code: def _sub_expand(self, tags):
          entities = {}
          graph = self._build_graph(tags)
          for tag in tags:
              for entity_index in xrange(len(tag.get('entities'))):
                  node_name = graph_key_from_tag(tag, entity_index)
                  if not node_name in entities:
                      entities[node_name] = []
                  entities[node_name] += [
                      tag.get('entities', [])[entity_index],
                      tag.get('entities', [])[entity_index].get('confidence'),
                      tag
                  ]
          for clique in get_cliques(list(entities), graph):
              result = []
              for entity_name in clique:
                  start_token = int(entity_name.split("-")[0])
                  old_tag = entities[entity_name][2]
                  tag = {
                      'start_token': start_token,
                      'entities': [entities.get(entity_name)[0]],
                      'confidence': entities.get(entity_name)[1] * old_tag.get('confidence', 1.0),
                      'end_token': old_tag.get('end_token'),
                      'match': old_tag.get('entities')[0].get('match'),
                      'key': old_tag.get('entities')[0].get('key'),
                      'from_context': old_tag.get('from_context', False)
                  }
                  result.append(tag)
              result = sorted(result, key=lambda e: e.get('start_token'))
              yield result