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While conceptually similar, the DGGS approach combined with modern data engineering tools (Parquet, Polars) provides measurable performance improvements even compared to optimized raster workflows. This suggests DGGS adoption can be justified on efficiency grounds alone. https://orcid.org/0000-0002-7400-2530 http://purl.org/spar/cito/quotes https://doi.org/10.1080/20964471.2024.2429847 https://w3id.org/np/RAQbvJFyN81tP6hfneF5I9TpgPERhmbu1bUFz5AIYijGA/provenance https://w3id.org/np/RAQbvJFyN81tP6hfneF5I9TpgPERhmbu1bUFz5AIYijGA/assertion http://www.w3.org/ns/prov#wasAttributedTo https://orcid.org/0000-0002-7400-2530 https://w3id.org/np/RAQbvJFyN81tP6hfneF5I9TpgPERhmbu1bUFz5AIYijGA/pubinfo https://orcid.org/0000-0002-7400-2530 http://xmlns.com/foaf/0.1/name Richard M. 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