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seriation vs wasserportal

A side-by-side editorial comparison of seriation and wasserportal — release velocity, themes, recent moves, and the top alternatives to consider.

Shared themes:r-package

seriation vs wasserportal: at a glance

Featureseriationwasserportal
SectorAnalyticsAnalytics
Velocity score0.00.0
Sparks · 30d00
Top themesseriation, matrix-reordering, optimization, clusteringgroundwater-monitoring, web-scraping, thingsboard, iot-telemetry
Last editorial update49m ago5h ago
WebsiteVisit →Visit →

What is seriation?

seriation stopped shipping algorithms and started shipping a way to pick between them.

seriation finds meaningful orderings for matrices, distance objects and dendrograms, and carries a large registry of methods from classic combinatorial criteria to t-SNE and UMAP embeddings. The 1.5.0 release added a layer above that registry — seriate_best(), seriate_rep() and seriate_improve() — which run randomized methods repeatedly, in parallel, and keep the best result. Recent work is definitional and numeric rather than additive: 1.5.8 corrects the linear seriation criterion to match Hubert and Schultz's original 1976 definition.

Read the full seriation trajectory →

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.

Read the full wasserportal trajectory →

seriation vs wasserportal: editorial side-by-side

S
seriation
ANALYTICS
0.0

seriation stopped shipping algorithms and started shipping a way to pick between them.

◆ Current state

seriation finds meaningful orderings for matrices, distance objects and dendrograms, and carries a large registry of methods from classic combinatorial criteria to t-SNE and UMAP embeddings. The 1.5.0 release added a layer above that registry — seriate_best(), seriate_rep() and seriate_improve() — which run randomized methods repeatedly, in parallel, and keep the best result. Recent work is definitional and numeric rather than additive: 1.5.8 corrects the linear seriation criterion to match Hubert and Schultz's original 1976 definition.

◆ Where it's heading

The package has shifted from breadth to judgment. Through 1.3.x the additions were new methods; from 1.5.0 the registry started carrying metadata about the methods — whether they are randomized, what criterion they optimize — so the package could choose and evaluate on the user's behalf. The 1.5.6 replacement of FORTRAN with C for BEA and ME points the same way, reducing the legacy surface underneath that machinery.

◆ Prediction

Further criterion audits are the likeliest next move, since 1.5.8 shows a published definition being reconciled against the implementation and the registry now records what each method optimizes. Expect corrections rather than new seriation algorithms.

W
wasserportal
ANALYTICS
0.0

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 seriation 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 seriation or wasserportal.

See all seriation alternatives → · See all wasserportal alternatives →

Recent activity from seriation and wasserportal

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 1mo agowasserportalSelf-hosted ThingsBoard support via JWT login
  2. 1mo agowasserportalThingsBoard integration turns the scraper into a pipeline
  3. 3mo agowasserportalwindows-1252 decoding fixes umlaut handling on Windows
  4. 0y agoseriationseriation 1.5.8 realigns linear criterion with Hubert and Schultz
  5. 1y agoseriationseriation 1.5.7 adds BK_unconstrained, handles tiny inputs
  6. 1y agoseriationseriation 1.5.6 replaces FORTRAN BEA with C, modernizes allocation
  7. 2y agoseriationseriation 1.5.5 digest: AOE method, rep parameter, MDS_angle fix
  8. 3y agoseriationseriation 1.5.1 refines pimage, permute and hmap
  9. 3y agoseriationseriation 1.5.0 adds seriate_best and parallel repeated search
  10. 3y agowasserportalExport and import functions for scraped datasets
  11. 3y agowasserportalAdapted to Wasserportal's new API version
  12. 4y agowasserportalTemperature parameter naming corrected

Frequently asked questions

What is the difference between seriation and wasserportal?

Both compete on the same themes — r-package — within Analytics. seriation 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 seriation better than wasserportal?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. seriation 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 seriation?

Top seriation alternatives in Analytics are ranked by recent ship velocity. Browse the "seriation alternatives" section above for the current picks, or visit /alternatives/seriation-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.