Improve Telegram notifications and update automation

- 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>
This commit is contained in:
2026-01-14 10:47:27 +01:00
co-authored by Claude Sonnet 4.5
parent 42a00d3fc4
commit 9d2e4dfbc9
6 changed files with 3197 additions and 4983 deletions
+3090 -4974
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@@ -118,6 +118,20 @@
"file": "weekly_lotto_tips_20260105_193153.csv",
"avg_confidence": 0.4169894391741245,
"avg_quality": 0.6052850635944613
},
{
"timestamp": "2026-01-09T14:55:23.616725",
"num_tips": 10,
"file": "weekly_lotto_tips_20260109_145523.csv",
"avg_confidence": 0.42647604748150647,
"avg_quality": 0.6151016879338203
},
{
"timestamp": "2026-01-13T14:48:16.333886",
"num_tips": 10,
"file": "weekly_lotto_tips_20260113_144816.csv",
"avg_confidence": 0.40184204865505785,
"avg_quality": 0.5939368072145434
}
]
}
@@ -0,0 +1,11 @@
Tip_Number,Numbers,Superzahl,Strategy,AI_Score,Pattern_Weight,Confidence,Quality
1,8-12-20-39-46-47,6,HYBRID-OPT,0.5071,0.0958,0.4617,0.6041
2,8-9-10-31-35-46,6,HYBRID-OPT,0.4942,0.0767,0.4492,0.5990
3,3-8-14-17-21-46,6,HYBRID-OPT,0.5249,0.0974,0.4703,0.6140
4,8-11-35-38-45-46,1,HYBRID-OPT,0.6417,0.0178,0.4950,0.6419
5,11-22-25-35-45-46,5,HYBRID-OPT,0.5132,0.0854,0.4608,0.5917
6,3-8-23-26-37-46,2,PURE-AI,0.5114,0.1463,0.4383,0.6202
7,6-11-21-28-32-45,7,PURE-AI,0.3095,0.0838,0.2644,0.4748
8,8-12-20-23-35-46,6,ENSEMBLE,0.6731,0.1463,0.4097,0.6781
9,8-12-20-23-35-46,3,ENSEMBLE,0.6731,0.1463,0.4097,0.6781
10,2-9-24-30-35-49,6,PURE-PATTERN,0.1895,0.1463,0.1592,0.4375
1 Tip_Number Numbers Superzahl Strategy AI_Score Pattern_Weight Confidence Quality
2 1 8-12-20-39-46-47 6 HYBRID-OPT 0.5071 0.0958 0.4617 0.6041
3 2 8-9-10-31-35-46 6 HYBRID-OPT 0.4942 0.0767 0.4492 0.5990
4 3 3-8-14-17-21-46 6 HYBRID-OPT 0.5249 0.0974 0.4703 0.6140
5 4 8-11-35-38-45-46 1 HYBRID-OPT 0.6417 0.0178 0.4950 0.6419
6 5 11-22-25-35-45-46 5 HYBRID-OPT 0.5132 0.0854 0.4608 0.5917
7 6 3-8-23-26-37-46 2 PURE-AI 0.5114 0.1463 0.4383 0.6202
8 7 6-11-21-28-32-45 7 PURE-AI 0.3095 0.0838 0.2644 0.4748
9 8 8-12-20-23-35-46 6 ENSEMBLE 0.6731 0.1463 0.4097 0.6781
10 9 8-12-20-23-35-46 3 ENSEMBLE 0.6731 0.1463 0.4097 0.6781
11 10 2-9-24-30-35-49 6 PURE-PATTERN 0.1895 0.1463 0.1592 0.4375