jSDM
Joint species distribution models in Gibbs-sampled C++, quiet since 2023.
Comparison · Infra & APIs
bulkreadr vs ggsketch
A side-by-side editorial comparison of bulkreadr and ggsketch — release velocity, themes, recent moves, and the top alternatives to consider.
bulkreadr vs ggsketch: at a glance
What is bulkreadr?
A bulk file reader became a labelled-survey-data toolkit, then went quiet
bulkreadr started as a way to read many files at once and turned into tooling for labelled survey data: SPSS and Stata importers that convert labelled variables to factors, generate_dictionary() for building data dictionaries, look_for() for searching variable descriptions, and imputation helpers. The most recent release does the opposite of adding — it pulls inspect_na() in-house to drop an external dependency.
What is ggsketch?
ggsketch stopped being a line style and became a drawing-medium simulator.
ggsketch is a ggplot2 extension that renders plots as if drawn by hand. Through the 1.x line that meant one thing: roughening outlines and fills with configurable jitter. The 2.0.0 release published in July reframes the package around simulated drawing media — pen, chisel-tip highlighter, airbrush — and simulated paper grounds, with the sketch geoms inheriting whichever medium is set.
bulkreadr vs ggsketch: editorial side-by-side
bulkreadr
0.0INFRA · APIS
A bulk file reader became a labelled-survey-data toolkit, then went quiet
◆ Current state
bulkreadr started as a way to read many files at once and turned into tooling for labelled survey data: SPSS and Stata importers that convert labelled variables to factors, generate_dictionary() for building data dictionaries, look_for() for searching variable descriptions, and imputation helpers. The most recent release does the opposite of adding — it pulls inspect_na() in-house to drop an external dependency.
◆ Where it's heading
Growth came in a burst across 2023, slowed to one release a year, and has now turned inward. The 2023 cadence added a format or a labelled-data function every few weeks; 2025 added a single Excel-to-CSV exporter; 2026 removed a dependency. The GitHub notes are cumulative — each release restates every prior version's changelog — which makes the feed look busier than the work is.
◆ Prediction
With inspectdf gone, the remaining Suggests-level dependencies are the obvious next targets for the same treatment. Nothing in these entries points to a new file format or a return to the 2023 pace.
ggsketch
0.0INFRA · APIS
ggsketch stopped being a line style and became a drawing-medium simulator.
◆ Current state
ggsketch is a ggplot2 extension that renders plots as if drawn by hand. Through the 1.x line that meant one thing: roughening outlines and fills with configurable jitter. The 2.0.0 release published in July reframes the package around simulated drawing media — pen, chisel-tip highlighter, airbrush — and simulated paper grounds, with the sketch geoms inheriting whichever medium is set.
◆ Where it's heading
The maintainer states 2.0.0 is the engine for a series, and the release notes read that way: the medium sampler and the paper renderer are new Layer-1/Layer-2 primitives that every existing geom picks up for free. The second thread is correctness under real plot layouts — corner-aware label repulsion, boundary densification so bars bend under polar coordinates, reserved panel room so edge labels stop clipping. Geom coverage keeps widening in parallel, with chicklet charts the newest addition.
◆ Prediction
Expect the rest of the 2.x series to add media on top of the new sampler rather than more geoms, since that is where 2.0.0 put the extensibility. The default hachure-pitch change already shifts existing output slightly, so a follow-up patch tuning those defaults against real plots is likely.
Alternatives to bulkreadr and ggsketch
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 bulkreadr or ggsketch.
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.
trackeR
Fitness-tracking analysis in slow maintenance, still absorbing upstream breakage.
states
State-panel tooling holding steady since its 2020 data and ergonomics release.
multimark
Five years of compiler and CRAN fixes on a capture-recapture package.
See all bulkreadr alternatives → · See all ggsketch alternatives →
Recent activity from bulkreadr and ggsketch
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1mo agoggsketchSpray, highlighter and paper grounds turn plots into drawings ⚡
- 1mo agoggsketchRoughness becomes a mappable aesthetic; fills get their own seed
- 2mo agoggsketchRough theme frame, sketch colour scales and scribble fill
- 5mo agobulkreadrinspect_na() brought in-house to drop the inspectdf dependency
- 1y agobulkreadrEvery Excel sheet exported to its own CSV file
- 2y agobulkreadrSix imputation strategies for fill_missing_values()
- 2y agobulkreadrData dictionaries and keyword search over labelled variables
- 2y agobulkreadrStata .dta import alongside SPSS
- 2y agobulkreadrSPSS import converting labelled variables to factors ⚡
Frequently asked questions
What is the difference between bulkreadr and ggsketch?
They serve adjacent needs but don't currently overlap on shipped themes. bulkreadr and ggsketch 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 bulkreadr better than ggsketch?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. bulkreadr and ggsketch 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 Infra & APIs products to evaluate alongside.
What are the best alternatives to bulkreadr?
Top bulkreadr alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "bulkreadr alternatives" section above for the current picks, or visit /alternatives/bulkreadr for the full list with editorial commentary on each.
What are the best alternatives to ggsketch?
Top ggsketch alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "ggsketch alternatives" section above for the current picks, or visit /alternatives/ggsketch for the full list with editorial commentary on each.