Toxicity Detection for Journal & News Analysis

[lohaarja]

Files Changed
New Files Added (9 files):

1. ml-api/README_TOXICITY.md
   • Comprehensive documentation for toxicity detection features
   • Usage guidelines and API documentation
2. ml-api/app/routes/perspective_routes.py
   • New routing module for Google Perspective API integration
   • Handles toxicity detection endpoints
3. ml-api/app/services/db_service.py
   • Database service layer for data persistence
   • Handles database operations and connections
4. ml-api/app/services/news_service.py
   • News analysis service implementation
   • Provides news data processing and analysis capabilities
5. ml-api/app/services/perspective_service.py
   • Google Perspective API service integration
   • Handles toxicity detection and content moderation
6. ml-api/app/services/toxicity_service.py
   • Core toxicity detection service
   • Implements toxicity analysis algorithms
7. ml-api/example_usage.py
   • Comprehensive examples demonstrating API usage
   • Code samples for all new features
8. ml-api/setup_and_test.py
   • Automated setup and testing script
   • Environment configuration and validation
9. ml-api/start_server.py
   • Enhanced server startup script
   • Improved configuration and initialization
10. ml-api/news.py
    ◦ Utility module for news-related operations

Modified Files:

1. ml-api/.env.example
   • Added new environment variables for toxicity detection
   • Updated configuration templates
2. ml-api/app/init.py ( major refactor)
   • Enhanced application initialization
   • Improved service registration and configuration
3. ml-api/app/routes/routes.py ( significant expansion)
   • Added new API endpoints for toxicity detection
   • Enhanced existing routes with new functionality
   • Improved error handling and response formatting
4. ml-api/requirements.txt (new dependencies)
   • Added packages for toxicity detection
   • New dependencies for Google Perspective API and news analysis
5. ml-api/run.py ( lines modified)
   • Updated application startup logic
   • Enhanced configuration loading

Key Features Added:

• Toxicity Detection: Integration with Google Perspective API for content moderation
• News Analysis: Service for analyzing and processing news content
• Enhanced Service Architecture: Modular service layer with dedicated database, news, and toxicity services
• Comprehensive Documentation: Detailed README for toxicity features
• Example Scripts: Complete usage examples and setup automation
• Improved Configuration: Enhanced environment variable management

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