201 lines
No EOL
6.5 KiB
Python
201 lines
No EOL
6.5 KiB
Python
"""
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DSGVO-konformer Daten-Neutralisierer für KI-Agentensysteme
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Unterstützt TXT, JSON, CSV, Excel und Word-Dateien
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Mehrsprachig: DE, EN, FR, IT
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"""
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import re
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import json
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import pandas as pd
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import docx
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from pathlib import Path
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from typing import Dict, List, Tuple, Any, Union
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from dataclasses import dataclass
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import uuid
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import logging
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import sys
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# Add the parent directory to the Python path
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sys.path.append(str(Path(__file__).parent.parent))
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# Konfiguration für Logging
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logging.basicConfig(level=logging.INFO)
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logger = logging.getLogger(__name__)
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@dataclass
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class SensitivePattern:
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"""Definiert ein Pattern für sensitive Daten"""
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name: str
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pattern: str
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languages: List[str]
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replacement_template: str
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class DataAnonymizer:
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"""Hauptklasse für die Datenanonymisierung"""
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def __init__(self):
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self.patterns = self._initialize_patterns()
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self.anonymization_map = {}
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def _initialize_patterns(self) -> List[SensitivePattern]:
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"""Initialisiert die Regex-Pattern für verschiedene Sprachen"""
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return [
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# E-Mail Adressen
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SensitivePattern(
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name="email",
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pattern=r'\b[A-Za-z0-9._%+-]+@[A-Za-z0-9.-]+\.[A-Z|a-z]{2,}\b',
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languages=["de", "en", "fr", "it", "ch"],
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replacement_template="EMAIL_{}"
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),
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# Telefonnummern (verschiedene Formate)
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SensitivePattern(
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name="phone",
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pattern=r'(\+\d{1,3}[-.\s]?)?\(?\d{1,4}\)?[-.\s]?\d{1,4}[-.\s]?\d{1,9}',
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languages=["de", "en", "fr", "it", "ch"],
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replacement_template="PHONE_{}"
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),
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# Deutsche Telefonnummern spezifisch
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SensitivePattern(
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name="phone_de",
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pattern=r'(\+49|0049|0)\s?(\d{2,5})\s?(\d{3,8})',
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languages=["de"],
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replacement_template="PHONE_DE_{}"
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),
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# Schweizer Telefonnummern
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SensitivePattern(
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name="phone_ch",
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pattern=r'(\+41|0041|0)\s?(\d{2})\s?(\d{3})\s?(\d{2})\s?(\d{2})',
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languages=["ch"],
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replacement_template="PHONE_CH_{}"
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),
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# IBAN
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SensitivePattern(
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name="iban",
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pattern=r'\b[A-Z]{2}\d{2}[A-Z0-9]{4}\d{7}([A-Z0-9]?){0,16}\b',
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languages=["de", "en", "fr", "it", "ch"],
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replacement_template="IBAN_{}"
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),
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# Kreditkartennummern
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SensitivePattern(
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name="credit_card",
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pattern=r'\b(?:\d{4}[-\s]?){3}\d{4}\b',
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languages=["de", "en", "fr", "it", "ch"],
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replacement_template="CREDITCARD_{}"
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),
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# Deutsche Sozialversicherungsnummer
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SensitivePattern(
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name="social_security_de",
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pattern=r'\b\d{2}\s?\d{6}\s?[A-Z]\s?\d{3}\b',
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languages=["de"],
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replacement_template="SSN_DE_{}"
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),
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# Schweizer AHV/AVS Nummer
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SensitivePattern(
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name="ahv_number",
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pattern=r'\b(756\.\d{4}\.\d{4}\.\d{2}|756\s\d{4}\s\d{4}\s\d{2})\b',
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languages=["ch"],
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replacement_template="AHV_CH_{}"
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),
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# IP-Adressen
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SensitivePattern(
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name="ip_address",
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pattern=r'\b(?:[0-9]{1,3}\.){3}[0-9]{1,3}\b',
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languages=["de", "en", "fr", "it", "ch"],
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replacement_template="IP_{}"
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),
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# Postleitzahlen (Deutschland)
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SensitivePattern(
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name="postal_code_de",
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pattern=r'\b\d{5}\b',
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languages=["de"],
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replacement_template="PLZ_{}"
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),
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# Schweizer Postleitzahlen
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SensitivePattern(
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name="postal_code_ch",
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pattern=r'\b[1-9]\d{3}\b',
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languages=["ch"],
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replacement_template="PLZ_CH_{}"
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),
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# Namen (einfache Heuristik - kann erweitert werden)
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SensitivePattern(
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name="names",
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pattern=r'\b(Herr|Frau|Mr\.|Mrs\.|Ms\.|Monsieur|Madame|Signore|Signora)\s+[A-ZÄÖÜ][a-zäöüß]+\s+[A-ZÄÖÜ][a-zäöüß]+\b',
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languages=["de", "en", "fr", "it", "ch"],
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replacement_template="NAME_{}"
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),
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# Adressen (vereinfacht)
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SensitivePattern(
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name="address",
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pattern=r'\b[A-ZÄÖÜ][a-zäöüß]+straße\s+\d+[a-z]?\b|\b[A-ZÄÖÜ][a-zäöüß]+\s+Street\s+\d+\b|\b\d+\s+[A-ZÄÖÜ][a-zäöüß]+\s+Street\b',
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languages=["de", "en", "ch"],
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replacement_template="ADDRESS_{}"
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),
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# Schweizer UID/IDE Nummer
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SensitivePattern(
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name="uid_number",
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pattern=r'\bCHE-\d{3}\.\d{3}\.\d{3}\b',
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languages=["ch"],
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replacement_template="UID_CH_{}"
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),
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# Schweizer Bankkontonummern (BC-Nummern)
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SensitivePattern(
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name="bank_account_ch",
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pattern=r'\b\d{2}-\d{2,6}-\d{1}\b',
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languages=["ch"],
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replacement_template="BANK_CH_{}"
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),
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]
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def main():
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"""Einfaches Beispiel für die Verwendung des Daten-Neutralisierers"""
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anonymizer = DataAnonymizer()
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# Beispieltext
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sample_text = """
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Sehr geehrte Frau Müller,
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vielen Dank für Ihre E-Mail an max.mustermann@beispiel.de.
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Ihre Telefonnummer 030-12345678 wurde in unserem System hinterlegt.
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Die Rechnung wird an folgende Adresse gesendet:
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Musterstraße 123, 12345 Berlin
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Ihre IBAN: DE89 3704 0044 0532 0130 00
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Mit freundlichen Grüßen
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Max Mustermann
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"""
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# Anonymisierung
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anonymized_text, mapping = anonymizer.anonymize_text(sample_text, "de")
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print("Originaler Text:")
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print(sample_text)
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print("\n" + "="*50 + "\n")
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print("Anonymisierter Text:")
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print(anonymized_text)
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print("\n" + "="*50 + "\n")
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print("Mapping:")
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for placeholder, original in mapping.items():
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print(f"{placeholder} -> {original}")
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if __name__ == "__main__":
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main() |