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