  import bz2
  import logging
  
  from functools import partial
  
  from spacy.gold import GoldParse
 
</s> remove from bin.wiki_entity_linking import LOG_FORMAT
 </s> add from functools import partial

from spacy.gold import GoldParse
from bin.wiki_entity_linking import wiki_io as io
from bin.wiki_entity_linking.wiki_namespaces import (
    WP_META_NAMESPACE,
    WP_FILE_NAMESPACE,
    WP_CATEGORY_NAMESPACE,
) </s> remove import csv
import datetime
 </s> add  </s> remove import gzip
 </s> add import bz2 </s> remove import spacy
import sys
 </s> add 
import random
import json
  import bz2
  import logging
import random
import json
  
  from functools import partial
  
  from spacy.gold import GoldParse
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/wikipedia_processor.py