I'm new to the Osmnx, is there any function allows me to get the name of province and city by the GPS coordinates(latitude, longitude) ?
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Not specifically but you can interact with OSM's Nominatim API's reverse endpoint using OSMnx's nominatim_request function.

gboeing
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