I think I am missing something, but I don't manage to get POS and lemma results even when I just try their example:
import spacy
nlp = spacy.load('en')
doc = nlp(u'They told us to duck.')
for word in doc:
print(word.text, word.lemma, word.lemma_, word.tag, word.tag_, word.pos, word.pos_)
I get:
(u'They', 0, u'', 0, u'', 0, u'')
(u'told', 0, u'', 0, u'', 0, u'')
(u'us', 0, u'', 0, u'', 0, u'')
(u'to', 0, u'', 0, u'', 0, u'')
(u'duck', 0, u'', 0, u'', 0, u'')
(u'.', 0, u'', 0, u'', 0, u'')
I am in 64bit python 2.7