SshfqT3S

1import pandas as pd
2import Levenshtein as lev
3import numpy as np
4
5white_domains = [
6    'gmail.com',
7    'yahoo.com',
8    'icloud.com',
9    'mail.ru',
10    'yandex.ru',
11]
12
13df = pd.DataFrame()
14df['email'] = ['yandex.ru', 'yandax.ru', 'mail.ru', 'maik.ru']
15
16df['typo_in_email_domain_flag'] = df['email'].apply(lambda x: min([
17  i for i in [
18   lev.distance(x, d) for d in white_domains   
19  ] if i != 0  
20]) < 3)