qqman
The Manhattan-plot package for GWAS results, finished and dormant since 2017.
Comparison · Analytics
austraits vs watina
A side-by-side editorial comparison of austraits and watina — release velocity, themes, recent moves, and the top alternatives to consider.
austraits vs watina: at a glance
What is austraits?
The R client for AusTraits spends its releases chasing the dataset it reads.
austraits is the R access layer for the AusTraits plant trait database, and its release history is almost entirely a record of keeping pace with two upstream systems it does not control: the austraits.build data releases and the Zenodo archive that hosts them. The most recent release adds a version-dispatch layer so the same package can read both v4.x and v5.0.0 data. Three of the four visible tags were backfilled to GitHub within 23 minutes of each other, so version order and publication order do not agree.
What is watina?
A groundwater database client that has started doing the domain analysis too
watina is the R interface to the Watina groundwater monitoring database, and its history is mostly about making data retrieval correct: filter depths guessed conservatively when missing, spatial masking, aggregation methods per observation well, and a long series of fixes to keep the lazy database queries working across dbplyr versions. The most recent release moves past retrieval into interpretation, adding ionic ratio calculation and a Van Wirdum diagram to plot chemistry data.
austraits vs watina: editorial side-by-side
austraits
0.0ANALYTICS
The R client for AusTraits spends its releases chasing the dataset it reads.
◆ Current state
austraits is the R access layer for the AusTraits plant trait database, and its release history is almost entirely a record of keeping pace with two upstream systems it does not control: the austraits.build data releases and the Zenodo archive that hosts them. The most recent release adds a version-dispatch layer so the same package can read both v4.x and v5.0.0 data. Three of the four visible tags were backfilled to GitHub within 23 minutes of each other, so version order and publication order do not agree.
◆ Where it's heading
The package is converging on a stable public vocabulary and a versioned internal. Sites became locations across every join, plot and extract function; the extract_ and print family filled out at 1.0.0; and by 2.2.2 the core functions each carry a switch on the detected data version rather than assuming one schema. The visible cost of that is dependency churn — plotting packages moved to Suggests, which the notes admit can leave core functions unable to run.
◆ Prediction
Given that every release so far has been triggered by an upstream austraits.build or Zenodo change, the next one most likely follows the next data release rather than any independent roadmap. The entries do not indicate new analysis capability being planned in the client itself.
watina
0.0ANALYTICS
A groundwater database client that has started doing the domain analysis too
◆ Current state
watina is the R interface to the Watina groundwater monitoring database, and its history is mostly about making data retrieval correct: filter depths guessed conservatively when missing, spatial masking, aggregation methods per observation well, and a long series of fixes to keep the lazy database queries working across dbplyr versions. The most recent release moves past retrieval into interpretation, adding ionic ratio calculation and a Van Wirdum diagram to plot chemistry data.
◆ Where it's heading
The package is drifting from a database client toward a domain toolkit. Early releases fought the data layer — connection handling moved to inbodb, sorting semantics changed, defunct dbplyr calls worked around. Recent work assumes retrieval is solved and adds hydrochemical analysis on top, along with defensive handling for the physically impossible inputs that analysis exposes, such as zero conductivity in the warehouse.
◆ Prediction
Expect further chemistry analysis and plotting helpers rather than new retrieval functions, since that is where the newest release invested and where the accompanying vignette points.
Alternatives to austraits and watina
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 austraits or watina.
constants
The R package for CODATA constants rebuilt its symbol table on NIST's naming so future updates stop being hand work.
ggdemetra
A ggplot2 layer for seasonal adjustment output, filling in one plot type at a time.
fossilsim
A fossil-record simulator that quietly grew a trait-evolution engine.
tern.rbmi
Reference-based multiple imputation tables, shipping only what CRAN checks demand.
tern.mmrm
An MMRM tabulation package that has published nothing since its 2024 CRAN releases.
See all austraits alternatives → · See all watina alternatives →
Recent activity from austraits and watina
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 4mo agowatinaIonic ratios and Van Wirdum diagrams for chemistry data
- 2y agoaustraitsSupport for AusTraits 5.0.0 data and the rebuilt Zenodo API
- 2y agowatinaKSgeneral moved to Suggests to survive CRAN removal
- 3y agoaustraitsextract_taxa, lookup_trait and print methods arrive
- 3y agoaustraitsVignette build and extract_ function polish
- 3y agoaustraitssite becomes location across the API; AusTraits 3.0.2+ support
- 5y agowatinaDataframe input restored after a defunct dbplyr call
- 5y agowatinadbplyr 2.0 compatibility drops the need for a forked dependency
- 5y agowatinaSpatial clustering of wells and richer location attributes
- 6y agowatinaSoil surface calculation fixed after a select() dropped the variable
Frequently asked questions
What is the difference between austraits and watina?
They serve adjacent needs but don't currently overlap on shipped themes. austraits and watina 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 austraits better than watina?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. austraits and watina 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 austraits?
Top austraits alternatives in Analytics are ranked by recent ship velocity. Browse the "austraits alternatives" section above for the current picks, or visit /alternatives/austraits-r for the full list with editorial commentary on each.
What are the best alternatives to watina?
Top watina alternatives in Analytics are ranked by recent ship velocity. Browse the "watina alternatives" section above for the current picks, or visit /alternatives/watina-r for the full list with editorial commentary on each.