old_contents: from mitie import *
  from parsa import Interpreter
  
  class MITIEInterpreter(Interpreter):
      def __init__(self,classifier_file,ner_file,fe_filepath):
          self.extractor = named_entity_extractor(ner_file,fe_filepath)
          self.classifier = text_categorizer(classifier_file,fe_filepath)
          #self.normaliser = text_categorizer(normaliser_file,fe_filename=config.FE_FILEPATH) 
  
          
      def get_entities(self,tokens):
          d = {}
          entities = self.extractor.extract_entities(tokens)
          for e in entities:
              _range = e[0]
              d[e[1]] = " ".join(tokens[i] for i in _range) 
          return d
  
      def get_intent(self,tokens):
          label, _ = self.classifier(tokens) # don't use the score
          return label
  
      def parse(self,text):
          tokens = tokenize(text)
          intent = self.get_intent(tokens)
          entities = self.get_entities(tokens)
  
          return {'intent':intent,'entities': entities}
  
  
new_contents: from mitie import *
  from parsa import Interpreter
  
  class MITIEInterpreter(Interpreter):
      def __init__(self,classifier_file,ner_file,fe_filepath):
          self.extractor = named_entity_extractor(ner_file,fe_filepath)
          self.classifier = text_categorizer(classifier_file,fe_filepath)
          
      def get_entities(self,tokens):
          d = {}
          entities = self.extractor.extract_entities(tokens)
          for e in entities:
              _range = e[0]
              d[e[1]] = " ".join(tokens[i] for i in _range) 
          return d
  
      def get_intent(self,tokens):
          label, _ = self.classifier(tokens) # don't use the score
          return label
  
      def parse(self,text):
          tokens = tokenize(text)
          intent = self.get_intent(tokens)
          entities = self.get_entities(tokens)
  
          return {'intent':intent,'entities': entities}
  
  
subject: remove comment