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🚩 Minted in Nanopublication
This is a local identifier minted within the nanopublication.
https://w3id.org/np/RA97Isy4tU.../dggs-benchmark-outcome-2026
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
is a
https://w3id.org/sciencelive/o/terms/FORRT-Replication-Outcome
FORRT Replication Outcome
.
This is a local identifier minted within the nanopublication.
https://w3id.org/np/RA97Isy4tU.../dggs-benchmark-outcome-2026
http://www.w3.org/2000/01/rdf-schema#label
has the label
(this is a literal)
.
This is a local identifier minted within the nanopublication.
https://w3id.org/np/RA97Isy4tU.../dggs-benchmark-outcome-2026
https://w3id.org/sciencelive/o/terms/isOutcomeOf
is an outcome of
https://w3id.org/np/RADCSRkRrl.../dggs-replication-2026
.
This is a local identifier minted within the nanopublication.
https://w3id.org/np/RA97Isy4tU.../dggs-benchmark-outcome-2026
https://w3id.org/sciencelive/o/terms/hasOutcomeRepository
has the repository
https://doi.org/10.5281/zenodo.18904498
.
This is a local identifier minted within the nanopublication.
https://w3id.org/np/RA97Isy4tU.../dggs-benchmark-outcome-2026
http://schema.org/endDate
was completed on
(this is a literal)
(xsd:date)
.
This is a local identifier minted within the nanopublication.
https://w3id.org/np/RA97Isy4tU.../dggs-benchmark-outcome-2026
https://w3id.org/sciencelive/o/terms/hasValidationStatus
has the validation status
https://w3id.org/sciencelive/o/terms/PartiallySupported
.
This is a local identifier minted within the nanopublication.
https://w3id.org/np/RA97Isy4tU.../dggs-benchmark-outcome-2026
https://w3id.org/sciencelive/o/terms/hasConclusionDescription
has the conclusion
(this is a literal)
.
This is a local identifier minted within the nanopublication.
https://w3id.org/np/RA97Isy4tU.../dggs-benchmark-outcome-2026
https://w3id.org/sciencelive/o/terms/hasEvidenceDescription
has the evidence
(this is a literal)
.
VECTOR BENCHMARK RESULTS:
| Layers | DGGS | Vector | Speedup | |--------|----------|----------|----------| | 5 | 0.01s | 0.4s | 40x | | 10 | 0.015s | 10s | 670x | | 20 | 0.03s | 400s | 16,000x |DGGS shows near-linear scaling; vector shows super-linear growth. This validates the paper's Figure 6. RASTER BENCHMARK RESULTS (100 layers):
| Method | Time | |---------------------|---------| | Raster (NumPy) | 0.02s | | DGGS Pre-indexed | 0.01s | ← Paper's scenario: VALIDATED | DGGS + H3 loop | 5.0s | ← Includes slow indexing | DGGS + xdggs | 0.05s | ← Replication: 100x faster indexingThe pre-indexed scenario matches the paper's methodology and validates the claim of equivalent performance.
This is a local identifier minted within the nanopublication.
https://w3id.org/np/RA97Isy4tU.../dggs-benchmark-outcome-2026
https://w3id.org/sciencelive/o/terms/hasConfidenceLevel
has the confidence level
https://w3id.org/sciencelive/o/terms/HighConfidence
.
This is a local identifier minted within the nanopublication.
https://w3id.org/np/RA97Isy4tU.../dggs-benchmark-outcome-2026
https://w3id.org/sciencelive/o/terms/hasLimitationsDescription
has the limitations
(this is a literal)
.
- Vector benchmark tested up to 100 layers (paper used 500)
- Raster pre-indexed scenario simulates but doesn't exactly replicate
Apache Parquet + Polars implementation
- Missing random misalignment ("jittering") from original methodology
- Single hardware configuration tested
This is the identifier for the assertion of this nanopublication.
https://w3id.org/np/RA97Isy4tU.../assertion
The assertion above
http://www.w3.org/ns/prov#wasAttributedTo
is attributed to
https://orcid.org/0000-0002-1784-2920
.
This is the identifier for this whole nanopublication.
https://w3id.org/np/RA97Isy4tU...
This nanopublication
http://www.w3.org/ns/prov#wasDerivedFrom
was derived from
https://w3id.org/np/RAwBlOHBCo...
.
This is the identifier for this whole nanopublication.
https://w3id.org/np/RA97Isy4tU...
This nanopublication
http://purl.org/dc/terms/creator
is created by
https://orcid.org/0000-0002-1267-0234
.
This is the identifier for this whole nanopublication.
https://w3id.org/np/RA97Isy4tU...
This nanopublication
http://purl.org/dc/terms/license
is published under the license
https://creativecommons.org/licenses/by/4.0/
.
https://orcid.org/0000-0002-1267-0234
http://xmlns.com/foaf/0.1/name
has the name
(this is a literal)
.
This is the identifier for this whole nanopublication.
https://w3id.org/np/RA97Isy4tU...
This nanopublication
date and time when the nanopublication was created
http://purl.org/dc/terms/created
was created on
(this is a literal)
(xsd:dateTime)
.
This is the identifier for this whole nanopublication.
https://w3id.org/np/RA97Isy4tU...
This nanopublication
links to the assertion template that was used to create this nanopublication
https://w3id.org/np/o/ntemplate/wasCreatedFromTemplate
was created from the assertion template
https://w3id.org/np/RA2zljn0Nw...
.
This is the identifier for this whole nanopublication.
https://w3id.org/np/RA97Isy4tU...
This nanopublication
links to the provenance template that was used to create this nanopublication
https://w3id.org/np/o/ntemplate/wasCreatedFromProvenanceTemplate
was created from the provenance template
https://w3id.org/np/RA7lSq6MuK...
.
This is the identifier for this whole nanopublication.
https://w3id.org/np/RA97Isy4tU...
This nanopublication
links to the publication info template that was used to create this nanopublication
https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate
was created from the publication info template
https://w3id.org/np/RACJ58Gvyn...
.
This is the identifier for this whole nanopublication.
https://w3id.org/np/RA97Isy4tU...
This nanopublication
links to the publication info template that was used to create this nanopublication
https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate
was created from the publication info template
https://w3id.org/np/RAMEgudZsQ...
.
This is the identifier for this whole nanopublication.
https://w3id.org/np/RA97Isy4tU...
This nanopublication
links to the publication info template that was used to create this nanopublication
https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate
was created from the publication info template
https://w3id.org/np/RARW4MsFkH...
.
This is the identifier for this whole nanopublication.
https://w3id.org/np/RA97Isy4tU...
This nanopublication
links to the publication info template that was used to create this nanopublication
https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate
was created from the publication info template
https://w3id.org/np/RAukAcWHRD...
.
This is the identifier for this whole nanopublication.
https://w3id.org/np/RA97Isy4tU...
This nanopublication
the nanopublication consists of an introduction of the given resource
http://purl.org/nanopub/x/introduces
introduces
This is a local identifier minted within the nanopublication.
https://w3id.org/np/RA97Isy4tU.../dggs-benchmark-outcome-2026
.
This is a local identifier minted within the nanopublication.
https://w3id.org/np/RA97Isy4tU.../sig
http://purl.org/nanopub/x/hasSignatureTarget
has as target
This is the identifier for this whole nanopublication.
https://w3id.org/np/RA97Isy4tU...
this nanopublication
.
This is a local identifier minted within the nanopublication.
https://w3id.org/np/RA97Isy4tU.../sig
http://purl.org/nanopub/x/hasAlgorithm
has the algorithm
(this is a literal)
.
This is a local identifier minted within the nanopublication.
https://w3id.org/np/RA97Isy4tU.../sig
http://purl.org/nanopub/x/hasPublicKey
has the public key
(this is a literal)
.
This is a local identifier minted within the nanopublication.
https://w3id.org/np/RA97Isy4tU.../sig
http://purl.org/nanopub/x/hasSignature
has the signature
(this is a literal)
.
This is a local identifier minted within the nanopublication.
https://w3id.org/np/RA97Isy4tU.../sig
http://purl.org/nanopub/x/signedBy
is signed by
https://orcid.org/0000-0002-1267-0234
.
This is the identifier for this whole nanopublication.
https://w3id.org/np/RA97Isy4tU...
This nanopublication
http://purl.org/nanopub/x/wasCreatedAt
was created at
https://nanodash.knowledgepixels.com/
.
This is the identifier for this whole nanopublication.
https://w3id.org/np/RA97Isy4tU...
This nanopublication
http://purl.org/dc/terms/creator
https://orcid.org/0000-0002-1784-2920
.