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Automated-Gender-Check

Data_Scrubbing_Script

An automated tool designed to clean textual data by detecting and replacing gender-specific terms, promoting neutrality and reducing potential biases in content.

Features

  • Automated Scrubbing: Identifies and replaces gender-specific words based on a predefined list.
  • Word Replacement: Not only removes but also replaces gender-specific words with neutral alternatives.
  • Fuzzy Matching: Identifies and flags potential words that might be relevant but aren't clear matches.
  • Feedback Loop: Allows for continuous refinement based on real-world feedback.
  • Robust Error Handling: Gracefully handles unexpected situations and provides informative error messages.
  • Detailed Logging: Provides a clear audit trail for operations and troubleshooting.

Usage

  • Configuration: Before running the script, ensure the ScrubbingCriteria.cfg file is set up correctly. This file contains the list of words to scrub, their replacements, and the paths for input and output.
  • Running the Script: Navigate to the directory containing the DataScrubber.py script and run it using the command: python DataScrubber.py.
  • Feedback Integration: After manual review, any missed flags or false positives can be added to a feedback file. Use the FeedbackIntegrator.py script to integrate this feedback and refine the scrubbing criteria.

Dependencies

  • Python version 3.11
  • Required Python libraries: pandas, re, configparser

Future Enhancements

  • Integration with a database for storing and retrieving scrubbing criteria.
  • Machine learning-based scrubbing for improved accuracy.
  • User interface for easier interaction and configuration.

automated-gender-check's People

Contributors

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