No, Azure Maps does not contain political district information.
Azure Maps can however determine if an address is within a city, however it might not necessarily by the official city limits (incorporated vs unincorporated). Geocoding an address, or reverse geocoding a point will usually have a city value (locality) in the result data. You can get the polygon for a city using one of the boundary services: