatever parSeqSim() gained, crossSetSim() eventually gets. Batching, verbose progress and a disk-backed variant all arrived for the single-set case first and were mirrored for the cross-set case in 1.7-1. That is a maintainer closing feature-parity gaps rather than opening new directions, and the two most recent releases contain no user-facing change at all.
◆ Prediction
Expect the next release to react to another Bioconductor or R CMD check change, which accounts for three of the last four. The similarity functions now have parity, so there is no obvious internal backlog left.
TAF
0.0ANALYTICS
TAF keeps turning ICES stock assessments into reproducible, dependency-pinned projects.
◆ Current state
TAF is the R tooling behind the ICES Transparent Assessment Framework, which standardizes how fish stock assessments are laid out, sourced and rerun. The 4.3.0 release is the largest in years, adding roughly ten functions covering dependency installation and analysis, software version checks, directory inspection and README drafting. The package has carried zero non-base dependencies since 4.0.0, and the new work is careful not to break that.
◆ Where it's heading
The arc runs from analysis runner to project toolkit. Early 3.x releases built out the bootstrap and metadata machinery; 4.0.0 renamed the package and stripped every external dependency; 4.2.0 cleaned up vocabulary that confused users. 4.3.0 turns outward to the people running assessments — install.deps(), pdeps() and check.software() address reproducing someone else's environment, while draft.readme(), taf.example() and dir.tree() address understanding an unfamiliar project.
◆ Prediction
Expect the follow-up work to harden the new dependency functions rather than add more surface, since 4.3.1 arrived immediately to fix wide2long() compatibility with older R and that batch of ten functions has had little field exposure.
Alternatives to protr and TAF
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 protr or TAF.
tern.mmrm
An MMRM tabulation package that has published nothing since its 2024 CRAN releases.
ggmagnify
A single-purpose ggplot2 inset tool, refining the same three arguments.
symengine
An R symbolic-maths binding whose changelog is really the C++ core's release notes.
gtfstools
gtfstools stopped guarding its own object model and started accepting everyone else's.
quantities
The glue package that makes R carry units and uncertainty through the same calculation.
Recent activity from protr and TAF
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 10mo agoTAFTAF 4.3.1 reworks wide2long() for older R
- 10mo agoTAFTAF 4.3.0 adds dependency and project-scaffolding tooling
- 11mo agoprotrprotr 1.7-5 silences a Debian r-devel check note
- 1y agoprotrprotr 1.7-4 checks alignment dependencies upfront
- 1y agoprotrprotr 1.7-3 detects Biostrings version to find pwalign
- 2y agoprotrprotr 1.7-2 fixes citation key and vignette accessibility
- 2y agoprotrprotr 1.7-1 brings crossSetSim to parity with parSeqSim
- 2y agoprotrprotr 1.7-0 adds crossSetSim for two-set similarity
- 3y agoTAFTAF 4.2.0 renames 'bootstrap' to 'boot', keeps back-compat
- 3y agoTAFTAF 4.1.0 adds taf2html() and dot.case function aliases
- 5y agoTAFTAF 4.0.0 refocuses on ICES and drops every external dependency ⚡
- 5y agoTAFTAF 3.6.0 adds metadata tooling and drops the bibtex dependency
Frequently asked questions
What is the difference between protr and TAF?
They serve adjacent needs but don't currently overlap on shipped themes. protr and TAF 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 protr better than TAF?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. protr and TAF 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 protr?
Top protr alternatives in Analytics are ranked by recent ship velocity. Browse the "protr alternatives" section above for the current picks, or visit /alternatives/protr-r for the full list with editorial commentary on each.
What are the best alternatives to TAF?
Top TAF alternatives in Analytics are ranked by recent ship velocity. Browse the "TAF alternatives" section above for the current picks, or visit /alternatives/taf-r for the full list with editorial commentary on each.