n2kanalysis
n2kanalysis has spent eight years wiring INLA models to an S3 bucket.
Comparison · Analytics
spatstat vs wasserportal
A side-by-side editorial comparison of spatstat and wasserportal — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:r-package
spatstat vs wasserportal: at a glance
What is spatstat?
The spatstat umbrella package, now mostly a pointer to the sub-packages doing the work
spatstat is the front package of a family that was split into specialised components — spatstat.geom, spatstat.random, spatstat.model, spatstat.explore, spatstat.univar and spatstat.sparse. Its own release notes reflect that: entries in this window are largely announcements of where the real changes landed, plus documentation and cross-reference maintenance. The codebase it fronts passed 200,000 lines as of 3.5-1.
What is wasserportal?
A Berlin groundwater scraper grew a full IoT publishing pipeline in two days.
wasserportal scrapes groundwater and surface water monitoring data from Wasserportal Berlin — station metadata, water levels, quality series. For its first four years that was the whole product, with releases tracking the portal's own churn: a new API version in 2023, new three-letter variable codes, and a 2026 fix decoding pages as windows-1252 because the server declares UTF-8 but emits Latin-1. In June 2026 it added a ThingsBoard integration, then extended it to self-hosted instances two days later.
spatstat vs wasserportal: editorial side-by-side
spatstat
0.0ANALYTICS
The spatstat umbrella package, now mostly a pointer to the sub-packages doing the work
◆ Current state
spatstat is the front package of a family that was split into specialised components — spatstat.geom, spatstat.random, spatstat.model, spatstat.explore, spatstat.univar and spatstat.sparse. Its own release notes reflect that: entries in this window are largely announcements of where the real changes landed, plus documentation and cross-reference maintenance. The codebase it fronts passed 200,000 lines as of 3.5-1.
◆ Where it's heading
The split is effectively complete and the umbrella's role has settled into coordination — tracking version dependencies across sub-packages and pointing users to them. The family has kept subdividing over this period, with spatstat.univar joining in 3.1-0. The one substantive user-facing addition here is documentation infrastructure: 3.3-0 added the ability to list the history of changes to a specific function, which is a navigational answer to a codebase now spread across many packages.
◆ Prediction
Expect this package's notes to continue summarising sub-package activity rather than carrying features of its own, since every release in this window does exactly that. Read spatstat.geom, spatstat.random and spatstat.model for the substance.
wasserportal
0.0ANALYTICS
A Berlin groundwater scraper grew a full IoT publishing pipeline in two days.
◆ Current state
wasserportal scrapes groundwater and surface water monitoring data from Wasserportal Berlin — station metadata, water levels, quality series. For its first four years that was the whole product, with releases tracking the portal's own churn: a new API version in 2023, new three-letter variable codes, and a 2026 fix decoding pages as windows-1252 because the server declares UTF-8 but emits Latin-1. In June 2026 it added a ThingsBoard integration, then extended it to self-hosted instances two days later.
◆ Where it's heading
The package is repositioning from a data-access library into the first half of a monitoring pipeline. 0.6.0 shipped push helpers, device discovery and cleanup, an importable dashboard and a GitHub Actions workflow; 0.7.0 immediately generalised the authentication so it works against self-hosted Community Edition rather than only the Cloud tier, and lifted the push from a five-station demo to the entire groundwater archive. The hardening detail in 0.7.0 — retries on 5xx, warnings when only one of two credentials is set — reads like a maintainer who has run this against a real deployment.
◆ Prediction
The obvious next step is extending the ThingsBoard path to the surface water stations, which the package has flagged as under-supported since 0.1.0. The entries show no other direction under construction.
Alternatives to spatstat and wasserportal
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 spatstat or wasserportal.
n1qn1c
A Fortran-descended optimizer got thread-safe, then found two flags that never worked.
ggstatsplot
ggstatsplot reached 1.0 by adding tests, having outsourced its statistics years ago.
collapse
collapse got a JSS paper and a 7x fmean speedup in the same release.
gtsummary
gtsummary is quietly rebuilding itself around analysis results data, one table verb at a time.
broadcast
broadcast is filling in NumPy-style array broadcasting for R, operator by operator.
See all spatstat alternatives → · See all wasserportal alternatives →
Recent activity from spatstat and wasserportal
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1mo agowasserportalSelf-hosted ThingsBoard support via JWT login
- 1mo agowasserportalThingsBoard integration turns the scraper into a pipeline ⚡
- 2mo agospatstatSub-package updates across sparse, univar and random
- 3mo agowasserportalwindows-1252 decoding fixes umlaut handling on Windows
- 6mo agospatstatspatstat passes 200,000 lines of code
- 10mo agospatstatNew vignette documenting NA spatial objects
- 1y agospatstatPer-function change history now listable
- 2y agospatstatspatstat.univar joins the package family
- 3y agospatstatSub-package cross-references and docs corrected
- 3y agowasserportalExport and import functions for scraped datasets
- 3y agowasserportalAdapted to Wasserportal's new API version
- 4y agowasserportalTemperature parameter naming corrected
Frequently asked questions
What is the difference between spatstat and wasserportal?
Both compete on the same themes — r-package — within Analytics. spatstat and wasserportal 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 spatstat better than wasserportal?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. spatstat and wasserportal 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 spatstat?
Top spatstat alternatives in Analytics are ranked by recent ship velocity. Browse the "spatstat alternatives" section above for the current picks, or visit /alternatives/spatstat-r for the full list with editorial commentary on each.
What are the best alternatives to wasserportal?
Top wasserportal alternatives in Analytics are ranked by recent ship velocity. Browse the "wasserportal alternatives" section above for the current picks, or visit /alternatives/wasserportal for the full list with editorial commentary on each.