The graphify code-graph pass confirmed nothing in the active pipeline
(scripts/automation/, shell entrypoints) imports or calls any of
these - only scripts/generators/ultimate_ai_ml_eurojackpot_generator.py
is wired into automation. Removes:
- ultimate_ai_ml_eurojackpot_generator_v2.1_backup.py, a verbatim
duplicate of the active generator's classes (UltimateAIMLEurojackpot-
Generator, EurojackpotAIMLEngine, PatternEngine, HybridOptimizer)
- optimized_eurojackpot_generator.py, a third standalone generator
documented in README but never imported
- update_historical_data.py, a second data updater never imported
- 12 standalone analysis/utility scripts (bereichsanalyse, positions-
analyse, NMMHH generators, processors, etc.) with no automation ties
History is preserved in git if anything here turns out to still be
wanted. README still documents most of these - follow-up needed there.
Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
- Enhanced Telegram message format to show TOP 3 by Confidence AND Quality
- Added average statistics (Confidence & Quality) to notifications
- Fixed hardcoded iCloud path in generator (now uses --data-dir parameter)
- Updated AlleEurojackpotzahlen.csv with latest draw (Jan 9)
- Added run_update_and_learn.sh wrapper script
- Created com.eurojackpot.update.plist for automated updates
Benefits:
- Better tip selection with dual metrics visibility
- Generator now works with correct project paths
- More robust automation setup
Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
Major improvements:
- Deep Learning integration with PyTorch LSTM (dual models: main 1-50 + euro 1-12)
- Hybrid predictor: 40% RandomForest + 60% Deep Learning
- LaunchAgent for automatic weekly tip generation (Mon/Thu 21:00)
- Health-Check system with auto-recovery and Telegram alerts
- Fixed health checks for Eurojackpot-specific paths and file names
- Model caching and intelligent retraining logic
- Updated CSV data and generated tips
- Performance reports for recent draws
Technical details:
- PyTorch used instead of TensorFlow (Python 3.14 compatibility)
- Separate LSTM models for main numbers (1-50) and euro numbers (1-12)
- Apple Silicon MPS acceleration support
- Sequence learning with 20-draw history
- Health-check adapted for eurojackpot_ml_models/ and learning_log.json
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
This repository contains a comprehensive Eurojackpot lottery analysis and prediction system including:
- Historical data analysis and processing
- ML-based prediction models
- Automated weekly tip generation
- Position and range analysis tools
- Notification system for results
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
cbazzaandClaude Sonnet 5