paleobuddy
paleobuddy can now simulate trait-dependent diversification, not just birth-death.
Comparison · Analytics
mutagen vs paletteer
A side-by-side editorial comparison of mutagen and paletteer — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:r-package
mutagen vs paletteer: at a glance
What is mutagen?
A young package porting Stata's egen row-wise helpers to the tidyverse, one function per release
mutagen provides row-wise column-generation helpers for R data frames in the spirit of Stata's egen — gen_rowmean(), gen_rowsum(), gen_rowsd(), gen_rownonmiss() and about a dozen siblings. It reached 0.5.0 within three months of its first release, adding two or three functions each time. The most recent release adds gen_coldiff() and renames two functions to fit the naming scheme.
What is paletteer?
A palette aggregator that grows by absorbing other packages, not by changing shape
paletteer collects colour palettes from across the R ecosystem behind one consistent interface, so users can reference any of them by a single name rather than installing each source package. Its function surface has been essentially fixed for years; what changes each release is the catalogue. Version 1.7.0 pulls in palettes from ButterflyColors, feathers, ggsci, khroma, PrettyCols, tayloRswift, blueycolors, amerika, Rdune and poisonfrogs, and tightens argument checking.
mutagen vs paletteer: editorial side-by-side
mutagen
0.0ANALYTICS
A young package porting Stata's egen row-wise helpers to the tidyverse, one function per release
◆ Current state
mutagen provides row-wise column-generation helpers for R data frames in the spirit of Stata's egen — gen_rowmean(), gen_rowsum(), gen_rowsd(), gen_rownonmiss() and about a dozen siblings. It reached 0.5.0 within three months of its first release, adding two or three functions each time. The most recent release adds gen_coldiff() and renames two functions to fit the naming scheme.
◆ Where it's heading
The package is filling out a known surface rather than discovering one: the reference implementation exists in Stata, so development is a matter of working through the list. Alongside that, the naming convention is still settling — gen_rowmatch became gen_rowany, gen_percent became gen_colpercent, gen_na_listcol became gen_listcol_na — which is normal for a pre-1.0 package but means callers should expect further renames. Contributions are arriving from several first-time contributors.
◆ Prediction
The gen_col* prefix has only two members against a dozen gen_row* functions, so column-wise coverage is the obvious gap; expect it to fill before the naming stabilises for a 1.0.
paletteer
0.0ANALYTICS
A palette aggregator that grows by absorbing other packages, not by changing shape
◆ Current state
paletteer collects colour palettes from across the R ecosystem behind one consistent interface, so users can reference any of them by a single name rather than installing each source package. Its function surface has been essentially fixed for years; what changes each release is the catalogue. Version 1.7.0 pulls in palettes from ButterflyColors, feathers, ggsci, khroma, PrettyCols, tayloRswift, blueycolors, amerika, Rdune and poisonfrogs, and tightens argument checking.
◆ Where it's heading
This is a catalogue, and catalogues grow by ingestion. Every substantive release since 1.3.0 is a list of source packages absorbed, in batches of tens to low hundreds of palettes, with occasional maintenance on the metadata tables that describe them. Release cadence follows contributor pull requests rather than any internal roadmap — roughly one release every one to two years, each bundling whatever accumulated.
◆ Prediction
Expect the same: another release when enough new source packages have been proposed, likely paired with further work on palettes_c_names and palettes_d_names, the only part of the package that has been iterated on for its own sake.
Alternatives to mutagen and paletteer
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 mutagen or paletteer.
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 mutagen alternatives → · See all paletteer alternatives →
Recent activity from mutagen and paletteer
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 7mo agopaletteerTen more source packages absorbed; argument checking tightened
- 8mo agomutagengen_coldiff() added; two functions renamed for consistency
- 9mo agomutagengen_rowsum() and gen_rowsd() added
- 9mo agomutagengen_rownonmiss() and gen_rowall() added
- 9mo agomutagenRow mean, median and missingness helpers; gen_rowmatch renamed
- 11mo agomutagenFirst release with the row-wise gen_* family
- 2y agopaletteerRoughly 170 palettes added from seven art and design packages
- 3y agopaletteerMetBrewer, NatParksPalettes and six more sources added
- 4y agopaletteerHTML5-friendly documentation fix
- 5y agopaletteerggprism and nbapalettes added; palette metadata enriched
- 5y agopaletteersoilpalettes, rockthemes and Manu palettes added
Frequently asked questions
What is the difference between mutagen and paletteer?
Both compete on the same themes — r-package — within Analytics. mutagen and paletteer 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 mutagen better than paletteer?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. mutagen and paletteer 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 mutagen?
Top mutagen alternatives in Analytics are ranked by recent ship velocity. Browse the "mutagen alternatives" section above for the current picks, or visit /alternatives/mutagen-r for the full list with editorial commentary on each.
What are the best alternatives to paletteer?
Top paletteer alternatives in Analytics are ranked by recent ship velocity. Browse the "paletteer alternatives" section above for the current picks, or visit /alternatives/paletteer-r for the full list with editorial commentary on each.