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Mary Joy Antonette Paronda

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Open access Sep 2026

Identifying Tourism Hotspots in Caraga Region through Spatial Clustering Techniques: Basis for Data-Driven Development Insight

The Caraga Region, contributing only 2.3% of total domestic tourist arrivals, requires data-driven spatial planning. This study applied the Density-Based Spatial Clustering of Applications with Noise (DBSCAN) algorithm to 8,081 tourism-related Points of Interest (POIs) from the Humanitarian OpenStreetMap (HOTOSM) Phili...

Imee U. Anton, Dinah Hester Carayo, Mary Joy Antonette Paronda · 0 citations

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