  "RBS": {"pos": "adv", "degree": "sup"},
  "RP": {"pos": "part"},
  "SYM": {"pos": "sym"},
  "TO": {"pos": "part", "parttype": "inf", "verbform": "inf"},
  "UH": {"pos": "int"},
  "VB": {"pos": "verb", "verbform": "inf"},
  "VBD": {"pos": "verb", "verbform": "fin", "tense": "past"},
  "VBG": {"pos": "verb", "verbform": "part", "tense": "pres", "aspect": "prog"},
  "VBN": {"pos": "verb", "verbform": "part", "tense": "past", "aspect": "perf"},
  "VBP": {"pos": "verb", "verbform": "fin", "tense": "pres"},
 
</s> remove "LS": {"pos": "punc", "numtype": "ord"},
 </s> add "LS": {"pos": "punct", "numtype": "ord"}, </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 ".": {"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"},
"UH": {"pos": "intJ"},
  "RBS": {"pos": "adv", "degree": "sup"},
  "RP": {"pos": "part"},
  "SYM": {"pos": "sym"},
  "TO": {"pos": "part", "parttype": "inf", "verbform": "inf"},
"UH": {"pos": "intJ"},
  "VB": {"pos": "verb", "verbform": "inf"},
  "VBD": {"pos": "verb", "verbform": "fin", "tense": "past"},
  "VBG": {"pos": "verb", "verbform": "part", "tense": "pres", "aspect": "prog"},
  "VBN": {"pos": "verb", "verbform": "part", "tense": "past", "aspect": "perf"},
  "VBP": {"pos": "verb", "verbform": "fin", "tense": "pres"},
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