https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0/Head
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0
http://www.nanopub.org/nschema#hasAssertion
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0/assertion
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0
http://www.nanopub.org/nschema#hasProvenance
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0/provenance
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0
http://www.nanopub.org/nschema#hasPublicationInfo
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0/pubinfo
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://www.nanopub.org/nschema#Nanopublication
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0/assertion
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0/vogelbacher2026-pfr-independent-reproduction
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/sciencelive/o/terms/FORRT-Replication-Study
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0/vogelbacher2026-pfr-independent-reproduction
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/sciencelive/o/terms/Reproduction-Study
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0/vogelbacher2026-pfr-independent-reproduction
http://www.w3.org/2000/01/rdf-schema#label
Independent open reproduction of building-level pluvial flood risk (Vogelbacher et al. 2026, Hamburg example)
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0/vogelbacher2026-pfr-independent-reproduction
http://www.w3.org/2004/02/skos/core#related
http://www.wikidata.org/entity/Q1235853
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0/vogelbacher2026-pfr-independent-reproduction
http://www.w3.org/2004/02/skos/core#related
http://www.wikidata.org/entity/Q1425625
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0/vogelbacher2026-pfr-independent-reproduction
http://www.w3.org/2004/02/skos/core#related
http://www.wikidata.org/entity/Q15909735
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0/vogelbacher2026-pfr-independent-reproduction
http://www.w3.org/2004/02/skos/core#related
http://www.wikidata.org/entity/Q5460077
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0/vogelbacher2026-pfr-independent-reproduction
http://www.w3.org/2004/02/skos/core#related
http://www.wikidata.org/entity/Q581445
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0/vogelbacher2026-pfr-independent-reproduction
https://w3id.org/sciencelive/o/terms/hasDeviationDescription
(1) Tools: open Python instead of ArcGIS Pro, so this is a reproduction with different tools. (2) Where the paper and the authors' results disagree, the implementation follows the results and the authors' scripts: TOPSIS uses vector normalisation (scripts) rather than the sum of Eq. 4; sensitivity weights are children 0.3 and elderly singles 0.7 (Eq. 2 and the results), while the text of Sect. 3.1.1 gives 0.7 and 0.3; the entropy factor is applied in all three TOPSIS steps. (3) Hazard rings exclude every building footprint, not only the building's own, as the authors' stored intermediate fractions require; the paper mentions this only for semi-detached houses. (4) Buffers are drawn in the coordinate system of the authors' buildings (Web Mercator), as in their data; fractions are ratios, so area units cancel. (5) The number of iterations of the class rule (three) is inferred from the paper's four non-zero risk classes. (6) For comparison only, the FAIR2Adapt urban_pfr toolbox (an existing open implementation) is also run as is; I co-wrote parts of it. It is not used to compute the reproduced results.
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0/vogelbacher2026-pfr-independent-reproduction
https://w3id.org/sciencelive/o/terms/hasDiscipline
http://www.wikidata.org/entity/Q42250
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0/vogelbacher2026-pfr-independent-reproduction
https://w3id.org/sciencelive/o/terms/hasMethodologyDescription
An independent implementation in Python (geopandas, shapely, scipy), written from the paper's Sect. 3 and the authors' exported scripts on Zenodo (CC BY 4.0), without ArcGIS and without other existing implementations. Inputs are the authors' layers from their ArcGIS layer package. Social vulnerability: TOPSIS for sensitivity (children, elderly singles), coping capacity (welfare recipients, school leavers without diploma) and their combination, each multiplied by the Shannon-entropy index, then the flood-sensitivity transformation (SV + mean/4)^2. Exposure: residents per building and per ground floor as given in the authors' input layer. Hazard to well-being: for each depth 30-100 cm, the flooded fraction of a 2 m ring around each building, passed through a log-normal CDF (sigma 0.25, x4) and summed. Hazard to mobility: the maximum of the flooded fraction of a 5 m ring and of the street area within the 0-15 m and 15-30 m rings at 30 cm, through the same CDF. Risk: social vulnerability x exposure x hazard (Eqs. 14-15). Risk classes: the authors' iterated-mean rule. Every index is compared building by building with the authors' ArcGIS output layer, and the classes with the classes that rule gives on the authors' values. The run is a Snakemake pipeline from download to figures.
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0/vogelbacher2026-pfr-independent-reproduction
https://w3id.org/sciencelive/o/terms/hasScopeDescription
Whether the building-level pluvial flood risk of the paper's framework, and the pattern that risk is highest for buildings close to flooded areas and streets where exposure and hazard coincide, is reproduced from the authors' published inputs. In scope: the authors' worked example as deposited on Zenodo (version 2, the version the paper cites): synthetic building-level data for a Hamburg city quarter (37 buildings), the 100-year design rainfall scenario, flood depths 30-100 cm; every intermediate index (sensitivity, coping capacity, social vulnerability, exposure, both hazard indices), both risk indices and the five risk classes shown in the paper's maps. Out of scope: real city-wide data, other cities, other rainfall scenarios, the sensitivity analysis of Sect. 4.3, and the population disaggregation tool, which the paper states it does not use.
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0/vogelbacher2026-pfr-independent-reproduction
https://w3id.org/sciencelive/o/terms/targetsClaim
https://w3id.org/sciencelive/np/RA5O9-MZKGMZtWNCZcu00QtpwW-wOE6MtX8YDXMPvh5GY
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0/provenance
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0/assertion
http://www.w3.org/ns/prov#wasAttributedTo
https://orcid.org/0000-0002-1784-2920
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0/pubinfo
https://orcid.org/0000-0002-1784-2920
http://xmlns.com/foaf/0.1/name
Anne Fouilloux
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0
http://purl.org/dc/terms/created
2026-10-09T20:54:38.436Z
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0
http://purl.org/dc/terms/creator
https://orcid.org/0000-0002-1784-2920
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0
http://purl.org/dc/terms/license
https://creativecommons.org/licenses/by/4.0/
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0
http://purl.org/nanopub/x/introduces
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0/vogelbacher2026-pfr-independent-reproduction
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0
http://purl.org/nanopub/x/wasCreatedAt
https://platform.sciencelive4all.org
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0
http://www.w3.org/2000/01/rdf-schema#label
Independent open reproduction of building-level pluvial flood risk (Vogelbacher et al. 2026, Hamburg example)
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0
https://w3id.org/np/o/ntemplate/wasCreatedFromTemplate
https://w3id.org/np/RAuLEjPp-4dTvPwMkfHggTto1CgjIftiGRAgHlyeEonjQ
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0/sig
http://purl.org/nanopub/x/hasAlgorithm
RSA
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0/sig
http://purl.org/nanopub/x/hasPublicKey
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
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0/sig
http://purl.org/nanopub/x/hasSignature
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
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0/sig
http://purl.org/nanopub/x/hasSignatureTarget
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0
https://w3id.org/sciencelive/np/RAwD-DCUir9JDcqk8lQkRnT91aRGfRZ_p2N7j_uQ9mBw0/sig
http://purl.org/nanopub/x/signedBy
https://orcid.org/0000-0002-1784-2920