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Tag location-intelligence
· 3
SGP Digital Atlas — Final Report
SGP Digital Atlas is a comprehensive geospatial knowledge graph covering Singapore with 637 hex-8 features, 174,711 places, and 1.49M graph edges across 39 relation types, powered by R-GCN embeddings for urban analysis, demand prediction, and scenario simulation.
Plexis — Urban Knowledge Graph Demo
Plexis is an urban knowledge graph system with 200K nodes and 1.49M edges that uses graph neural networks to answer location-based business questions like site selection, competitive analysis, and demand decomposition for Singapore and Hong Kong.
SGP Places V1 — Dataset Report
SGP Places V1 is a deduplicated dataset of 190,591 Singapore locations with verified coordinates, 250 brands, and 166 categories. It includes quality metrics showing 100% valid lat/lon coverage, 93.7% address completeness, and reality-check validation against public brand counts.