Adds _calculate_popularity_score() which favors number combinations
unlikely to be picked by other players (numbers > 31, no consecutive
sequences, avoiding common "lucky numbers"). This doesn't improve hit
probability (lottery draws are i.i.d. random) but increases expected
value by reducing the chance of sharing a jackpot.
- New 20% weight in quality score
- New Popularity_Score column in tip CSV export
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
- Added 2026-05-30 and 2026-06-03 draws to AlleLottozahlen.csv (3131 total)
- Retroactive learning for May 30, normal cycle for Jun 3 (44 total cycles)
- Retrained RF + LSTM models on updated dataset
- Generated fresh tips: weekly_lotto_tips_20260605_135532.csv
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
- Run learning for 2026-05-16 draw (7 11 20 23 27 30 SZ:9)
- Retrain LSTM on updated 3126-draw dataset
- Update generation history with new tips
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Data:
- Add missing draw 2026-05-16 (7 11 20 23 27 30 SZ:9) via GitHub archive
- Run retroactive learning for skipped 2026-01-07 draw
Generator improvements (ported from Eurojackpot):
- Add hard structural filters (sum 100-200, min 1 even + 1 odd per tip)
- Add long-term frequency prior as learner dampener (alpha=0.2)
- Fix ENSEMBLE strategy generating duplicate tips (greedy → weighted random)
- Fix Division-by-Zero edge case in set_frequency_prior
- Fix freq_alpha boundary and clip final adjusted value to [0,1]
- Prevent negative weights in random.choices (floor at 0.001)
- Use vectorized stack().value_counts() for frequency calculation
.gitignore:
- Exclude data/backups/, weekly tip CSVs, performance reports, data/data/
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Cleanup: Old backup files were incorrectly stored in data/data/backups/
instead of data/backups/
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
- Updated LSTM and ensemble models with latest training data
- Added weekly tips from January 9 to February 4, 2026
- Updated generation history and learning state
- Added performance reports
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
- Added Lottoland API (https://media.lottoland.com/api/drawings/german6aus49)
for fetching the latest Lotto 6aus49 draw
- Changed strategy to combine both APIs:
1. Lottoland API for the most current draw
2. GitHub Lotto Archive for historical data
- Fixed default data path to use /Projekte/Lotto/data
- Updated AlleLottozahlen.csv with draw from 2026-01-31
This fixes the issue where the GitHub Lotto Archive was outdated
and missing recent draws. Lottoland API provides real-time results.
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
- Enhanced Telegram message format to show TOP 3 by Confidence AND Quality
- Added average statistics (Confidence & Quality) to notifications
- Generated new tips with updated data (3,090 draws, latest: Jan 10)
- Added run_update_and_learn.sh wrapper script
- Created com.lotto.update.plist for automated updates
- Updated AlleLottozahlen.csv with latest draws
Benefits:
- Better tip selection with dual metrics visibility
- Clearer understanding of tip performance
- More informed decision-making for users
Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
Major improvements:
- Deep Learning integration with PyTorch LSTM (Bidirectional, 128→64 units)
- Hybrid predictor: 40% RandomForest + 60% Deep Learning
- LaunchAgent for automatic weekly tip generation (Tue/Fri 21:00)
- Health-Check system with auto-recovery and Telegram alerts
- 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)
- Apple Silicon MPS acceleration support
- Sequence learning with 20-draw history
- Early stopping and learning rate scheduling
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
This project includes multiple AI/ML-based lottery number generators for
German Lotto 6aus49, including pattern analysis, weighted predictions,
and hybrid approaches. Features automated weekly tip generation,
performance tracking, and Telegram bot integration.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
cbazzaandClaude Sonnet 4.6