import string from typing import Callable, Dict def get_pseudoanonymizer_mapping() -> Dict[str, Callable]: try: from faker import Faker except ImportError as e: raise ImportError( "Could not import faker, please install it with `pip install Faker`." ) from e fake = Faker() # Listed entities supported by Microsoft Presidio (for now, global and US only) # Source: https://microsoft.github.io/presidio/supported_entities/ return { # Global entities "PERSON": lambda _: fake.name(), "EMAIL_ADDRESS": lambda _: fake.email(), "PHONE_NUMBER": lambda _: fake.phone_number(), "IBAN_CODE": lambda _: fake.iban(), "CREDIT_CARD": lambda _: fake.credit_card_number(), "CRYPTO": lambda _: "bc1" + "".join( fake.random_choices(string.ascii_lowercase + string.digits, length=26) ), "IP_ADDRESS": lambda _: fake.ipv4_public(), "LOCATION": lambda _: fake.address(), "DATE_TIME": lambda _: fake.iso8601(), "NRP": lambda _: str(fake.random_number(digits=8, fix_len=True)), "MEDICAL_LICENSE": lambda _: fake.bothify(text="??######").upper(), "URL": lambda _: fake.url(), # US-specific entities "US_BANK_NUMBER": lambda _: fake.bban(), "US_DRIVER_LICENSE": lambda _: str(fake.random_number(digits=9, fix_len=True)), "US_ITIN": lambda _: fake.bothify(text="9##-7#-####"), "US_PASSPORT": lambda _: fake.bothify(text="#####??").upper(), "US_SSN": lambda _: fake.ssn(), }