How to Build Your AI Chatbot with NLP in Python? To extract the city name, you get all the named entities in the user’s statement and check which of them is a geopolitical entity (country, state, city). To do this, you loop through all the entities spaCy has extracted from the statement in the ents property, then check whether the entity label (or class) is “GPE” representing Geo-Political Entity. If it is, then you save the name of the entity (its text) in a variable called city. In this sect… » weiterlesen