Spice & Soul neighborhood directory — snapshot downloaded 11 October 2026. Marseille: 111 administrative neighborhoods. Datactivist / Joel Gombin, derived from IGN-INSEE IRIS boundaries. Open Licence 2.0. https://www.data.gouv.fr/datasets/quartiers-de-marseille-1 Paris: 80 administrative neighborhoods, Direction de l’Urbanisme, Ville de Paris. ODbL. https://opendata.paris.fr/explore/dataset/quartier_paris/ Nouméa: 37 neighborhoods extracted from official Ville de Nouméa address records, Open Data NC, Open Licence 2.0. https://data.gouv.nc/explore/dataset/adresse-noumea/ Other cities: INSEE IRIS statistical subdivisions, geography 2024, redistributed by Huwise/OpenDataSoft France geographic directory. These are statistical areas, not an exhaustive list of colloquial neighborhood names. https://public.opendatasoft.com/explore/dataset/georef-france-iris-millesime/ https://www.insee.fr/fr/information/7708995 The combined extracted directory is available at /data/neighborhoods.json under ODbL 1.0, with attribution to the above sources. No coordinates or polygon boundaries are included. Administrators can maintain names for each city. Manual overrides and historic meal labels are not part of this downloadable source snapshot. https://opendatacommons.org/licenses/odbl/1-0/ A neighborhood filter does not expand the selected distance radius or establish an official delivery boundary. Names do not indicate menu availability. Location matching: boundary polygons simplified to approximately 2 metres and coordinates rounded to 5 decimal places. Marseille/Paris use the same administrative sources; other supported municipalities use the same IRIS 2024 snapshot. Boundary files and the bounding-box index are published under the same ODbL attribution. Boundary detection is approximate, runs locally after permission, and does not certify a user's address. Nouméa currently has names but no available boundary dataset; manual selection remains available.