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data_cleaning.py
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import sqlite3
import re
# нет одинаковых записей в names, surnames и midnames:
# SELECT fio, COUNT(*) as cnt FROM (SELECT midname as fio from midnames
# UNION
# SELECT name as fio FROM names
# UNION
# SELECT surname as fio FROM surnames) GROUP BY fio HAVING cnt>1
def remove_duplicates(table_name, group_row):
cursor.execute("DELETE FROM {0} WHERE id NOT IN (SELECT id FROM {1} GROUP BY {2})".format(table_name, table_name, group_row))
conn.commit()
def has_cyrillic(text):
all_letters = [letter for letter in text]
cyrillic_letters = [letter for letter in text if bool(re.search(r'[а-яА-Яё^c\s-]', letter))]
return bool(all_letters == cyrillic_letters)
def remove_latin_records(table_name):
cursor.execute("SELECT * FROM {0}".format(table_name))
records = cursor.fetchall()
for record in records:
have_cyrillic_letters = has_cyrillic(record[1])
if have_cyrillic_letters is False:
cursor.execute("DELETE FROM {0} WHERE id=?".format(table_name), [(record[0])])
conn.commit()
if __name__ == '__main__':
conn = sqlite3.connect('db/fio.db')
cursor = conn.cursor()
# remove_duplicates('surnames', 'surname')
# remove_duplicates('names', 'name')
# remove_duplicates('midnames', 'midname')
# remove_latin_records('names')
# remove_latin_records('surnames')
# remove_latin_records('midnames')