I agree SpaCy's doc's are great, though I still managed to miss the point about the small models missing real word vectors, which http://mlreference.com/word-ve

I agree SpaCy's doc's are great, though I still managed to miss the point about the small models missing real word vectors, which http://mlreference.com/word-vectors-spacy http://mlreference.com/word-vectors-spacy notes at the very top. I wasted some time getting confused on why nlp("cat").vector gave a nice-looking vector while len(nlp.vocab.vectors)==0 etc., I'm guessing I wasn't the only one :-)