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ZENODO
Software . 2026
Data sources: ZENODO
ZENODO
Software . 2026
Data sources: Datacite
ZENODO
Software . 2026
Data sources: Datacite
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dggs-biodiversity-bias — why equal-area cells matter for biodiversity (and why DGGS adds shape and hierarchy)

Authors: Fouilloux, Anne;

dggs-biodiversity-bias — why equal-area cells matter for biodiversity (and why DGGS adds shape and hierarchy)

Abstract

Supporting evidence for the EGU 2026 talk EGU26-11348 (Fouilloux et al., LifeWatch ERIC, ESSI2.6, 3–8 May 2026). This release expands the v0.1.0 evidence base from a 3-grid comparison (lat-lon vs Behrmann vs HEALPix) to a comprehensive 7-grid evaluation across every grid family the biodiversity community uses in practice, and isolates HEALPix-specific advantages for the integration of biodiversity science with Copernicus Earth-observation data and Destination Earth climate models. The eight-notebook argument Equal-area is necessary. Lat-lon over-counts biodiversity by up to 23× at 5° resolution, purely from cell geometry (notebooks 01–02). Six equal-area choices pass the count test. HEALPix, H3, rHEALPix, ISEA3H, Mollweide, and the EEA reference grid (LAEA Europe / EPSG:3035, the INSPIRE / Habitats Directive standard) all agree on biodiversity density patterns over Quercus suber's Mediterranean range. For biodiversity counts in isolation, the choice between them is not a count-correctness question (notebook 07). DGGS family preserves cell shape across latitudes; projection family does not. Behrmann, Mollweide, and the EEA reference grid distort poleward at high latitudes; HEALPix, H3, rHEALPix, and ISEA3H all preserve compact cells everywhere — the property that makes ML kernels mean the same geographic operator on every part of Earth (notebooks 03–04). HEALPix is the right common DGGS for the integrated future of biodiversity science with high-resolution Copernicus EO and Destination Earth climate models, by virtue of: native geometric deep learning on the sphere (DeepSphere, spherical CNNs); scattering networks via foscat (the FIESTA stack); native sphere-harmonic transforms (healpy.map2alm / alm2map); NESTED bit-shift hierarchical refinement (zoom is O(1) per cell); iso-latitude pixelization for zonal climate-zone analyses; and a credible ellipsoidally-correct path via rHEALPix or "Ellipsoidal HEALPix" (the ESA GRID4EARTH approach). For pure biodiversity-only work at coarse resolution, sphere HEALPix is fine; for the integration regime, ellipsoidal correctness becomes material (notebooks 06, 08). Connection to ESA GRID4EARTH This Jupyter Book is the biodiversity-side version of the case ESA GRID4EARTH makes for Ellipsoidal HEALPix as a Common DGGS for Copernicus EO and Destination Earth — bridging spherical climate models and ellipsoidal Earth-observation data on a single ellipsoidally-correct, hierarchical, scalable DGGS. Cite If you use this work please cite this release (DOI minted by Zenodo upon publication) and the foundational references in `CITATION.cff`: Górski et al. 2005 (HEALPix), Sahr et al. 2003 (DGGS), Hauffe et al. 2023 (DGGS for biodiversity), Kmoch et al. 2022 (DGGS area distortions).

If you use this software, please cite this repository together with the foundational HEALPix and DGGS references and the recent biodiversity-DGGS demonstrations listed below.

Keywords

AI-ready, species distribution model, Mollweide, HEALPix, DGGS, discrete global grid systems, reproducible research, Behrmann, GBIF, Quercus suber, equal-area projection, SDM, biodiversity, FAIR

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
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Related to Research communities
Italian National Biodiversity Future Center