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- def anonymizeName(text_to_anonymize, country):
- # Initialize Faker
- fake = Faker(faker_locales_dict[country])
- analyzer_results = analyzer.analyze(text=text_to_anonymize, entities=["PERSON"], language='en')
- matched_names = {}
- for match in analyzer_results:
- name = text_to_anonymize[match.start:match.end]
- if name not in names_dict:
- fake_name = fake.name()
- while (fake_name in names_dict.values()) or (fake_name in names_dict):
- fake_name = fake.name()
- names_dict[name] = fake_name
- matched_names[name] = fake_name
- else:
- fake_name = names_dict[name]
- matched_names[name] = fake_name
- anonymized_result = text_to_anonymize
- for name in matched_names:
- anonymized_result = anonymized_result.replace(name, matched_names[name])
- return anonymized_result
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