High-resolution drone imagery was collected and mosaicked to create detailed visual datasets of the riparian zones. This imagery provides a fine-scale view of vegetation patterns and urban encroachment, supplementing satellite data with more localized and precise observations. The drone data serves as a key tool for mapping vegetation health, identifying habitat features, and supporting detailed analyses of ecological variables in urbanized and non-urbanized riparian zones. These insights contribute to a comprehensive understanding of how urbanization impacts ecological systems and informs strategies for urban planning and conservation.