  "IN": {"pos": "adp"},
  "JJ": {"pos": "adj", "degree": "pos"},
  "JJR": {"pos": "adj", "degree": "comp"},
  "JJS": {"pos": "adj", "degree": "sup"},
  "LS": {"pos": "punc", "numtype": "ord"},
  "MD": {"pos": "verb", "verbtype": "mod"},
  "NIL": {},
  "NN": {"pos": "noun", "number": "sing"},
  "NNP": {"pos": "noun", "nountype": "prop", "number": "sing"},
  "NNPS": {"pos": "noun", "nountype": "prop", "number": "plur"},
 
</s> remove "NIL": {},
 </s> add "NIL": {"pos": "no_tag"}, </s> remove "FW": {"foreign": "foreign"},
"HYPH": {"pos": "punc", "punctype": "dash"},
 </s> add "FW": {"pos": "x", "foreign": "foreign"},
"HYPH": {"pos": "punct", "puncttype": "dash"}, </s> remove "SP": {"pos": "space"}
 </s> add "SP": {"pos": "space"},
"ADD": {"pos": "x"},
"NFP": {"pos": "punct"},
"GW": {"pos": "x"},
"AFX": {"pos": "x"},
"HYPH": {"pos": "punct"},
"XX": {"pos": "x"},
"BES": {"pos": "verb"},
"HVS": {"pos": "verb"}, </s> remove "UH": {"pos": "int"},
 </s> add "UH": {"pos": "intJ"}, </s> remove ".": {"pos": "punc", "punctype": "peri"},
",": {"pos": "punc", "punctype": "comm"},
"-LRB-": {"pos": "punc", "punctype": "brck", "puncside": "ini"},
"-RRB-": {"pos": "punc", "punctype": "brck", "puncside": "fin"},
"``": {"pos": "punc", "punctype": "quot", "puncside": "ini"},
"\"\"": {"pos": "punc", "punctype": "quot", "puncside": "fin"},
":": {"pos": "punc"},
 </s> add ".": {"pos": "punct", "puncttype": "peri"},
",": {"pos": "punct", "puncttype": "comm"},
"-LRB-": {"pos": "punct", "puncttype": "brck", "punctside": "ini"},
"-RRB-": {"pos": "punct", "puncttype": "brck", "punctside": "fin"},
"``": {"pos": "punct", "puncttype": "quot", "punctside": "ini"},
"\"\"": {"pos": "punct", "puncttype": "quot", "punctside": "fin"},
"''": {"pos": "punct", "puncttype": "quot", "punctside": "fin"},
":": {"pos": "punct"},
"LS": {"pos": "punct", "numtype": "ord"},
  "IN": {"pos": "adp"},
  "JJ": {"pos": "adj", "degree": "pos"},
  "JJR": {"pos": "adj", "degree": "comp"},
  "JJS": {"pos": "adj", "degree": "sup"},
"LS": {"pos": "punct", "numtype": "ord"},
  "MD": {"pos": "verb", "verbtype": "mod"},
  "NIL": {},
  "NN": {"pos": "noun", "number": "sing"},
  "NNP": {"pos": "noun", "nountype": "prop", "number": "sing"},
  "NNPS": {"pos": "noun", "nountype": "prop", "number": "plur"},
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. 
lang_data/en/tag_map.json