      DET
      NOUN
      NUM
      PRON
      PRT
      VERB
      X
      PUNCT
      EOL
      SPACE
 
</s> remove     PUNCT
 </s> add  </s> remove     ADV
 </s> add 
    PROPN
    PUNCT
    SCONJ
    SYM
      DET
      NOUN
      NUM
      PRON
    PROPN
    PUNCT
    SCONJ
    SYM
      VERB
      X
      PUNCT
      EOL
      SPACE
keep keep keep keep replace keep keep keep keep keep
 * Tagger training now working. Still need to test load/save of model. Morphology still broken. 
spacy/parts_of_speech.pxd