import spacy import sys # Load the spacy model that you have installed nlp = spacy.load('en_core_web_md') sentence = ' '.join(sys.argv[2:]) # process a sentence using the model doc = nlp(sentence) # It's that simple - all of the vectors and words are assigned after this point # Get the vector for 'text': print(doc[0],doc[0].vector) # Get the mean vector for the entire sentence (useful for sentence classification etc.) print(doc.vector)