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Comparison · Infra & APIs

DMRnet vs hereR

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

Shared themes:r-package

DMRnet vs hereR: at a glance

FeatureDMRnethereR
SectorInfra & APIsInfra & APIs
Velocity score0.00.0
Sparks · 30d00
Top themesvariable-selection, high-dimensional, categorical-data, r-packagegeospatial, routing, api-client, r-package
Last editorial update1h ago1h ago
WebsiteVisit →Visit →

What is DMRnet?

A categorical-variable selection package that publishes its full test logs as release candidates.

DMRnet implements delete-or-merge-regressors model selection for high-dimensional categorical data, alongside SOSnet and GLAMER variants from the same research group. Development is slow and academic — 0.4.0 in 2023, then two years to 0.4.1 in August 2025, which corrects an invalid lambda.1se computation and the cross-validation plots that displayed it. Every real release is preceded days earlier by a release-candidate entry containing the raw output of the correctness and consistency test suite.

Read the full DMRnet trajectory →

What is hereR?

An R client for HERE's location APIs, shaped almost entirely by what the vendor exposes next.

hereR wraps HERE's routing, isoline, traffic, weather and geocoding endpoints for R, returning sf objects. Development is steady and reactive: each release either adopts a transport mode, parameter or API version HERE has newly made available, or corrects a rate limit that was producing 429 errors in practice. The current release adds speed-limit control and five more isoline transport modes.

Read the full hereR trajectory →

DMRnet vs hereR: editorial side-by-side

D
DMRnet
INFRA · APIS
0.0

A categorical-variable selection package that publishes its full test logs as release candidates.

◆ Current state

DMRnet implements delete-or-merge-regressors model selection for high-dimensional categorical data, alongside SOSnet and GLAMER variants from the same research group. Development is slow and academic — 0.4.0 in 2023, then two years to 0.4.1 in August 2025, which corrects an invalid lambda.1se computation and the cross-validation plots that displayed it. Every real release is preceded days earlier by a release-candidate entry containing the raw output of the correctness and consistency test suite.

◆ Where it's heading

The package is converging on correctness rather than expanding. 0.3.3 was a wall of fixes to inference, log-likelihood, and degenerate cross-validation cases; 0.4.0 added the var_sel algorithm and brought GLAMER into the package's own net idiom over its tau parameter; 0.4.1 is again a statistical correctness fix. The published test-log releases are the tell — this maintainer treats reproducible evidence that hard cases still pass as part of the release artifact, which is unusual outside academic statistical software.

◆ Prediction

Given the two-year gap before 0.4.1 and its narrow scope, the next release is most likely another correctness fix arriving on a multi-year cadence, again preceded by a full test-log release candidate.

H
hereR
INFRA · APIS
0.0

An R client for HERE's location APIs, shaped almost entirely by what the vendor exposes next.

◆ Current state

hereR wraps HERE's routing, isoline, traffic, weather and geocoding endpoints for R, returning sf objects. Development is steady and reactive: each release either adopts a transport mode, parameter or API version HERE has newly made available, or corrects a rate limit that was producing 429 errors in practice. The current release adds speed-limit control and five more isoline transport modes.

◆ Where it's heading

Two threads run through the whole history. One is coverage — new modes, tolls and currency, arrival times, speed limits — arriving in the package shortly after they appear in HERE's API. The other is defensive operational tuning, with request rates repeatedly lowered below HERE's documented limits because the documented limits do not hold up. 1.0.0 was the one moment the package had to move rather than choose, migrating traffic to v7 and weather to v3 and breaking three functions' output in the process.

◆ Prediction

Expect the next release to enable whatever HERE exposes next in routing or isolines, and to keep adjusting request rates empirically; the package's own design appears settled.

Alternatives to DMRnet and hereR

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 DMRnet or hereR.

See all DMRnet alternatives → · See all hereR alternatives →

Recent activity from DMRnet and hereR

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

  1. 1y agoDMRnetInvalid lambda.1se computation corrected in cross-validation
  2. 1y agoDMRnetTest-suite log published ahead of the 0.4.1 release
  3. 1y agohereRSpeed limits and five more isoline transport modes
  4. 1y agohereRPedestrian consumption model dropped; route request rate lowered
  5. 2y agohereRTraffic v7 and Weather v3 migration breaks three functions
  6. 3y agoDMRnetvar_sel added; GLAMER reworked as a net over tau
  7. 3y agoDMRnetTest-suite log published ahead of the 0.4.0 release
  8. 3y agohereRResubmission after CRAN archival over an undeliverable email
  9. 3y agoDMRnetInference, log-likelihood, and degenerate-CV fixes across all model families
  10. 3y agoDMRnetTest-suite log published ahead of the 0.3.3 release
  11. 4y agohereRToll costs and currency selection arrive in routing
  12. 4y agohereRArrival-time routing enabled; failed requests report their endpoint

Frequently asked questions

What is the difference between DMRnet and hereR?

Both compete on the same themes — r-package — within Infra & APIs. DMRnet and hereR 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 DMRnet better than hereR?

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

Top DMRnet alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "DMRnet alternatives" section above for the current picks, or visit /alternatives/dmrnet for the full list with editorial commentary on each.

What are the best alternatives to hereR?

Top hereR alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "hereR alternatives" section above for the current picks, or visit /alternatives/herer for the full list with editorial commentary on each.