. . . . . "We applied these ideas when developing a land-use map for Northland, a region of New Zealand of 12,500 km² and 200,000 people" . "The paper presents a case study of land-use classification for the Northland region of New Zealand. This region was chosen as the demonstration area for the DGGS-based land-use mapping approach, integrating 48 different geospatial layers using the H3 DGGS at resolution 13. Northland is located in the northern part of New Zealand's North Island, bounded approximately by 172.0-174.5°E longitude and 34.4-36.2°S latitude." . . . . "Northland, New Zealand" . "POLYGON((172.0 -34.4, 174.5 -34.4, 174.5 -36.2, 172.0 -36.2, 172.0 -34.4))"^^ . . "Richard M. Law" . "2026-01-30T20:19:49.921Z"^^ . . . . . . . . . . . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAyuQ7Hi/zQ7hDZtMtLWK1JKU83Kgo8NqC+b8sxD5IoiekPctXVA8iM0zD/9pcp1txGXjX/fUj5HRUkOn4RVHP3fFa/3irQYpZFQ5fHRj8MQ7kJ6AEd1oggfajDevZGz63hj6Vigo+BNYBXqhcbWVAfLfbzQPAegce9zH6n9vTqKYMrwrSxPQdhoAcoaKOqY8gRiJgzekeEr+iEqa63X1HwWtYDs7X25a9xWbgaDSsRjzZGVUVOn1vYdSfWAaIw+EB9CiJfKm1zuXcur5PDziMW1pnZG6/NQtrA7AM3gLnoSoU3glkm5UhksGNqu2SV+j8oZLg7v6C5/sg2f6LIJMeFwIDAQAB" . "OOdgcFKY12RnBVOw1V/LFIu0BwswLgI+CE6JbJyvrFPHnx/e2v7WQay1HWYRO4yoe1uhRfZR1bXQSVYUHHIaVoWQJrQsT5h6SudqkKlScm6yUoqtU7jMBgCQWmznFg2AyESLaKsoeUvZ1CjWBRpjHaC12EP6r9Nb7NfFezP9gXuIrf+D8wjWqvNzFCcfBCPMOiQlFs1RaimGzau7A/4UxOXaBU6I9xEJeIQPGl+UYupguOY4Kf1bIcicy13dTTUZJpCH28XbpdNYRWOuJXRKEkIj/HoCayUCdcJLn4TdoodBDMzFqwNQNFpnbeyLrj3kOvGIaJZOsT9LwnRnMJRGWQ==" . . .