A study on assessing flood vulnerability in a coastal metropolitan city using machine learning methods has been reported. The study's focus and location are unclear, with various cities, including baltimore, boston, kingston, houston, and beijing, mentioned in related reports. The research appears to be part of a broader effort to evaluate and address flood risk in different urban areas.