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>

data/generated_tips/generation_history.json

@@ -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
     }
   ]
 }

data/generated_tips/weekly_lotto_tips_20260113_144816.csv

@@ -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

run_update_and_learn.sh

@@ -0,0 +1,4 @@
+#!/bin/bash
+cd "/Users/sebastianfrohlich/Projekte/Lotto"
+source venv/bin/activate
+python scripts/automation/auto_update_and_learn.py

scripts/automation/com.lotto.update.plist

@@ -0,0 +1,58 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<!DOCTYPE plist PUBLIC "-//Apple//DTD PLIST 1.0//EN" "http://www.apple.com/DTDs/PropertyList-1.0.dtd">
+<plist version="1.0">
+<dict>
+    <key>Label</key>
+    <string>com.lotto.update</string>
+
+    <key>ProgramArguments</key>
+    <array>
+        <string>/Users/sebastianfrohlich/Projekte/Lotto/run_update_and_learn.sh</string>
+    </array>
+
+    <key>StartCalendarInterval</key>
+    <array>
+        <dict>
+            <key>Weekday</key>
+            <integer>3</integer>
+            <key>Hour</key>
+            <integer>20</integer>
+            <key>Minute</key>
+            <integer>0</integer>
+        </dict>
+        <dict>
+            <key>Weekday</key>
+            <integer>6</integer>
+            <key>Hour</key>
+            <integer>20</integer>
+            <key>Minute</key>
+            <integer>0</integer>
+        </dict>
+    </array>
+
+    <key>WorkingDirectory</key>
+    <string>/Users/sebastianfrohlich/Projekte/Lotto</string>
+
+    <key>StandardOutPath</key>
+    <string>/Users/sebastianfrohlich/Projekte/Lotto/logs/update_stdout.log</string>
+    <key>StandardErrorPath</key>
+    <string>/Users/sebastianfrohlich/Projekte/Lotto/logs/update_stderr.log</string>
+
+    <key>RunAtLoad</key>
+    <false/>
+
+    <key>EnvironmentVariables</key>
+    <dict>
+        <key>PATH</key>
+        <string>/opt/homebrew/bin:/usr/local/bin:/usr/bin:/bin:/usr/sbin:/sbin</string>
+        <key>LANG</key>
+        <string>de_DE.UTF-8</string>
+    </dict>
+
+    <key>LaunchOnlyOnce</key>
+    <false/>
+
+    <key>Nice</key>
+    <integer>10</integer>
+</dict>
+</plist>

scripts/utils/notifier.py

@@ -115,20 +115,31 @@ class LottoNotifier:
         message += f"🎯 Ø Confidence: `{avg_conf:.4f}`\n"
         message += f"💎 Ø Quality: `{avg_qual:.4f}`\n\n"
 
-        # Top 5 Tipps mit Details
-        message += "🏆 *TOP 5 EMPFEHLUNGEN:*\n"
+        # Top 3 nach Confidence
+        message += "🎯 *TOP 3 NACH CONFIDENCE:*\n"
         message += "━━━━━━━━━━━━━━━━━━━━━━━\n"
 
-        sorted_tips = sorted(tips, key=lambda t: t['confidence'], reverse=True)[:5]
-
-        for i, tip in enumerate(sorted_tips, 1):
-            # Emoji basierend auf Rang
-            emoji = "🏆" if i == 1 else "🥈" if i == 2 else "🥉" if i == 3 else "⭐"
+        sorted_by_conf = sorted(tips, key=lambda t: t['confidence'], reverse=True)[:3]
 
+        for i, tip in enumerate(sorted_by_conf, 1):
+            emoji = "🥇" if i == 1 else "🥈" if i == 2 else "🥉"
             nums = '-'.join([f"{n:02d}" for n in tip['numbers']])
-            message += f"\n{emoji} *#{i}* Conf: `{tip['confidence']:.2%}`\n"
+            message += f"\n{emoji} *#{i}* Conf: `{tip['confidence']:.2%}` | Q: `{tip['quality']:.3f}`\n"
             message += f"🔢 `{nums}` + SZ `{tip['superzahl']}`\n"
-            message += f"📈 {tip['strategy']} | Q: `{tip['quality']:.3f}`\n"
+            message += f"📈 {tip['strategy']}\n"
+
+        # Top 3 nach Quality
+        message += "\n💎 *TOP 3 NACH QUALITY:*\n"
+        message += "━━━━━━━━━━━━━━━━━━━━━━━\n"
+
+        sorted_by_qual = sorted(tips, key=lambda t: t['quality'], reverse=True)[:3]
+
+        for i, tip in enumerate(sorted_by_qual, 1):
+            emoji = "🥇" if i == 1 else "🥈" if i == 2 else "🥉"
+            nums = '-'.join([f"{n:02d}" for n in tip['numbers']])
+            message += f"\n{emoji} *#{i}* Q: `{tip['quality']:.3f}` | Conf: `{tip['confidence']:.2%}`\n"
+            message += f"🔢 `{nums}` + SZ `{tip['superzahl']}`\n"
+            message += f"📈 {tip['strategy']}\n"
 
         message += "\n💡 Alle 10 Tipps in der CSV-Datei!\n"
         message += "🍀 *Viel Glück!*"