85 lines
4.4 KiB
Python
85 lines
4.4 KiB
Python
#!/user/bin/python
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# -*- coding: utf-8 -*-
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"""
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Description: 信用卡号匿名化
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Create: 2024/12/5 15:43
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"""
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from loguru import logger
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import re
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import time
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from typing import Dict, Any
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from deepdata.core.base_op import Mapper
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class AnonymizedCreditCardNumber(Mapper):
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def __init__(self, *args, **kwargs):
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super(AnonymizedCreditCardNumber, self).__init__(*args, **kwargs)
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self.re_compile = self._get_credit_card_re_compile()
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@staticmethod
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def _verify_credit_card_num(credit_card_num: str):
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"""信用卡号码校验"""
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# 从右到左翻转
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digits = [int(x) for x in reversed(credit_card_num) if x.isdigit()]
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# 对偶数位数字翻倍 d*2
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even_digits = [d * 2 for d in digits[1::2]]
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# 如果对某个数字翻倍之后结果是一个两位数，将这两位数字加在一起
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even_digits = [d // 10 + d % 10 for d in even_digits]
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# 将上一步所有一位数相加
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even_sum = sum(even_digits)
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# 将卡号里从右到左奇数位上所有数字相加
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odd_sum = sum(digits[::2])
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# 将even_sum和odd_sum相加，能被10整数为合法，否则不合法
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if (odd_sum + even_sum) % 10 == 0:
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return True
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return False
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@staticmethod
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def _get_credit_card_re_compile():
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separator_symbol = r"([- ]?)"
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# American Express 以 34 或 37 开头的 15 位数号码 格式:NNNN-NNNNNN-NNNNN 或 NNNN NNNNNN NNNNN
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american_express = "3[47][0-9]{2}" + separator_symbol + "[0-9]{6}" + separator_symbol + "[0-9]{5}"
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# 中国银联 以 62 或 60 开头，是一个 16 位数号码。 格式:NNNN-NNNN-NNNN-NNNN 或 NNNN NNNN NNNN NNNN
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china_union_pay = r"(6[02]\d{2})" + r"(%s\d{%d}){%d}" % (separator_symbol, 4, 3)
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# Diner's Club 以 300–305、36、38 或 39、3095 开头, 14 位数号码 格式:NNNN-NNNNNN-NNNN 或 NNNN NNNNNN NNNN。
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diners_club = r"(30[0-5]\d|3[689]\d{2}|3095)" + separator_symbol + r"[0-9]{6}" + separator_symbol + r"[0-9]{4}"
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# Discover 以 6011、644–649 或 65 开头的 16 位数号码 格式:NNNN-NNNN-NNNN-NNNN 或 NNNN NNNN NNNN NNNN
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discover = r"(64[4-9]\d|65\d{2}|6011)" + r"(%s\d{%d}){%d}" % (separator_symbol, 4, 3)
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# JCB 以 3528 到 3589 开头的 16 位数字, 格式:NNNN-NNNN-NNNN-NNNN 或 NNNN NNNN NNNNNNNN
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jcb = r"(352[89]|35[3-8]\d)" + separator_symbol + r"[0-9]{4}" + (
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r"((%s\d{%d}){%d}" % (separator_symbol, 4, 2) + ")|" + separator_symbol + r"[0-9]{8}")
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# Mastercard 以 51–55 或 2221–2720 开头的 16 位数字 格式:NNNN-NNNN-NNNN-NNNN 或 NNNN NNNN NNNN NNNN
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master_card = r"(5[1-5]\d{2}|222[1-9]|22[3-9]\d|2[3-6]\d{2}|27[01]\d|2720)" + r"(%s\d{%d}){%d}" \
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% (separator_symbol, 4, 3)
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# visa 以4开头 16 位数号码 格式:NNNN-NNNN-NNNN-NNNN 或 NNNN NNNN NNNN NNNN
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visa = r"4\d{3}" + r"(%s\d{%d}){%d}" % (separator_symbol, 4, 3)
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credit_card_pattern = r"(?<=[^\d])(%s|%s|%s|%s|%s|%s|%s)(?=[^\d])" % (
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american_express, china_union_pay, diners_club,
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discover, jcb, master_card, visa)
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credit_card_re_compile = re.compile(credit_card_pattern)
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return credit_card_re_compile
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def execute(self, sample: Dict[str, Any]) -> Dict[str, Any]:
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start = time.time()
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self.read_file_first(sample)
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sample[self.text_key] = self._credit_card_number_filter(sample[self.text_key])
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logger.info(
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f"fileName: {sample[self.filename_key]}, method: CreditCardNumberCleaner costs {time.time() - start:6f} s")
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return sample
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def _credit_card_number_filter(self, input_data: str):
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"""提取信用卡号号码"""
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input_data = ''.join(['【', input_data, '】'])
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# 抽取符合信用卡正则匹配的字符串
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credit_card_nums = [item.group(1) for item in self.re_compile.finditer(input_data)]
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# 判断抽取的字符串是不是真实的信用卡号
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for credit_card_num in credit_card_nums:
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if self._verify_credit_card_num(credit_card_num):
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# 替换有效信用卡号号码为<credit_card_number>
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credit_card_num_pattern = r"(?<=[^\d]){}(?=[^\d])".format(credit_card_num)
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input_data = re.compile(credit_card_num_pattern).sub("<credit_card_number>", input_data)
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return input_data[1:-1]
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