try to extract name from email address

This commit is contained in:
2023-04-15 22:35:22 +02:00
parent 326a5384a6
commit 48bd46f08e
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import itertools
import xlsxwriter
from pyhanlp import *
from Pinyin2Hanzi import DefaultHmmParams
from Pinyin2Hanzi import viterbi
from itertools import combinations
from src.db.mongo_manager import MongoDbManager
from src.pojo.contact_pojo import ContactPojo
from src.utils.excel_reader import get_random_phone_numbers, generate_email_from_name
from src.utils.generate_random_passport_id import get_random_passport_id_number
def get_ordered_combins(stuff):
list_to_return = []
for i, j in itertools.combinations(range(len(stuff) + 1), 2):
print(stuff[i:j])
list_to_return.append(stuff[i:j])
return list_to_return
def get_better_list(list):
for name in list:
if len(name) == 2:
list.remove(name)
return list
# 关键词提取
def generate_name_from_email(mail_address):
key_words = HanLP.extractKeyword(mail_address, 2)
print(key_words)
hmmparams = DefaultHmmParams()
possible_name_list = []
setence = "".join(key_words)
all_combins = get_ordered_combins(setence)
for i in all_combins:
word_to_test = "".join(i)
if len(word_to_test) >= 2:
# print("word to test is " + word_to_test)
try:
result = viterbi(hmm_params=hmmparams, observations=(word_to_test,), path_num=2)
for item in result:
print(item.score, item.path)
# print("word is " + word_to_test)
if len(word_to_test) >= 3:
all_combins.remove(i)
possible_name_list.append(word_to_test)
except Exception as error:
print(error)
print(possible_name_list)
# 选择不重复的
if len(possible_name_list) > 3:
return get_better_list(possible_name_list)
else:
return possible_name_list
def write_new_contacts_to_excel(valid_contacts: list):
row = 0
col = 0
# Create a workbook and add a worksheet.
workbook = xlsxwriter.Workbook('real_name_contacts_{}.xlsx'.format(len(valid_contacts)))
header_data = ['name', 'phone', 'passport', 'email']
worksheet = workbook.add_worksheet()
header_format = workbook.add_format({'bold': True})
for col_num, data in enumerate(header_data):
worksheet.write(row, col_num, data, header_format)
row = row + 1
for info in valid_contacts:
info.phone = get_random_phone_numbers()
info.passport = get_random_passport_id_number()
# Iterate over the data and write it out row by row.
worksheet.write(row, col, "{} {}".format(info.last_name, info.first_name))
worksheet.write(row, col + 1, info.phone)
worksheet.write(row, col + 2, info.passport)
worksheet.write(row, col + 3, info.mail)
row += 1
workbook.close()
if __name__ == '__main__':
db_manager = MongoDbManager()
mail_list = db_manager.get_destination_emails()[0:50]
generate_contacts = []
for mail in mail_list:
contact = ContactPojo(mail=mail.mail, phone_number="", passport_number="", last_name="", first_name="")
spliteed = mail.mail.split("@")
possible_name_list = generate_name_from_email(spliteed[0])
if len(possible_name_list) >= 2:
contact.last_name = possible_name_list[0]
contact.first_name = "".join(possible_name_list[1:-1])
if len(contact.last_name) > 0 and len(contact.first_name) > 0:
generate_contacts.append(contact)
write_new_contacts_to_excel(generate_contacts)