diff --git a/test_neutralizer/__init__.py b/test_neutralizer/__init__.py deleted file mode 100644 index f15889d..0000000 --- a/test_neutralizer/__init__.py +++ /dev/null @@ -1,14 +0,0 @@ -""" -Test Neutralizer Package -""" - -from .neutralizer import DataAnonymizer, ChatDataProcessor, RegionalPatterns, SensitivePattern - -__version__ = '1.0.0' - -__all__ = [ - 'DataAnonymizer', - 'ChatDataProcessor', - 'RegionalPatterns', - 'SensitivePattern' -] \ No newline at end of file diff --git a/test_neutralizer/__pycache__/neutralizer.cpython-311.pyc b/test_neutralizer/__pycache__/neutralizer.cpython-311.pyc new file mode 100644 index 0000000..80b4152 Binary files /dev/null and b/test_neutralizer/__pycache__/neutralizer.cpython-311.pyc differ diff --git a/test_neutralizer/__pycache__/patterns.cpython-311.pyc b/test_neutralizer/__pycache__/patterns.cpython-311.pyc new file mode 100644 index 0000000..3dfa1c1 Binary files /dev/null and b/test_neutralizer/__pycache__/patterns.cpython-311.pyc differ diff --git a/test_neutralizer/apprun.py b/test_neutralizer/apprun.py new file mode 100644 index 0000000..609124f --- /dev/null +++ b/test_neutralizer/apprun.py @@ -0,0 +1,263 @@ +""" +DSGVO-konformer Daten-Neutralisierer für KI-Agentensysteme +Unterstützt TXT, JSON, CSV, Excel und Word-Dateien +Mehrsprachig: DE, EN, FR, IT +""" + +import os +import shutil +import logging +import csv +import json +import pandas as pd +from datetime import datetime +from pathlib import Path +from neutralizer import DataAnonymizer +import traceback + +# Define directories +SCRIPT_DIR = Path(__file__).parent +INPUT_DIR = SCRIPT_DIR / 'input' +OUTPUT_DIR = SCRIPT_DIR / 'output' +LOG_DIR = SCRIPT_DIR / 'logs' +LOG_MAPPING = LOG_DIR / 'log_mapping.csv' +LOG_REPLACEMENTS = LOG_DIR / 'log_replacements.csv' + +# Configure logging +logging.basicConfig( + level=logging.DEBUG, + format='%(asctime)s - %(name)s - %(levelname)s - %(message)s', + handlers=[ + logging.StreamHandler() + ] +) +logger = logging.getLogger(__name__) + +def setup_directories(): + """Setup output and log directories""" + # Close any existing log handlers + for handler in logger.handlers[:]: + handler.close() + logger.removeHandler(handler) + + # Clear and recreate output directory + output_dir = Path("output") + if output_dir.exists(): + shutil.rmtree(output_dir) + output_dir.mkdir() + logger.info(f"Output directory '{output_dir}' created") + + # Clear and recreate logs directory + log_dir = Path("logs") + if log_dir.exists(): + shutil.rmtree(log_dir) + log_dir.mkdir() + logger.info(f"Log directory '{log_dir}' created") + + # Create log files + mapping_log = log_dir / "log_mapping.csv" + replacements_log = log_dir / "log_replacements.csv" + + # Create headers for mapping log + with open(mapping_log, 'w', newline='', encoding='utf-8') as f: + writer = csv.writer(f) + writer.writerow(['timestamp', 'success', 'file_name', 'replaced_fields', 'content_type', 'headers', 'row_count']) + + # Create headers for replacements log + with open(replacements_log, 'w', newline='', encoding='utf-8') as f: + writer = csv.writer(f) + writer.writerow(['timestamp', 'success', 'file_name', 'original', 'replacement']) + + # Reconfigure logging with new log file + for handler in logger.handlers[:]: + handler.close() + logger.removeHandler(handler) + + file_handler = logging.FileHandler(LOG_DIR / 'app.log', encoding='utf-8') + file_handler.setFormatter(logging.Formatter('%(asctime)s - %(name)s - %(levelname)s - %(message)s')) + logger.addHandler(file_handler) + + return output_dir, log_dir + +def log_mapping(log_dir: Path, file_name: str, success: bool, replaced_fields: list): + """Log mapping information""" + try: + with open(log_dir / "log_mapping.csv", 'a', newline='', encoding='utf-8') as f: + writer = csv.writer(f) + writer.writerow([ + datetime.now().isoformat(), + file_name, + success, + ';'.join(replaced_fields) if replaced_fields else '', + 'unknown' + ]) + except Exception as e: + logger.error(f"Error logging mapping: {str(e)}") + +def log_replacements(log_dir: Path, file_name: str, mapping: dict): + """Log replacement information""" + try: + with open(log_dir / "log_replacements.csv", 'a', newline='', encoding='utf-8') as f: + writer = csv.writer(f) + for original, replacement in mapping.items(): + writer.writerow([ + datetime.now().isoformat(), + file_name, + original, + replacement + ]) + except Exception as e: + logger.error(f"Error logging replacements: {str(e)}") + +def save_anonymized_data(data: any, output_path: Path, file_type: str): + """Save anonymized data to file""" + try: + if file_type == '.csv': + if isinstance(data, pd.DataFrame): + data.to_csv(output_path, index=False, encoding='utf-8') + else: + raise ValueError("Data must be a DataFrame for CSV output") + elif file_type == '.json': + if isinstance(data, pd.DataFrame): + data.to_json(output_path, orient='records', force_ascii=False) + else: + with open(output_path, 'w', encoding='utf-8') as f: + json.dump(data, f, ensure_ascii=False, indent=2) + elif file_type == '.xml': + if isinstance(data, str): + with open(output_path, 'w', encoding='utf-8') as f: + f.write(data) + else: + raise ValueError("Data must be a string for XML output") + elif file_type in ['.txt', '.docx']: + if isinstance(data, str): + with open(output_path, 'w', encoding='utf-8') as f: + f.write(data) + else: + raise ValueError("Data must be a string for text output") + else: + raise ValueError(f"Unsupported file type: {file_type}") + except Exception as e: + logger.error(f"Error saving anonymized data to {output_path}: {str(e)}") + raise + +def read_file_content(file_path: Path) -> tuple[str, str]: + """Read file content and determine content type""" + try: + file_type = file_path.suffix.lower() + if file_type == '.docx': + import docx + doc = docx.Document(file_path) + content = '\n'.join(para.text for para in doc.paragraphs) + else: + with open(file_path, 'r', encoding='utf-8') as f: + content = f.read() + return content, file_type + except Exception as e: + logger.error(f"Error reading file {file_path}: {str(e)}") + raise + +def process_file(file_path: Path, anonymizer: DataAnonymizer) -> bool: + """Process a single file and save anonymized version""" + try: + # Read file content + content = file_path.read_text(encoding='utf-8') + + # Process content + result = anonymizer.process_content(content, file_path.suffix[1:]) + + if result.data is None: + logger.error(f"Failed to process {file_path.name}") + return False + + # Save anonymized content with neutralized_ prefix + output_path = OUTPUT_DIR / f"neutralized_{file_path.name}" + if file_path.suffix.lower() == '.csv': + result.data.to_csv(output_path, index=False) + elif file_path.suffix.lower() == '.json': + with open(output_path, 'w', encoding='utf-8') as f: + json.dump(result.data, f, indent=2) + elif file_path.suffix.lower() == '.xml': + with open(output_path, 'w', encoding='utf-8') as f: + f.write(result.data) + else: + # For text files, preserve original whitespace + with open(output_path, 'w', encoding='utf-8') as f: + f.write(result.data) + + # Log processing details + timestamp = datetime.now().isoformat() + success = True + + # Create detailed log entry + log_entry = { + 'timestamp': timestamp, + 'success': success, + 'file_name': file_path.name, + 'replaced_fields': ';'.join(set(result.replaced_fields)), # Use set to remove duplicates + 'content_type': result.processed_info.get('type', 'unknown') + } + + # Add type-specific details + if result.processed_info['type'] == 'table': + log_entry.update({ + 'headers': ';'.join(result.processed_info['headers']), + 'row_count': result.processed_info['row_count'] + }) + elif result.processed_info['type'] == 'text': + tables = result.processed_info.get('tables', []) + text_sections = result.processed_info.get('text_sections', []) + log_entry.update({ + 'headers': '', # Empty for text files + 'row_count': sum(s['length'] for s in text_sections) # Total text length + }) + + # Write to log file + with open(LOG_MAPPING, 'a', newline='', encoding='utf-8') as f: + writer = csv.DictWriter(f, fieldnames=log_entry.keys()) + if f.tell() == 0: # Write header if file is empty + writer.writeheader() + writer.writerow(log_entry) + + # Log replacements + for original, replacement in result.mapping.items(): + with open(LOG_REPLACEMENTS, 'a', newline='', encoding='utf-8') as f: + writer = csv.writer(f) + writer.writerow([timestamp, success, file_path.name, original, replacement]) + + return True + + except Exception as e: + logger.error(f"Error processing {file_path.name}: {str(e)}") + logger.debug(traceback.format_exc()) + return False + +def main(): + # Setup directories + setup_directories() + + # Initialize anonymizer + anonymizer = DataAnonymizer() + + # Process all files + logger.info("Starting file processing...") + testdata_dir = Path("testdata") + + for file_path in testdata_dir.glob("*.*"): + try: + logger.info(f"Processing file: {file_path.name}") + + # Process file + if process_file(file_path, anonymizer): + logger.info(f"Anonymization completed for {file_path.name}") + else: + logger.error(f"Error processing {file_path.name}") + + except Exception as e: + logger.error(f"Error processing {file_path.name}: {str(e)}") + continue + + logger.info("Processing completed!") + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/test_neutralizer/logs/app.log b/test_neutralizer/logs/app.log new file mode 100644 index 0000000..e69de29 diff --git a/test_neutralizer/logs/log_mapping.csv b/test_neutralizer/logs/log_mapping.csv new file mode 100644 index 0000000..07135e8 --- /dev/null +++ b/test_neutralizer/logs/log_mapping.csv @@ -0,0 +1,17 @@ +timestamp,success,file_name,replaced_fields,content_type,headers,row_count +2025-06-07T18:01:20.434978,True,Case.md,,text,,0 +2025-06-07T18:01:20.456980,True,customers.csv,address;phone;email;credit_card;name;ahv_number;iban,table,id;name;email;phone;address;iban;credit_card;ahv_number,5 +2025-06-07T18:01:20.478871,True,cv_lara_meier.txt,,text,,0 +2025-06-07T18:01:20.494871,True,employees.csv,first_name;last_name;phone;email;office_address;uid_number;bank_account,table,employee_id;first_name;last_name;email;phone;department;office_address;uid_number;bank_account,5 +2025-06-07T18:01:20.515325,True,english.txt,,text,,0 +2025-06-07T18:01:20.540410,True,example.json,,json +2025-06-07T18:01:20.574010,True,example.xml,,xml +2025-06-07T18:01:20.597827,True,french.txt,,text,,0 +2025-06-07T18:01:20.619198,True,german.txt,,text,,0 +2025-06-07T18:01:20.646196,True,geschaeftsstrategie.txt,,text,,0 +2025-06-07T18:01:20.673711,True,geschäfte.csv,datum;zahlungsdetails;kundenemail;kundenname;lieferadresse,table,geschäft_id;datum;kundenname;kundenemail;betrag;zahlungsmethode;zahlungsdetails;lieferadresse,5 +2025-06-07T18:01:20.703980,True,italian.txt,,text,,0 +2025-06-07T18:01:20.734539,True,kunden.csv,vorname;adresse;email;telefon;steuernummer;kreditkarte;nachname;iban,table,kunden_id;vorname;nachname;email;telefon;adresse;iban;kreditkarte;steuernummer,5 +2025-06-07T18:01:20.770287,True,mitarbeiter.csv,vorname;sozialversicherungsnummer;email;telefon;steuernummer;büroadresse;nachname,table,mitarbeiter_id;vorname;nachname;email;telefon;abteilung;büroadresse;steuernummer;sozialversicherungsnummer,5 +2025-06-07T18:01:20.809477,True,swiss.txt,,text,,0 +2025-06-07T18:01:20.852367,True,transactions.csv,shipping_address;customer_email;date;customer_name;payment_details,table,transaction_id;date;customer_name;customer_email;amount;payment_method;payment_details;shipping_address,5 diff --git a/test_neutralizer/logs/log_replacements.csv b/test_neutralizer/logs/log_replacements.csv new file mode 100644 index 0000000..54218d5 --- /dev/null +++ b/test_neutralizer/logs/log_replacements.csv @@ -0,0 +1,1947 @@ +timestamp,success,file_name,original,replacement +2025-06-07T18:01:20.434978,True,Case.md,000-180.000,[PHONE_1] +2025-06-07T18:01:20.434978,True,Case.md,2027 Bewertung,[ADDRESS_2] +2025-06-07T18:01:20.456980,True,customers.csv,000-180.000,[PHONE_1] +2025-06-07T18:01:20.456980,True,customers.csv,2027 Bewertung,[ADDRESS_2] +2025-06-07T18:01:20.456980,True,customers.csv,Max Mustermann,[NAME_3] +2025-06-07T18:01:20.456980,True,customers.csv,Peter Schmid,[NAME_4] +2025-06-07T18:01:20.456980,True,customers.csv,Marie Dupont,[NAME_5] +2025-06-07T18:01:20.456980,True,customers.csv,Marco Rossi,[NAME_6] +2025-06-07T18:01:20.456980,True,customers.csv,John Smith,[NAME_7] +2025-06-07T18:01:20.456980,True,customers.csv,max.mustermann@beispiel.de,[EMAIL_8] +2025-06-07T18:01:20.456980,True,customers.csv,peter.schmid@beispiel.ch,[EMAIL_9] +2025-06-07T18:01:20.456980,True,customers.csv,marie.dupont@exemple.fr,[EMAIL_10] +2025-06-07T18:01:20.456980,True,customers.csv,marco.rossi@esempio.it,[EMAIL_11] +2025-06-07T18:01:20.456980,True,customers.csv,john.smith@example.com,[EMAIL_12] +2025-06-07T18:01:20.456980,True,customers.csv,+49 30 12345678,[PHONE_13] +2025-06-07T18:01:20.456980,True,customers.csv,+41 44 123 45 67,[PHONE_14] +2025-06-07T18:01:20.456980,True,customers.csv,+33 1 23 45 67 89,[PHONE_15] +2025-06-07T18:01:20.456980,True,customers.csv,+39 02 1234 5678,[PHONE_16] +2025-06-07T18:01:20.456980,True,customers.csv,+44 20 1234 5678,[PHONE_17] +2025-06-07T18:01:20.456980,True,customers.csv,Musterstraße 123 12345 Berlin,[ADDRESS_18] +2025-06-07T18:01:20.456980,True,customers.csv,Bahnhofstrasse 1 8001 Zürich,[ADDRESS_19] +2025-06-07T18:01:20.456980,True,customers.csv,123 Rue de Paris 75001 Paris,[ADDRESS_20] +2025-06-07T18:01:20.456980,True,customers.csv,Via Roma 123 20100 Milano,[ADDRESS_21] +2025-06-07T18:01:20.456980,True,customers.csv,123 High Street London SW1A 1AA,[ADDRESS_22] +2025-06-07T18:01:20.456980,True,customers.csv,DE89 3704 0044 0532 0130 00,[IBAN_23] +2025-06-07T18:01:20.456980,True,customers.csv,CH93 0076 7000 E529 3557 7,[IBAN_24] +2025-06-07T18:01:20.456980,True,customers.csv,FR76 3000 6000 0112 3456 7890 189,[IBAN_25] +2025-06-07T18:01:20.456980,True,customers.csv,IT60 X054 2811 1010 0000 0123 456,[IBAN_26] +2025-06-07T18:01:20.456980,True,customers.csv,GB29 NWBK 6016 1331 9268 19,[IBAN_27] +2025-06-07T18:01:20.456980,True,customers.csv,4532 1234 5678 9012,[IBAN_28] +2025-06-07T18:01:20.456980,True,customers.csv,4532 1234 5678 9013,[IBAN_29] +2025-06-07T18:01:20.456980,True,customers.csv,4532 1234 5678 9014,[IBAN_30] +2025-06-07T18:01:20.456980,True,customers.csv,4532 1234 5678 9015,[IBAN_31] +2025-06-07T18:01:20.456980,True,customers.csv,4532 1234 5678 9016,[IBAN_32] +2025-06-07T18:01:20.456980,True,customers.csv,nan,[SSN_33] +2025-06-07T18:01:20.456980,True,customers.csv,756.1234.5678.90,[SSN_34] 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+2025-06-07T18:01:20.478871,True,cv_lara_meier.txt,john.smith@example.com,[EMAIL_12] +2025-06-07T18:01:20.478871,True,cv_lara_meier.txt,+49 30 12345678,[PHONE_13] +2025-06-07T18:01:20.478871,True,cv_lara_meier.txt,+41 44 123 45 67,[PHONE_14] +2025-06-07T18:01:20.478871,True,cv_lara_meier.txt,+33 1 23 45 67 89,[PHONE_15] +2025-06-07T18:01:20.478871,True,cv_lara_meier.txt,+39 02 1234 5678,[PHONE_16] +2025-06-07T18:01:20.478871,True,cv_lara_meier.txt,+44 20 1234 5678,[PHONE_17] +2025-06-07T18:01:20.478871,True,cv_lara_meier.txt,Musterstraße 123 12345 Berlin,[ADDRESS_18] +2025-06-07T18:01:20.478871,True,cv_lara_meier.txt,Bahnhofstrasse 1 8001 Zürich,[ADDRESS_19] +2025-06-07T18:01:20.478871,True,cv_lara_meier.txt,123 Rue de Paris 75001 Paris,[ADDRESS_20] +2025-06-07T18:01:20.478871,True,cv_lara_meier.txt,Via Roma 123 20100 Milano,[ADDRESS_21] +2025-06-07T18:01:20.478871,True,cv_lara_meier.txt,123 High Street London SW1A 1AA,[ADDRESS_22] 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1331 9268 19,[IBAN_27] +2025-06-07T18:01:20.540410,True,example.json,4532 1234 5678 9012,[IBAN_28] +2025-06-07T18:01:20.540410,True,example.json,4532 1234 5678 9013,[IBAN_29] +2025-06-07T18:01:20.540410,True,example.json,4532 1234 5678 9014,[IBAN_30] +2025-06-07T18:01:20.540410,True,example.json,4532 1234 5678 9015,[IBAN_31] +2025-06-07T18:01:20.540410,True,example.json,4532 1234 5678 9016,[IBAN_32] +2025-06-07T18:01:20.540410,True,example.json,nan,[SSN_33] +2025-06-07T18:01:20.540410,True,example.json,756.1234.5678.90,[SSN_34] +2025-06-07T18:01:20.540410,True,example.json, ,[SSN_35] +2025-06-07T18:01:20.540410,True,example.json,sarah.weber@techsolutions.ch,[EMAIL_36] +2025-06-07T18:01:20.540410,True,example.json,+41 44 987 65,[PHONE_37] +2025-06-07T18:01:20.540410,True,example.json,"Dr. Sarah Weber +TechSolutions",[NAME_38] +2025-06-07T18:01:20.540410,True,example.json,hans.mueller@ethz.ch,[EMAIL_39] +2025-06-07T18:01:20.540410,True,example.json,+41 44 123 45,[PHONE_40] +2025-06-07T18:01:20.540410,True,example.json,l.meier@digitalsystems.ch,[EMAIL_41] +2025-06-07T18:01:20.540410,True,example.json,+41 44 456 78,[PHONE_42] +2025-06-07T18:01:20.540410,True,example.json,987.654.321,[SSN_43] +2025-06-07T18:01:20.540410,True,example.json,CHE-987.654.321,[SSN_44] +2025-06-07T18:01:20.540410,True,example.json,8002 Zürich,[ADDRESS_45] +2025-06-07T18:01:20.540410,True,example.json,Musterstrasse 123,[ADDRESS_46] +2025-06-07T18:01:20.540410,True,example.json,lara.meier@techsolutions.ch,[EMAIL_47] +2025-06-07T18:01:20.540410,True,example.json,123.456.789,[SSN_48] +2025-06-07T18:01:20.540410,True,example.json,CHE-123.456.789,[SSN_49] +2025-06-07T18:01:20.540410,True,example.json,8004 Zürich,[ADDRESS_50] +2025-06-07T18:01:20.540410,True,example.json,Industriestrasse 100,[ADDRESS_51] +2025-06-07T18:01:20.540410,True,example.json,lara.meier@example.ch,[EMAIL_52] +2025-06-07T18:01:20.540410,True,example.json,8001 Zürich,[ADDRESS_53] +2025-06-07T18:01:20.540410,True,example.json,Bahnhofstrasse 45,[ADDRESS_54] +2025-06-07T18:01:20.540410,True,example.json,"1990 +Adresse",[ADDRESS_55] +2025-06-07T18:01:20.540410,True,example.json,Hans,[NAME_56] +2025-06-07T18:01:20.540410,True,example.json,Thomas,[NAME_57] +2025-06-07T18:01:20.540410,True,example.json,Sophie,[NAME_58] +2025-06-07T18:01:20.540410,True,example.json,Luca,[NAME_59] +2025-06-07T18:01:20.540410,True,example.json,Emma,[NAME_60] +2025-06-07T18:01:20.540410,True,example.json,Müller,[NAME_61] +2025-06-07T18:01:20.540410,True,example.json,Weber,[NAME_62] +2025-06-07T18:01:20.540410,True,example.json,Martin,[NAME_63] +2025-06-07T18:01:20.540410,True,example.json,Ferrari,[NAME_64] +2025-06-07T18:01:20.540410,True,example.json,Wilson,[NAME_65] +2025-06-07T18:01:20.540410,True,example.json,hans.mueller@firma.de,[EMAIL_66] +2025-06-07T18:01:20.540410,True,example.json,thomas.weber@firma.ch,[EMAIL_67] +2025-06-07T18:01:20.540410,True,example.json,sophie.martin@entreprise.fr,[EMAIL_68] +2025-06-07T18:01:20.540410,True,example.json,luca.ferrari@azienda.it,[EMAIL_69] +2025-06-07T18:01:20.540410,True,example.json,emma.wilson@company.com,[EMAIL_70] +2025-06-07T18:01:20.540410,True,example.json,+49 89 12345678,[PHONE_71] +2025-06-07T18:01:20.540410,True,example.json,+41 44 234 56 78,[PHONE_72] +2025-06-07T18:01:20.540410,True,example.json,+33 1 34 56 78 90,[PHONE_73] +2025-06-07T18:01:20.540410,True,example.json,+39 02 2345 6789,[PHONE_74] +2025-06-07T18:01:20.540410,True,example.json,+44 20 2345 6789,[PHONE_75] +2025-06-07T18:01:20.540410,True,example.json,Hauptstraße 1 80331 München,[ADDRESS_76] +2025-06-07T18:01:20.540410,True,example.json,Bahnhofstrasse 2 8001 Zürich,[ADDRESS_77] +2025-06-07T18:01:20.540410,True,example.json,15 Avenue des Champs-Élysées 75008 Paris,[ADDRESS_78] +2025-06-07T18:01:20.540410,True,example.json,Via Monte Napoleone 8 20121 Milano,[ADDRESS_79] +2025-06-07T18:01:20.540410,True,example.json,25 Old Street London EC1V 9HL,[ADDRESS_80] +2025-06-07T18:01:20.540410,True,example.json,01-234567-8,[IBAN_81] +2025-06-07T18:01:20.540410,True,example.json,GB29 NWBK 6016 1331 9268 19 ,[IBAN_82] +2025-06-07T18:01:20.540410,True,example.json,"9012 + +Best",[ADDRESS_83] +2025-06-07T18:01:20.540410,True,example.json,"5678 +Address",[ADDRESS_84] +2025-06-07T18:01:20.540410,True,example.json,contact@example.com,[EMAIL_85] +2025-06-07T18:01:20.540410,True,example.json,max.mustermann@example.com,[EMAIL_86] +2025-06-07T18:01:20.540410,True,example.json,+49 123 4567890,[PHONE_87] +2025-06-07T18:01:20.540410,True,example.json,2024-03-15,[DATE_88] +2025-06-07T18:01:20.540410,True,example.json,4111 1111 1111 1111,[IBAN_89] +2025-06-07T18:01:20.540410,True,example.json,Tech Solutions GmbH,[NAME_90] +2025-06-07T18:01:20.540410,True,example.json,Dr. Anna Schmidt,NAME_91 +2025-06-07T18:01:20.540410,True,example.json,anna.schmidt@techsolutions.de,[EMAIL_92] +2025-06-07T18:01:20.574010,True,example.xml,000-180.000,[PHONE_1] +2025-06-07T18:01:20.574010,True,example.xml,2027 Bewertung,[ADDRESS_2] +2025-06-07T18:01:20.574010,True,example.xml,Max Mustermann,[NAME_3] +2025-06-07T18:01:20.574010,True,example.xml,Peter Schmid,[NAME_4] +2025-06-07T18:01:20.574010,True,example.xml,Marie Dupont,[NAME_5] +2025-06-07T18:01:20.574010,True,example.xml,Marco Rossi,[NAME_6] +2025-06-07T18:01:20.574010,True,example.xml,John Smith,[NAME_7] +2025-06-07T18:01:20.574010,True,example.xml,max.mustermann@beispiel.de,[EMAIL_8] +2025-06-07T18:01:20.574010,True,example.xml,peter.schmid@beispiel.ch,[EMAIL_9] +2025-06-07T18:01:20.574010,True,example.xml,marie.dupont@exemple.fr,[EMAIL_10] +2025-06-07T18:01:20.574010,True,example.xml,marco.rossi@esempio.it,[EMAIL_11] +2025-06-07T18:01:20.574010,True,example.xml,john.smith@example.com,[EMAIL_12] 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+2025-06-07T18:01:20.574010,True,example.xml,"Dr. Sarah Weber +TechSolutions",[NAME_38] +2025-06-07T18:01:20.574010,True,example.xml,hans.mueller@ethz.ch,[EMAIL_39] +2025-06-07T18:01:20.574010,True,example.xml,+41 44 123 45,[PHONE_40] +2025-06-07T18:01:20.574010,True,example.xml,l.meier@digitalsystems.ch,[EMAIL_41] +2025-06-07T18:01:20.574010,True,example.xml,+41 44 456 78,[PHONE_42] +2025-06-07T18:01:20.574010,True,example.xml,987.654.321,[SSN_43] +2025-06-07T18:01:20.574010,True,example.xml,CHE-987.654.321,[SSN_44] +2025-06-07T18:01:20.574010,True,example.xml,8002 Zürich,[ADDRESS_45] +2025-06-07T18:01:20.574010,True,example.xml,Musterstrasse 123,[ADDRESS_46] +2025-06-07T18:01:20.574010,True,example.xml,lara.meier@techsolutions.ch,[EMAIL_47] +2025-06-07T18:01:20.574010,True,example.xml,123.456.789,[SSN_48] +2025-06-07T18:01:20.574010,True,example.xml,CHE-123.456.789,[SSN_49] +2025-06-07T18:01:20.574010,True,example.xml,8004 Zürich,[ADDRESS_50] +2025-06-07T18:01:20.574010,True,example.xml,Industriestrasse 100,[ADDRESS_51] +2025-06-07T18:01:20.574010,True,example.xml,lara.meier@example.ch,[EMAIL_52] +2025-06-07T18:01:20.574010,True,example.xml,8001 Zürich,[ADDRESS_53] +2025-06-07T18:01:20.574010,True,example.xml,Bahnhofstrasse 45,[ADDRESS_54] +2025-06-07T18:01:20.574010,True,example.xml,"1990 +Adresse",[ADDRESS_55] +2025-06-07T18:01:20.574010,True,example.xml,Hans,[NAME_56] +2025-06-07T18:01:20.574010,True,example.xml,Thomas,[NAME_57] +2025-06-07T18:01:20.574010,True,example.xml,Sophie,[NAME_58] +2025-06-07T18:01:20.574010,True,example.xml,Luca,[NAME_59] +2025-06-07T18:01:20.574010,True,example.xml,Emma,[NAME_60] +2025-06-07T18:01:20.574010,True,example.xml,Müller,[NAME_61] +2025-06-07T18:01:20.574010,True,example.xml,Weber,[NAME_62] +2025-06-07T18:01:20.574010,True,example.xml,Martin,[NAME_63] +2025-06-07T18:01:20.574010,True,example.xml,Ferrari,[NAME_64] +2025-06-07T18:01:20.574010,True,example.xml,Wilson,[NAME_65] +2025-06-07T18:01:20.574010,True,example.xml,hans.mueller@firma.de,[EMAIL_66] +2025-06-07T18:01:20.574010,True,example.xml,thomas.weber@firma.ch,[EMAIL_67] +2025-06-07T18:01:20.574010,True,example.xml,sophie.martin@entreprise.fr,[EMAIL_68] +2025-06-07T18:01:20.574010,True,example.xml,luca.ferrari@azienda.it,[EMAIL_69] +2025-06-07T18:01:20.574010,True,example.xml,emma.wilson@company.com,[EMAIL_70] +2025-06-07T18:01:20.574010,True,example.xml,+49 89 12345678,[PHONE_71] +2025-06-07T18:01:20.574010,True,example.xml,+41 44 234 56 78,[PHONE_72] +2025-06-07T18:01:20.574010,True,example.xml,+33 1 34 56 78 90,[PHONE_73] +2025-06-07T18:01:20.574010,True,example.xml,+39 02 2345 6789,[PHONE_74] +2025-06-07T18:01:20.574010,True,example.xml,+44 20 2345 6789,[PHONE_75] +2025-06-07T18:01:20.574010,True,example.xml,Hauptstraße 1 80331 München,[ADDRESS_76] +2025-06-07T18:01:20.574010,True,example.xml,Bahnhofstrasse 2 8001 Zürich,[ADDRESS_77] +2025-06-07T18:01:20.574010,True,example.xml,15 Avenue des Champs-Élysées 75008 Paris,[ADDRESS_78] +2025-06-07T18:01:20.574010,True,example.xml,Via Monte Napoleone 8 20121 Milano,[ADDRESS_79] +2025-06-07T18:01:20.574010,True,example.xml,25 Old Street London EC1V 9HL,[ADDRESS_80] +2025-06-07T18:01:20.574010,True,example.xml,01-234567-8,[IBAN_81] +2025-06-07T18:01:20.574010,True,example.xml,GB29 NWBK 6016 1331 9268 19 ,[IBAN_82] +2025-06-07T18:01:20.574010,True,example.xml,"9012 + +Best",[ADDRESS_83] +2025-06-07T18:01:20.574010,True,example.xml,"5678 +Address",[ADDRESS_84] +2025-06-07T18:01:20.574010,True,example.xml,contact@example.com,[EMAIL_85] +2025-06-07T18:01:20.574010,True,example.xml,max.mustermann@example.com,[EMAIL_86] +2025-06-07T18:01:20.574010,True,example.xml,+49 123 4567890,[PHONE_87] +2025-06-07T18:01:20.574010,True,example.xml,2024-03-15,[DATE_88] +2025-06-07T18:01:20.574010,True,example.xml,4111 1111 1111 1111,[IBAN_89] +2025-06-07T18:01:20.574010,True,example.xml,Tech Solutions GmbH,[NAME_90] +2025-06-07T18:01:20.574010,True,example.xml,Dr. Anna Schmidt,NAME_91 +2025-06-07T18:01:20.574010,True,example.xml,anna.schmidt@techsolutions.de,[EMAIL_92] +2025-06-07T18:01:20.574010,True,example.xml,Dr. Thomas Weber,[NAME_93] +2025-06-07T18:01:20.574010,True,example.xml,thomas.weber@company.de,[EMAIL_94] +2025-06-07T18:01:20.574010,True,example.xml,maria.schmidt@company.de,[EMAIL_95] +2025-06-07T18:01:20.574010,True,example.xml,+49 40 98765432,[PHONE_96] +2025-06-07T18:01:20.574010,True,example.xml,DE27 3704 0044 0532 0130 01,[PHONE_97] +2025-06-07T18:01:20.574010,True,example.xml,info@techinnovations.de,[EMAIL_98] +2025-06-07T18:01:20.574010,True,example.xml,+49 89 12345679,[PHONE_99] +2025-06-07T18:01:20.574010,True,example.xml,DE89 3704 0044 0532 0130 02,[PHONE_100] +2025-06-07T18:01:20.597827,True,french.txt,000-180.000,[PHONE_1] +2025-06-07T18:01:20.597827,True,french.txt,2027 Bewertung,[ADDRESS_2] +2025-06-07T18:01:20.597827,True,french.txt,Max Mustermann,[NAME_3] +2025-06-07T18:01:20.597827,True,french.txt,Peter Schmid,[NAME_4] +2025-06-07T18:01:20.597827,True,french.txt,Marie Dupont,[NAME_5] +2025-06-07T18:01:20.597827,True,french.txt,Marco Rossi,[NAME_6] +2025-06-07T18:01:20.597827,True,french.txt,John Smith,[NAME_7] +2025-06-07T18:01:20.597827,True,french.txt,max.mustermann@beispiel.de,[EMAIL_8] +2025-06-07T18:01:20.597827,True,french.txt,peter.schmid@beispiel.ch,[EMAIL_9] +2025-06-07T18:01:20.597827,True,french.txt,marie.dupont@exemple.fr,[EMAIL_10] +2025-06-07T18:01:20.597827,True,french.txt,marco.rossi@esempio.it,[EMAIL_11] +2025-06-07T18:01:20.597827,True,french.txt,john.smith@example.com,[EMAIL_12] +2025-06-07T18:01:20.597827,True,french.txt,+49 30 12345678,[PHONE_13] +2025-06-07T18:01:20.597827,True,french.txt,+41 44 123 45 67,[PHONE_14] +2025-06-07T18:01:20.597827,True,french.txt,+33 1 23 45 67 89,[PHONE_15] +2025-06-07T18:01:20.597827,True,french.txt,+39 02 1234 5678,[PHONE_16] +2025-06-07T18:01:20.597827,True,french.txt,+44 20 1234 5678,[PHONE_17] +2025-06-07T18:01:20.597827,True,french.txt,Musterstraße 123 12345 Berlin,[ADDRESS_18] +2025-06-07T18:01:20.597827,True,french.txt,Bahnhofstrasse 1 8001 Zürich,[ADDRESS_19] +2025-06-07T18:01:20.597827,True,french.txt,123 Rue de Paris 75001 Paris,[ADDRESS_20] +2025-06-07T18:01:20.597827,True,french.txt,Via Roma 123 20100 Milano,[ADDRESS_21] +2025-06-07T18:01:20.597827,True,french.txt,123 High Street London SW1A 1AA,[ADDRESS_22] +2025-06-07T18:01:20.597827,True,french.txt,DE89 3704 0044 0532 0130 00,[IBAN_23] +2025-06-07T18:01:20.597827,True,french.txt,CH93 0076 7000 E529 3557 7,[IBAN_24] +2025-06-07T18:01:20.597827,True,french.txt,FR76 3000 6000 0112 3456 7890 189,[IBAN_25] +2025-06-07T18:01:20.597827,True,french.txt,IT60 X054 2811 1010 0000 0123 456,[IBAN_26] +2025-06-07T18:01:20.597827,True,french.txt,GB29 NWBK 6016 1331 9268 19,[IBAN_27] +2025-06-07T18:01:20.597827,True,french.txt,4532 1234 5678 9012,[IBAN_28] +2025-06-07T18:01:20.597827,True,french.txt,4532 1234 5678 9013,[IBAN_29] +2025-06-07T18:01:20.597827,True,french.txt,4532 1234 5678 9014,[IBAN_30] +2025-06-07T18:01:20.597827,True,french.txt,4532 1234 5678 9015,[IBAN_31] +2025-06-07T18:01:20.597827,True,french.txt,4532 1234 5678 9016,[IBAN_32] +2025-06-07T18:01:20.597827,True,french.txt,nan,[SSN_33] +2025-06-07T18:01:20.597827,True,french.txt,756.1234.5678.90,[SSN_34] +2025-06-07T18:01:20.597827,True,french.txt, ,[SSN_35] +2025-06-07T18:01:20.597827,True,french.txt,sarah.weber@techsolutions.ch,[EMAIL_36] +2025-06-07T18:01:20.597827,True,french.txt,+41 44 987 65,[PHONE_37] +2025-06-07T18:01:20.597827,True,french.txt,"Dr. Sarah Weber +TechSolutions",[NAME_38] +2025-06-07T18:01:20.597827,True,french.txt,hans.mueller@ethz.ch,[EMAIL_39] +2025-06-07T18:01:20.597827,True,french.txt,+41 44 123 45,[PHONE_40] +2025-06-07T18:01:20.597827,True,french.txt,l.meier@digitalsystems.ch,[EMAIL_41] +2025-06-07T18:01:20.597827,True,french.txt,+41 44 456 78,[PHONE_42] +2025-06-07T18:01:20.597827,True,french.txt,987.654.321,[SSN_43] +2025-06-07T18:01:20.597827,True,french.txt,CHE-987.654.321,[SSN_44] +2025-06-07T18:01:20.597827,True,french.txt,8002 Zürich,[ADDRESS_45] +2025-06-07T18:01:20.597827,True,french.txt,Musterstrasse 123,[ADDRESS_46] +2025-06-07T18:01:20.597827,True,french.txt,lara.meier@techsolutions.ch,[EMAIL_47] +2025-06-07T18:01:20.597827,True,french.txt,123.456.789,[SSN_48] +2025-06-07T18:01:20.597827,True,french.txt,CHE-123.456.789,[SSN_49] +2025-06-07T18:01:20.597827,True,french.txt,8004 Zürich,[ADDRESS_50] +2025-06-07T18:01:20.597827,True,french.txt,Industriestrasse 100,[ADDRESS_51] +2025-06-07T18:01:20.597827,True,french.txt,lara.meier@example.ch,[EMAIL_52] +2025-06-07T18:01:20.597827,True,french.txt,8001 Zürich,[ADDRESS_53] +2025-06-07T18:01:20.597827,True,french.txt,Bahnhofstrasse 45,[ADDRESS_54] +2025-06-07T18:01:20.597827,True,french.txt,"1990 +Adresse",[ADDRESS_55] +2025-06-07T18:01:20.597827,True,french.txt,Hans,[NAME_56] +2025-06-07T18:01:20.597827,True,french.txt,Thomas,[NAME_57] +2025-06-07T18:01:20.597827,True,french.txt,Sophie,[NAME_58] +2025-06-07T18:01:20.597827,True,french.txt,Luca,[NAME_59] +2025-06-07T18:01:20.597827,True,french.txt,Emma,[NAME_60] +2025-06-07T18:01:20.597827,True,french.txt,Müller,[NAME_61] +2025-06-07T18:01:20.597827,True,french.txt,Weber,[NAME_62] +2025-06-07T18:01:20.597827,True,french.txt,Martin,[NAME_63] +2025-06-07T18:01:20.597827,True,french.txt,Ferrari,[NAME_64] +2025-06-07T18:01:20.597827,True,french.txt,Wilson,[NAME_65] +2025-06-07T18:01:20.597827,True,french.txt,hans.mueller@firma.de,[EMAIL_66] +2025-06-07T18:01:20.597827,True,french.txt,thomas.weber@firma.ch,[EMAIL_67] +2025-06-07T18:01:20.597827,True,french.txt,sophie.martin@entreprise.fr,[EMAIL_68] +2025-06-07T18:01:20.597827,True,french.txt,luca.ferrari@azienda.it,[EMAIL_69] +2025-06-07T18:01:20.597827,True,french.txt,emma.wilson@company.com,[EMAIL_70] +2025-06-07T18:01:20.597827,True,french.txt,+49 89 12345678,[PHONE_71] +2025-06-07T18:01:20.597827,True,french.txt,+41 44 234 56 78,[PHONE_72] +2025-06-07T18:01:20.597827,True,french.txt,+33 1 34 56 78 90,[PHONE_73] +2025-06-07T18:01:20.597827,True,french.txt,+39 02 2345 6789,[PHONE_74] +2025-06-07T18:01:20.597827,True,french.txt,+44 20 2345 6789,[PHONE_75] +2025-06-07T18:01:20.597827,True,french.txt,Hauptstraße 1 80331 München,[ADDRESS_76] +2025-06-07T18:01:20.597827,True,french.txt,Bahnhofstrasse 2 8001 Zürich,[ADDRESS_77] +2025-06-07T18:01:20.597827,True,french.txt,15 Avenue des Champs-Élysées 75008 Paris,[ADDRESS_78] +2025-06-07T18:01:20.597827,True,french.txt,Via Monte Napoleone 8 20121 Milano,[ADDRESS_79] +2025-06-07T18:01:20.597827,True,french.txt,25 Old Street London EC1V 9HL,[ADDRESS_80] +2025-06-07T18:01:20.597827,True,french.txt,01-234567-8,[IBAN_81] +2025-06-07T18:01:20.597827,True,french.txt,GB29 NWBK 6016 1331 9268 19 ,[IBAN_82] +2025-06-07T18:01:20.597827,True,french.txt,"9012 + +Best",[ADDRESS_83] +2025-06-07T18:01:20.597827,True,french.txt,"5678 +Address",[ADDRESS_84] +2025-06-07T18:01:20.597827,True,french.txt,contact@example.com,[EMAIL_85] +2025-06-07T18:01:20.597827,True,french.txt,max.mustermann@example.com,[EMAIL_86] +2025-06-07T18:01:20.597827,True,french.txt,+49 123 4567890,[PHONE_87] +2025-06-07T18:01:20.597827,True,french.txt,2024-03-15,[DATE_88] +2025-06-07T18:01:20.597827,True,french.txt,4111 1111 1111 1111,[IBAN_89] +2025-06-07T18:01:20.597827,True,french.txt,Tech Solutions GmbH,[NAME_90] +2025-06-07T18:01:20.597827,True,french.txt,Dr. Anna Schmidt,NAME_91 +2025-06-07T18:01:20.597827,True,french.txt,anna.schmidt@techsolutions.de,[EMAIL_92] +2025-06-07T18:01:20.597827,True,french.txt,Dr. Thomas Weber,[NAME_93] +2025-06-07T18:01:20.597827,True,french.txt,thomas.weber@company.de,[EMAIL_94] +2025-06-07T18:01:20.597827,True,french.txt,maria.schmidt@company.de,[EMAIL_95] +2025-06-07T18:01:20.597827,True,french.txt,+49 40 98765432,[PHONE_96] +2025-06-07T18:01:20.597827,True,french.txt,DE27 3704 0044 0532 0130 01,[PHONE_97] +2025-06-07T18:01:20.597827,True,french.txt,info@techinnovations.de,[EMAIL_98] +2025-06-07T18:01:20.597827,True,french.txt,+49 89 12345679,[PHONE_99] +2025-06-07T18:01:20.597827,True,french.txt,DE89 3704 0044 0532 0130 02,[PHONE_100] +2025-06-07T18:01:20.597827,True,french.txt,"9012 + +Cordialement",[ADDRESS_101] +2025-06-07T18:01:20.597827,True,french.txt,0112 3456 7890,[PHONE_102] +2025-06-07T18:01:20.597827,True,french.txt,+33 1 23 45,[PHONE_103] +2025-06-07T18:01:20.597827,True,french.txt,contact@exemple.fr,[EMAIL_104] +2025-06-07T18:01:20.619198,True,german.txt,000-180.000,[PHONE_1] +2025-06-07T18:01:20.619198,True,german.txt,2027 Bewertung,[ADDRESS_2] +2025-06-07T18:01:20.619198,True,german.txt,Max Mustermann,[NAME_3] +2025-06-07T18:01:20.619198,True,german.txt,Peter Schmid,[NAME_4] +2025-06-07T18:01:20.619198,True,german.txt,Marie Dupont,[NAME_5] +2025-06-07T18:01:20.619198,True,german.txt,Marco Rossi,[NAME_6] +2025-06-07T18:01:20.619198,True,german.txt,John Smith,[NAME_7] +2025-06-07T18:01:20.619198,True,german.txt,max.mustermann@beispiel.de,[EMAIL_8] +2025-06-07T18:01:20.619198,True,german.txt,peter.schmid@beispiel.ch,[EMAIL_9] +2025-06-07T18:01:20.619198,True,german.txt,marie.dupont@exemple.fr,[EMAIL_10] +2025-06-07T18:01:20.619198,True,german.txt,marco.rossi@esempio.it,[EMAIL_11] +2025-06-07T18:01:20.619198,True,german.txt,john.smith@example.com,[EMAIL_12] +2025-06-07T18:01:20.619198,True,german.txt,+49 30 12345678,[PHONE_13] +2025-06-07T18:01:20.619198,True,german.txt,+41 44 123 45 67,[PHONE_14] +2025-06-07T18:01:20.619198,True,german.txt,+33 1 23 45 67 89,[PHONE_15] +2025-06-07T18:01:20.619198,True,german.txt,+39 02 1234 5678,[PHONE_16] +2025-06-07T18:01:20.619198,True,german.txt,+44 20 1234 5678,[PHONE_17] +2025-06-07T18:01:20.619198,True,german.txt,Musterstraße 123 12345 Berlin,[ADDRESS_18] +2025-06-07T18:01:20.619198,True,german.txt,Bahnhofstrasse 1 8001 Zürich,[ADDRESS_19] +2025-06-07T18:01:20.619198,True,german.txt,123 Rue de Paris 75001 Paris,[ADDRESS_20] +2025-06-07T18:01:20.619198,True,german.txt,Via Roma 123 20100 Milano,[ADDRESS_21] +2025-06-07T18:01:20.619198,True,german.txt,123 High Street London SW1A 1AA,[ADDRESS_22] +2025-06-07T18:01:20.619198,True,german.txt,DE89 3704 0044 0532 0130 00,[IBAN_23] +2025-06-07T18:01:20.619198,True,german.txt,CH93 0076 7000 E529 3557 7,[IBAN_24] +2025-06-07T18:01:20.619198,True,german.txt,FR76 3000 6000 0112 3456 7890 189,[IBAN_25] +2025-06-07T18:01:20.619198,True,german.txt,IT60 X054 2811 1010 0000 0123 456,[IBAN_26] +2025-06-07T18:01:20.619198,True,german.txt,GB29 NWBK 6016 1331 9268 19,[IBAN_27] +2025-06-07T18:01:20.619198,True,german.txt,4532 1234 5678 9012,[IBAN_28] +2025-06-07T18:01:20.619198,True,german.txt,4532 1234 5678 9013,[IBAN_29] +2025-06-07T18:01:20.619198,True,german.txt,4532 1234 5678 9014,[IBAN_30] +2025-06-07T18:01:20.619198,True,german.txt,4532 1234 5678 9015,[IBAN_31] +2025-06-07T18:01:20.619198,True,german.txt,4532 1234 5678 9016,[IBAN_32] +2025-06-07T18:01:20.619198,True,german.txt,nan,[SSN_33] +2025-06-07T18:01:20.619198,True,german.txt,756.1234.5678.90,[SSN_34] +2025-06-07T18:01:20.619198,True,german.txt, ,[SSN_35] +2025-06-07T18:01:20.619198,True,german.txt,sarah.weber@techsolutions.ch,[EMAIL_36] +2025-06-07T18:01:20.619198,True,german.txt,+41 44 987 65,[PHONE_37] +2025-06-07T18:01:20.619198,True,german.txt,"Dr. Sarah Weber +TechSolutions",[NAME_38] +2025-06-07T18:01:20.619198,True,german.txt,hans.mueller@ethz.ch,[EMAIL_39] +2025-06-07T18:01:20.619198,True,german.txt,+41 44 123 45,[PHONE_40] +2025-06-07T18:01:20.619198,True,german.txt,l.meier@digitalsystems.ch,[EMAIL_41] +2025-06-07T18:01:20.619198,True,german.txt,+41 44 456 78,[PHONE_42] +2025-06-07T18:01:20.619198,True,german.txt,987.654.321,[SSN_43] +2025-06-07T18:01:20.619198,True,german.txt,CHE-987.654.321,[SSN_44] +2025-06-07T18:01:20.619198,True,german.txt,8002 Zürich,[ADDRESS_45] +2025-06-07T18:01:20.619198,True,german.txt,Musterstrasse 123,[ADDRESS_46] +2025-06-07T18:01:20.619198,True,german.txt,lara.meier@techsolutions.ch,[EMAIL_47] +2025-06-07T18:01:20.619198,True,german.txt,123.456.789,[SSN_48] +2025-06-07T18:01:20.619198,True,german.txt,CHE-123.456.789,[SSN_49] +2025-06-07T18:01:20.619198,True,german.txt,8004 Zürich,[ADDRESS_50] +2025-06-07T18:01:20.619198,True,german.txt,Industriestrasse 100,[ADDRESS_51] +2025-06-07T18:01:20.619198,True,german.txt,lara.meier@example.ch,[EMAIL_52] +2025-06-07T18:01:20.619198,True,german.txt,8001 Zürich,[ADDRESS_53] +2025-06-07T18:01:20.619198,True,german.txt,Bahnhofstrasse 45,[ADDRESS_54] +2025-06-07T18:01:20.619198,True,german.txt,"1990 +Adresse",[ADDRESS_55] +2025-06-07T18:01:20.619198,True,german.txt,Hans,[NAME_56] +2025-06-07T18:01:20.619198,True,german.txt,Thomas,[NAME_57] +2025-06-07T18:01:20.619198,True,german.txt,Sophie,[NAME_58] +2025-06-07T18:01:20.619198,True,german.txt,Luca,[NAME_59] +2025-06-07T18:01:20.619198,True,german.txt,Emma,[NAME_60] +2025-06-07T18:01:20.619198,True,german.txt,Müller,[NAME_61] +2025-06-07T18:01:20.619198,True,german.txt,Weber,[NAME_62] +2025-06-07T18:01:20.619198,True,german.txt,Martin,[NAME_63] +2025-06-07T18:01:20.619198,True,german.txt,Ferrari,[NAME_64] +2025-06-07T18:01:20.619198,True,german.txt,Wilson,[NAME_65] +2025-06-07T18:01:20.619198,True,german.txt,hans.mueller@firma.de,[EMAIL_66] +2025-06-07T18:01:20.619198,True,german.txt,thomas.weber@firma.ch,[EMAIL_67] +2025-06-07T18:01:20.619198,True,german.txt,sophie.martin@entreprise.fr,[EMAIL_68] +2025-06-07T18:01:20.619198,True,german.txt,luca.ferrari@azienda.it,[EMAIL_69] +2025-06-07T18:01:20.619198,True,german.txt,emma.wilson@company.com,[EMAIL_70] +2025-06-07T18:01:20.619198,True,german.txt,+49 89 12345678,[PHONE_71] +2025-06-07T18:01:20.619198,True,german.txt,+41 44 234 56 78,[PHONE_72] +2025-06-07T18:01:20.619198,True,german.txt,+33 1 34 56 78 90,[PHONE_73] +2025-06-07T18:01:20.619198,True,german.txt,+39 02 2345 6789,[PHONE_74] +2025-06-07T18:01:20.619198,True,german.txt,+44 20 2345 6789,[PHONE_75] +2025-06-07T18:01:20.619198,True,german.txt,Hauptstraße 1 80331 München,[ADDRESS_76] +2025-06-07T18:01:20.619198,True,german.txt,Bahnhofstrasse 2 8001 Zürich,[ADDRESS_77] +2025-06-07T18:01:20.619198,True,german.txt,15 Avenue des Champs-Élysées 75008 Paris,[ADDRESS_78] +2025-06-07T18:01:20.619198,True,german.txt,Via Monte Napoleone 8 20121 Milano,[ADDRESS_79] +2025-06-07T18:01:20.619198,True,german.txt,25 Old Street London EC1V 9HL,[ADDRESS_80] +2025-06-07T18:01:20.619198,True,german.txt,01-234567-8,[IBAN_81] +2025-06-07T18:01:20.619198,True,german.txt,GB29 NWBK 6016 1331 9268 19 ,[IBAN_82] +2025-06-07T18:01:20.619198,True,german.txt,"9012 + +Best",[ADDRESS_83] +2025-06-07T18:01:20.619198,True,german.txt,"5678 +Address",[ADDRESS_84] +2025-06-07T18:01:20.619198,True,german.txt,contact@example.com,[EMAIL_85] +2025-06-07T18:01:20.619198,True,german.txt,max.mustermann@example.com,[EMAIL_86] +2025-06-07T18:01:20.619198,True,german.txt,+49 123 4567890,[PHONE_87] +2025-06-07T18:01:20.619198,True,german.txt,2024-03-15,[DATE_88] +2025-06-07T18:01:20.619198,True,german.txt,4111 1111 1111 1111,[IBAN_89] +2025-06-07T18:01:20.619198,True,german.txt,Tech Solutions GmbH,[NAME_90] +2025-06-07T18:01:20.619198,True,german.txt,Dr. Anna Schmidt,NAME_91 +2025-06-07T18:01:20.619198,True,german.txt,anna.schmidt@techsolutions.de,[EMAIL_92] +2025-06-07T18:01:20.619198,True,german.txt,Dr. Thomas Weber,[NAME_93] +2025-06-07T18:01:20.619198,True,german.txt,thomas.weber@company.de,[EMAIL_94] +2025-06-07T18:01:20.619198,True,german.txt,maria.schmidt@company.de,[EMAIL_95] +2025-06-07T18:01:20.619198,True,german.txt,+49 40 98765432,[PHONE_96] +2025-06-07T18:01:20.619198,True,german.txt,DE27 3704 0044 0532 0130 01,[PHONE_97] +2025-06-07T18:01:20.619198,True,german.txt,info@techinnovations.de,[EMAIL_98] 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0000 0123 456,[IBAN_26] +2025-06-07T18:01:20.673711,True,geschäfte.csv,GB29 NWBK 6016 1331 9268 19,[IBAN_27] +2025-06-07T18:01:20.673711,True,geschäfte.csv,4532 1234 5678 9012,[IBAN_28] +2025-06-07T18:01:20.673711,True,geschäfte.csv,4532 1234 5678 9013,[IBAN_29] +2025-06-07T18:01:20.673711,True,geschäfte.csv,4532 1234 5678 9014,[IBAN_30] +2025-06-07T18:01:20.673711,True,geschäfte.csv,4532 1234 5678 9015,[IBAN_31] +2025-06-07T18:01:20.673711,True,geschäfte.csv,4532 1234 5678 9016,[IBAN_32] +2025-06-07T18:01:20.673711,True,geschäfte.csv,nan,[SSN_33] +2025-06-07T18:01:20.673711,True,geschäfte.csv,756.1234.5678.90,[SSN_34] +2025-06-07T18:01:20.673711,True,geschäfte.csv, ,[SSN_35] +2025-06-07T18:01:20.673711,True,geschäfte.csv,sarah.weber@techsolutions.ch,[EMAIL_36] +2025-06-07T18:01:20.673711,True,geschäfte.csv,+41 44 987 65,[PHONE_37] +2025-06-07T18:01:20.673711,True,geschäfte.csv,"Dr. Sarah Weber +TechSolutions",[NAME_38] 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+2025-06-07T18:01:20.673711,True,geschäfte.csv,lara.meier@example.ch,[EMAIL_52] +2025-06-07T18:01:20.673711,True,geschäfte.csv,8001 Zürich,[ADDRESS_53] +2025-06-07T18:01:20.673711,True,geschäfte.csv,Bahnhofstrasse 45,[ADDRESS_54] +2025-06-07T18:01:20.673711,True,geschäfte.csv,"1990 +Adresse",[ADDRESS_55] +2025-06-07T18:01:20.673711,True,geschäfte.csv,Hans,[NAME_56] +2025-06-07T18:01:20.673711,True,geschäfte.csv,Thomas,[NAME_57] +2025-06-07T18:01:20.673711,True,geschäfte.csv,Sophie,[NAME_58] +2025-06-07T18:01:20.673711,True,geschäfte.csv,Luca,[NAME_59] +2025-06-07T18:01:20.673711,True,geschäfte.csv,Emma,[NAME_60] +2025-06-07T18:01:20.673711,True,geschäfte.csv,Müller,[NAME_61] +2025-06-07T18:01:20.673711,True,geschäfte.csv,Weber,[NAME_62] +2025-06-07T18:01:20.673711,True,geschäfte.csv,Martin,[NAME_63] +2025-06-07T18:01:20.673711,True,geschäfte.csv,Ferrari,[NAME_64] +2025-06-07T18:01:20.673711,True,geschäfte.csv,Wilson,[NAME_65] +2025-06-07T18:01:20.673711,True,geschäfte.csv,hans.mueller@firma.de,[EMAIL_66] +2025-06-07T18:01:20.673711,True,geschäfte.csv,thomas.weber@firma.ch,[EMAIL_67] +2025-06-07T18:01:20.673711,True,geschäfte.csv,sophie.martin@entreprise.fr,[EMAIL_68] +2025-06-07T18:01:20.673711,True,geschäfte.csv,luca.ferrari@azienda.it,[EMAIL_69] +2025-06-07T18:01:20.673711,True,geschäfte.csv,emma.wilson@company.com,[EMAIL_70] +2025-06-07T18:01:20.673711,True,geschäfte.csv,+49 89 12345678,[PHONE_71] +2025-06-07T18:01:20.673711,True,geschäfte.csv,+41 44 234 56 78,[PHONE_72] +2025-06-07T18:01:20.673711,True,geschäfte.csv,+33 1 34 56 78 90,[PHONE_73] +2025-06-07T18:01:20.673711,True,geschäfte.csv,+39 02 2345 6789,[PHONE_74] +2025-06-07T18:01:20.673711,True,geschäfte.csv,+44 20 2345 6789,[PHONE_75] +2025-06-07T18:01:20.673711,True,geschäfte.csv,Hauptstraße 1 80331 München,[ADDRESS_76] +2025-06-07T18:01:20.673711,True,geschäfte.csv,Bahnhofstrasse 2 8001 Zürich,[ADDRESS_77] +2025-06-07T18:01:20.673711,True,geschäfte.csv,15 Avenue des Champs-Élysées 75008 Paris,[ADDRESS_78] +2025-06-07T18:01:20.673711,True,geschäfte.csv,Via Monte Napoleone 8 20121 Milano,[ADDRESS_79] +2025-06-07T18:01:20.673711,True,geschäfte.csv,25 Old Street London EC1V 9HL,[ADDRESS_80] +2025-06-07T18:01:20.673711,True,geschäfte.csv,01-234567-8,[IBAN_81] +2025-06-07T18:01:20.673711,True,geschäfte.csv,GB29 NWBK 6016 1331 9268 19 ,[IBAN_82] +2025-06-07T18:01:20.673711,True,geschäfte.csv,"9012 + +Best",[ADDRESS_83] +2025-06-07T18:01:20.673711,True,geschäfte.csv,"5678 +Address",[ADDRESS_84] +2025-06-07T18:01:20.673711,True,geschäfte.csv,contact@example.com,[EMAIL_85] +2025-06-07T18:01:20.673711,True,geschäfte.csv,max.mustermann@example.com,[EMAIL_86] +2025-06-07T18:01:20.673711,True,geschäfte.csv,+49 123 4567890,[PHONE_87] +2025-06-07T18:01:20.673711,True,geschäfte.csv,2024-03-15,[DATE_88] +2025-06-07T18:01:20.673711,True,geschäfte.csv,4111 1111 1111 1111,[IBAN_89] +2025-06-07T18:01:20.673711,True,geschäfte.csv,Tech Solutions GmbH,[NAME_90] +2025-06-07T18:01:20.673711,True,geschäfte.csv,Dr. Anna Schmidt,NAME_91 +2025-06-07T18:01:20.673711,True,geschäfte.csv,anna.schmidt@techsolutions.de,[EMAIL_92] +2025-06-07T18:01:20.673711,True,geschäfte.csv,Dr. Thomas Weber,[NAME_93] +2025-06-07T18:01:20.673711,True,geschäfte.csv,thomas.weber@company.de,[EMAIL_94] +2025-06-07T18:01:20.673711,True,geschäfte.csv,maria.schmidt@company.de,[EMAIL_95] +2025-06-07T18:01:20.673711,True,geschäfte.csv,+49 40 98765432,[PHONE_96] +2025-06-07T18:01:20.673711,True,geschäfte.csv,DE27 3704 0044 0532 0130 01,[PHONE_97] +2025-06-07T18:01:20.673711,True,geschäfte.csv,info@techinnovations.de,[EMAIL_98] +2025-06-07T18:01:20.673711,True,geschäfte.csv,+49 89 12345679,[PHONE_99] +2025-06-07T18:01:20.673711,True,geschäfte.csv,DE89 3704 0044 0532 0130 02,[PHONE_100] +2025-06-07T18:01:20.673711,True,geschäfte.csv,"9012 + +Cordialement",[ADDRESS_101] +2025-06-07T18:01:20.673711,True,geschäfte.csv,0112 3456 7890,[PHONE_102] +2025-06-07T18:01:20.673711,True,geschäfte.csv,+33 1 23 45,[PHONE_103] +2025-06-07T18:01:20.673711,True,geschäfte.csv,contact@exemple.fr,[EMAIL_104] +2025-06-07T18:01:20.673711,True,geschäfte.csv,"9012 + +Mit",[ADDRESS_105] +2025-06-07T18:01:20.673711,True,geschäfte.csv,0532 0130 00,[PHONE_106] +2025-06-07T18:01:20.673711,True,geschäfte.csv,0044 0532 0130,[PHONE_107] +2025-06-07T18:01:20.673711,True,geschäfte.csv,030-12345678,[PHONE_108] +2025-06-07T18:01:20.673711,True,geschäfte.csv,sarah.mueller@techsolutions.ch,[EMAIL_109] +2025-06-07T18:01:20.673711,True,geschäfte.csv,thomas.weber@techsolutions.ch,[EMAIL_110] +2025-06-07T18:01:20.673711,True,geschäfte.csv,info@techsolutions.ch,[EMAIL_111] +2025-06-07T18:01:20.673711,True,geschäfte.csv,"2026 +TechSolutions",[ADDRESS_112] +2025-06-07T18:01:20.673711,True,geschäfte.csv,Anna Schmidt,[DATE_113] +2025-06-07T18:01:20.673711,True,geschäfte.csv,Franz Huber,[DATE_114] +2025-06-07T18:01:20.673711,True,geschäfte.csv,Pierre Dubois,[DATE_115] +2025-06-07T18:01:20.673711,True,geschäfte.csv,Giovanni Bianchi,[DATE_116] +2025-06-07T18:01:20.673711,True,geschäfte.csv,William Brown,[DATE_117] +2025-06-07T18:01:20.673711,True,geschäfte.csv,anna.schmidt@kunde.de,[NAME_118] +2025-06-07T18:01:20.673711,True,geschäfte.csv,franz.huber@kunde.de,[NAME_119] +2025-06-07T18:01:20.673711,True,geschäfte.csv,pierre.dubois@kunde.de,[NAME_120] +2025-06-07T18:01:20.673711,True,geschäfte.csv,giovanni.bianchi@kunde.de,[NAME_121] +2025-06-07T18:01:20.673711,True,geschäfte.csv,william.brown@kunde.de,[NAME_122] +2025-06-07T18:01:20.673711,True,geschäfte.csv,1250,[EMAIL_123] +2025-06-07T18:01:20.673711,True,geschäfte.csv,890,[EMAIL_124] +2025-06-07T18:01:20.673711,True,geschäfte.csv,2340,[EMAIL_125] +2025-06-07T18:01:20.673711,True,geschäfte.csv,1750,[EMAIL_126] +2025-06-07T18:01:20.673711,True,geschäfte.csv,3200,[EMAIL_127] +2025-06-07T18:01:20.673711,True,geschäfte.csv,DE02 5001 0517 5407 3249 31,[IBAN_128] +2025-06-07T18:01:20.673711,True,geschäfte.csv,DE27 2005 0550 1045 1862 37,[IBAN_129] +2025-06-07T18:01:20.673711,True,geschäfte.csv,DE02 5001 0517 5407 3249 32,[IBAN_130] +2025-06-07T18:01:20.673711,True,geschäfte.csv,DE02 5001 0517 5407 3249 33,[IBAN_131] +2025-06-07T18:01:20.673711,True,geschäfte.csv,Kirchstraße 10 10115 Berlin,[ADDRESS_132] +2025-06-07T18:01:20.673711,True,geschäfte.csv,Seefeldstraße 5 10117 Berlin,[ADDRESS_133] +2025-06-07T18:01:20.673711,True,geschäfte.csv,15 Rue de la Paix 10115 Berlin,[ADDRESS_134] +2025-06-07T18:01:20.673711,True,geschäfte.csv,Via della Spiga 20 10115 Berlin,[ADDRESS_135] +2025-06-07T18:01:20.673711,True,geschäfte.csv,42 Oxford Street 10115 Berlin ,[ADDRESS_136] +2025-06-07T18:01:20.703980,True,italian.txt,000-180.000,[PHONE_1] +2025-06-07T18:01:20.703980,True,italian.txt,2027 Bewertung,[ADDRESS_2] +2025-06-07T18:01:20.703980,True,italian.txt,Max Mustermann,[NAME_3] +2025-06-07T18:01:20.703980,True,italian.txt,Peter Schmid,[NAME_4] +2025-06-07T18:01:20.703980,True,italian.txt,Marie Dupont,[NAME_5] +2025-06-07T18:01:20.703980,True,italian.txt,Marco Rossi,[NAME_6] +2025-06-07T18:01:20.703980,True,italian.txt,John Smith,[NAME_7] +2025-06-07T18:01:20.703980,True,italian.txt,max.mustermann@beispiel.de,[EMAIL_8] +2025-06-07T18:01:20.703980,True,italian.txt,peter.schmid@beispiel.ch,[EMAIL_9] +2025-06-07T18:01:20.703980,True,italian.txt,marie.dupont@exemple.fr,[EMAIL_10] +2025-06-07T18:01:20.703980,True,italian.txt,marco.rossi@esempio.it,[EMAIL_11] +2025-06-07T18:01:20.703980,True,italian.txt,john.smith@example.com,[EMAIL_12] +2025-06-07T18:01:20.703980,True,italian.txt,+49 30 12345678,[PHONE_13] +2025-06-07T18:01:20.703980,True,italian.txt,+41 44 123 45 67,[PHONE_14] +2025-06-07T18:01:20.703980,True,italian.txt,+33 1 23 45 67 89,[PHONE_15] +2025-06-07T18:01:20.703980,True,italian.txt,+39 02 1234 5678,[PHONE_16] +2025-06-07T18:01:20.703980,True,italian.txt,+44 20 1234 5678,[PHONE_17] +2025-06-07T18:01:20.703980,True,italian.txt,Musterstraße 123 12345 Berlin,[ADDRESS_18] +2025-06-07T18:01:20.703980,True,italian.txt,Bahnhofstrasse 1 8001 Zürich,[ADDRESS_19] +2025-06-07T18:01:20.703980,True,italian.txt,123 Rue de Paris 75001 Paris,[ADDRESS_20] +2025-06-07T18:01:20.703980,True,italian.txt,Via Roma 123 20100 Milano,[ADDRESS_21] +2025-06-07T18:01:20.703980,True,italian.txt,123 High Street London SW1A 1AA,[ADDRESS_22] +2025-06-07T18:01:20.703980,True,italian.txt,DE89 3704 0044 0532 0130 00,[IBAN_23] +2025-06-07T18:01:20.703980,True,italian.txt,CH93 0076 7000 E529 3557 7,[IBAN_24] +2025-06-07T18:01:20.703980,True,italian.txt,FR76 3000 6000 0112 3456 7890 189,[IBAN_25] +2025-06-07T18:01:20.703980,True,italian.txt,IT60 X054 2811 1010 0000 0123 456,[IBAN_26] +2025-06-07T18:01:20.703980,True,italian.txt,GB29 NWBK 6016 1331 9268 19,[IBAN_27] +2025-06-07T18:01:20.703980,True,italian.txt,4532 1234 5678 9012,[IBAN_28] +2025-06-07T18:01:20.703980,True,italian.txt,4532 1234 5678 9013,[IBAN_29] +2025-06-07T18:01:20.703980,True,italian.txt,4532 1234 5678 9014,[IBAN_30] +2025-06-07T18:01:20.703980,True,italian.txt,4532 1234 5678 9015,[IBAN_31] +2025-06-07T18:01:20.703980,True,italian.txt,4532 1234 5678 9016,[IBAN_32] +2025-06-07T18:01:20.703980,True,italian.txt,nan,[SSN_33] +2025-06-07T18:01:20.703980,True,italian.txt,756.1234.5678.90,[SSN_34] +2025-06-07T18:01:20.703980,True,italian.txt, ,[SSN_35] +2025-06-07T18:01:20.703980,True,italian.txt,sarah.weber@techsolutions.ch,[EMAIL_36] +2025-06-07T18:01:20.703980,True,italian.txt,+41 44 987 65,[PHONE_37] +2025-06-07T18:01:20.703980,True,italian.txt,"Dr. Sarah Weber +TechSolutions",[NAME_38] +2025-06-07T18:01:20.703980,True,italian.txt,hans.mueller@ethz.ch,[EMAIL_39] +2025-06-07T18:01:20.703980,True,italian.txt,+41 44 123 45,[PHONE_40] +2025-06-07T18:01:20.703980,True,italian.txt,l.meier@digitalsystems.ch,[EMAIL_41] +2025-06-07T18:01:20.703980,True,italian.txt,+41 44 456 78,[PHONE_42] +2025-06-07T18:01:20.703980,True,italian.txt,987.654.321,[SSN_43] +2025-06-07T18:01:20.703980,True,italian.txt,CHE-987.654.321,[SSN_44] +2025-06-07T18:01:20.703980,True,italian.txt,8002 Zürich,[ADDRESS_45] +2025-06-07T18:01:20.703980,True,italian.txt,Musterstrasse 123,[ADDRESS_46] +2025-06-07T18:01:20.703980,True,italian.txt,lara.meier@techsolutions.ch,[EMAIL_47] +2025-06-07T18:01:20.703980,True,italian.txt,123.456.789,[SSN_48] +2025-06-07T18:01:20.703980,True,italian.txt,CHE-123.456.789,[SSN_49] +2025-06-07T18:01:20.703980,True,italian.txt,8004 Zürich,[ADDRESS_50] +2025-06-07T18:01:20.703980,True,italian.txt,Industriestrasse 100,[ADDRESS_51] +2025-06-07T18:01:20.703980,True,italian.txt,lara.meier@example.ch,[EMAIL_52] +2025-06-07T18:01:20.703980,True,italian.txt,8001 Zürich,[ADDRESS_53] +2025-06-07T18:01:20.703980,True,italian.txt,Bahnhofstrasse 45,[ADDRESS_54] +2025-06-07T18:01:20.703980,True,italian.txt,"1990 +Adresse",[ADDRESS_55] +2025-06-07T18:01:20.703980,True,italian.txt,Hans,[NAME_56] +2025-06-07T18:01:20.703980,True,italian.txt,Thomas,[NAME_57] +2025-06-07T18:01:20.703980,True,italian.txt,Sophie,[NAME_58] +2025-06-07T18:01:20.703980,True,italian.txt,Luca,[NAME_59] +2025-06-07T18:01:20.703980,True,italian.txt,Emma,[NAME_60] +2025-06-07T18:01:20.703980,True,italian.txt,Müller,[NAME_61] +2025-06-07T18:01:20.703980,True,italian.txt,Weber,[NAME_62] +2025-06-07T18:01:20.703980,True,italian.txt,Martin,[NAME_63] +2025-06-07T18:01:20.703980,True,italian.txt,Ferrari,[NAME_64] +2025-06-07T18:01:20.703980,True,italian.txt,Wilson,[NAME_65] +2025-06-07T18:01:20.703980,True,italian.txt,hans.mueller@firma.de,[EMAIL_66] +2025-06-07T18:01:20.703980,True,italian.txt,thomas.weber@firma.ch,[EMAIL_67] +2025-06-07T18:01:20.703980,True,italian.txt,sophie.martin@entreprise.fr,[EMAIL_68] +2025-06-07T18:01:20.703980,True,italian.txt,luca.ferrari@azienda.it,[EMAIL_69] 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,[ADDRESS_136] +2025-06-07T18:01:20.734539,True,kunden.csv,"9012 + +Cordiali",[ADDRESS_137] +2025-06-07T18:01:20.734539,True,kunden.csv,0000 0123 456,[PHONE_138] +2025-06-07T18:01:20.734539,True,kunden.csv,"5678 +Indirizzo",[ADDRESS_139] +2025-06-07T18:01:20.734539,True,kunden.csv,02 1234 5678,[PHONE_140] +2025-06-07T18:01:20.734539,True,kunden.csv,info@esempio.it,[EMAIL_141] +2025-06-07T18:01:20.734539,True,kunden.csv,Michael,[NAME_142] +2025-06-07T18:01:20.734539,True,kunden.csv,Sabine,[NAME_143] +2025-06-07T18:01:20.734539,True,kunden.csv,Petra,[NAME_144] +2025-06-07T18:01:20.734539,True,kunden.csv,Klaus,[NAME_145] +2025-06-07T18:01:20.734539,True,kunden.csv,Schmidt,[NAME_146] +2025-06-07T18:01:20.734539,True,kunden.csv,Fischer,[NAME_147] +2025-06-07T18:01:20.734539,True,kunden.csv,Wagner,[NAME_148] +2025-06-07T18:01:20.734539,True,kunden.csv,michael.schmidt@kunde.de,[EMAIL_149] +2025-06-07T18:01:20.734539,True,kunden.csv,sabine.weber@kunde.de,[EMAIL_150] 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+2025-06-07T18:01:20.852367,True,transactions.csv,william.brown@kunde.de,[NAME_122] +2025-06-07T18:01:20.852367,True,transactions.csv,1250,[EMAIL_123] +2025-06-07T18:01:20.852367,True,transactions.csv,890,[EMAIL_124] +2025-06-07T18:01:20.852367,True,transactions.csv,2340,[EMAIL_125] +2025-06-07T18:01:20.852367,True,transactions.csv,1750,[EMAIL_126] +2025-06-07T18:01:20.852367,True,transactions.csv,3200,[EMAIL_127] +2025-06-07T18:01:20.852367,True,transactions.csv,DE02 5001 0517 5407 3249 31,[IBAN_128] +2025-06-07T18:01:20.852367,True,transactions.csv,DE27 2005 0550 1045 1862 37,[IBAN_129] +2025-06-07T18:01:20.852367,True,transactions.csv,DE02 5001 0517 5407 3249 32,[IBAN_130] +2025-06-07T18:01:20.852367,True,transactions.csv,DE02 5001 0517 5407 3249 33,[IBAN_131] +2025-06-07T18:01:20.852367,True,transactions.csv,Kirchstraße 10 10115 Berlin,[ADDRESS_132] +2025-06-07T18:01:20.852367,True,transactions.csv,Seefeldstraße 5 10117 Berlin,[ADDRESS_133] +2025-06-07T18:01:20.852367,True,transactions.csv,15 Rue de la Paix 10115 Berlin,[ADDRESS_134] +2025-06-07T18:01:20.852367,True,transactions.csv,Via della Spiga 20 10115 Berlin,[ADDRESS_135] +2025-06-07T18:01:20.852367,True,transactions.csv,42 Oxford Street 10115 Berlin ,[ADDRESS_136] +2025-06-07T18:01:20.852367,True,transactions.csv,"9012 + +Cordiali",[ADDRESS_137] +2025-06-07T18:01:20.852367,True,transactions.csv,0000 0123 456,[PHONE_138] +2025-06-07T18:01:20.852367,True,transactions.csv,"5678 +Indirizzo",[ADDRESS_139] +2025-06-07T18:01:20.852367,True,transactions.csv,02 1234 5678,[PHONE_140] +2025-06-07T18:01:20.852367,True,transactions.csv,info@esempio.it,[EMAIL_141] +2025-06-07T18:01:20.852367,True,transactions.csv,Michael,[NAME_142] +2025-06-07T18:01:20.852367,True,transactions.csv,Sabine,[NAME_143] +2025-06-07T18:01:20.852367,True,transactions.csv,Petra,[NAME_144] +2025-06-07T18:01:20.852367,True,transactions.csv,Klaus,[NAME_145] +2025-06-07T18:01:20.852367,True,transactions.csv,Schmidt,[NAME_146] +2025-06-07T18:01:20.852367,True,transactions.csv,Fischer,[NAME_147] +2025-06-07T18:01:20.852367,True,transactions.csv,Wagner,[NAME_148] +2025-06-07T18:01:20.852367,True,transactions.csv,michael.schmidt@kunde.de,[EMAIL_149] +2025-06-07T18:01:20.852367,True,transactions.csv,sabine.weber@kunde.de,[EMAIL_150] +2025-06-07T18:01:20.852367,True,transactions.csv,thomas.mueller@kunde.de,[EMAIL_151] +2025-06-07T18:01:20.852367,True,transactions.csv,petra.fischer@kunde.de,[EMAIL_152] +2025-06-07T18:01:20.852367,True,transactions.csv,klaus.wagner@kunde.de,[EMAIL_153] +2025-06-07T18:01:20.852367,True,transactions.csv,+49 89 23456789,[PHONE_154] +2025-06-07T18:01:20.852367,True,transactions.csv,+49 40 34567890,[PHONE_155] +2025-06-07T18:01:20.852367,True,transactions.csv,+49 69 45678901,[PHONE_156] +2025-06-07T18:01:20.852367,True,transactions.csv,+49 211 56789012,[PHONE_157] +2025-06-07T18:01:20.852367,True,transactions.csv,Hauptstraße 45 80331 München,[ADDRESS_158] +2025-06-07T18:01:20.852367,True,transactions.csv,Neue Straße 78 20095 Hamburg,[ADDRESS_159] +2025-06-07T18:01:20.852367,True,transactions.csv,Frankfurter Ring 12 60313 Frankfurt,[ADDRESS_160] +2025-06-07T18:01:20.852367,True,transactions.csv,Königsallee 92 40212 Düsseldorf,[ADDRESS_161] +2025-06-07T18:01:20.852367,True,transactions.csv,12/345/67890,[SSN_162] +2025-06-07T18:01:20.852367,True,transactions.csv,98/765/43210,[SSN_163] +2025-06-07T18:01:20.852367,True,transactions.csv,45/678/90123,[SSN_164] +2025-06-07T18:01:20.852367,True,transactions.csv,34/567/89012,[SSN_165] +2025-06-07T18:01:20.852367,True,transactions.csv,23/456/78901 ,[SSN_166] +2025-06-07T18:01:20.852367,True,transactions.csv,Andreas,[NAME_167] +2025-06-07T18:01:20.852367,True,transactions.csv,Monika,[NAME_168] +2025-06-07T18:01:20.852367,True,transactions.csv,Frank,[NAME_169] +2025-06-07T18:01:20.852367,True,transactions.csv,Susanne,[NAME_170] +2025-06-07T18:01:20.852367,True,transactions.csv,Dieter,[NAME_171] +2025-06-07T18:01:20.852367,True,transactions.csv,Becker,[NAME_172] +2025-06-07T18:01:20.852367,True,transactions.csv,Hoffmann,[NAME_173] +2025-06-07T18:01:20.852367,True,transactions.csv,Schäfer,[NAME_174] +2025-06-07T18:01:20.852367,True,transactions.csv,Koch,[NAME_175] +2025-06-07T18:01:20.852367,True,transactions.csv,Richter,[NAME_176] +2025-06-07T18:01:20.852367,True,transactions.csv,andreas.becker@firma.de,[EMAIL_177] +2025-06-07T18:01:20.852367,True,transactions.csv,monika.hoffmann@firma.de,[EMAIL_178] +2025-06-07T18:01:20.852367,True,transactions.csv,frank.schaefer@firma.de,[EMAIL_179] +2025-06-07T18:01:20.852367,True,transactions.csv,susanne.koch@firma.de,[EMAIL_180] +2025-06-07T18:01:20.852367,True,transactions.csv,dieter.richter@firma.de,[EMAIL_181] +2025-06-07T18:01:20.852367,True,transactions.csv,+49 30 98765432,[PHONE_182] +2025-06-07T18:01:20.852367,True,transactions.csv,+49 89 87654321,[PHONE_183] +2025-06-07T18:01:20.852367,True,transactions.csv,+49 40 76543210,[PHONE_184] +2025-06-07T18:01:20.852367,True,transactions.csv,+49 69 65432109,[PHONE_185] +2025-06-07T18:01:20.852367,True,transactions.csv,+49 211 54321098,[PHONE_186] +2025-06-07T18:01:20.852367,True,transactions.csv,Hauptstraße 1 10115 Berlin,[ADDRESS_187] +2025-06-07T18:01:20.852367,True,transactions.csv,Leopoldstraße 45 80802 München,[ADDRESS_188] +2025-06-07T18:01:20.852367,True,transactions.csv,Neuer Wall 78 20354 Hamburg,[ADDRESS_189] +2025-06-07T18:01:20.852367,True,transactions.csv,Mainzer Landstraße 12 60329 Frankfurt,[ADDRESS_190] +2025-06-07T18:01:20.852367,True,transactions.csv,23/456/78901,[SSN_191] +2025-06-07T18:01:20.852367,True,transactions.csv,12 345678 901,[SSN_192] +2025-06-07T18:01:20.852367,True,transactions.csv,98 765432 102,[SSN_193] +2025-06-07T18:01:20.852367,True,transactions.csv,45 678901 203,[SSN_194] +2025-06-07T18:01:20.852367,True,transactions.csv,34 567890 304,[SSN_195] +2025-06-07T18:01:20.852367,True,transactions.csv,23 456789 405 ,[SSN_196] +2025-06-07T18:01:20.852367,True,transactions.csv,01-234567,[PHONE_197] +2025-06-07T18:01:20.852367,True,transactions.csv,Bahnhofstrasse 1,[ADDRESS_198] +2025-06-07T18:01:20.852367,True,transactions.csv,info@beispiel.ch,[EMAIL_199] +2025-06-07T18:01:20.852367,True,transactions.csv,"Herr Schmid + +Vielen Dank",[NAME_200] +2025-06-07T18:01:20.852367,True,transactions.csv,franz.huber@kunde.ch,[EMAIL_201] +2025-06-07T18:01:20.852367,True,transactions.csv,pierre.dubois@client.fr,[EMAIL_202] +2025-06-07T18:01:20.852367,True,transactions.csv,giovanni.bianchi@cliente.it,[EMAIL_203] +2025-06-07T18:01:20.852367,True,transactions.csv,william.brown@customer.com,[EMAIL_204] +2025-06-07T18:01:20.852367,True,transactions.csv,Seefeldstrasse 5 8008 Zürich,[ADDRESS_205] +2025-06-07T18:01:20.852367,True,transactions.csv,15 Rue de la Paix 75002 Paris,[ADDRESS_206] +2025-06-07T18:01:20.852367,True,transactions.csv,Via della Spiga 20 20121 Milano,[ADDRESS_207] +2025-06-07T18:01:20.852367,True,transactions.csv,42 Oxford Street London W1D 2BJ ,[ADDRESS_208] diff --git a/test_neutralizer/neutralization_logic.html b/test_neutralizer/neutralization_logic.html new file mode 100644 index 0000000..7194d23 --- /dev/null +++ b/test_neutralizer/neutralization_logic.html @@ -0,0 +1,157 @@ + + + + + Daten-Neutralisierer Logik + + + +

Daten-Neutralisierer Logik

+

Der Daten-Neutralisierer unterstützt die Anonymisierung von sensiblen Daten in verschiedenen Dateiformaten (TXT, JSON, CSV, XML, DOCX) und Sprachen (DE, EN, FR, IT).

+ +

1. Unterstützte Dateiformate

+ + +

2. Neutralisierungsmuster

+ +
+

Personenbezogene Daten

+ +
+

Vornamen

+

Deutsch: vorname, vornamen, rufname, taufname

+

Englisch: first name, given name, forename, personal name

+

Französisch: prénom, prénoms, nom de baptême

+

Italienisch: nome, nome di battesimo

+

Ersetzung: NAME_{uuid}

+
+ +
+

Nachnamen

+

Deutsch: nachname, nachnamen, familienname, familiennamen, zuname, zunamen

+

Englisch: last name, family name, surname, second name

+

Französisch: nom de famille, nom, noms

+

Italienisch: cognome, cognomi

+

Ersetzung: NAME_{uuid}

+
+ +
+

Namen mit Titel

+

Muster: Herr/Frau/Mr./Mrs./Ms./Monsieur/Madame/Signore/Signora/Dr./Prof.

+

Ersetzung: NAME_{uuid}

+
+
+ +
+

Kontaktdaten

+ +
+

E-Mail-Adressen

+

Muster: [A-Za-z0-9._%+-]+@[A-Za-z0-9.-]+\.[A-Z|a-z]{2,}

+

Ersetzung: EMAIL_{uuid}

+
+ +
+

Telefonnummern

+

Allgemein: (+XXX)? (XXX) XXX-XXXX

+

Deutsch: (+49|0049|0) XXX XXXXXXX

+

Schweiz: (+41|0041|0) XXX XXX XX XX

+

Ersetzung: PHONE_{uuid}

+
+
+ +
+

Finanzielle Daten

+ +
+

IBAN

+

Muster: [A-Z]{2}\d{2}[A-Z0-9]{4}\d{7}([A-Z0-9]?){0,16}

+

Ersetzung: IBAN_{uuid}

+
+ +
+

Kreditkartennummern

+

Muster: XXXX-XXXX-XXXX-XXXX

+

Ersetzung: CREDITCARD_{uuid}

+
+
+ +
+

Adressdaten

+ +
+

Vollständige Adressen

+

Muster: Straßenname + Hausnummer + PLZ + Stadt

+

Ersetzung: ADDRESS_{uuid}

+
+ +
+

Städte und Orte

+

Muster: Stadtnamen mit typischen Endungen (-stadt, -dorf, -berg, etc.)

+

Ersetzung: CITY_{uuid}

+
+
+ +

3. Verarbeitungslogik

+
    +
  1. Datei wird basierend auf dem Dateityp eingelesen
    2. +
  2. Bei Tabellendaten (CSV, JSON, XML): + +
    3. +
  3. Bei Textdaten: + +
    4. +
  4. Alle Ersetzungen werden in einer Mapping-Datei protokolliert
    5. +
+ +

4. Logging und Tracking

+ + + \ No newline at end of file diff --git a/test_neutralizer/neutralizer.py b/test_neutralizer/neutralizer.py index 97e37bb..6a1472f 100644 --- a/test_neutralizer/neutralizer.py +++ b/test_neutralizer/neutralizer.py @@ -9,193 +9,337 @@ import json import pandas as pd import docx from pathlib import Path -from typing import Dict, List, Tuple, Any, Union +from typing import Dict, List, Tuple, Any, Union, Optional from dataclasses import dataclass import uuid import logging -import sys +import traceback +import csv +from datetime import datetime +import xml.etree.ElementTree as ET +import os +import random +from io import StringIO +from patterns import Pattern, HeaderPatterns, DataPatterns, get_pattern_for_header, find_patterns_in_text, TextTablePatterns -# Add the parent directory to the Python path -sys.path.append(str(Path(__file__).parent.parent)) - -# Konfiguration für Logging -logging.basicConfig(level=logging.INFO) +# Configure logging logger = logging.getLogger(__name__) @dataclass -class SensitivePattern: - """Definiert ein Pattern für sensitive Daten""" - name: str - pattern: str - languages: List[str] - replacement_template: str +class TableData: + """Repräsentiert Tabellendaten""" + headers: List[str] + rows: List[List[str]] + source_type: str # 'csv', 'json', 'xml', 'text_table' +@dataclass +class PlainText: + """Repräsentiert normalen Text""" + content: str + source_type: str # 'txt', 'docx', 'text_plain' + +@dataclass +class ProcessResult: + """Result of content processing""" + data: Any + mapping: Dict[str, str] + replaced_fields: List[str] + processed_info: Dict[str, Any] # Additional processing information class DataAnonymizer: """Hauptklasse für die Datenanonymisierung""" def __init__(self): - self.patterns = self._initialize_patterns() - self.anonymization_map = {} + """Initialize the anonymizer with patterns""" + self.header_patterns = HeaderPatterns.patterns + self.data_patterns = DataPatterns.patterns + self.replaced_fields = set() + self.mapping = {} + self.processing_info = [] + + def _normalize_whitespace(self, text: str) -> str: + """Normalize whitespace in text""" + text = re.sub(r'\s+', ' ', text) + text = text.replace('\r\n', '\n').replace('\r', '\n') + return text.strip() - def _initialize_patterns(self) -> List[SensitivePattern]: - """Initialisiert die Regex-Pattern für verschiedene Sprachen""" - return [ - # E-Mail Adressen - SensitivePattern( - name="email", - pattern=r'\b[A-Za-z0-9._%+-]+@[A-Za-z0-9.-]+\.[A-Z|a-z]{2,}\b', - languages=["de", "en", "fr", "it", "ch"], - replacement_template="EMAIL_{}" - ), - - # Telefonnummern (verschiedene Formate) - SensitivePattern( - name="phone", - pattern=r'(\+\d{1,3}[-.\s]?)?\(?\d{1,4}\)?[-.\s]?\d{1,4}[-.\s]?\d{1,9}', - languages=["de", "en", "fr", "it", "ch"], - replacement_template="PHONE_{}" - ), - - # Deutsche Telefonnummern spezifisch - SensitivePattern( - name="phone_de", - pattern=r'(\+49|0049|0)\s?(\d{2,5})\s?(\d{3,8})', - languages=["de"], - replacement_template="PHONE_DE_{}" - ), - - # Schweizer Telefonnummern - SensitivePattern( - name="phone_ch", - pattern=r'(\+41|0041|0)\s?(\d{2})\s?(\d{3})\s?(\d{2})\s?(\d{2})', - languages=["ch"], - replacement_template="PHONE_CH_{}" - ), - - # IBAN - SensitivePattern( - name="iban", - pattern=r'\b[A-Z]{2}\d{2}[A-Z0-9]{4}\d{7}([A-Z0-9]?){0,16}\b', - languages=["de", "en", "fr", "it", "ch"], - replacement_template="IBAN_{}" - ), - - # Kreditkartennummern - SensitivePattern( - name="credit_card", - pattern=r'\b(?:\d{4}[-\s]?){3}\d{4}\b', - languages=["de", "en", "fr", "it", "ch"], - replacement_template="CREDITCARD_{}" - ), - - # Deutsche Sozialversicherungsnummer - SensitivePattern( - name="social_security_de", - pattern=r'\b\d{2}\s?\d{6}\s?[A-Z]\s?\d{3}\b', - languages=["de"], - replacement_template="SSN_DE_{}" - ), - - # Schweizer AHV/AVS Nummer - SensitivePattern( - name="ahv_number", - pattern=r'\b(756\.\d{4}\.\d{4}\.\d{2}|756\s\d{4}\s\d{4}\s\d{2})\b', - languages=["ch"], - replacement_template="AHV_CH_{}" - ), - - # IP-Adressen - SensitivePattern( - name="ip_address", - pattern=r'\b(?:[0-9]{1,3}\.){3}[0-9]{1,3}\b', - languages=["de", "en", "fr", "it", "ch"], - replacement_template="IP_{}" - ), - - # Postleitzahlen (Deutschland) - SensitivePattern( - name="postal_code_de", - pattern=r'\b\d{5}\b', - languages=["de"], - replacement_template="PLZ_{}" - ), - - # Schweizer Postleitzahlen - SensitivePattern( - name="postal_code_ch", - pattern=r'\b[1-9]\d{3}\b', - languages=["ch"], - replacement_template="PLZ_CH_{}" - ), - - # Namen (einfache Heuristik - kann erweitert werden) - SensitivePattern( - name="names", - pattern=r'\b(Herr|Frau|Mr\.|Mrs\.|Ms\.|Monsieur|Madame|Signore|Signora)\s+[A-ZÄÖÜ][a-zäöüß]+\s+[A-ZÄÖÜ][a-zäöüß]+\b', - languages=["de", "en", "fr", "it", "ch"], - replacement_template="NAME_{}" - ), - - # Adressen (vereinfacht) - SensitivePattern( - name="address", - 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', - languages=["de", "en", "ch"], - replacement_template="ADDRESS_{}" - ), - - # Schweizer UID/IDE Nummer - SensitivePattern( - name="uid_number", - pattern=r'\bCHE-\d{3}\.\d{3}\.\d{3}\b', - languages=["ch"], - replacement_template="UID_CH_{}" - ), - - # Schweizer Bankkontonummern (BC-Nummern) - SensitivePattern( - name="bank_account_ch", - pattern=r'\b\d{2}-\d{2,6}-\d{1}\b', - languages=["ch"], - replacement_template="BANK_CH_{}" - ), - ] + def _is_table_line(self, line: str) -> bool: + """Check if a line represents a table row""" + return bool(re.match(r'^\s*[^:]+:\s*[^:]+$', line) or + re.match(r'^\s*[^\t]+\t[^\t]+$', line)) -def main(): - """Einfaches Beispiel für die Verwendung des Daten-Neutralisierers""" - anonymizer = DataAnonymizer() - - # Beispieltext - sample_text = """ - Sehr geehrte Frau Müller, - - vielen Dank für Ihre E-Mail an max.mustermann@beispiel.de. - Ihre Telefonnummer 030-12345678 wurde in unserem System hinterlegt. - Die Rechnung wird an folgende Adresse gesendet: - Musterstraße 123, 12345 Berlin - - Ihre IBAN: DE89 3704 0044 0532 0130 00 - - Mit freundlichen Grüßen - Max Mustermann - """ - - # Anonymisierung - anonymized_text, mapping = anonymizer.anonymize_text(sample_text, "de") - - print("Originaler Text:") - print(sample_text) - print("\n" + "="*50 + "\n") - - print("Anonymisierter Text:") - print(anonymized_text) - print("\n" + "="*50 + "\n") - - print("Mapping:") - for placeholder, original in mapping.items(): - print(f"{placeholder} -> {original}") + def _extract_tables_from_text(self, content: str) -> Tuple[List[TableData], List[PlainText]]: + """ + Extract tables and plain text from content + + Args: + content: Content to process + + Returns: + Tuple of (list of tables, list of plain text sections) + """ + tables = [] + plain_texts = [] + + # Process the entire content as plain text + plain_texts.append(PlainText(content=content, source_type='text_plain')) + + return tables, plain_texts + def _anonymize_table(self, table: TableData) -> TableData: + """Anonymize table data""" + try: + anonymized_table = TableData( + headers=table.headers.copy(), + rows=[row.copy() for row in table.rows], + source_type=table.source_type + ) + + for i, header in enumerate(anonymized_table.headers): + pattern = get_pattern_for_header(header, self.header_patterns) + if pattern: + for row in anonymized_table.rows: + if row[i] is not None: + original = str(row[i]) + if original not in self.mapping: + self.mapping[original] = pattern.replacement_template.format(len(self.mapping) + 1) + row[i] = self.mapping[original] + + return anonymized_table + + except Exception as e: + logger.error(f"Error anonymizing table: {str(e)}") + logger.debug(traceback.format_exc()) + raise -if __name__ == "__main__": - main() \ No newline at end of file + def _anonymize_plain_text(self, text: PlainText) -> PlainText: + """Anonymize plain text content""" + try: + # Process the entire text at once instead of line by line + current_text = text.content + + # Find all matches in the entire text + matches = find_patterns_in_text(current_text, self.data_patterns) + + # Process matches in reverse order to avoid position shifting + for match in sorted(matches, key=lambda x: x[2], reverse=True): + pattern_name, matched_text, start, end = match + + # Skip if the matched text is already a placeholder + if re.match(r'\[[A-Z_]+\d+\]', matched_text): + continue + + # Find the pattern that matched + pattern = next((p for p in self.data_patterns if p.name == pattern_name), None) + if pattern: + # Use the pattern's replacement template + if matched_text not in self.mapping: + self.mapping[matched_text] = pattern.replacement_template.format(len(self.mapping) + 1) + replacement = self.mapping[matched_text] + + if pattern_name == 'email': + logger.debug(f"DEBUG: Replacing email '{matched_text}' with '{replacement}'") + logger.debug(f"DEBUG: Text after replacement: {current_text[:start] + replacement + current_text[end:]}") + + # Replace the matched text while preserving surrounding whitespace + current_text = current_text[:start] + replacement + current_text[end:] + + return PlainText(content=current_text, source_type=text.source_type) + + except Exception as e: + logger.error(f"Error anonymizing plain text: {str(e)}") + logger.debug(traceback.format_exc()) + raise + + def _anonymize_json_value(self, value: Any, key: str = None) -> Any: + """ + Recursively anonymize JSON values based on their keys and content + + Args: + value: Value to anonymize + key: Key name (if part of a key-value pair) + + Returns: + Anonymized value + """ + if isinstance(value, dict): + return {k: self._anonymize_json_value(v, k) for k, v in value.items()} + elif isinstance(value, list): + return [self._anonymize_json_value(item) for item in value] + elif isinstance(value, str): + # Check if this is a key we should process + if key: + pattern = get_pattern_for_header(key, self.header_patterns) + if pattern: + if value not in self.mapping: + self.mapping[value] = pattern.replacement_template.format(len(self.mapping) + 1) + return self.mapping[value] + + # Check if the value itself matches any patterns + matches = find_patterns_in_text(value, self.data_patterns) + if matches: + # Use the first match's pattern + pattern_name = matches[0][0] + if value not in self.mapping: + self.mapping[value] = f"{pattern_name.upper()}_{len(self.mapping) + 1}" + return self.mapping[value] + + return value + else: + return value + + def _anonymize_xml_element(self, element: ET.Element, indent: str = '') -> str: + """ + Recursively process XML element and return formatted string + + Args: + element: XML element to process + indent: Current indentation level + + Returns: + Formatted XML string + """ + # Process attributes + processed_attrs = {} + for attr_name, attr_value in element.attrib.items(): + # Check if attribute name matches any header patterns + pattern = get_pattern_for_header(attr_name, self.header_patterns) + if pattern: + if attr_value not in self.mapping: + self.mapping[attr_value] = pattern.replacement_template.format(len(self.mapping) + 1) + processed_attrs[attr_name] = self.mapping[attr_value] + else: + # Check if attribute value matches any data patterns + matches = find_patterns_in_text(attr_value, self.data_patterns) + if matches: + pattern_name = matches[0][0] + pattern = next((p for p in self.data_patterns if p.name == pattern_name), None) + if pattern: + if attr_value not in self.mapping: + self.mapping[attr_value] = pattern.replacement_template.format(len(self.mapping) + 1) + processed_attrs[attr_name] = self.mapping[attr_value] + else: + processed_attrs[attr_name] = attr_value + else: + processed_attrs[attr_name] = attr_value + + attrs = ' '.join(f'{k}="{v}"' for k, v in processed_attrs.items()) + attrs = f' {attrs}' if attrs else '' + + # Process text content + text = element.text.strip() if element.text and element.text.strip() else '' + if text: + # Check if text matches any patterns + matches = find_patterns_in_text(text, self.data_patterns) + if matches: + pattern_name = matches[0][0] + pattern = next((p for p in self.data_patterns if p.name == pattern_name), None) + if pattern: + if text not in self.mapping: + self.mapping[text] = pattern.replacement_template.format(len(self.mapping) + 1) + text = self.mapping[text] + + # Process child elements + children = [] + for child in element: + child_str = self._anonymize_xml_element(child, indent + ' ') + children.append(child_str) + + # Build element string + if not children and not text: + return f"{indent}<{element.tag}{attrs}/>" + elif not children: + return f"{indent}<{element.tag}{attrs}>{text}" + else: + result = [f"{indent}<{element.tag}{attrs}>"] + if text: + result.append(f"{indent} {text}") + result.extend(children) + result.append(f"{indent}") + return '\n'.join(result) + + def process_content(self, content: str, content_type: str) -> ProcessResult: + """ + Process content and return anonymized data + + Args: + content: Content to process + content_type: Type of content ('csv', 'json', 'xml', 'text') + + Returns: + ProcessResult: Contains anonymized data, mapping, replaced fields and processing info + """ + try: + replaced_fields = [] + processed_info = {} + + if content_type in ['csv', 'json', 'xml']: + # Handle as table + if content_type == 'csv': + df = pd.read_csv(StringIO(content), encoding='utf-8') + table = TableData( + headers=df.columns.tolist(), + rows=df.values.tolist(), + source_type='csv' + ) + processed_info['type'] = 'table' + processed_info['headers'] = table.headers + processed_info['row_count'] = len(table.rows) + elif content_type == 'json': + data = json.loads(content) + # Process JSON recursively + result = self._anonymize_json_value(data) + processed_info['type'] = 'json' + return ProcessResult(result, self.mapping, replaced_fields, processed_info) + else: # xml + root = ET.fromstring(content) + # Process XML recursively with proper formatting + result = self._anonymize_xml_element(root) + processed_info['type'] = 'xml' + return ProcessResult(result, self.mapping, replaced_fields, processed_info) + + if not table.rows: + return ProcessResult(None, self.mapping, [], processed_info) + + anonymized_table = self._anonymize_table(table) + + # Track replaced fields + for i, header in enumerate(anonymized_table.headers): + for orig_row, anon_row in zip(table.rows, anonymized_table.rows): + if anon_row[i] != orig_row[i]: + replaced_fields.append(header) + + # Convert back to original format + if content_type == 'csv': + result = pd.DataFrame(anonymized_table.rows, columns=anonymized_table.headers) + elif content_type == 'json': + if len(anonymized_table.headers) == 1 and anonymized_table.headers[0] == 'value': + result = anonymized_table.rows[0][0] + else: + result = dict(zip(anonymized_table.headers, anonymized_table.rows[0])) + else: # xml + result = ET.tostring(root, encoding='unicode') + + return ProcessResult(result, self.mapping, replaced_fields, processed_info) + else: + # Handle as text + # First, identify what needs to be replaced using table detection + tables, plain_texts = self._extract_tables_from_text(content) + processed_info['type'] = 'text' + processed_info['tables'] = [{'headers': t.headers, 'row_count': len(t.rows)} for t in tables] + + # Process plain text sections + anonymized_texts = [self._anonymize_plain_text(text) for text in plain_texts] + + # Combine all processed content + result = content + for text, anonymized_text in zip(plain_texts, anonymized_texts): + if text.content != anonymized_text.content: + result = result.replace(text.content, anonymized_text.content) + + return ProcessResult(result, self.mapping, replaced_fields, processed_info) + + except Exception as e: + logger.error(f"Error processing content: {str(e)}") + logger.debug(traceback.format_exc()) + return ProcessResult(None, self.mapping, [], {'type': 'error', 'error': str(e)}) \ No newline at end of file diff --git a/test_neutralizer/output/neutralized_Case.md b/test_neutralizer/output/neutralized_Case.md new file mode 100644 index 0000000..e05a856 --- /dev/null +++ b/test_neutralizer/output/neutralized_Case.md @@ -0,0 +1,608 @@ + +# Bewertung der PowerOn AI Platform + +Basierend auf dem nachstehenden Q&A ergibt sich nachfolgende Bewertung des Softwareprodukts "PowerOn AI Platform". + +## Aktueller Wert per Juni 2025 + +1. **Technischer Wert des Codes**: + - Professionelle, modulare Codebasis (~50.000-60.000 LOC) + - Moderne Architektur mit innovativen Komponenten + - 5 Personenmonate Entwicklung x CHF 15.000/PM = CHF 75.000 + - Zusätzlicher Wert durch Enterprise-Ready Architektur: CHF 50.000 + +2. **Bisherige Investitionen**: + - Hardware/Software: CHF 20.000 + - Expertise-Premium (30+ Jahre Erfahrung): CHF 25.000 + +3. **IP und Innovationswert**: + - Multi-Agent Workflow-System + - Modulare Architecture mit Alleinstellungsmerkmalen + - Geschätzter Wert: CHF 100.000 + +4. **Marktpotenzial-Faktor**: + - Adressierbares Marktvolumen von CHF 500-700 Mio. + - Wachstumsmarkt (25-30% jährlich) + - Frühphasen-Multiplikator: 2x + +**Aktueller Gesamtwert (Juni 2025)**: **CHF 500.000** + +## Prognostizierte Wertentwicklung + +### Ende 2025 +- Abschluss der technischen Entwicklung +- Erste Pilotprojekte mit 3-5 Referenzkunden +- Validierung des Produkts am Markt +- **Geschätzter Wert Ende 2025**: **CHF 1,2 Millionen** + (Steigerung durch Marktvalidierung und Risikoreduktion) + +### Ende 2026 +- 20-30 Kunden +- ARR: CHF 0,5-0,8 Mio. +- Etablierung im DACH-Markt +- **Geschätzter Wert Ende 2026**: **CHF 4-5 Millionen** + (Bewertungsmultiplikator von 6-8x ARR für wachstumsstarke SaaS) + +### Ende 2027 +- 70-90 Kunden +- ARR: CHF 2-2,5 Mio. +- Erweiterung der Produktpalette +- **Geschätzter Wert Ende 2027**: **CHF 12-15 Millionen** + (Bewertungsmultiplikator von 6x ARR) + +### Ende 2028 +- 150+ Kunden +- ARR: CHF 4,5 Mio. +- Internationale Expansion +- **Geschätzter Wert Ende 2028**: **CHF 25-30 Millionen** + (Bewertungsmultiplikator von 5,5-6,5x ARR für etablierte SaaS) + +## Schlüsselfaktoren und Risikobeurteilung für die Wertentwicklung + +1. **Erfolgreiche Markteinführung**: Der Übergang von Entwicklung zu erfolgreicher Pilotphase ist kritisch für die Wertentwicklung 2025-2026. + +2. **Skalierung des Vertriebs**: Die Fähigkeit, die Kundenakquisition gemäss der Prognose zu skalieren, ist entscheidend für die 2026-[ADDRESS_2]. + +3. **Kapitaleffizienz**: Die effiziente Nutzung des Kapitals (CHF 750.000-1.050.000) für die nächste Entwicklungsphase wird die Bewertung massgeblich beeinflussen. + +4. **Marktdynamik**: Die Entwicklung des KI-Marktes und regulatorische Änderungen können sowohl positive als auch negative Auswirkungen haben. + +Diese Bewertung basiert auf der Annahme, dass die Meilensteine wie geplant erreicht werden und keine signifikanten externen Faktoren die Marktentwicklung negativ beeinflussen. + + +# Kriterienkatalog zur Softwarebewertung + +## Teil 1: Technische Bewertung (Code-basiert) + +1. Wie umfangreich ist die Codebasis (LOC, Module, Komponenten)? +2. Welche Programmiersprachen und Frameworks wurden verwendet? +3. Wie hoch ist die Codequalität und -konsistenz (saubere Architektur, Dokumentation, Tests)? +4. Gibt es innovative Algorithmen oder patentierbare technische Lösungen? +5. Wie modular und wartbar ist die Software gestaltet? +6. Wie robust ist die Fehlerbehandlung und Sicherheitsarchitektur? +7. Wie skalierbar ist die technische Infrastruktur? +8. Gibt es technische Schulden, die zukünftige Entwicklungen behindern könnten? + +### 1. Umfang der Codebasis +- **Frontend**: Modulare JavaScript-Struktur mit ca. 15 Hauptmodulen +- **Backend**: Python/FastAPI mit ca. 15 Hauptmodulen +- **Hauptkomponenten**: + - Frontend: Workflow, UI, Koordination, Datenmanagement + - Backend: Gateway, Agent Service, Connectors, Workflow Manager +- **Geschätzte LOC**: ~50,000-60,000 Zeilen Code + +### 2. Programmiersprachen und Frameworks +- **Frontend**: + - JavaScript (ES6+) + - Modulares System mit ES6-Import/Export + - Vanilla JS ohne externe Frameworks +- **Backend**: + - Python 3.x + - FastAPI für REST-API + - Asyncio für asynchrone Verarbeitung + +### 3. Codequalität und -konsistenz +- **Saubere Architektur**: + - Klare Trennung Frontend/Backend + - Modulare Struktur mit definierten Verantwortlichkeiten + - State Machine Pattern für Workflow-Management +- **Dokumentation**: + - Ausführliche JSDoc/Python-Docstrings + - Architekturdiagramme (Mermaid) + - Technische Spezifikationen +- **Tests**: + - Automatisierte Modultests + - Manuell Integrationstests + - Benutzertests über Tickets in Clickup + +### 4. Innovative Algorithmen/patentierbare Lösungen +- Multi-Agent Workflow-System mit spezialisierten Agenten +- Modulares Agent-Registry-System +- State Machine für Workflow-Koordination +- Dynamische Agenten-Integration + +### 5. Modularität und Wartbarkeit +- **Hohe Modularität**: + - Klare Trennung der Verantwortlichkeiten + - Plug-and-Play Agent-System + - Erweiterbare Connector-Architektur +- **Wartbarkeit**: + - Konsistente Codestruktur + - Klare Namenskonventionen + - Dokumentierte Schnittstellen + +### 6. Fehlerbehandlung und Sicherheit +- **Robuste Fehlerbehandlung**: + - State Machine für Workflow-Status + - Exception Handling auf allen Ebenen + - Logging-System für Debugging +- **Sicherheitsarchitektur**: + - Multi-Tenant-Architektur + - Authentifizierung/Autorisierung + - Mandantenverwaltung + +### 7. Skalierbarkeit +- **Horizontale Skalierbarkeit**: + - Modulare Architektur + - Asynchrone Verarbeitung + - Connector-System für externe Dienste +- **Vertikale Skalierbarkeit**: + - Workflow-Parallelisierung + - Agent-Pooling + - Caching-Mechanismen + +### 8. Technische Schulden +- **Potenzielle Verbesserungsbereiche**: + - Test-Coverage nicht sichtbar + - Eventuell fehlende Performance-Optimierungen + - Dokumentation für Zielgruppen noch unvollständig +- **Keine kritischen Blockierer identifiziert** + +### Fazit der technischen Bewertung +Die Codebasis zeigt eine professionelle, gut strukturierte Enterprise-Anwendung mit klarer Architektur und modernen Best Practices. Die modulare Struktur und die saubere Implementierung der State Machine für Workflow-Management sind besonders hervorzuheben. Die Anwendung ist technisch reif und zeigt ein hohes Mass an Professionalität in der Implementierung. + + + +## Teil 2: Bewertung der bisherigen Aufwände + +### 1. Entwicklungsaufwände +- **Patrick**: + - ValueOn AG: 80 Stunden + - Private Entwicklung: 650 Stunden + - **Gesamt**: 730 Stunden (ca. 4.5 Personenmonate) +- **Ida**: + - ValueOn AG: 60 Stunden + - **Gesamt**: 60 Stunden (ca. 0.4 Personenmonate) +- **Gesamtaufwand**: ~5 Personenmonate + +### 2. Qualifikationen und Erfahrungslevel +- **Patrick**: + - Business Consultant + - Software Architect + - Full Stack Developer + - 30+ Jahre Berufserfahrung + - Experte für Enterprise-Architekturen +- **Ida**: + - Business Analyst + - Project Manager + - Scrum Master + - Erfahrung in agiler Entwicklung + - Expertise in Prozessoptimierung + +### 3. Spezifische Fachkenntnisse +- **Patrick**: + - Umfassende Markt- und Business-Erfahrung (30 Jahre) + - Expertise in Software-Architektur + - Full Stack Entwicklung + - Azure Cloud-Integration + - KI/ML Integration + - Enterprise-Systeme +- **Ida**: + - Projektmanagement + - Agile Methoden + - Business Analysis + - Prozessoptimierung + - Qualitätssicherung + +### 4. Finanzielle Investitionen +- **Hardware**: CHF 10,000 + - Entwicklungsserver + - Testumgebungen + - Entwicklungshardware +- **Software & Lizenzen**: CHF 10,000 + - Entwicklungstools + - Cloud-Services + - KI-API-Zugänge +- **Gesamt**: CHF 20,000 + +### 5. Externe Dienstleister +- **Aktueller Status**: Keine externen Dienstleister +- **Vorteile**: + - Volle Kontrolle über Entwicklung + - Tiefes Verständnis der Architektur + - Schnelle Entscheidungswege + - Kosteneffizienz + +### 6. Schlüsselkomponenten-Entwicklung +- **Patrick**: + - Frontend-Architektur + - Backend-System + - Workflow-Engine + - Agent-System + - Connector-Framework + - Datenmanagement + - Sicherheitsarchitektur +- **Verantwortlichkeiten**: + - Systemarchitektur + - Technische Leitung + - Code-Review + - Qualitätssicherung + +### 7. Nicht-monetäre Ressourcen +- **Dominic**: + - Umfangreiches Sales & Marketing Netzwerk + - Marktzugang + - Branchenkontakte +- **ValueOn AG**: + - Infrastruktur + - Rechtlicher Rahmen + - Geschäftsprozesse +- **Netzwerke**: + - Technologie-Partner + - Potenzielle Kunden + - Branchenexperten + +### 8. Finanzielle Risiken +- **ValueOn AG**: + - Bereitstellung von Infrastruktur + - Personelle Ressourcen + - Rechtlicher Rahmen +- **Private Investitionen**: + - Entwicklungszeit + - Hardware/Software + - Cloud-Services + +### Fazit bisherige Aufwände +Die bisherigen Aufwände zeigen ein ausgewogenes Verhältnis zwischen technischer Expertise und Business-Know-how. Die private Investition von 730 Stunden durch Patrick demonstriert ein hohes Engagement und tiefes Verständnis der Technologie. Die Kombination aus technischer Expertise, Business-Erfahrung und Marktzugang bildet eine solide Grundlage für die weitere Entwicklung. Die bisherigen Investitionen sind effizient eingesetzt worden, mit Fokus auf kritische Kernkomponenten und skalierbare Architektur. + +## Teil 3: Markt- und Geschäftspotenzial + +### 1. Adressierbarer Gesamtmarkt und Wachstumspotenzial +- **Gesamtmarktvolumen 2025**: + - KI-Markt: $190 Mrd. + - Business Process Automation: $19,6 Mrd. + - Enterprise Knowledge Management: $43 Mrd. +- **Adressierbarer Markt (SAM)**: + - Initial: Mittlerer Markt in DACH (Professional Services, Finanzdienstleistungen, Gesundheitswesen) + - Geschätztes SAM: CHF 500-700 Mio. +- **Wachstumspotenzial**: + - Jährliches Marktwachstum: 25-30% + - Erweiterung auf internationale Märkte + - Branchenspezifische Lösungen + +### 2. Alleinstellungsmerkmale +1. **Technologische Vorteile**: + - Proprietäre Multi-Agent-Technologie + - Modellunabhängige KI-Integration + - Enterprise-Ready Architektur + - Fortschrittliche Workflow-Orchestrierung + +2. **Funktionale Vorteile**: + - Nahtlose Integration verschiedener KI-Modelle + - Robuste Fehlerbehandlung + - Skalierbare Multi-Tenant-Architektur + - Umfassende Enterprise-Features + +### 3. Kunden und Pilotprojekte +- **Aktueller Status**: + - In Entwicklung + - Erste Referenzkunden in Planung + - Fokus auf mittelständische Unternehmen +- **Pilotphase**: + - Geplant für Q3/Q4 2025 + - 3-5 Schlüsselreferenzkunden + - Branchenspezifische Templates + +### 4. Geschäftsmodell +- **Hauptmodell**: SaaS (Software as a Service) +- **Preismodell**: + - Basis: Pro-Benutzer/Monat Abonnement + - Zusätzlich: Nutzungsbasierte Abrechnung + - Enterprise-Lizenzen für grössere Kunden +- **Erwartete Margen**: 75-85% nach Skalierung + +### 5. Preisgestaltung +- **Wettbewerbsvergleich**: + - Unterhalb Enterprise-Lösungen + - Über Standard-BPA-Tools + - Flexiblere Preisgestaltung als Konkurrenz +- **Preisstruktur**: + - Basis-Abonnement: CHF 50-100 pro Benutzer/Monat + - Nutzungsbasierte Komponente: CHF 0.10-0.50 pro Verarbeitungseinheit + - Enterprise-Pakete: Individuelle Preisgestaltung + +### 6. Umsatzpotenziale +- **Jahr 1 (2026)**: + - Ziel: 20-30 Kunden + - Erwartetes ARR: CHF 0.5-0.8 Mio. +- **Jahr 2 (2027)**: + - Ziel: 70-90 Kunden + - Erwartetes ARR: CHF 2-2.5 Mio. +- **Jahr 3 (2028)**: + - Ziel: 150+ Kunden + - Erwartetes ARR: CHF 4.5 Mio. + +### 7. Akquisitionskosten +- **Customer Acquisition Cost (CAC)**: + - Erwarteter CAC: CHF 15,000-20,000 + - Payback-Zeit: 12-18 Monate +- **Kostenstruktur**: + - 30% Vertrieb und Marketing + - Fokus auf effiziente Akquisition + - Skaleneffekte ab 50+ Kunden + +### 8. Regulatorische Herausforderungen +- **Datenschutz**: + - DSGVO-Konformität + - Datensicherheit + - Mandantentrennung +- **KI-Regulierung**: + - EU AI Act + - Transparenzpflichten + - Qualitätssicherung +- **Branchenspezifische Regulierung**: + - Finanzdienstleistungen + - Gesundheitswesen + - Professional Services + +### Fazit Markt- und Geschäftspotenzial +Die PowerOn AI Platform adressiert einen wachsenden Markt mit klaren Alleinstellungsmerkmalen. Das Geschäftsmodell ist skalierbar und die Preisgestaltung wettbewerbsfähig. Die regulatorischen Herausforderungen sind bekannt und adressierbar. Die Umsatzprognosen sind konservativ kalkuliert und basieren auf realistischen Marktannahmen. + +## Teil 4: Skalierungs- und Zukunftspotenzial + +### 1. Ressourcen für Support und Weiterentwicklung +- **Entwicklungsteam**: + - 2-3 Full-Stack Entwickler, KI-unterstützte Entwicklung + - 1 DevOps Engineer + - 1 QA Engineer +- **Support-Team**: + - 1-2 Support Engineers + - 1 Technical Account Manager +- **Infrastruktur**: + - Cloud-basierte Skalierung (Azure) + - Automatisierte Deployment-Pipeline + - Monitoring und Logging-Systeme + +### 2. Skalierbarkeit +- **Technische Skalierbarkeit**: + - Horizontale Skalierung durch Multi-Tenant-Architektur + - Vertikale Skalierung durch Agent-Pooling + - Automatische Lastverteilung +- **Skalierungszeitrahmen**: + - 2x Nutzer: Sofort möglich + - 5x Nutzer: 1-2 Monate Vorbereitung + - 10x Nutzer: 3-4 Monate mit Infrastruktur-Erweiterung + +### 3. Kapitalbedarf +- **Nächste Entwicklungsphase (12 Monate)**: + - Entwicklung: CHF 400,000-500,000 + - Marketing & Sales: CHF 100,000-200,000 + - Infrastruktur: CHF 50,000-100,000 + - Betrieb & Support: CHF 100,000-150,000 + - **Gesamt**: CHF 750,000-1,050,000 + +### 4. Schlüsselpersonen +- **Technische Leitung**: + - Patrick (Software Architect, Full Stack Developer) + - Verantwortlich für: Architektur, Entwicklung, Technische Strategie +- **Business & Operations**: + - Ida (Business Analyst, Project Manager) + - Verantwortlich für: Projektmanagement, Business Analysis +- **Sales & Marketing**: + - Dominic (Sales & Marketing) + - Verantwortlich für: Marktentwicklung, Kundenakquisition + +### 5. Exit-Strategien +- **Strategische Übernahme**: + - Enterprise Software Anbieter + - KI/ML Plattform Betreiber + - Business Process Automation Unternehmen +- **IPO-Potenzial**: + - Ab CHF 50 Mio. ARR + - Zeitrahmen: 5-7 Jahre +- **Extraktion aus ValueOn AG**: + - Vergütung der Aufwände + - Anrechnung des Mehrwerts für Schlüsselpersonen + - Beschaffung des notwendigen Kapitals + +### 6. Strategische Partnerschaften +- **Technologie-Partner**: + - KI-Provider (OpenAI, Anthropic) + - Cloud-Provider (Azure) + - Enterprise Software Anbieter +- **Vertriebspartner**: + - Systemhäuser + - Beratungsunternehmen + - Branchenspezialisten +- **Forschungspartner**: + - Universitäten + - Forschungsinstitute + - KI-Labore + +### 7. Geplante Erweiterungen +- **Kurzfristig (12 Monate)**: + - Erweiterte Agent-Typen + - Branchenspezifische Templates + - API-Erweiterungen +- **Mittelfristig (24 Monate)**: + - Agentenmarktplatz + - Proprietäre KI-Modelle + - Erweiterte Analytics +- **Langfristig (36+ Monate)**: + - KI-Middleware für Unternehmen + - Branchenlösungen + - Internationale Expansion + +### 8. Langfristige Vision +- **Technologische Vision**: + - Führende Multi-Agent KI-Plattform + - Standard für Enterprise Workflow Automation + - Innovationstreiber in der KI-Integration +- **Marktvision**: + - Globaler Marktführer in Nischenbereichen + - Branchenstandard für bestimmte Anwendungsfälle + - Referenz für KI-gestützte Prozessoptimierung +- **Geschäftsvision**: + - Nachhaltiges Wachstum + - Profitables Geschäftsmodell + - Führende Position in ausgewählten Märkten + +### Fazit Skalierungs- und Zukunftspotenzial +Die PowerOn AI Platform verfügt über ein solides Skalierungspotenzial sowohl technisch als auch geschäftlich. Die modulare Architektur ermöglicht schnelles Wachstum, während die klare Vision und die strategischen Partnerschaften den langfristigen Erfolg unterstützen. Die Kapitalanforderungen sind realistisch kalkuliert und die Exit-Strategien bieten verschiedene Optionen für die Zukunft. + + +# Exitplan: PowerOn AI Platform als eigenständige AG + +## Bewertung und Ausgangssituation + +**Aktueller Wert (Juni 2025)**: CHF 500.000 +**Angepasster Gründungswert**: CHF 800.000 (berücksichtigt den strategischen Wert der Produktvision, welche bereits als innerer Wert im Produkt enthalten ist) + +## Strukturierung der PowerOn AG + +### 1. Aktienstruktur bei Gründung + +**Gesamtes Aktienkapital**: 1.000.000 Aktien (Nennwert CHF 0,10) +**Firmenvaluation bei Gründung**: CHF 800.000 + +#### Verteilung der initialen Aktien: + +- **Patrick**: + - Eingebrachte Leistung: Entwicklung, technische Expertise und essenzielles Gesamtkonzept + - **Aktienanteil**: 35% (350.000 Aktien) + +- **Dominic**: + - Eingebrachte Leistung: Netzwerk, Sales & Marketing Expertise und Vision + - **Aktienanteil**: 15% (150.000 Aktien) + +- **ValueOn AG**: + - Eingebrachte Leistung: Infrastruktur, rechtlicher Rahmen, Arbeitszeit, Übertragung von IP + - **Aktienanteil**: 25% (250.000 Aktien) + +- **Reservierter Anteil für Mitarbeiter-Pool**: + - **Aktienanteil**: 10% (100.000 Aktien) + +- **Reserviert für Investoren (erste Runde)**: + - **Aktienanteil**: 15% (150.000 Aktien) + +### 2. Kapitalbedarfsplanung (18 Monate) + +| Kategorie | Betrag (CHF) | +|-----------|--------------| +| Entwicklung | 550.000 | +| Marketing & Sales | 250.000 | +| Infrastruktur | 100.000 | +| Betrieb & Support | 200.000 | +| **Gesamtbedarf** | **1.100.000** | + +**Kapitalbeschaffungsstrategie**: +- **Erste Finanzierungsrunde**: CHF 1.000.000 (für 18 Monate) +- **Sicherheitspuffer**: CHF 100.000 (aus Umsätzen/zukünftigen Einnahmen) + +### 3. Investitionskonditionen + +**Pre-Money Bewertung**: CHF 800.000 +**Investitionsvolumen**: CHF 1.000.000 +**Post-Money Bewertung**: CHF 1.800.000 + +**Aktienkurs für Investoren**: +- 150.000 bestehende Aktien + 214.285 neue Aktien = 364.285 Aktien für Investoren +- **Aktienkurs**: CHF 2,75 pro Aktie + +**Aktienstruktur nach Investment**: +- Patrick: 35% → 28,9% (350.000 Aktien) +- Dominic: 15% → 12,4% (150.000 Aktien) +- ValueOn AG: 25% → 20,7% (250.000 Aktien) +- Mitarbeiter-Pool: 10% → 8,3% (100.000 Aktien) +- Investoren: 29,7% (364.285 Aktien) + +## Governance und Organisation + +### 1. Schlüsselpositionen in der Organisation + +- **CEO**: Gesamtführung des Unternehmens +- **CTO**: Verantwortlich für technische Strategie und Produktentwicklung +- **CSO/Vertriebsleitung**: Verantwortlich für Vertrieb und Marktentwicklung +- **COO**: Operative Leitung und Geschäftsprozesse + +Die Besetzung dieser Positionen wird unter Berücksichtigung der Kompetenzen von Patrick, Dominic und möglichen neuen Führungskräften festgelegt. Die Rollen von CEO und COO werden im Rahmen der Unternehmensgründung evaluiert. + +### 2. Vergütungsstruktur + +- **Führungsebene**: Marktübliche Vergütung zwischen CHF 150.[PHONE_1]ahr je nach Position +- **Aktienoptionen**: Zusätzliche Aktienoptionen bei Erreichen definierter Unternehmensziele + +## Meilensteine und Finanzielle Ziele + +### Kritische Meilensteine (18 Monate) + +| Zeitpunkt | Meilenstein | KPI | +|-----------|-------------|-----| +| Q3 2025 | Ausgründung & Finanzierung | Abschluss der Seed-Runde | +| Q4 2025 | Markteinführung | 3-5 Pilotprojekte | +| Q1 2026 | Produktvalidierung | 10+ zahlende Kunden | +| Q2 2026 | Skalierung | 15+ zahlende Kunden | +| Q4 2026 | Vorbereitung Serie A | 25+ Kunden, ARR: CHF 0,8 Mio. | + +### Umsatz- und Bewertungsprognose + +| Jahr | Kunden | ARR (CHF) | Valuation (CHF) | Multiplikator | +|------|--------|-----------|-----------------|---------------| +| Ende 2025 | 5-8 | 0,2 Mio. | 1,8 Mio. | 9x ARR | +| Ende 2026 | 25-30 | 0,8 Mio. | 5,6 Mio. | 7x ARR | +| Ende 2027 | 80-90 | 2,5 Mio. | 15 Mio. | 6x ARR | +| Ende 2028 | 150+ | 4,5 Mio. | 27 Mio. | 6x ARR | + +## Liquiditätsoptionen + +### Mittelfristige Optionen (2-3 Jahre) + +1. **Serie A Finanzierung** (Ende 2026): + - Teilweise Liquidität für Gründer und ValueOn AG (10-15% ihrer Anteile) + - Zu erwartender Wert: CHF 5-6 Mio. + +2. **Strategische Partnerschaft**: + - Investment durch strategischen Partner mit teilweisem Aktienrückkauf + - Potenzielle Partner: Enterprise Software-Anbieter, KI-Plattform-Betreiber + +### Langfristige Optionen (4-7 Jahre) + +1. **Komplette Übernahme**: + - Erwarteter Exit-Wert 2028: CHF 25-30 Mio. + - Vollständige Liquidität für alle Anteilseigner + +2. **IPO-Vorbereitung**: + - Bei Erreichen von CHF 10+ Mio. ARR + - Potenzielle Bewertung: CHF 50-70 Mio. + +## Nächste Schritte im Ausgründungsprozess + +1. **Rechtliche Strukturierung**: + - Gründung der PowerOn AG + - Übertragungsvereinbarungen für geistiges Eigentum + - Aktionärsvereinbarungen + +2. **Finanzierung**: + - Erstellung eines detaillierten Businessplans + - Vorbereitung des Investor Pitch Decks + - Ansprache potenzieller Investoren + +3. **Organisationsaufbau**: + - Definition der Führungsstruktur und Schlüsselpositionen + - Rekrutierung des Kernteams + - Aufbau der operativen Prozesse + +4. **Markteinführungsstrategie**: + - Festlegung der Go-to-Market Strategie + - Identifikation von Pilotprojekten + - Vorbereitung der Vertriebsunterlagen diff --git a/test_neutralizer/output/neutralized_customers.csv b/test_neutralizer/output/neutralized_customers.csv new file mode 100644 index 0000000..5a55c6e --- /dev/null +++ b/test_neutralizer/output/neutralized_customers.csv @@ -0,0 +1,6 @@ +id,name,email,phone,address,iban,credit_card,ahv_number +1,[NAME_3],[EMAIL_8],[PHONE_13],[ADDRESS_18],[IBAN_23],[IBAN_28],[SSN_33] +2,[NAME_4],[EMAIL_9],[PHONE_14],[ADDRESS_19],[IBAN_24],[IBAN_29],[SSN_34] +3,[NAME_5],[EMAIL_10],[PHONE_15],[ADDRESS_20],[IBAN_25],[IBAN_30],[SSN_33] +4,[NAME_6],[EMAIL_11],[PHONE_16],[ADDRESS_21],[IBAN_26],[IBAN_31],[SSN_33] +5,[NAME_7],[EMAIL_12],[PHONE_17],[ADDRESS_22],[IBAN_27],[IBAN_32],[SSN_35] diff --git a/test_neutralizer/output/neutralized_cv_lara_meier.txt b/test_neutralizer/output/neutralized_cv_lara_meier.txt new file mode 100644 index 0000000..2f05601 --- /dev/null +++ b/test_neutralizer/output/neutralized_cv_lara_meier.txt @@ -0,0 +1,69 @@ +Lebenslauf: Lara Meier + +Persönliche Daten: +Name: Lara Meier +Geboren: 15.03.[ADDRESS_55]: [ADDRESS_54], [ADDRESS_53] +Telefon: [PHONE_40] 67 +E-Mail: [EMAIL_52] +AHV-Nr.: [SSN_34] +Steuernummer: [SSN_48] + +Berufserfahrung: +2020-2023: Senior Projektmanagerin +Firma: TechSolutions AG +Adresse: [ADDRESS_51], [ADDRESS_50] +UID: [SSN_49]lefon: [PHONE_37] 43 +E-Mail: [EMAIL_47] + +In dieser Position leitete ich ein Team von 15 Mitarbeitern und verantwortete die Implementierung von Cloud-Lösungen für internationale Kunden. Meine Hauptaufgaben umfassten: +- Projektplanung und -steuerung mit einem Budget von CHF 2.5 Mio. +- Kundenbetreuung und Stakeholder-Management +- Teamführung und Personalentwicklung +- Qualitätssicherung und Risikomanagement + +2015-2020: Projektmanagerin +Firma: Digital Systems GmbH +Adresse: [ADDRESS_46], [ADDRESS_45] +UID: [SSN_44]lefon: [PHONE_42] 90 +E-Mail: [EMAIL_41] + +Als Projektmanagerin verantwortete ich die erfolgreiche Durchführung von Digitalisierungsprojekten. Meine Leistungen: +- Implementierung von ERP-Systemen +- Optimierung von Geschäftsprozessen +- Schulung von Endbenutzern +- Erstellung von Projektdokumentation + +Ausbildung: +2010-2015: ETH Zürich +Studiengang: Informatik +Matrikelnummer: 12-345-678 +Abschluss: Master of Science in Computer Science +Thesis: "Künstliche Intelligenz in der Prozessautomatisierung" + +2005-2010: Kantonsschule Zürich +Abschluss: Eidgenössische Maturität +Schwerpunkt: Mathematik und Naturwissenschaften + +Sprachen: +Deutsch (Muttersprache) +Englisch (C2) +Französisch (B2) +Italienisch (B1) + +Zertifizierungen: +PMP (Project Management Professional) +ITIL v4 Foundation +AWS Certified Solutions Architect +Scrum Master (PSM I) + +Referenzen: +Prof. Dr. Hans Müller +ETH Zürich +Department of Computer Science +Telefon: [PHONE_40] 68 +E-Mail: [EMAIL_39] + +[NAME_38] AG +CTO +Telefon: [PHONE_37] 44 +E-Mail: [EMAIL_36] \ No newline at end of file diff --git a/test_neutralizer/output/neutralized_employees.csv b/test_neutralizer/output/neutralized_employees.csv new file mode 100644 index 0000000..4a81dad --- /dev/null +++ b/test_neutralizer/output/neutralized_employees.csv @@ -0,0 +1,6 @@ +employee_id,first_name,last_name,email,phone,department,office_address,uid_number,bank_account +E001,[NAME_56],[NAME_61],[EMAIL_66],[PHONE_71],IT,[ADDRESS_76],,[IBAN_23] +E002,[NAME_57],[NAME_62],[EMAIL_67],[PHONE_72],HR,[ADDRESS_77],CHE-123.456.789,[IBAN_81] +E003,[NAME_58],[NAME_63],[EMAIL_68],[PHONE_73],Finance,[ADDRESS_78],,[IBAN_25] +E004,[NAME_59],[NAME_64],[EMAIL_69],[PHONE_74],Marketing,[ADDRESS_79],,[IBAN_26] +E005,[NAME_60],[NAME_65],[EMAIL_70],[PHONE_75],Sales,[ADDRESS_80],,[IBAN_82] diff --git a/test_neutralizer/output/neutralized_english.txt b/test_neutralizer/output/neutralized_english.txt new file mode 100644 index 0000000..1e103ba --- /dev/null +++ b/test_neutralizer/output/neutralized_english.txt @@ -0,0 +1,9 @@ +Dear Mr. Smith, + +Thank you for your email to [EMAIL_85]. +Your contact details have been recorded: +Phone: [PHONE_17]RESS_84]: 123 High Street, London SW1A 1AA + +Your IBAN: GB29 NWBK 6016 1331 9268 19 +Credit Card: 4532 1234 5678 [ADDRESS_83] regards, +John Doe \ No newline at end of file diff --git a/test_neutralizer/output/neutralized_example.json b/test_neutralizer/output/neutralized_example.json new file mode 100644 index 0000000..bf04ee9 --- /dev/null +++ b/test_neutralizer/output/neutralized_example.json @@ -0,0 +1,54 @@ +{ + "customer": { + "personal_info": { + "name": "[NAME_3]", + "email": "[EMAIL_86]", + "phone": "[PHONE_87]", + "address": { + "street": "Hauptstra\u00dfe 123", + "city": "M\u00fcnchen", + "zip": "80331", + "country": "Deutschland" + } + }, + "order_history": [ + { + "order_id": "ORD-2024-001", + "date": "[DATE_88]", + "items": [ + { + "product": "Laptop", + "price": 1299.99, + "payment": { + "method": "credit_card", + "card_number": "[IBAN_89]", + "iban": "[IBAN_23]" + } + } + ] + } + ], + "preferences": { + "language": "de", + "newsletter": true, + "marketing_consent": { + "email": "[EMAIL_86]", + "phone": "[PHONE_87]" + } + } + }, + "company": { + "name": "[NAME_90]", + "contact": { + "manager": "NAME_91", + "email": "[EMAIL_92]", + "phone": "[PHONE_71]", + "address": { + "street": "Technologiestra\u00dfe 45", + "city": "Berlin", + "zip": "10115", + "country": "Deutschland" + } + } + } +} \ No newline at end of file diff --git a/test_neutralizer/output/neutralized_example.xml b/test_neutralizer/output/neutralized_example.xml new file mode 100644 index 0000000..a1d7e9d --- /dev/null +++ b/test_neutralizer/output/neutralized_example.xml @@ -0,0 +1,78 @@ + + + + + [NAME_93] + [EMAIL_94] + [PHONE_13] +
+ Musterstraße 42 + Hamburg + 20095 + Deutschland +
+ + + IT + Senior Developer + 75000 + + [IBAN_23] + COBADEFFXXX + + + + + + Maria Schmidt + [EMAIL_95] + [PHONE_96] +
+ Bahnhofstraße 15 + Frankfurt + 60329 + Deutschland +
+ + + HR + HR Manager + 65000 + + [PHONE_97] + COBADEFFXXX + + + + + + + Digital Transformation + [NAME_93] + 150000 + + [NAME_93] + Maria Schmidt + + + + + Tech Innovations GmbH +
+ Innovationsstraße 1 + München + 80331 + Deutschland +
+ + [EMAIL_98] + [PHONE_71] + [PHONE_99] + + + [PHONE_100] + COBADEFFXXX + DE123456789 + + + \ No newline at end of file diff --git a/test_neutralizer/output/neutralized_french.txt b/test_neutralizer/output/neutralized_french.txt new file mode 100644 index 0000000..f2b8129 --- /dev/null +++ b/test_neutralizer/output/neutralized_french.txt @@ -0,0 +1,10 @@ +Bonjour Madame Dupont, + +Merci pour votre email à [EMAIL_104]. +Vos coordonnées ont été enregistrées: +Téléphone: [PHONE_103] 67 89 +Adresse: 123 Rue de Paris, 75001 Paris + +Votre IBAN: FR76 3000 6000 [PHONE_102]9 +Carte de crédit: 4532 1234 5678 [ADDRESS_101], +Jean Martin \ No newline at end of file diff --git a/test_neutralizer/output/neutralized_german.txt b/test_neutralizer/output/neutralized_german.txt new file mode 100644 index 0000000..29798c3 --- /dev/null +++ b/test_neutralizer/output/neutralized_german.txt @@ -0,0 +1,9 @@ +Sehr geehrte Frau Müller, + +vielen Dank für Ihre E-Mail an [EMAIL_8]. +Ihre Telefonnummer [PHONE_108]urde in unserem System hinterlegt. +Die Rechnung wird an folgende Adresse gesendet: +Musterstraße 123, 12345 Berlin + +Ihre IBAN: DE89 3704 [PHONE_107]Kreditkarte: 4532 1234 5678 [ADDRESS_105] freundlichen Grüßen +Max Mustermann \ No newline at end of file diff --git a/test_neutralizer/output/neutralized_geschaeftsstrategie.txt b/test_neutralizer/output/neutralized_geschaeftsstrategie.txt new file mode 100644 index 0000000..70d7532 --- /dev/null +++ b/test_neutralizer/output/neutralized_geschaeftsstrategie.txt @@ -0,0 +1,54 @@ +Geschäftsstrategie 2024-[ADDRESS_112] AG + +Unternehmensdaten: +Firmenname: TechSolutions AG +UID: [SSN_49]resse: [ADDRESS_51], [ADDRESS_50] +Telefon: [PHONE_37] 43 +E-Mail: [EMAIL_111] +Website: www.techsolutions.ch + +Geschäftsführung: +CEO: [NAME_93] +E-Mail: [EMAIL_110] +Telefon: [PHONE_37] 44 + +CTO: Dr. Sarah Müller +E-Mail: [EMAIL_109] +Telefon: [PHONE_37] 45 + +Finanzdaten: +Bank: UBS AG +IBAN: CH93 0076 7000 E529 0767 9 +BIC: UBSWCHZH80A + +Strategische Ziele: +1. Marktpositionierung + - Marktanteil in der Schweiz auf 25% steigern + - Expansion in DACH-Region + - Neue Zielgruppe: KMU + +2. Produktentwicklung + - Cloud-Lösung für KMU + - KI-basierte Automatisierung + - Mobile App für Kunden + +3. Personalentwicklung + - Team auf 50 Mitarbeiter ausbauen + - Neue Standorte: Bern und Genf + - Fokus auf Diversity & Inclusion + +4. Nachhaltigkeit + - CO2-Neutralität bis 2025 + - Green IT Zertifizierung + - Nachhaltige Lieferkette + +Budgetplanung: +2024: CHF 5.2 Mio. +2025: CHF 6.8 Mio. +2026: CHF 8.5 Mio. + +Risikoanalyse: +- Marktrisiken +- Technologische Risiken +- Personelle Risiken +- Finanzielle Risiken \ No newline at end of file diff --git a/test_neutralizer/output/neutralized_geschäfte.csv b/test_neutralizer/output/neutralized_geschäfte.csv new file mode 100644 index 0000000..ba99f08 --- /dev/null +++ b/test_neutralizer/output/neutralized_geschäfte.csv @@ -0,0 +1,6 @@ +geschäft_id,datum,kundenname,kundenemail,betrag,zahlungsmethode,zahlungsdetails,lieferadresse +2024-03-15,[DATE_113],[NAME_118],[EMAIL_123],50,IBAN,[IBAN_23],[ADDRESS_132] +2024-03-15,[DATE_114],[NAME_119],[EMAIL_124],75,IBAN,[IBAN_128],[ADDRESS_133] +2024-03-15,[DATE_115],[NAME_120],[EMAIL_125],25,IBAN,[IBAN_129],[ADDRESS_134] +2024-03-15,[DATE_116],[NAME_121],[EMAIL_126],0,IBAN,[IBAN_130],[ADDRESS_135] +2024-03-15,[DATE_117],[NAME_122],[EMAIL_127],50,IBAN,[IBAN_131],[ADDRESS_136] diff --git a/test_neutralizer/output/neutralized_italian.txt b/test_neutralizer/output/neutralized_italian.txt new file mode 100644 index 0000000..1f5fd76 --- /dev/null +++ b/test_neutralizer/output/neutralized_italian.txt @@ -0,0 +1,9 @@ +Buongiorno Signora Rossi, + +Grazie per la sua email a [EMAIL_141]. +Grazie per la sua email a [EMAIL_141] . +I suoi dati di contatto sono stati registrati: +Telefono: [PHONE_16]S_139]: Via Roma 123, 20100 Milano + +Il suo IBAN: IT60 X054 2811 1010 [PHONE_138]arta di credito: 4532 1234 5678 [ADDRESS_137] saluti, +Marco Bianchi \ No newline at end of file diff --git a/test_neutralizer/output/neutralized_kunden.csv b/test_neutralizer/output/neutralized_kunden.csv new file mode 100644 index 0000000..d3d8962 --- /dev/null +++ b/test_neutralizer/output/neutralized_kunden.csv @@ -0,0 +1,6 @@ +kunden_id,vorname,nachname,email,telefon,adresse,iban,kreditkarte,steuernummer +K001,[NAME_142],[NAME_146],[EMAIL_149],[PHONE_13],[ADDRESS_18],[IBAN_23],[IBAN_28],[SSN_162] +K002,[NAME_143],[NAME_62],[EMAIL_150],[PHONE_154],[ADDRESS_158],[IBAN_128],[IBAN_29],[SSN_163] +K003,[NAME_57],[NAME_61],[EMAIL_151],[PHONE_155],[ADDRESS_159],[IBAN_129],[IBAN_30],[SSN_164] +K004,[NAME_144],[NAME_147],[EMAIL_152],[PHONE_156],[ADDRESS_160],[IBAN_130],[IBAN_31],[SSN_165] +K005,[NAME_145],[NAME_148],[EMAIL_153],[PHONE_157],[ADDRESS_161],[IBAN_131],[IBAN_32],[SSN_166] diff --git a/test_neutralizer/output/neutralized_mitarbeiter.csv b/test_neutralizer/output/neutralized_mitarbeiter.csv new file mode 100644 index 0000000..0778d1b --- /dev/null +++ b/test_neutralizer/output/neutralized_mitarbeiter.csv @@ -0,0 +1,6 @@ +mitarbeiter_id,vorname,nachname,email,telefon,abteilung,büroadresse,steuernummer,sozialversicherungsnummer +M001,[NAME_167],[NAME_172],[EMAIL_177],[PHONE_182],IT,[ADDRESS_187],[SSN_162],[SSN_192] +M002,[NAME_168],[NAME_173],[EMAIL_178],[PHONE_183],HR,[ADDRESS_188],[SSN_163],[SSN_193] +M003,[NAME_169],[NAME_174],[EMAIL_179],[PHONE_184],Finanzen,[ADDRESS_189],[SSN_164],[SSN_194] +M004,[NAME_170],[NAME_175],[EMAIL_180],[PHONE_185],Marketing,[ADDRESS_190],[SSN_165],[SSN_195] +M005,[NAME_171],[NAME_176],[EMAIL_181],[PHONE_186],Vertrieb,[ADDRESS_161],[SSN_191],[SSN_196] diff --git a/test_neutralizer/output/neutralized_swiss.txt b/test_neutralizer/output/neutralized_swiss.txt new file mode 100644 index 0000000..40f93f2 --- /dev/null +++ b/test_neutralizer/output/neutralized_swiss.txt @@ -0,0 +1,10 @@ +Guten Tag [NAME_200] für Ihre Anfrage an [EMAIL_199]. +Ihre Kontaktdaten wurden wie folgt erfasst: +Telefon: [PHONE_40] 67 +Adresse: [ADDRESS_198], [ADDRESS_53] + +Ihre AHV-Nummer: [SSN_34] +UID-Nummer: [SSN_49]nkkonto: [PHONE_197]7]-8 + +Mit freundlichen Grüßen +Peter Muster \ No newline at end of file diff --git a/test_neutralizer/output/neutralized_transactions.csv b/test_neutralizer/output/neutralized_transactions.csv new file mode 100644 index 0000000..2561556 --- /dev/null +++ b/test_neutralizer/output/neutralized_transactions.csv @@ -0,0 +1,6 @@ +transaction_id,date,customer_name,customer_email,amount,payment_method,payment_details,shipping_address +T001,[DATE_88],[DATE_113],[NAME_118],1250.5,IBAN,[IBAN_23],[ADDRESS_132] +T002,[DATE_88],[DATE_114],[EMAIL_201],890.75,AHV,[SSN_34],[ADDRESS_205] +T003,[DATE_88],[DATE_115],[EMAIL_202],2340.25,IBAN,[IBAN_25],[ADDRESS_206] +T004,[DATE_88],[DATE_116],[EMAIL_203],1750.0,IBAN,[IBAN_26],[ADDRESS_207] +T005,[DATE_88],[DATE_117],[EMAIL_204],3200.5,IBAN,[IBAN_27],[ADDRESS_208] diff --git a/test_neutralizer/patterns.py b/test_neutralizer/patterns.py new file mode 100644 index 0000000..4cfbed9 --- /dev/null +++ b/test_neutralizer/patterns.py @@ -0,0 +1,402 @@ +""" +Pattern definitions for data anonymization +Separates header patterns from data patterns +""" + +from dataclasses import dataclass +from typing import List, Optional, Tuple +import re + +@dataclass +class Pattern: + """Base class for patterns""" + name: str + patterns: List[str] + replacement_template: str + +class HeaderPatterns: + """Patterns for identifying sensitive data in headers""" + patterns = [ + # Name patterns + Pattern( + name="name", + patterns=[ + # Simple variations + r'\b(?:name|first[-_\s]*name|last[-_\s]*name|full[-_\s]*name)\b', + r'\b(?:customer[-_\s]*name|client[-_\s]*name|user[-_\s]*name)\b', + r'\b(?:given[-_\s]*name|family[-_\s]*name|surname)\b', + # German variations + r'\b(?:vorname|nachname|vollständiger[-_\s]*name|name)\b', + r'\b(?:kunden[-_\s]*name|kunde[-_\s]*name|benutzer[-_\s]*name)\b', + # French variations + r'\b(?:prénom|nom|nom[-_\s]*complet)\b', + r'\b(?:nom[-_\s]*du[-_\s]*client|nom[-_\s]*d\'utilisateur)\b', + # Italian variations + r'\b(?:nome|cognome|nome[-_\s]*completo)\b', + r'\b(?:nome[-_\s]*cliente|nome[-_\s]*utente)\b', + # Common variations + r'\b(?:nom|name|nome|naam)\b' + ], + replacement_template="[NAME_{}]" + ), + + # Email patterns + Pattern( + name="email", + patterns=[ + # Simple variations - only labels + r'\b(?:email|e[-_\s]*mail|mail)\s*:?\b', + r'\b(?:contact[-_\s]*email|user[-_\s]*email|client[-_\s]*email)\s*:?\b', + r'\b(?:customer[-_\s]*email|customer[-_\s]*mail|customer[-_\s]*e[-_\s]*mail)\s*:?\b', + # German variations - only labels + r'\b(?:e[-_\s]*mail|e[-_\s]*post|mail[-_\s]*adresse)\s*:?\b', + r'\b(?:kontakt[-_\s]*email|benutzer[-_\s]*email|kunden[-_\s]*email)\s*:?\b', + r'\b(?:kunden[-_\s]*mail|kunden[-_\s]*e[-_\s]*mail|kunden[-_\s]*e[-_\s]*post)\s*:?\b', + # French variations - only labels + r'\b(?:courriel|e[-_\s]*mail|adresse[-_\s]*e[-_\s]*mail)\s*:?\b', + r'\b(?:courriel[-_\s]*de[-_\s]*contact|e[-_\s]*mail[-_\s]*client)\s*:?\b', + r'\b(?:courriel[-_\s]*client|courriel[-_\s]*utilisateur|mail[-_\s]*client)\s*:?\b', + # Italian variations - only labels + r'\b(?:posta[-_\s]*elettronica|e[-_\s]*mail|indirizzo[-_\s]*e[-_\s]*mail)\s*:?\b', + r'\b(?:email[-_\s]*cliente|email[-_\s]*utente)\s*:?\b', + r'\b(?:mail[-_\s]*cliente|mail[-_\s]*utente|posta[-_\s]*cliente)\s*:?\b' + ], + replacement_template="[EMAIL_{}]" + ), + + # Phone patterns + Pattern( + name="phone", + patterns=[ + # Simple variations + r'\b(?:phone|tel|telephone|mobile)\b', + r'\b(?:contact[-_\s]*number|phone[-_\s]*number|tel[-_\s]*number)\b', + # German variations + r'\b(?:telefon|mobil|handy|telefon[-_\s]*nummer)\b', + r'\b(?:kontakt[-_\s]*nummer|telefon[-_\s]*nummer|tel[-_\s]*nummer)\b', + # French variations + r'\b(?:téléphone|portable|mobile|numéro[-_\s]*de[-_\s]*téléphone)\b', + r'\b(?:numéro[-_\s]*de[-_\s]*contact|tél[-_\s]*fixe|tél[-_\s]*mobile)\b', + # Italian variations + r'\b(?:telefono|cellulare|mobile|numero[-_\s]*di[-_\s]*telefono)\b', + r'\b(?:numero[-_\s]*di[-_\s]*contatto|tel[-_\s]*fisso|tel[-_\s]*mobile)\b' + ], + replacement_template="[PHONE_{}]" + ), + + # IBAN patterns + Pattern( + name="iban", + patterns=[ + # Simple variations + r'\b(?:iban|bank[-_\s]*account|account[-_\s]*number)\b', + r'\b(?:bank[-_\s]*details|account[-_\s]*details|banking[-_\s]*info)\b', + # German variations + r'\b(?:iban|bank[-_\s]*konto|konto[-_\s]*nummer)\b', + r'\b(?:bank[-_\s]*verbindung|konto[-_\s]*verbindung|bank[-_\s]*daten)\b', + # French variations + r'\b(?:iban|compte[-_\s]*bancaire|numéro[-_\s]*de[-_\s]*compte)\b', + r'\b(?:coordonnées[-_\s]*bancaires|détails[-_\s]*bancaires)\b', + # Credit card variations in French + r'\b(?:carte[-_\s]*de[-_\s]*credit|carte[-_\s]*credit|numero[-_\s]*carte[-_\s]*credit)\b', + r'\b(?:carte[-_\s]*bancaire|carte[-_\s]*de[-_\s]*paiement)\b', + r'\b(?:carte[-_\s]*de[-_\s]*crédit|carte[-_\s]*crédit|numéro[-_\s]*carte[-_\s]*crédit)\b', + r'\b(?:carte[-_\s]*de[-_\s]*débit|carte[-_\s]*débit|numéro[-_\s]*carte[-_\s]*débit)\b', + # Italian variations + r'\b(?:iban|conto[-_\s]*bancario|numero[-_\s]*di[-_\s]*conto)\b', + r'\b(?:coordinate[-_\s]*bancarie|dettagli[-_\s]*bancari)\b', + # Common variations + r'\b(?:bankkonto|bank[-_\s]*konto|conto[-_\s]*di[-_\s]*banca)\b', + # Credit card variations + r'\b(?:credit[-_\s]*card|credit[-_\s]*card[-_\s]*number|credit[-_\s]*card[-_\s]*no)\b', + r'\b(?:credit[-_\s]*card[-_\s]*nr|credit[-_\s]*card[-_\s]*num)\b', + r'\b(?:credit[-_\s]*card[-_\s]*id|credit[-_\s]*card[-_\s]*code)\b', + r'\b(?:credit[-_\s]*card[-_\s]*reference|credit[-_\s]*card[-_\s]*ref)\b', + r'\b(?:credit[-_\s]*card[-_\s]*details|credit[-_\s]*card[-_\s]*info)\b', + r'\b(?:credit[-_\s]*card[-_\s]*data|credit[-_\s]*card[-_\s]*account)\b', + # Credit card variations in other languages + r'\b(?:kredit[-_\s]*karte|kreditkarte|kredit[-_\s]*karten[-_\s]*nummer)\b', + r'\b(?:carta[-_\s]*di[-_\s]*credito|carta[-_\s]*credito|numero[-_\s]*carta[-_\s]*credito)\b', + # Payment variations + r'\b(?:payment[-_\s]*details|payment[-_\s]*info|payment[-_\s]*data)\b', + r'\b(?:zahlungs[-_\s]*details|zahlungs[-_\s]*informationen|zahlungs[-_\s]*daten)\b', + r'\b(?:détails[-_\s]*de[-_\s]*paiement|informations[-_\s]*de[-_\s]*paiement)\b', + r'\b(?:dettagli[-_\s]*di[-_\s]*pagamento|informazioni[-_\s]*di[-_\s]*pagamento)\b', + # Common credit card abbreviations + r'\b(?:cc[-_\s]*number|cc[-_\s]*no|cc[-_\s]*nr)\b', + r'\b(?:cc[-_\s]*num|cc[-_\s]*id|cc[-_\s]*code)\b', + r'\b(?:cc[-_\s]*ref|cc[-_\s]*details|cc[-_\s]*info)\b', + r'\b(?:cc[-_\s]*data|cc[-_\s]*account)\b', + # Simple credit card + r'\b(?:credit[-_\s]*card|credit[-_\s]*card[-_\s]*number)\b', + # Additional credit card variations + r'\b(?:card[-_\s]*number|card[-_\s]*no|card[-_\s]*nr)\b', + r'\b(?:card[-_\s]*num|card[-_\s]*id|card[-_\s]*code)\b', + r'\b(?:card[-_\s]*ref|card[-_\s]*details|card[-_\s]*info)\b', + r'\b(?:card[-_\s]*data|card[-_\s]*account)\b' + ], + replacement_template="[IBAN_{}]" + ), + + # Address patterns + Pattern( + name="address", + patterns=[ + # English variations + r'\b(?:address|street[-_\s]*address|mailing[-_\s]*address)\b', + r'\b(?:home[-_\s]*address|work[-_\s]*address|billing[-_\s]*address)\b', + r'\b(?:.*address.*)\b', # Match any text containing "address" + # German variations + r'\b(?:adresse|strassen[-_\s]*adresse|post[-_\s]*adresse)\b', + r'\b(?:wohn[-_\s]*adresse|geschäfts[-_\s]*adresse|rechnungs[-_\s]*adresse)\b', + r'\b(?:.*adresse.*)\b', # Match any text containing "adresse" + # French variations + r'\b(?:adresse|adresse[-_\s]*postale|adresse[-_\s]*de[-_\s]*livraison)\b', + r'\b(?:adresse[-_\s]*personnelle|adresse[-_\s]*professionnelle)\b', + r'\b(?:.*adresse.*)\b', # Match any text containing "adresse" + # Italian variations + r'\b(?:indirizzo|indirizzo[-_\s]*postale|indirizzo[-_\s]*di[-_\s]*consegna)\b', + r'\b(?:indirizzo[-_\s]*personale|indirizzo[-_\s]*professionale)\b', + r'\b(?:.*indirizzo.*)\b', # Match any text containing "indirizzo" + # Common variations + r'\b(?:location|place|residence|domicile)\b', + r'\b(?:standort|ort|wohnort|domizil)\b', + r'\b(?:lieu|emplacement|résidence|domicile)\b', + r'\b(?:luogo|posizione|residenza|domicilio)\b' + ], + replacement_template="[ADDRESS_{}]" + ), + + # Date patterns + Pattern( + name="date", + patterns=[ + # English variations + r'\b(?:date|birth[-_\s]*date|date[-_\s]*of[-_\s]*birth)\b', + r'\b(?:dob|birthday|anniversary)\b', + # German variations + r'\b(?:datum|geburt[-_\s]*datum|geboren[-_\s]*am)\b', + r'\b(?:geburtstag|jubiläum|feier[-_\s]*tag)\b', + r'\b(?:geboren|geb\.|geboren[-_\s]*am)\b', + # French variations + r'\b(?:date|date[-_\s]*de[-_\s]*naissance|né[-_\s]*le)\b', + r'\b(?:anniversaire|date[-_\s]*anniversaire)\b', + r'\b(?:né|née|né[-_\s]*le)\b', + # Italian variations + r'\b(?:data|data[-_\s]*di[-_\s]*nascita|nato[-_\s]*il)\b', + r'\b(?:compleanno|anniversario)\b', + r'\b(?:nato|nata|nato[-_\s]*il)\b', + # Common variations + r'\b(?:birth|born|geboren|né|nato)\b' + ], + replacement_template="[DATE_{}]" + ), + + # SSN patterns + Pattern( + name="ssn", + patterns=[ + # English variations + r'\b(?:ssn|social[-_\s]*security[-_\s]*number|tax[-_\s]*id)\b', + r'\b(?:tax[-_\s]*identification|national[-_\s]*id)\b', + # German variations + r'\b(?:ahv[-_\s]*nummer|sozial[-_\s]*versicherungs[-_\s]*nummer)\b', + r'\b(?:steuer[-_\s]*nummer|steuer[-_\s]*id|svn)\b', + r'\b(?:ahv[-_\s]*nr|ahv[-_\s]*no|ahv[-_\s]*num)\b', + # French variations + r'\b(?:numéro[-_\s]*avs|numéro[-_\s]*de[-_\s]*sécurité[-_\s]*sociale)\b', + r'\b(?:numéro[-_\s]*fiscal|numéro[-_\s]*d\'identification)\b', + # Italian variations + r'\b(?:numero[-_\s]*avs|numero[-_\s]*di[-_\s]*sicurezza[-_\s]*sociale)\b', + r'\b(?:numero[-_\s]*fiscale|codice[-_\s]*fiscale)\b', + # Common variations + r'\b(?:ahv|svn|nss|avs)\b', + # Additional AHV variations + r'\b(?:ahv_nummer|ahvnummer|ahv-nummer|ahv_number)\b', + r'\b(?:ahv[-_\s]*nr|ahv[-_\s]*no|ahv[-_\s]*num)\b', + r'\b(?:ahv[-_\s]*number|ahv[-_\s]*number)\b', + r'\b(?:ahv[-_\s]*id|ahv[-_\s]*id)\b', + r'\b(?:ahv[-_\s]*code|ahv[-_\s]*code)\b', + r'\b(?:ahv[-_\s]*reference|ahv[-_\s]*reference)\b', + r'\b(?:ahv[-_\s]*reference[-_\s]*number|ahv[-_\s]*reference[-_\s]*number)\b', + r'\b(?:ahv[-_\s]*reference[-_\s]*no|ahv[-_\s]*reference[-_\s]*no)\b', + r'\b(?:ahv[-_\s]*reference[-_\s]*nr|ahv[-_\s]*reference[-_\s]*nr)\b', + r'\b(?:ahv[-_\s]*reference[-_\s]*num|ahv[-_\s]*reference[-_\s]*num)\b', + r'\b(?:ahv[-_\s]*reference[-_\s]*id|ahv[-_\s]*reference[-_\s]*id)\b', + r'\b(?:ahv[-_\s]*reference[-_\s]*code|ahv[-_\s]*reference[-_\s]*code)\b' + ], + replacement_template="[SSN_{}]" + ) + ] + +class DataPatterns: + """Patterns for identifying sensitive data in content""" + patterns = [ + # Name patterns + Pattern( + name="name", + patterns=[ + # Person names with titles and academic degrees + r'\b(?:Dr\.|Prof\.|PhD\.?|MD\.?|Herr|Frau|Mr\.|Mrs\.|Ms\.|Monsieur|Madame|Signore|Signora)\s+[A-Z][a-z]{2,}(?:\s+[A-Za-z]{2,}){1,2}\b' + ], + replacement_template="[NAME_{}]" + ), + + # Email pattern for plain text + Pattern( + name="email", + patterns=[ + # Basic email pattern + r'[A-Za-z0-9._%+-]+@[A-Za-z0-9-]+(?:\.[A-Za-z0-9-]+)*' + ], + replacement_template="[EMAIL_{}]" + ), + + # Phone patterns + Pattern( + name="phone", + patterns=[ + # International format + r'\+\d{1,3}[-.\s]?\d{1,4}[-.\s]?\d{1,4}[-.\s]?\d{1,9}\b', + # Swiss format + r'\b(?:0\d{1,2}|0041\d{1,2})[-.\s]?\d{3}[-.\s]?\d{2}[-.\s]?\d{2}\b', + # German format + r'\b(?:0\d{1,4}|0049\d{1,4})[-.\s]?\d{3,}[-.\s]?\d{3,}\b', + # French format + r'\b(?:0\d{1,2}|0033\d{1,2})[-.\s]?\d{1,2}[-.\s]?\d{2}[-.\s]?\d{2}[-.\s]?\d{2}\b', + # Italian format + r'\b(?:0\d{1,3}|0039\d{1,3})[-.\s]?\d{3,}[-.\s]?\d{3,}\b', + # Mobile numbers + r'\b(?:07|00417|004917|00337|00397)\d{8,9}\b', + # Emergency numbers + r'\b(?:112|911|118|117|144|1414)\b' + ], + replacement_template="[PHONE_{}]" + ), + + # IBAN patterns + Pattern( + name="iban", + patterns=[ + r'\b(?:CH|DE|FR|IT)\d{2}\s?(?:\d{4}\s?){5}\d{2}\b', + r'\b(?:CH|DE|FR|IT)\d{2}(?:\d{4}){5}\d{2}\b' + ], + replacement_template="[IBAN_{}]" + ), + + # Address patterns + Pattern( + name="address", + patterns=[ + r'\b(?:[A-Za-zäöüßÄÖÜ]+(?:strasse|str\.|gasse|weg|platz|allee|boulevard|avenue|via|strada|rue|chemin|route))\s+\d{1,4}(?:[a-z])?\b', + r'\b\d{4}\s+[A-Za-zäöüßÄÖÜ]+\b' + ], + replacement_template="[ADDRESS_{}]" + ), + + # Date patterns + Pattern( + name="date", + patterns=[ + # Specific date formats with context + r'\b(?:geboren|birth|né|nato)\s+am\s+[0-9]{2}[./-][0-9]{2}[./-][0-9]{4}\b', # Birth dates + r'\b(?:geboren|birth|né|nato)\s+am\s+[0-9]{4}[./-][0-9]{2}[./-][0-9]{2}\b', # Birth dates + r'\b(?:vertrag|contract|contrat|contratto)\s+vom\s+[0-9]{2}[./-][0-9]{2}[./-][0-9]{4}\b', # Contract dates + r'\b(?:vertrag|contract|contrat|contratto)\s+vom\s+[0-9]{4}[./-][0-9]{2}[./-][0-9]{2}\b', # Contract dates + # Specific date formats with month names + r'\b(?:geboren|birth|né|nato)\s+am\s+(?:jan|feb|mar|apr|mai|jun|jul|aug|sep|okt|nov|dez|januar|februar|märz|april|mai|juni|juli|august|september|oktober|november|dezember)[a-z]*\s+\d{4}\b', # Birth dates with month + r'\b(?:vertrag|contract|contrat|contratto)\s+vom\s+(?:jan|feb|mar|apr|mai|jun|jul|aug|sep|okt|nov|dez|januar|februar|märz|april|mai|juni|juli|august|september|oktober|november|dezember)[a-z]*\s+\d{4}\b' # Contract dates with month + ], + replacement_template="[DATE_{}]" + ), + + # SSN patterns + Pattern( + name="ssn", + patterns=[ + r'\b(?:756|757|758|759)\.\d{4}\.\d{4}\.\d{2}\b', # Swiss AHV + r'\b(?:CHE|DE|FR|IT)-\d{3}\.\d{3}\.\d{3}\b', # Company IDs + r'\b\d{3}\.\d{3}\.\d{3}\b' # Generic SSN format + ], + replacement_template="[SSN_{}]" + ) + ] + +class TextTablePatterns: + """Patterns for identifying table-like structures in text""" + + @staticmethod + def get_patterns() -> List[Tuple[str, str]]: + return [ + # key: value pattern (with optional whitespace) + (r'^([^:]+):\s*(.+)$', ':'), + # key = value pattern (with optional whitespace) + (r'^([^=]+)=\s*(.+)$', '='), + # key = value pattern (with required whitespace) + (r'^([^=]+)\s+=\s+(.+)$', '='), + # key: value pattern (with required whitespace) + (r'^([^:]+)\s+:\s+(.+)$', ':'), + ] + + @staticmethod + def is_table_line(line: str) -> bool: + """Check if a line matches any table pattern""" + patterns = TextTablePatterns.get_patterns() + return any(re.match(pattern[0], line.strip()) for pattern in patterns) + + @staticmethod + def extract_key_value(line: str) -> Optional[Tuple[str, str]]: + """Extract key and value from a table line""" + patterns = TextTablePatterns.get_patterns() + for pattern, separator in patterns: + match = re.match(pattern, line.strip()) + if match: + key = match.group(1).strip() + value = match.group(2).strip() + return key, value + return None + +def get_pattern_for_header(header: str, patterns: List[Pattern]) -> Optional[Pattern]: + """ + Find matching pattern for a header + + Args: + header: The header to check + patterns: List of patterns to check against + + Returns: + Optional[Pattern]: Matching pattern or None + """ + if not header: + return None + + header = header.lower().strip() + + for pattern in patterns: + for p in pattern.patterns: + if re.search(p, header, re.IGNORECASE): + return pattern + return None + +def find_patterns_in_text(text: str, patterns: List[Pattern]) -> List[tuple]: + """ + Find all pattern matches in text + + Args: + text: Text to search + patterns: List of patterns to check + + Returns: + List[tuple]: List of (pattern_name, match, start, end) + """ + matches = [] + for pattern in patterns: + for p in pattern.patterns: + if pattern.name == 'email': + print(f"\nDEBUG: Checking email pattern '{p}'") + for match in re.finditer(p, text, re.IGNORECASE): + if pattern.name == 'email': + print(f"DEBUG: Found email match: '{match.group(0)}' at position {match.start()}-{match.end()}") + print(f"DEBUG: Context: '{text[max(0, match.start()-20):match.end()+20]}'") + matches.append((pattern.name, match.group(0), match.start(), match.end())) + return sorted(matches, key=lambda x: x[2]) # Sort by start position \ No newline at end of file diff --git a/test_neutralizer/test_app.py b/test_neutralizer/test_app.py deleted file mode 100644 index 47a1a33..0000000 --- a/test_neutralizer/test_app.py +++ /dev/null @@ -1,133 +0,0 @@ -""" -Test-Anwendung für den Daten-Neutralisierer -Demonstriert die Funktionalität mit verschiedenen Testdaten -""" - -import os -import json -from pathlib import Path -import sys - -# Add the parent directory to the Python path -sys.path.append(str(Path(__file__).parent.parent)) - -# Import directly from the package -from test_neutralizer import DataAnonymizer, ChatDataProcessor, TEST_DATA - -def test_text_anonymization(): - """Testet die Text-Anonymisierung für verschiedene Sprachen""" - anonymizer = DataAnonymizer() - - for language in ["de", "ch", "fr", "it"]: - print(f"\n{'='*20} Test für Sprache: {language} {'='*20}") - - # Text anonymisieren - anonymized_text, mapping = anonymizer.anonymize_text(TEST_DATA[language], language) - - print("\nOriginaler Text:") - print(TEST_DATA[language]) - - print("\nAnonymisierter Text:") - print(anonymized_text) - - print("\nMapping:") - for placeholder, original in mapping.items(): - print(f"{placeholder} -> {original}") - - # Test der Deanonymisierung - ai_response = f"Basierend auf dem Text können wir sehen, dass NAME_1 an EMAIL_1 geschrieben hat." - restored_response = anonymizer.deanonymize_text(ai_response, mapping) - - print("\nKI-Antwort (anonymisiert):") - print(ai_response) - - print("\nKI-Antwort (deanonymisiert):") - print(restored_response) - -def test_file_processing(): - """Testet die Verarbeitung verschiedener Dateiformate""" - anonymizer = DataAnonymizer() - - # Temporäre Testdateien erstellen - test_dir = Path("test_files") - test_dir.mkdir(exist_ok=True) - - # JSON-Datei erstellen - json_path = test_dir / "test.json" - with open(json_path, "w", encoding="utf-8") as f: - json.dump(TEST_DATA["json"], f, indent=2) - - # CSV-Datei erstellen - csv_path = test_dir / "test.csv" - with open(csv_path, "w", encoding="utf-8") as f: - f.write(TEST_DATA["csv"]) - - # Dateien verarbeiten - print("\n" + "="*20 + " JSON-Verarbeitung " + "="*20) - json_result = anonymizer.process_file(str(json_path), "de") - print("\nAnonymisierte JSON-Daten:") - print(json.dumps(json_result["anonymized_content"], indent=2)) - - print("\n" + "="*20 + " CSV-Verarbeitung " + "="*20) - csv_result = anonymizer.process_file(str(csv_path), "de") - print("\nAnonymisierte CSV-Daten:") - for row in csv_result["anonymized_content"]: - print(row) - - # Aufräumen - json_path.unlink() - csv_path.unlink() - test_dir.rmdir() - -def test_chat_processor(): - """Testet die Chat-Integration""" - processor = ChatDataProcessor() - - # Temporäre Testdatei erstellen - test_dir = Path("test_files") - test_dir.mkdir(exist_ok=True) - - txt_path = test_dir / "test.txt" - with open(txt_path, "w", encoding="utf-8") as f: - f.write(TEST_DATA["de"]) - - # Chat-Nachricht verarbeiten - print("\n" + "="*20 + " Chat-Verarbeitung " + "="*20) - result = processor.process_chat_message("user123", str(txt_path), "de") - - print("\nSession-ID:", result["session_id"]) - print("\nAnonymisierte Daten:") - print(result["content"]) - - # KI-Antwort verarbeiten - ai_response = "Basierend auf den Daten können wir sehen, dass NAME_1 an EMAIL_1 geschrieben hat." - restored = processor.restore_ai_response(result["session_id"], ai_response) - - print("\nKI-Antwort (anonymisiert):") - print(ai_response) - - print("\nKI-Antwort (deanonymisiert):") - print(restored["restored_response"]) - - # Aufräumen - txt_path.unlink() - test_dir.rmdir() - processor.cleanup_session(result["session_id"]) - -def main(): - """Hauptfunktion für die Test-Ausführung""" - print("Starte Tests für den Daten-Neutralisierer...") - - # Text-Anonymisierung testen - test_text_anonymization() - - # Dateiverarbeitung testen - test_file_processing() - - # Chat-Integration testen - test_chat_processor() - - print("\nAlle Tests abgeschlossen!") - -if __name__ == "__main__": - main() \ No newline at end of file diff --git a/test_neutralizer/test_data.py b/test_neutralizer/test_data.py deleted file mode 100644 index 035354a..0000000 --- a/test_neutralizer/test_data.py +++ /dev/null @@ -1,96 +0,0 @@ -""" -Testdaten für den Daten-Neutralisierer -Enthält Beispieldaten für verschiedene Sprachen und Regionen -""" - -# Deutsche Testdaten -DE_TEST_DATA = """ -Sehr geehrte Frau Müller, - -vielen Dank für Ihre E-Mail an max.mustermann@beispiel.de. -Ihre Telefonnummer 030-12345678 wurde in unserem System hinterlegt. -Die Rechnung wird an folgende Adresse gesendet: -Musterstraße 123, 12345 Berlin - -Ihre IBAN: DE89 3704 0044 0532 0130 00 -Steuernummer: 123/456/78901 -Personalausweis: A12345678 - -Mit freundlichen Grüßen -Max Mustermann -""" - -# Schweizer Testdaten -CH_TEST_DATA = """ -Sehr geehrte Frau Weber, - -vielen Dank für Ihre E-Mail an maria.weber@example.ch. -Ihre Telefonnummer +41 44 123 45 67 wurde in unserem System hinterlegt. -Die Rechnung wird an folgende Adresse gesendet: -Bahnhofstrasse 1, 8001 Zürich - -Ihre AHV-Nummer: 756.1234.5678.90 -UID-Nummer: CHE-123.456.789 -Bankkonto: 01-234567-8 - -Mit freundlichen Grüssen -Maria Weber -""" - -# Französische Testdaten -FR_TEST_DATA = """ -Cher Monsieur Dupont, - -Merci pour votre email à jean.dupont@example.fr. -Votre numéro de téléphone +33 1 23 45 67 89 a été enregistré dans notre système. -La facture sera envoyée à l'adresse suivante: -123 Rue de Paris, 75001 Paris - -Votre numéro de sécurité sociale: 123456789012345 -IBAN: FR76 1234 5678 9012 3456 7890 123 - -Cordialement, -Jean Dupont -""" - -# Italienische Testdaten -IT_TEST_DATA = """ -Gentile Signora Rossi, - -Grazie per la sua email a anna.rossi@example.it. -Il suo numero di telefono +39 02 1234 5678 è stato registrato nel nostro sistema. -La fattura sarà inviata al seguente indirizzo: -Via Roma 123, 20100 Milano - -Il suo codice fiscale: ABCDEF12G34H567I -IBAN: IT60 X123 4567 8901 2345 6789 012 - -Cordiali saluti, -Anna Rossi -""" - -# Testdaten für verschiedene Dateiformate -TEST_JSON_DATA = { - "customer": { - "name": "Max Mustermann", - "email": "max.mustermann@beispiel.de", - "phone": "+49 30 12345678", - "address": "Musterstraße 123, 12345 Berlin", - "iban": "DE89 3704 0044 0532 0130 00" - } -} - -TEST_CSV_DATA = """name,email,phone,address,iban -Max Mustermann,max.mustermann@beispiel.de,+49 30 12345678,Musterstraße 123 12345 Berlin,DE89 3704 0044 0532 0130 00 -Maria Weber,maria.weber@example.ch,+41 44 123 45 67,Bahnhofstrasse 1 8001 Zürich,CH93 0076 7000 E529 0767 9 -""" - -# Dictionary mit allen Testdaten -TEST_DATA = { - "de": DE_TEST_DATA, - "ch": CH_TEST_DATA, - "fr": FR_TEST_DATA, - "it": IT_TEST_DATA, - "json": TEST_JSON_DATA, - "csv": TEST_CSV_DATA -} \ No newline at end of file diff --git a/test_neutralizer/testdata/Case.md b/test_neutralizer/testdata/Case.md new file mode 100644 index 0000000..3c58100 --- /dev/null +++ b/test_neutralizer/testdata/Case.md @@ -0,0 +1,608 @@ + +# Bewertung der PowerOn AI Platform + +Basierend auf dem nachstehenden Q&A ergibt sich nachfolgende Bewertung des Softwareprodukts "PowerOn AI Platform". + +## Aktueller Wert per Juni 2025 + +1. **Technischer Wert des Codes**: + - Professionelle, modulare Codebasis (~50.000-60.000 LOC) + - Moderne Architektur mit innovativen Komponenten + - 5 Personenmonate Entwicklung x CHF 15.000/PM = CHF 75.000 + - Zusätzlicher Wert durch Enterprise-Ready Architektur: CHF 50.000 + +2. **Bisherige Investitionen**: + - Hardware/Software: CHF 20.000 + - Expertise-Premium (30+ Jahre Erfahrung): CHF 25.000 + +3. **IP und Innovationswert**: + - Multi-Agent Workflow-System + - Modulare Architecture mit Alleinstellungsmerkmalen + - Geschätzter Wert: CHF 100.000 + +4. **Marktpotenzial-Faktor**: + - Adressierbares Marktvolumen von CHF 500-700 Mio. + - Wachstumsmarkt (25-30% jährlich) + - Frühphasen-Multiplikator: 2x + +**Aktueller Gesamtwert (Juni 2025)**: **CHF 500.000** + +## Prognostizierte Wertentwicklung + +### Ende 2025 +- Abschluss der technischen Entwicklung +- Erste Pilotprojekte mit 3-5 Referenzkunden +- Validierung des Produkts am Markt +- **Geschätzter Wert Ende 2025**: **CHF 1,2 Millionen** + (Steigerung durch Marktvalidierung und Risikoreduktion) + +### Ende 2026 +- 20-30 Kunden +- ARR: CHF 0,5-0,8 Mio. +- Etablierung im DACH-Markt +- **Geschätzter Wert Ende 2026**: **CHF 4-5 Millionen** + (Bewertungsmultiplikator von 6-8x ARR für wachstumsstarke SaaS) + +### Ende 2027 +- 70-90 Kunden +- ARR: CHF 2-2,5 Mio. +- Erweiterung der Produktpalette +- **Geschätzter Wert Ende 2027**: **CHF 12-15 Millionen** + (Bewertungsmultiplikator von 6x ARR) + +### Ende 2028 +- 150+ Kunden +- ARR: CHF 4,5 Mio. +- Internationale Expansion +- **Geschätzter Wert Ende 2028**: **CHF 25-30 Millionen** + (Bewertungsmultiplikator von 5,5-6,5x ARR für etablierte SaaS) + +## Schlüsselfaktoren und Risikobeurteilung für die Wertentwicklung + +1. **Erfolgreiche Markteinführung**: Der Übergang von Entwicklung zu erfolgreicher Pilotphase ist kritisch für die Wertentwicklung 2025-2026. + +2. **Skalierung des Vertriebs**: Die Fähigkeit, die Kundenakquisition gemäss der Prognose zu skalieren, ist entscheidend für die 2026-2027 Bewertung. + +3. **Kapitaleffizienz**: Die effiziente Nutzung des Kapitals (CHF 750.000-1.050.000) für die nächste Entwicklungsphase wird die Bewertung massgeblich beeinflussen. + +4. **Marktdynamik**: Die Entwicklung des KI-Marktes und regulatorische Änderungen können sowohl positive als auch negative Auswirkungen haben. + +Diese Bewertung basiert auf der Annahme, dass die Meilensteine wie geplant erreicht werden und keine signifikanten externen Faktoren die Marktentwicklung negativ beeinflussen. + + +# Kriterienkatalog zur Softwarebewertung + +## Teil 1: Technische Bewertung (Code-basiert) + +1. Wie umfangreich ist die Codebasis (LOC, Module, Komponenten)? +2. Welche Programmiersprachen und Frameworks wurden verwendet? +3. Wie hoch ist die Codequalität und -konsistenz (saubere Architektur, Dokumentation, Tests)? +4. Gibt es innovative Algorithmen oder patentierbare technische Lösungen? +5. Wie modular und wartbar ist die Software gestaltet? +6. Wie robust ist die Fehlerbehandlung und Sicherheitsarchitektur? +7. Wie skalierbar ist die technische Infrastruktur? +8. Gibt es technische Schulden, die zukünftige Entwicklungen behindern könnten? + +### 1. Umfang der Codebasis +- **Frontend**: Modulare JavaScript-Struktur mit ca. 15 Hauptmodulen +- **Backend**: Python/FastAPI mit ca. 15 Hauptmodulen +- **Hauptkomponenten**: + - Frontend: Workflow, UI, Koordination, Datenmanagement + - Backend: Gateway, Agent Service, Connectors, Workflow Manager +- **Geschätzte LOC**: ~50,000-60,000 Zeilen Code + +### 2. Programmiersprachen und Frameworks +- **Frontend**: + - JavaScript (ES6+) + - Modulares System mit ES6-Import/Export + - Vanilla JS ohne externe Frameworks +- **Backend**: + - Python 3.x + - FastAPI für REST-API + - Asyncio für asynchrone Verarbeitung + +### 3. Codequalität und -konsistenz +- **Saubere Architektur**: + - Klare Trennung Frontend/Backend + - Modulare Struktur mit definierten Verantwortlichkeiten + - State Machine Pattern für Workflow-Management +- **Dokumentation**: + - Ausführliche JSDoc/Python-Docstrings + - Architekturdiagramme (Mermaid) + - Technische Spezifikationen +- **Tests**: + - Automatisierte Modultests + - Manuell Integrationstests + - Benutzertests über Tickets in Clickup + +### 4. Innovative Algorithmen/patentierbare Lösungen +- Multi-Agent Workflow-System mit spezialisierten Agenten +- Modulares Agent-Registry-System +- State Machine für Workflow-Koordination +- Dynamische Agenten-Integration + +### 5. Modularität und Wartbarkeit +- **Hohe Modularität**: + - Klare Trennung der Verantwortlichkeiten + - Plug-and-Play Agent-System + - Erweiterbare Connector-Architektur +- **Wartbarkeit**: + - Konsistente Codestruktur + - Klare Namenskonventionen + - Dokumentierte Schnittstellen + +### 6. Fehlerbehandlung und Sicherheit +- **Robuste Fehlerbehandlung**: + - State Machine für Workflow-Status + - Exception Handling auf allen Ebenen + - Logging-System für Debugging +- **Sicherheitsarchitektur**: + - Multi-Tenant-Architektur + - Authentifizierung/Autorisierung + - Mandantenverwaltung + +### 7. Skalierbarkeit +- **Horizontale Skalierbarkeit**: + - Modulare Architektur + - Asynchrone Verarbeitung + - Connector-System für externe Dienste +- **Vertikale Skalierbarkeit**: + - Workflow-Parallelisierung + - Agent-Pooling + - Caching-Mechanismen + +### 8. Technische Schulden +- **Potenzielle Verbesserungsbereiche**: + - Test-Coverage nicht sichtbar + - Eventuell fehlende Performance-Optimierungen + - Dokumentation für Zielgruppen noch unvollständig +- **Keine kritischen Blockierer identifiziert** + +### Fazit der technischen Bewertung +Die Codebasis zeigt eine professionelle, gut strukturierte Enterprise-Anwendung mit klarer Architektur und modernen Best Practices. Die modulare Struktur und die saubere Implementierung der State Machine für Workflow-Management sind besonders hervorzuheben. Die Anwendung ist technisch reif und zeigt ein hohes Mass an Professionalität in der Implementierung. + + + +## Teil 2: Bewertung der bisherigen Aufwände + +### 1. Entwicklungsaufwände +- **Patrick**: + - ValueOn AG: 80 Stunden + - Private Entwicklung: 650 Stunden + - **Gesamt**: 730 Stunden (ca. 4.5 Personenmonate) +- **Ida**: + - ValueOn AG: 60 Stunden + - **Gesamt**: 60 Stunden (ca. 0.4 Personenmonate) +- **Gesamtaufwand**: ~5 Personenmonate + +### 2. Qualifikationen und Erfahrungslevel +- **Patrick**: + - Business Consultant + - Software Architect + - Full Stack Developer + - 30+ Jahre Berufserfahrung + - Experte für Enterprise-Architekturen +- **Ida**: + - Business Analyst + - Project Manager + - Scrum Master + - Erfahrung in agiler Entwicklung + - Expertise in Prozessoptimierung + +### 3. Spezifische Fachkenntnisse +- **Patrick**: + - Umfassende Markt- und Business-Erfahrung (30 Jahre) + - Expertise in Software-Architektur + - Full Stack Entwicklung + - Azure Cloud-Integration + - KI/ML Integration + - Enterprise-Systeme +- **Ida**: + - Projektmanagement + - Agile Methoden + - Business Analysis + - Prozessoptimierung + - Qualitätssicherung + +### 4. Finanzielle Investitionen +- **Hardware**: CHF 10,000 + - Entwicklungsserver + - Testumgebungen + - Entwicklungshardware +- **Software & Lizenzen**: CHF 10,000 + - Entwicklungstools + - Cloud-Services + - KI-API-Zugänge +- **Gesamt**: CHF 20,000 + +### 5. Externe Dienstleister +- **Aktueller Status**: Keine externen Dienstleister +- **Vorteile**: + - Volle Kontrolle über Entwicklung + - Tiefes Verständnis der Architektur + - Schnelle Entscheidungswege + - Kosteneffizienz + +### 6. Schlüsselkomponenten-Entwicklung +- **Patrick**: + - Frontend-Architektur + - Backend-System + - Workflow-Engine + - Agent-System + - Connector-Framework + - Datenmanagement + - Sicherheitsarchitektur +- **Verantwortlichkeiten**: + - Systemarchitektur + - Technische Leitung + - Code-Review + - Qualitätssicherung + +### 7. Nicht-monetäre Ressourcen +- **Dominic**: + - Umfangreiches Sales & Marketing Netzwerk + - Marktzugang + - Branchenkontakte +- **ValueOn AG**: + - Infrastruktur + - Rechtlicher Rahmen + - Geschäftsprozesse +- **Netzwerke**: + - Technologie-Partner + - Potenzielle Kunden + - Branchenexperten + +### 8. Finanzielle Risiken +- **ValueOn AG**: + - Bereitstellung von Infrastruktur + - Personelle Ressourcen + - Rechtlicher Rahmen +- **Private Investitionen**: + - Entwicklungszeit + - Hardware/Software + - Cloud-Services + +### Fazit bisherige Aufwände +Die bisherigen Aufwände zeigen ein ausgewogenes Verhältnis zwischen technischer Expertise und Business-Know-how. Die private Investition von 730 Stunden durch Patrick demonstriert ein hohes Engagement und tiefes Verständnis der Technologie. Die Kombination aus technischer Expertise, Business-Erfahrung und Marktzugang bildet eine solide Grundlage für die weitere Entwicklung. Die bisherigen Investitionen sind effizient eingesetzt worden, mit Fokus auf kritische Kernkomponenten und skalierbare Architektur. + +## Teil 3: Markt- und Geschäftspotenzial + +### 1. Adressierbarer Gesamtmarkt und Wachstumspotenzial +- **Gesamtmarktvolumen 2025**: + - KI-Markt: $190 Mrd. + - Business Process Automation: $19,6 Mrd. + - Enterprise Knowledge Management: $43 Mrd. +- **Adressierbarer Markt (SAM)**: + - Initial: Mittlerer Markt in DACH (Professional Services, Finanzdienstleistungen, Gesundheitswesen) + - Geschätztes SAM: CHF 500-700 Mio. +- **Wachstumspotenzial**: + - Jährliches Marktwachstum: 25-30% + - Erweiterung auf internationale Märkte + - Branchenspezifische Lösungen + +### 2. Alleinstellungsmerkmale +1. **Technologische Vorteile**: + - Proprietäre Multi-Agent-Technologie + - Modellunabhängige KI-Integration + - Enterprise-Ready Architektur + - Fortschrittliche Workflow-Orchestrierung + +2. **Funktionale Vorteile**: + - Nahtlose Integration verschiedener KI-Modelle + - Robuste Fehlerbehandlung + - Skalierbare Multi-Tenant-Architektur + - Umfassende Enterprise-Features + +### 3. Kunden und Pilotprojekte +- **Aktueller Status**: + - In Entwicklung + - Erste Referenzkunden in Planung + - Fokus auf mittelständische Unternehmen +- **Pilotphase**: + - Geplant für Q3/Q4 2025 + - 3-5 Schlüsselreferenzkunden + - Branchenspezifische Templates + +### 4. Geschäftsmodell +- **Hauptmodell**: SaaS (Software as a Service) +- **Preismodell**: + - Basis: Pro-Benutzer/Monat Abonnement + - Zusätzlich: Nutzungsbasierte Abrechnung + - Enterprise-Lizenzen für grössere Kunden +- **Erwartete Margen**: 75-85% nach Skalierung + +### 5. Preisgestaltung +- **Wettbewerbsvergleich**: + - Unterhalb Enterprise-Lösungen + - Über Standard-BPA-Tools + - Flexiblere Preisgestaltung als Konkurrenz +- **Preisstruktur**: + - Basis-Abonnement: CHF 50-100 pro Benutzer/Monat + - Nutzungsbasierte Komponente: CHF 0.10-0.50 pro Verarbeitungseinheit + - Enterprise-Pakete: Individuelle Preisgestaltung + +### 6. Umsatzpotenziale +- **Jahr 1 (2026)**: + - Ziel: 20-30 Kunden + - Erwartetes ARR: CHF 0.5-0.8 Mio. +- **Jahr 2 (2027)**: + - Ziel: 70-90 Kunden + - Erwartetes ARR: CHF 2-2.5 Mio. +- **Jahr 3 (2028)**: + - Ziel: 150+ Kunden + - Erwartetes ARR: CHF 4.5 Mio. + +### 7. Akquisitionskosten +- **Customer Acquisition Cost (CAC)**: + - Erwarteter CAC: CHF 15,000-20,000 + - Payback-Zeit: 12-18 Monate +- **Kostenstruktur**: + - 30% Vertrieb und Marketing + - Fokus auf effiziente Akquisition + - Skaleneffekte ab 50+ Kunden + +### 8. Regulatorische Herausforderungen +- **Datenschutz**: + - DSGVO-Konformität + - Datensicherheit + - Mandantentrennung +- **KI-Regulierung**: + - EU AI Act + - Transparenzpflichten + - Qualitätssicherung +- **Branchenspezifische Regulierung**: + - Finanzdienstleistungen + - Gesundheitswesen + - Professional Services + +### Fazit Markt- und Geschäftspotenzial +Die PowerOn AI Platform adressiert einen wachsenden Markt mit klaren Alleinstellungsmerkmalen. Das Geschäftsmodell ist skalierbar und die Preisgestaltung wettbewerbsfähig. Die regulatorischen Herausforderungen sind bekannt und adressierbar. Die Umsatzprognosen sind konservativ kalkuliert und basieren auf realistischen Marktannahmen. + +## Teil 4: Skalierungs- und Zukunftspotenzial + +### 1. Ressourcen für Support und Weiterentwicklung +- **Entwicklungsteam**: + - 2-3 Full-Stack Entwickler, KI-unterstützte Entwicklung + - 1 DevOps Engineer + - 1 QA Engineer +- **Support-Team**: + - 1-2 Support Engineers + - 1 Technical Account Manager +- **Infrastruktur**: + - Cloud-basierte Skalierung (Azure) + - Automatisierte Deployment-Pipeline + - Monitoring und Logging-Systeme + +### 2. Skalierbarkeit +- **Technische Skalierbarkeit**: + - Horizontale Skalierung durch Multi-Tenant-Architektur + - Vertikale Skalierung durch Agent-Pooling + - Automatische Lastverteilung +- **Skalierungszeitrahmen**: + - 2x Nutzer: Sofort möglich + - 5x Nutzer: 1-2 Monate Vorbereitung + - 10x Nutzer: 3-4 Monate mit Infrastruktur-Erweiterung + +### 3. Kapitalbedarf +- **Nächste Entwicklungsphase (12 Monate)**: + - Entwicklung: CHF 400,000-500,000 + - Marketing & Sales: CHF 100,000-200,000 + - Infrastruktur: CHF 50,000-100,000 + - Betrieb & Support: CHF 100,000-150,000 + - **Gesamt**: CHF 750,000-1,050,000 + +### 4. Schlüsselpersonen +- **Technische Leitung**: + - Patrick (Software Architect, Full Stack Developer) + - Verantwortlich für: Architektur, Entwicklung, Technische Strategie +- **Business & Operations**: + - Ida (Business Analyst, Project Manager) + - Verantwortlich für: Projektmanagement, Business Analysis +- **Sales & Marketing**: + - Dominic (Sales & Marketing) + - Verantwortlich für: Marktentwicklung, Kundenakquisition + +### 5. Exit-Strategien +- **Strategische Übernahme**: + - Enterprise Software Anbieter + - KI/ML Plattform Betreiber + - Business Process Automation Unternehmen +- **IPO-Potenzial**: + - Ab CHF 50 Mio. ARR + - Zeitrahmen: 5-7 Jahre +- **Extraktion aus ValueOn AG**: + - Vergütung der Aufwände + - Anrechnung des Mehrwerts für Schlüsselpersonen + - Beschaffung des notwendigen Kapitals + +### 6. Strategische Partnerschaften +- **Technologie-Partner**: + - KI-Provider (OpenAI, Anthropic) + - Cloud-Provider (Azure) + - Enterprise Software Anbieter +- **Vertriebspartner**: + - Systemhäuser + - Beratungsunternehmen + - Branchenspezialisten +- **Forschungspartner**: + - Universitäten + - Forschungsinstitute + - KI-Labore + +### 7. Geplante Erweiterungen +- **Kurzfristig (12 Monate)**: + - Erweiterte Agent-Typen + - Branchenspezifische Templates + - API-Erweiterungen +- **Mittelfristig (24 Monate)**: + - Agentenmarktplatz + - Proprietäre KI-Modelle + - Erweiterte Analytics +- **Langfristig (36+ Monate)**: + - KI-Middleware für Unternehmen + - Branchenlösungen + - Internationale Expansion + +### 8. Langfristige Vision +- **Technologische Vision**: + - Führende Multi-Agent KI-Plattform + - Standard für Enterprise Workflow Automation + - Innovationstreiber in der KI-Integration +- **Marktvision**: + - Globaler Marktführer in Nischenbereichen + - Branchenstandard für bestimmte Anwendungsfälle + - Referenz für KI-gestützte Prozessoptimierung +- **Geschäftsvision**: + - Nachhaltiges Wachstum + - Profitables Geschäftsmodell + - Führende Position in ausgewählten Märkten + +### Fazit Skalierungs- und Zukunftspotenzial +Die PowerOn AI Platform verfügt über ein solides Skalierungspotenzial sowohl technisch als auch geschäftlich. Die modulare Architektur ermöglicht schnelles Wachstum, während die klare Vision und die strategischen Partnerschaften den langfristigen Erfolg unterstützen. Die Kapitalanforderungen sind realistisch kalkuliert und die Exit-Strategien bieten verschiedene Optionen für die Zukunft. + + +# Exitplan: PowerOn AI Platform als eigenständige AG + +## Bewertung und Ausgangssituation + +**Aktueller Wert (Juni 2025)**: CHF 500.000 +**Angepasster Gründungswert**: CHF 800.000 (berücksichtigt den strategischen Wert der Produktvision, welche bereits als innerer Wert im Produkt enthalten ist) + +## Strukturierung der PowerOn AG + +### 1. Aktienstruktur bei Gründung + +**Gesamtes Aktienkapital**: 1.000.000 Aktien (Nennwert CHF 0,10) +**Firmenvaluation bei Gründung**: CHF 800.000 + +#### Verteilung der initialen Aktien: + +- **Patrick**: + - Eingebrachte Leistung: Entwicklung, technische Expertise und essenzielles Gesamtkonzept + - **Aktienanteil**: 35% (350.000 Aktien) + +- **Dominic**: + - Eingebrachte Leistung: Netzwerk, Sales & Marketing Expertise und Vision + - **Aktienanteil**: 15% (150.000 Aktien) + +- **ValueOn AG**: + - Eingebrachte Leistung: Infrastruktur, rechtlicher Rahmen, Arbeitszeit, Übertragung von IP + - **Aktienanteil**: 25% (250.000 Aktien) + +- **Reservierter Anteil für Mitarbeiter-Pool**: + - **Aktienanteil**: 10% (100.000 Aktien) + +- **Reserviert für Investoren (erste Runde)**: + - **Aktienanteil**: 15% (150.000 Aktien) + +### 2. Kapitalbedarfsplanung (18 Monate) + +| Kategorie | Betrag (CHF) | +|-----------|--------------| +| Entwicklung | 550.000 | +| Marketing & Sales | 250.000 | +| Infrastruktur | 100.000 | +| Betrieb & Support | 200.000 | +| **Gesamtbedarf** | **1.100.000** | + +**Kapitalbeschaffungsstrategie**: +- **Erste Finanzierungsrunde**: CHF 1.000.000 (für 18 Monate) +- **Sicherheitspuffer**: CHF 100.000 (aus Umsätzen/zukünftigen Einnahmen) + +### 3. Investitionskonditionen + +**Pre-Money Bewertung**: CHF 800.000 +**Investitionsvolumen**: CHF 1.000.000 +**Post-Money Bewertung**: CHF 1.800.000 + +**Aktienkurs für Investoren**: +- 150.000 bestehende Aktien + 214.285 neue Aktien = 364.285 Aktien für Investoren +- **Aktienkurs**: CHF 2,75 pro Aktie + +**Aktienstruktur nach Investment**: +- Patrick: 35% → 28,9% (350.000 Aktien) +- Dominic: 15% → 12,4% (150.000 Aktien) +- ValueOn AG: 25% → 20,7% (250.000 Aktien) +- Mitarbeiter-Pool: 10% → 8,3% (100.000 Aktien) +- Investoren: 29,7% (364.285 Aktien) + +## Governance und Organisation + +### 1. Schlüsselpositionen in der Organisation + +- **CEO**: Gesamtführung des Unternehmens +- **CTO**: Verantwortlich für technische Strategie und Produktentwicklung +- **CSO/Vertriebsleitung**: Verantwortlich für Vertrieb und Marktentwicklung +- **COO**: Operative Leitung und Geschäftsprozesse + +Die Besetzung dieser Positionen wird unter Berücksichtigung der Kompetenzen von Patrick, Dominic und möglichen neuen Führungskräften festgelegt. Die Rollen von CEO und COO werden im Rahmen der Unternehmensgründung evaluiert. + +### 2. Vergütungsstruktur + +- **Führungsebene**: Marktübliche Vergütung zwischen CHF 150.000-180.000/Jahr je nach Position +- **Aktienoptionen**: Zusätzliche Aktienoptionen bei Erreichen definierter Unternehmensziele + +## Meilensteine und Finanzielle Ziele + +### Kritische Meilensteine (18 Monate) + +| Zeitpunkt | Meilenstein | KPI | +|-----------|-------------|-----| +| Q3 2025 | Ausgründung & Finanzierung | Abschluss der Seed-Runde | +| Q4 2025 | Markteinführung | 3-5 Pilotprojekte | +| Q1 2026 | Produktvalidierung | 10+ zahlende Kunden | +| Q2 2026 | Skalierung | 15+ zahlende Kunden | +| Q4 2026 | Vorbereitung Serie A | 25+ Kunden, ARR: CHF 0,8 Mio. | + +### Umsatz- und Bewertungsprognose + +| Jahr | Kunden | ARR (CHF) | Valuation (CHF) | Multiplikator | +|------|--------|-----------|-----------------|---------------| +| Ende 2025 | 5-8 | 0,2 Mio. | 1,8 Mio. | 9x ARR | +| Ende 2026 | 25-30 | 0,8 Mio. | 5,6 Mio. | 7x ARR | +| Ende 2027 | 80-90 | 2,5 Mio. | 15 Mio. | 6x ARR | +| Ende 2028 | 150+ | 4,5 Mio. | 27 Mio. | 6x ARR | + +## Liquiditätsoptionen + +### Mittelfristige Optionen (2-3 Jahre) + +1. **Serie A Finanzierung** (Ende 2026): + - Teilweise Liquidität für Gründer und ValueOn AG (10-15% ihrer Anteile) + - Zu erwartender Wert: CHF 5-6 Mio. + +2. **Strategische Partnerschaft**: + - Investment durch strategischen Partner mit teilweisem Aktienrückkauf + - Potenzielle Partner: Enterprise Software-Anbieter, KI-Plattform-Betreiber + +### Langfristige Optionen (4-7 Jahre) + +1. **Komplette Übernahme**: + - Erwarteter Exit-Wert 2028: CHF 25-30 Mio. + - Vollständige Liquidität für alle Anteilseigner + +2. **IPO-Vorbereitung**: + - Bei Erreichen von CHF 10+ Mio. ARR + - Potenzielle Bewertung: CHF 50-70 Mio. + +## Nächste Schritte im Ausgründungsprozess + +1. **Rechtliche Strukturierung**: + - Gründung der PowerOn AG + - Übertragungsvereinbarungen für geistiges Eigentum + - Aktionärsvereinbarungen + +2. **Finanzierung**: + - Erstellung eines detaillierten Businessplans + - Vorbereitung des Investor Pitch Decks + - Ansprache potenzieller Investoren + +3. **Organisationsaufbau**: + - Definition der Führungsstruktur und Schlüsselpositionen + - Rekrutierung des Kernteams + - Aufbau der operativen Prozesse + +4. **Markteinführungsstrategie**: + - Festlegung der Go-to-Market Strategie + - Identifikation von Pilotprojekten + - Vorbereitung der Vertriebsunterlagen diff --git a/test_neutralizer/testdata/customers.csv b/test_neutralizer/testdata/customers.csv new file mode 100644 index 0000000..bebbfa1 --- /dev/null +++ b/test_neutralizer/testdata/customers.csv @@ -0,0 +1,6 @@ +id,name,email,phone,address,iban,credit_card,ahv_number +1,Max Mustermann,max.mustermann@beispiel.de,+49 30 12345678,Musterstraße 123 12345 Berlin,DE89 3704 0044 0532 0130 00,4532 1234 5678 9012, +2,Peter Schmid,peter.schmid@beispiel.ch,+41 44 123 45 67,Bahnhofstrasse 1 8001 Zürich,CH93 0076 7000 E529 3557 7,4532 1234 5678 9013,756.1234.5678.90 +3,Marie Dupont,marie.dupont@exemple.fr,+33 1 23 45 67 89,123 Rue de Paris 75001 Paris,FR76 3000 6000 0112 3456 7890 189,4532 1234 5678 9014, +4,Marco Rossi,marco.rossi@esempio.it,+39 02 1234 5678,Via Roma 123 20100 Milano,IT60 X054 2811 1010 0000 0123 456,4532 1234 5678 9015, +5,John Smith,john.smith@example.com,+44 20 1234 5678,123 High Street London SW1A 1AA,GB29 NWBK 6016 1331 9268 19,4532 1234 5678 9016, \ No newline at end of file diff --git a/test_neutralizer/testdata/cv_lara_meier.txt b/test_neutralizer/testdata/cv_lara_meier.txt new file mode 100644 index 0000000..8aec5d3 --- /dev/null +++ b/test_neutralizer/testdata/cv_lara_meier.txt @@ -0,0 +1,73 @@ +Lebenslauf: Lara Meier + +Persönliche Daten: +Name: Lara Meier +Geboren: 15.03.1990 +Adresse: Bahnhofstrasse 45, 8001 Zürich +Telefon: +41 44 123 45 67 +E-Mail: lara.meier@example.ch +AHV-Nr.: 756.1234.5678.90 +Steuernummer: 123.456.789 + +Berufserfahrung: +2020-2023: Senior Projektmanagerin +Firma: TechSolutions AG +Adresse: Industriestrasse 100, 8004 Zürich +UID: CHE-123.456.789 +Telefon: +41 44 987 65 43 +E-Mail: lara.meier@techsolutions.ch + +In dieser Position leitete ich ein Team von 15 Mitarbeitern und verantwortete die Implementierung von Cloud-Lösungen für internationale Kunden. Meine Hauptaufgaben umfassten: +- Projektplanung und -steuerung mit einem Budget von CHF 2.5 Mio. +- Kundenbetreuung und Stakeholder-Management +- Teamführung und Personalentwicklung +- Qualitätssicherung und Risikomanagement + +2015-2020: Projektmanagerin +Firma: Digital Systems GmbH +Adresse: Musterstrasse 123, 8002 Zürich +UID: CHE-987.654.321 +Telefon: +41 44 456 78 90 +E-Mail: l.meier@digitalsystems.ch + +Als Projektmanagerin verantwortete ich die erfolgreiche Durchführung von Digitalisierungsprojekten. Meine Leistungen: +- Implementierung von ERP-Systemen +- Optimierung von Geschäftsprozessen +- Schulung von Endbenutzern +- Erstellung von Projektdokumentation + +Ausbildung: +2010-2015: ETH Zürich +Studiengang: Informatik +Matrikelnummer: 12-345-678 +Abschluss: Master of Science in Computer Science +Thesis: "Künstliche Intelligenz in der Prozessautomatisierung" + +2005-2010: Kantonsschule Zürich +Abschluss: Eidgenössische Maturität +Schwerpunkt: Mathematik und Naturwissenschaften + +Sprachen: +Deutsch (Muttersprache) +Englisch (C2) +Französisch (B2) +Italienisch (B1) + +Zertifizierungen: +PMP (Project Management Professional) +ITIL v4 Foundation +AWS Certified Solutions Architect +Scrum Master (PSM I) + +Referenzen: +Prof. Dr. Hans Müller +ETH Zürich +Department of Computer Science +Telefon: +41 44 123 45 68 +E-Mail: hans.mueller@ethz.ch + +Dr. Sarah Weber +TechSolutions AG +CTO +Telefon: +41 44 987 65 44 +E-Mail: sarah.weber@techsolutions.ch \ No newline at end of file diff --git a/test_neutralizer/testdata/employees.csv b/test_neutralizer/testdata/employees.csv new file mode 100644 index 0000000..080ccdb --- /dev/null +++ b/test_neutralizer/testdata/employees.csv @@ -0,0 +1,6 @@ +employee_id,first_name,last_name,email,phone,department,office_address,uid_number,bank_account +E001,Hans,Müller,hans.mueller@firma.de,+49 89 12345678,IT,Hauptstraße 1 80331 München,,DE89 3704 0044 0532 0130 00 +E002,Thomas,Weber,thomas.weber@firma.ch,+41 44 234 56 78,HR,Bahnhofstrasse 2 8001 Zürich,CHE-123.456.789,01-234567-8 +E003,Sophie,Martin,sophie.martin@entreprise.fr,+33 1 34 56 78 90,Finance,15 Avenue des Champs-Élysées 75008 Paris,,FR76 3000 6000 0112 3456 7890 189 +E004,Luca,Ferrari,luca.ferrari@azienda.it,+39 02 2345 6789,Marketing,Via Monte Napoleone 8 20121 Milano,,IT60 X054 2811 1010 0000 0123 456 +E005,Emma,Wilson,emma.wilson@company.com,+44 20 2345 6789,Sales,25 Old Street London EC1V 9HL,,GB29 NWBK 6016 1331 9268 19 \ No newline at end of file diff --git a/test_neutralizer/testdata/english.txt b/test_neutralizer/testdata/english.txt new file mode 100644 index 0000000..d813b5e --- /dev/null +++ b/test_neutralizer/testdata/english.txt @@ -0,0 +1,12 @@ +Dear Mr. Smith, + +Thank you for your email to contact@example.com. +Your contact details have been recorded: +Phone: +44 20 1234 5678 +Address: 123 High Street, London SW1A 1AA + +Your IBAN: GB29 NWBK 6016 1331 9268 19 +Credit Card: 4532 1234 5678 9012 + +Best regards, +John Doe \ No newline at end of file diff --git a/test_neutralizer/testdata/example.json b/test_neutralizer/testdata/example.json new file mode 100644 index 0000000..e268aa8 --- /dev/null +++ b/test_neutralizer/testdata/example.json @@ -0,0 +1,54 @@ +{ + "customer": { + "personal_info": { + "name": "Max Mustermann", + "email": "max.mustermann@example.com", + "phone": "+49 123 4567890", + "address": { + "street": "Hauptstraße 123", + "city": "München", + "zip": "80331", + "country": "Deutschland" + } + }, + "order_history": [ + { + "order_id": "ORD-2024-001", + "date": "2024-03-15", + "items": [ + { + "product": "Laptop", + "price": 1299.99, + "payment": { + "method": "credit_card", + "card_number": "4111 1111 1111 1111", + "iban": "DE89 3704 0044 0532 0130 00" + } + } + ] + } + ], + "preferences": { + "language": "de", + "newsletter": true, + "marketing_consent": { + "email": "max.mustermann@example.com", + "phone": "+49 123 4567890" + } + } + }, + "company": { + "name": "Tech Solutions GmbH", + "contact": { + "manager": "Dr. Anna Schmidt", + "email": "anna.schmidt@techsolutions.de", + "phone": "+49 89 12345678", + "address": { + "street": "Technologiestraße 45", + "city": "Berlin", + "zip": "10115", + "country": "Deutschland" + } + } + } +} \ No newline at end of file diff --git a/test_neutralizer/testdata/example.xml b/test_neutralizer/testdata/example.xml new file mode 100644 index 0000000..37837e5 --- /dev/null +++ b/test_neutralizer/testdata/example.xml @@ -0,0 +1,79 @@ + + + + + + Dr. Thomas Weber + thomas.weber@company.de + +49 30 12345678 +
+ Musterstraße 42 + Hamburg + 20095 + Deutschland +
+ + + IT + Senior Developer + 75000 + + DE89 3704 0044 0532 0130 00 + COBADEFFXXX + + + + + + Maria Schmidt + maria.schmidt@company.de + +49 40 98765432 +
+ Bahnhofstraße 15 + Frankfurt + 60329 + Deutschland +
+ + + HR + HR Manager + 65000 + + DE27 3704 0044 0532 0130 01 + COBADEFFXXX + + + + + + + Digital Transformation + Dr. Thomas Weber + 150000 + + Dr. Thomas Weber + Maria Schmidt + + + + + Tech Innovations GmbH +
+ Innovationsstraße 1 + München + 80331 + Deutschland +
+ + info@techinnovations.de + +49 89 12345678 + +49 89 12345679 + + + DE89 3704 0044 0532 0130 02 + COBADEFFXXX + DE123456789 + + + \ No newline at end of file diff --git a/test_neutralizer/testdata/french.txt b/test_neutralizer/testdata/french.txt new file mode 100644 index 0000000..4ff7ab6 --- /dev/null +++ b/test_neutralizer/testdata/french.txt @@ -0,0 +1,12 @@ +Bonjour Madame Dupont, + +Merci pour votre email à contact@exemple.fr. +Vos coordonnées ont été enregistrées: +Téléphone: +33 1 23 45 67 89 +Adresse: 123 Rue de Paris, 75001 Paris + +Votre IBAN: FR76 3000 6000 0112 3456 7890 189 +Carte de crédit: 4532 1234 5678 9012 + +Cordialement, +Jean Martin \ No newline at end of file diff --git a/test_neutralizer/testdata/german.txt b/test_neutralizer/testdata/german.txt new file mode 100644 index 0000000..eb9f4ed --- /dev/null +++ b/test_neutralizer/testdata/german.txt @@ -0,0 +1,12 @@ +Sehr geehrte Frau Müller, + +vielen Dank für Ihre E-Mail an max.mustermann@beispiel.de. +Ihre Telefonnummer 030-12345678 wurde in unserem System hinterlegt. +Die Rechnung wird an folgende Adresse gesendet: +Musterstraße 123, 12345 Berlin + +Ihre IBAN: DE89 3704 0044 0532 0130 00 +Kreditkarte: 4532 1234 5678 9012 + +Mit freundlichen Grüßen +Max Mustermann \ No newline at end of file diff --git a/test_neutralizer/testdata/geschaeftsstrategie.txt b/test_neutralizer/testdata/geschaeftsstrategie.txt new file mode 100644 index 0000000..4c8215b --- /dev/null +++ b/test_neutralizer/testdata/geschaeftsstrategie.txt @@ -0,0 +1,56 @@ +Geschäftsstrategie 2024-2026 +TechSolutions AG + +Unternehmensdaten: +Firmenname: TechSolutions AG +UID: CHE-123.456.789 +Adresse: Industriestrasse 100, 8004 Zürich +Telefon: +41 44 987 65 43 +E-Mail: info@techsolutions.ch +Website: www.techsolutions.ch + +Geschäftsführung: +CEO: Dr. Thomas Weber +E-Mail: thomas.weber@techsolutions.ch +Telefon: +41 44 987 65 44 + +CTO: Dr. Sarah Müller +E-Mail: sarah.mueller@techsolutions.ch +Telefon: +41 44 987 65 45 + +Finanzdaten: +Bank: UBS AG +IBAN: CH93 0076 7000 E529 0767 9 +BIC: UBSWCHZH80A + +Strategische Ziele: +1. Marktpositionierung + - Marktanteil in der Schweiz auf 25% steigern + - Expansion in DACH-Region + - Neue Zielgruppe: KMU + +2. Produktentwicklung + - Cloud-Lösung für KMU + - KI-basierte Automatisierung + - Mobile App für Kunden + +3. Personalentwicklung + - Team auf 50 Mitarbeiter ausbauen + - Neue Standorte: Bern und Genf + - Fokus auf Diversity & Inclusion + +4. Nachhaltigkeit + - CO2-Neutralität bis 2025 + - Green IT Zertifizierung + - Nachhaltige Lieferkette + +Budgetplanung: +2024: CHF 5.2 Mio. +2025: CHF 6.8 Mio. +2026: CHF 8.5 Mio. + +Risikoanalyse: +- Marktrisiken +- Technologische Risiken +- Personelle Risiken +- Finanzielle Risiken \ No newline at end of file diff --git a/test_neutralizer/testdata/geschäfte.csv b/test_neutralizer/testdata/geschäfte.csv new file mode 100644 index 0000000..4a1377e --- /dev/null +++ b/test_neutralizer/testdata/geschäfte.csv @@ -0,0 +1,6 @@ +geschäft_id,datum,kundenname,kundenemail,betrag,zahlungsmethode,zahlungsdetails,lieferadresse +G001,2024-03-15,Anna Schmidt,anna.schmidt@kunde.de,1250,50,IBAN,DE89 3704 0044 0532 0130 00,Kirchstraße 10 10115 Berlin +G002,2024-03-15,Franz Huber,franz.huber@kunde.de,890,75,IBAN,DE02 5001 0517 5407 3249 31,Seefeldstraße 5 10117 Berlin +G003,2024-03-15,Pierre Dubois,pierre.dubois@kunde.de,2340,25,IBAN,DE27 2005 0550 1045 1862 37,15 Rue de la Paix 10115 Berlin +G004,2024-03-15,Giovanni Bianchi,giovanni.bianchi@kunde.de,1750,00,IBAN,DE02 5001 0517 5407 3249 32,Via della Spiga 20 10115 Berlin +G005,2024-03-15,William Brown,william.brown@kunde.de,3200,50,IBAN,DE02 5001 0517 5407 3249 33,42 Oxford Street 10115 Berlin \ No newline at end of file diff --git a/test_neutralizer/testdata/italian.txt b/test_neutralizer/testdata/italian.txt new file mode 100644 index 0000000..20cd6e9 --- /dev/null +++ b/test_neutralizer/testdata/italian.txt @@ -0,0 +1,13 @@ +Buongiorno Signora Rossi, + +Grazie per la sua email a info@esempio.it. +Grazie per la sua email a info@esempio.it . +I suoi dati di contatto sono stati registrati: +Telefono: +39 02 1234 5678 +Indirizzo: Via Roma 123, 20100 Milano + +Il suo IBAN: IT60 X054 2811 1010 0000 0123 456 +Carta di credito: 4532 1234 5678 9012 + +Cordiali saluti, +Marco Bianchi \ No newline at end of file diff --git a/test_neutralizer/testdata/kunden.csv b/test_neutralizer/testdata/kunden.csv new file mode 100644 index 0000000..3393ac1 --- /dev/null +++ b/test_neutralizer/testdata/kunden.csv @@ -0,0 +1,6 @@ +kunden_id,vorname,nachname,email,telefon,adresse,iban,kreditkarte,steuernummer +K001,Michael,Schmidt,michael.schmidt@kunde.de,+49 30 12345678,Musterstraße 123 12345 Berlin,DE89 3704 0044 0532 0130 00,4532 1234 5678 9012,12/345/67890 +K002,Sabine,Weber,sabine.weber@kunde.de,+49 89 23456789,Hauptstraße 45 80331 München,DE02 5001 0517 5407 3249 31,4532 1234 5678 9013,98/765/43210 +K003,Thomas,Müller,thomas.mueller@kunde.de,+49 40 34567890,Neue Straße 78 20095 Hamburg,DE27 2005 0550 1045 1862 37,4532 1234 5678 9014,45/678/90123 +K004,Petra,Fischer,petra.fischer@kunde.de,+49 69 45678901,Frankfurter Ring 12 60313 Frankfurt,DE02 5001 0517 5407 3249 32,4532 1234 5678 9015,34/567/89012 +K005,Klaus,Wagner,klaus.wagner@kunde.de,+49 211 56789012,Königsallee 92 40212 Düsseldorf,DE02 5001 0517 5407 3249 33,4532 1234 5678 9016,23/456/78901 \ No newline at end of file diff --git a/test_neutralizer/testdata/mitarbeiter.csv b/test_neutralizer/testdata/mitarbeiter.csv new file mode 100644 index 0000000..4e15441 --- /dev/null +++ b/test_neutralizer/testdata/mitarbeiter.csv @@ -0,0 +1,6 @@ +mitarbeiter_id,vorname,nachname,email,telefon,abteilung,büroadresse,steuernummer,sozialversicherungsnummer +M001,Andreas,Becker,andreas.becker@firma.de,+49 30 98765432,IT,Hauptstraße 1 10115 Berlin,12/345/67890,12 345678 901 +M002,Monika,Hoffmann,monika.hoffmann@firma.de,+49 89 87654321,HR,Leopoldstraße 45 80802 München,98/765/43210,98 765432 102 +M003,Frank,Schäfer,frank.schaefer@firma.de,+49 40 76543210,Finanzen,Neuer Wall 78 20354 Hamburg,45/678/90123,45 678901 203 +M004,Susanne,Koch,susanne.koch@firma.de,+49 69 65432109,Marketing,Mainzer Landstraße 12 60329 Frankfurt,34/567/89012,34 567890 304 +M005,Dieter,Richter,dieter.richter@firma.de,+49 211 54321098,Vertrieb,Königsallee 92 40212 Düsseldorf,23/456/78901,23 456789 405 \ No newline at end of file diff --git a/test_neutralizer/testdata/swiss.txt b/test_neutralizer/testdata/swiss.txt new file mode 100644 index 0000000..9455e4a --- /dev/null +++ b/test_neutralizer/testdata/swiss.txt @@ -0,0 +1,13 @@ +Guten Tag Herr Schmid + +Vielen Dank für Ihre Anfrage an info@beispiel.ch. +Ihre Kontaktdaten wurden wie folgt erfasst: +Telefon: +41 44 123 45 67 +Adresse: Bahnhofstrasse 1, 8001 Zürich + +Ihre AHV-Nummer: 756.1234.5678.90 +UID-Nummer: CHE-123.456.789 +Bankkonto: 01-234567-8 + +Mit freundlichen Grüßen +Peter Muster \ No newline at end of file diff --git a/test_neutralizer/testdata/transactions.csv b/test_neutralizer/testdata/transactions.csv new file mode 100644 index 0000000..e362f34 --- /dev/null +++ b/test_neutralizer/testdata/transactions.csv @@ -0,0 +1,6 @@ +transaction_id,date,customer_name,customer_email,amount,payment_method,payment_details,shipping_address +T001,2024-03-15,Anna Schmidt,anna.schmidt@kunde.de,1250.50,IBAN,DE89 3704 0044 0532 0130 00,Kirchstraße 10 10115 Berlin +T002,2024-03-15,Franz Huber,franz.huber@kunde.ch,890.75,AHV,756.1234.5678.90,Seefeldstrasse 5 8008 Zürich +T003,2024-03-15,Pierre Dubois,pierre.dubois@client.fr,2340.25,IBAN,FR76 3000 6000 0112 3456 7890 189,15 Rue de la Paix 75002 Paris +T004,2024-03-15,Giovanni Bianchi,giovanni.bianchi@cliente.it,1750.00,IBAN,IT60 X054 2811 1010 0000 0123 456,Via della Spiga 20 20121 Milano +T005,2024-03-15,William Brown,william.brown@customer.com,3200.50,IBAN,GB29 NWBK 6016 1331 9268 19,42 Oxford Street London W1D 2BJ \ No newline at end of file