          entity_list=entity_list, freq_list=frequency_list, vector_list=embeddings
      )
  
  
  def _define_aliases(kb, entity_alias_path, entity_list, filtered_title_to_id, max_entities_per_alias, min_occ, prior_prob_path):
      logger.info("Adding aliases from Wikipedia and Wikidata")
 
</s> remove     logger.info("Adding aliases")
 </s> add def _define_aliases(kb, entity_alias_path, entity_list, filtered_title_to_id, max_entities_per_alias, min_occ, prior_prob_path):
    logger.info("Adding aliases from Wikipedia and Wikidata") </s> remove def get_entity_to_id(entity_def_output):
    entity_to_id = dict()
    with entity_def_output.open("r", encoding="utf8") as csvfile:
        csvreader = csv.reader(csvfile, delimiter="|")
        # skip header
        next(csvreader)
        for row in csvreader:
            entity_to_id[row[0]] = row[1]
    return entity_to_id


def get_id_to_description(entity_descr_path):
    id_to_desc = dict()
    with entity_descr_path.open("r", encoding="utf8") as csvfile:
        csvreader = csv.reader(csvfile, delimiter="|")
        # skip header
        next(csvreader)
        for row in csvreader:
            id_to_desc[row[0]] = row[1]
    return id_to_desc


def _add_aliases(kb, title_to_id, max_entities_per_alias, min_occ, prior_prob_input):
 </s> add def _add_aliases(kb, entity_list, title_to_id, max_entities_per_alias, min_occ, prior_prob_path): </s> remove     logger.info("Get entity embeddings:")
 </s> add     logger.info("Getting entity embeddings")
    return entity_list, filtered_title_to_id
          entity_list=entity_list, freq_list=frequency_list, vector_list=embeddings
      )
    return entity_list, filtered_title_to_id
  
  
  def _define_aliases(kb, entity_alias_path, entity_list, filtered_title_to_id, max_entities_per_alias, min_occ, prior_prob_path):
      logger.info("Adding aliases from Wikipedia and Wikidata")
keep add keep keep keep keep
 KB extensions and better parsing of WikiData (#4375)

* fix overflow error on windows

* more documentation & logging fixes

* md fix

* 3 different limit parameters to play with execution time

* bug fixes directory locations

* small fixes

* exclude dev test articles from prior probabilities stats

* small fixes

* filtering wikidata entities, removing numeric and meta items

* adding aliases from wikidata also to the KB

* fix adding WD aliases

* adding also new aliases to previously added entities

* fixing comma's

* small doc fixes

* adding subclassof filtering

* append alias functionality in KB

* prevent appending the same entity-alias pair

* fix for appending WD aliases

* remove date filter

* remove unnecessary import

* small corrections and reformatting

* remove WD aliases for now (too slow)

* removing numeric entities from training and evaluation

* small fixes

* shortcut during prediction if there is only one candidate

* add counts and fscore logging, remove FP NER from evaluation

* fix entity_linker.predict to take docs instead of single sentences

* remove enumeration sentences from the WP dataset

* entity_linker.update to process full doc instead of single sentence

* spelling corrections and dump locations in readme

* NLP IO fix

* reading KB is unnecessary at the end of the pipeline

* small logging fix

* remove empty files 
bin/wiki_entity_linking/kb_creator.py