- Remove ConflictDetector and Deduplicator from semantica.kg module
- Update all imports to use semantica.conflicts and semantica.deduplication
- Update all notebooks to use class-based API (no convenience functions)
- Fix method signatures: pass graph parameter to methods instead of constructor
- Update calculate_centrality calls to use specific methods (calculate_degree_centrality, etc.)
- Fix detect_communities and analyze_connectivity return value handling
- Update all documentation (kg_usage.md, docs/reference/kg.md)
- Remove conflict_detector.py and deduplicator.py from kg module
- Update registry.py to remove conflict and deduplicate task types
- Add PyPI installation instructions to all 72 cookbook notebooks
- Update module lists to include all 8 ingestion modules (FileIngestor, WebIngestor, FeedIngestor, StreamIngestor, DBIngestor, RepoIngestor, EmailIngestor, MCPIngestor)
- Reorder sections: Overview before Installation in all notebooks
- Remove duplicate content from introduction notebooks
- Update docs/cookbook.md with PyPI installation section and enhanced module descriptions
- Add numbering to all notebooks for better sorting
- Introduction: 01-19
- Advanced: 01-12
- Use cases: numbered within each category
- Add Google Colab badges to all 72 notebooks
- Clean up Welcome notebook with proper code cells
- Remove unnecessary print statements and verbose content
- Number all introduction notebooks (01-19)
- Number all advanced notebooks (01-12)
- Number all use case notebooks within each category
- Clean up Welcome notebook with proper code cells
- Remove unnecessary print statements
- Improve notebook organization and sorting
KaifAhmad1