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Unsupervised K-Means clustering of 198 BBMP wards into four climate-vulnerability archetypes, derived from satellite measurements of surface temperature, urbanisation, vegetation, and water-body proximity. Independently corroborates the cool-roof prioritisation produced by the companion supervised UHI model.