This study integrates diverse data sources to analyze the determinants of shared bicycles demand, incorporating bike usage patterns, demographic characteristics, POI attributes, and spatial features. The study area is an urban region in Nanjing, China, bounded by longitude 118.66–118.92 and latitude 31.87–32.17.