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2026-02-20 22:03:58.321018+00:00 https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe/ http://schema.org/dateModified 2026-04-11 02:51:16.533696+00:00 https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe/ http://schema.org/datePublished 2026-02-20 22:03:58.321018+00:00 https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe/ http://schema.org/description Sentinel-2 Level-1C satellite observation converted to a HEALPix Discrete Global Grid System (DGGS) multiscale pyramid, covering a region in **Normandy, France** (Seine Valley, between Rouen and Paris). ### Dataset - **Variable**: Band 02 (Blue, 490nm) top-of-atmosphere reflectance - **Spatial coverage**: Normandy, France (~48.5°N–49.5°N, 0.5°E–1.5°E) - **Grid**: HEALPix multiscale pyramid (11 levels) - Finest: level 20 (nside=1,048,576, ~10m resolution, 208M cells) - Coarsest: level 10 (nside=1,024, ~10km resolution) - Resampling: mean aggregation between levels - **Format**: Cloud-optimized Zarr with nested HEALPix indexing on WGS84 ellipsoid ### FAIRification - Satellite imagery converted to DGGS using [xhealpixify](https://github.com/IAOCEA/xhealpixify) - Machine-actionable: `schema:ViewAction` links the dataset to the [FAIR2Adapt dashboard](https://fair2adapt.github.io/riomar-dashboard/) for interactive visualization at any zoom level - Metadata enriched with [I-ADOPT](https://i-adopt.github.io/) variable decomposition ### Context Part of the [FAIR2Adapt](https://fair2adapt.eu) project, demonstrating that the HEALPix DGGS approach works for both ocean model outputs and Earth observation data. 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https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe/ https://www.w3.org/ns/iana/link-relations/relation#cite-as Fouilloux, Anne. "FAIR2Adapt — Sentinel-2 B02 reflectance on HEALPix DGGS (multiscale pyramid)." ROHub. Feb 20 ,2026. https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe. https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe/action/view-dashboard http://www.w3.org/1999/02/22-rdf-syntax-ns#type https://schema.org/ViewAction https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe/action/view-dashboard https://schema.org/instrument https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe/resources/28b45eca-cdc3-4f94-8434-ddc41314e09d https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe/action/view-dashboard https://schema.org/name View Sentinel-2 data in FAIR2Adapt Dashboard https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe/action/view-dashboard https://schema.org/object https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe/resources/337abfb6-b433-4c3e-98bb-1dacbc0c7770 https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe/action/view-dashboard https://schema.org/urlTemplate https://fair2adapt.github.io/riomar-dashboard/#{dataset_url} https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe/claim/1 http://www.w3.org/1999/02/22-rdf-syntax-ns#type https://schema.org/Claim https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe/claim/1 https://schema.org/text The Sentinel-2 Level-1C satellite observation can be converted to a HEALPix DGGS multiscale pyramid, enabling efficient visualization from global overview to 10m resolution. https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe/claim/10 http://www.w3.org/1999/02/22-rdf-syntax-ns#type https://schema.org/Claim https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe/claim/10 https://schema.org/text The HEALPix DGGS multiscale pyramid allows for efficient visualization of Sentinel-2 Level-1C satellite data from global overview to 10m resolution. https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe/claim/2 http://www.w3.org/1999/02/22-rdf-syntax-ns#type https://schema.org/Claim https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe/claim/2 https://schema.org/text The Sentinel-2 Level-1C satellite observation is converted to a HEALPix DGGS multiscale pyramid, covering a region in Normandy, France, with a spatial coverage of ~48.5°N–49.5°N, 0.5°E–1.5°E. https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe/claim/3 http://www.w3.org/1999/02/22-rdf-syntax-ns#type https://schema.org/Claim https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe/claim/3 https://schema.org/text The HEALPix multiscale pyramid has 11 levels, with the finest level having a resolution of approximately 10 meters and the coarsest level having a resolution of approximately 10 kilometers. https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe/claim/4 http://www.w3.org/1999/02/22-rdf-syntax-ns#type https://schema.org/Claim https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe/claim/4 https://schema.org/text Mean aggregation between levels is used for resampling in the HEALPix multiscale pyramid. https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe/claim/5 http://www.w3.org/1999/02/22-rdf-syntax-ns#type https://schema.org/Claim https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe/claim/5 https://schema.org/text The dataset is stored in a Cloud-optimized Zarr format with nested HEALPix indexing on the WGS84 ellipsoid, enabling efficient data retrieval and visualization. https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe/claim/6 http://www.w3.org/1999/02/22-rdf-syntax-ns#type https://schema.org/Claim https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe/claim/6 https://schema.org/text The Sentinel-2 Level-1C satellite observation was successfully converted to a HEALPix Discrete Global Grid System (DGGS) multiscale pyramid using the xhealpixify tool. https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe/claim/7 http://www.w3.org/1999/02/22-rdf-syntax-ns#type https://schema.org/Claim https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe/claim/7 https://schema.org/text The dataset is machine-actionable, allowing for interactive visualization at any zoom level through the FAIR2Adapt dashboard. https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe/claim/8 http://www.w3.org/1999/02/22-rdf-syntax-ns#type https://schema.org/Claim https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe/claim/8 https://schema.org/text I-ADOPT variable decomposition is applied to the metadata of the Sentinel-2 Level-1C satellite observation dataset. https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe/claim/9 http://www.w3.org/1999/02/22-rdf-syntax-ns#type https://schema.org/Claim https://w3id.org/ro-id/fdc1c071-76d7-44df-a565-8217ebcc59fe/claim/9 https://schema.org/text The HEALPix Discrete Global Grid System (DGGS) can be applied to both ocean model outputs and Earth observation data, such as Sentinel-2 Level-1C satellite observations, for efficient visualization 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https://w3id.org/sciencelive/np/RAAES9N-NOvhLFhdkybwLFzvx6sseVlH8B5t6woBpJf_Y http://schema.org/creator https://orcid.org/0000-0002-1784-2920 https://w3id.org/sciencelive/np/RAAES9N-NOvhLFhdkybwLFzvx6sseVlH8B5t6woBpJf_Y http://schema.org/dateCreated 2026-03-22 10:50:53.297244+00:00 https://w3id.org/sciencelive/np/RAAES9N-NOvhLFhdkybwLFzvx6sseVlH8B5t6woBpJf_Y http://schema.org/dateModified 2026-03-22 10:50:53.658092+00:00 https://w3id.org/sciencelive/np/RAAES9N-NOvhLFhdkybwLFzvx6sseVlH8B5t6woBpJf_Y http://schema.org/license https://choosealicense.com/no-permission/ https://w3id.org/sciencelive/np/RAAES9N-NOvhLFhdkybwLFzvx6sseVlH8B5t6woBpJf_Y http://schema.org/name AIDA Claim 5: The HEALPix Discrete Global Grid System (DGGS) can be applied to both ocean mode... https://w3id.org/sciencelive/np/RAAES9N-NOvhLFhdkybwLFzvx6sseVlH8B5t6woBpJf_Y http://schema.org/sdDatePublished 2026-03-22 10:50:53.297244+00:00 https://w3id.org/sciencelive/np/RAAES9N-NOvhLFhdkybwLFzvx6sseVlH8B5t6woBpJf_Y 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2026-03-22 10:50:59.299305+00:00 https://w3id.org/sciencelive/np/RAISh_0MxXiTLY_5F1FUo0hECp2wPhI0RsLbPeiamW6pw http://schema.org/dateModified 2026-03-22 10:50:59.670709+00:00 https://w3id.org/sciencelive/np/RAISh_0MxXiTLY_5F1FUo0hECp2wPhI0RsLbPeiamW6pw http://schema.org/license https://choosealicense.com/no-permission/ https://w3id.org/sciencelive/np/RAISh_0MxXiTLY_5F1FUo0hECp2wPhI0RsLbPeiamW6pw http://schema.org/name AIDA Claim 7: Mean aggregation between levels is used for resampling in the HEALPix multiscale... https://w3id.org/sciencelive/np/RAISh_0MxXiTLY_5F1FUo0hECp2wPhI0RsLbPeiamW6pw http://schema.org/sdDatePublished 2026-03-22 10:50:59.299305+00:00 https://w3id.org/sciencelive/np/RAISh_0MxXiTLY_5F1FUo0hECp2wPhI0RsLbPeiamW6pw http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/dc/terms/BibliographicResource https://w3id.org/sciencelive/np/RAISh_0MxXiTLY_5F1FUo0hECp2wPhI0RsLbPeiamW6pw http://www.w3.org/1999/02/22-rdf-syntax-ns#type 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https://w3id.org/sciencelive/np/RAJwqE_J7SsyDKi3aH6MkLvJlMf0N_9mVlx83_Ka0jT9M http://schema.org/license https://choosealicense.com/no-permission/ https://w3id.org/sciencelive/np/RAJwqE_J7SsyDKi3aH6MkLvJlMf0N_9mVlx83_Ka0jT9M http://schema.org/name AIDA Claim 10: The Sentinel-2 Level-1C satellite observation can be converted to a HEALPix DGGS... https://w3id.org/sciencelive/np/RAJwqE_J7SsyDKi3aH6MkLvJlMf0N_9mVlx83_Ka0jT9M http://schema.org/sdDatePublished 2026-03-22 10:51:08.175488+00:00 https://w3id.org/sciencelive/np/RAJwqE_J7SsyDKi3aH6MkLvJlMf0N_9mVlx83_Ka0jT9M http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/dc/terms/BibliographicResource https://w3id.org/sciencelive/np/RAJwqE_J7SsyDKi3aH6MkLvJlMf0N_9mVlx83_Ka0jT9M http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/wf4ever/wf4ever#Resource https://w3id.org/sciencelive/np/RAJwqE_J7SsyDKi3aH6MkLvJlMf0N_9mVlx83_Ka0jT9M http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://schema.org/MediaObject 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AIDA Claim 2: The HEALPix multiscale pyramid has 11 levels, with the finest level having a res... https://w3id.org/sciencelive/np/RAaJZOla75L703Yidp2zrTxDPLxKKaUVyCyr3GRacTtAI http://schema.org/sdDatePublished 2026-03-22 10:50:44.309113+00:00 https://w3id.org/sciencelive/np/RAaJZOla75L703Yidp2zrTxDPLxKKaUVyCyr3GRacTtAI http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/dc/terms/BibliographicResource https://w3id.org/sciencelive/np/RAaJZOla75L703Yidp2zrTxDPLxKKaUVyCyr3GRacTtAI http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/wf4ever/wf4ever#Resource https://w3id.org/sciencelive/np/RAaJZOla75L703Yidp2zrTxDPLxKKaUVyCyr3GRacTtAI http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://schema.org/MediaObject https://w3id.org/sciencelive/np/RAbOTm3IKX_isnQvjnNePD9i6I1EiwqjFeukAwDvH7avY http://schema.org/author https://orcid.org/0000-0002-1784-2920 https://w3id.org/sciencelive/np/RAbOTm3IKX_isnQvjnNePD9i6I1EiwqjFeukAwDvH7avY http://schema.org/contentUrl https://w3id.org/sciencelive/np/RAbOTm3IKX_isnQvjnNePD9i6I1EiwqjFeukAwDvH7avY https://w3id.org/sciencelive/np/RAbOTm3IKX_isnQvjnNePD9i6I1EiwqjFeukAwDvH7avY http://schema.org/creator https://orcid.org/0000-0002-1784-2920 https://w3id.org/sciencelive/np/RAbOTm3IKX_isnQvjnNePD9i6I1EiwqjFeukAwDvH7avY http://schema.org/dateCreated 2026-03-22 10:51:05.331972+00:00 https://w3id.org/sciencelive/np/RAbOTm3IKX_isnQvjnNePD9i6I1EiwqjFeukAwDvH7avY http://schema.org/dateModified 2026-03-22 10:51:05.672327+00:00 https://w3id.org/sciencelive/np/RAbOTm3IKX_isnQvjnNePD9i6I1EiwqjFeukAwDvH7avY http://schema.org/license https://choosealicense.com/no-permission/ https://w3id.org/sciencelive/np/RAbOTm3IKX_isnQvjnNePD9i6I1EiwqjFeukAwDvH7avY http://schema.org/name AIDA Claim 9: I-ADOPT variable decomposition is applied to the metadata of the Sentinel-2 Leve... https://w3id.org/sciencelive/np/RAbOTm3IKX_isnQvjnNePD9i6I1EiwqjFeukAwDvH7avY http://schema.org/sdDatePublished 2026-03-22 10:51:05.331972+00:00 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https://w3id.org/sciencelive/np/RAoxsjIwlHNmLaHjZ5isgye2W7ttFTtk7H6NVdBvugGJY http://schema.org/dateCreated 2026-03-22 10:50:40.600533+00:00 https://w3id.org/sciencelive/np/RAoxsjIwlHNmLaHjZ5isgye2W7ttFTtk7H6NVdBvugGJY http://schema.org/dateModified 2026-03-22 10:50:40.958827+00:00 https://w3id.org/sciencelive/np/RAoxsjIwlHNmLaHjZ5isgye2W7ttFTtk7H6NVdBvugGJY http://schema.org/license https://choosealicense.com/no-permission/ https://w3id.org/sciencelive/np/RAoxsjIwlHNmLaHjZ5isgye2W7ttFTtk7H6NVdBvugGJY http://schema.org/name AIDA Claim 1: The HEALPix DGGS multiscale pyramid allows for efficient visualization of Sentin... https://w3id.org/sciencelive/np/RAoxsjIwlHNmLaHjZ5isgye2W7ttFTtk7H6NVdBvugGJY http://schema.org/sdDatePublished 2026-03-22 10:50:40.600533+00:00 https://w3id.org/sciencelive/np/RAoxsjIwlHNmLaHjZ5isgye2W7ttFTtk7H6NVdBvugGJY http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/dc/terms/BibliographicResource 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