Improve Telegram notifications and fix data paths

- 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>

data/AlleEurojackpotzahlen.csv

@@ -914,3 +914,4 @@ datum;Z1;Z2;Z3;Z4;Z5;SZ1;SZ2
 2025-12-26;15;21;26;29;42;4;12
 2026-01-02;10;15;29;34;38;2;9
 2026-01-06;21;23;30;33;38;8;12
+2026-01-09;1;17;19;25;41;6;12

data/generated_tips/generation_history.json

@@ -125,6 +125,13 @@
       "file": "weekly_tips_20260108_090029.csv",
       "avg_confidence": 0.49425787623829,
       "avg_quality": 0.6145839981272502
+    },
+    {
+      "timestamp": "2026-01-12T21:00:15.818890",
+      "num_tips": 10,
+      "file": "weekly_tips_20260112_210015.csv",
+      "avg_confidence": 0.49425787623829,
+      "avg_quality": 0.6145839981272502
     }
   ]
 }

run_update_and_learn.sh

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

scripts/automation/com.eurojackpot.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.eurojackpot.update</string>
+
+    <key>ProgramArguments</key>
+    <array>
+        <string>/Users/sebastianfrohlich/Projekte/Eurojackpot/run_update_and_learn.sh</string>
+    </array>
+
+    <key>StartCalendarInterval</key>
+    <array>
+        <dict>
+            <key>Weekday</key>
+            <integer>3</integer>
+            <key>Hour</key>
+            <integer>8</integer>
+            <key>Minute</key>
+            <integer>0</integer>
+        </dict>
+        <dict>
+            <key>Weekday</key>
+            <integer>6</integer>
+            <key>Hour</key>
+            <integer>8</integer>
+            <key>Minute</key>
+            <integer>0</integer>
+        </dict>
+    </array>
+
+    <key>WorkingDirectory</key>
+    <string>/Users/sebastianfrohlich/Projekte/Eurojackpot</string>
+
+    <key>StandardOutPath</key>
+    <string>/Users/sebastianfrohlich/Projekte/Eurojackpot/logs/update_stdout.log</string>
+    <key>StandardErrorPath</key>
+    <string>/Users/sebastianfrohlich/Projekte/Eurojackpot/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/generators/ultimate_ai_ml_eurojackpot_generator.py

@@ -1673,14 +1673,21 @@ def main():
     print("⚡ OPTIMIZED VERSION with Progress Indicators")
     print("=" * 70)
     
-    data_path = "/Users/sebastianfrohlich/Library/Mobile Documents/com~apple~CloudDocs/Jupyter Notebooks/AlleEurojackpotzahlen.csv"
+    # Use --data-dir parameter or default to Projekte path
+    import argparse
+    parser = argparse.ArgumentParser()
+    parser.add_argument('--data-dir', type=str, default="/Users/sebastianfrohlich/Projekte/Eurojackpot/data")
+    parser.add_argument('--num-tips', type=int, default=10)
+    args = parser.parse_args()
+
+    data_path = os.path.join(args.data_dir, "AlleEurojackpotzahlen.csv")
     
     try:
         # Initialize with fast mode
         generator = UltimateAIMLEurojackpotGenerator(data_path, fast_mode=True)
         
         # Generate Tips
-        tips = generator.generate_ultimate_tips(10)
+        tips = generator.generate_ultimate_tips(args.num_tips)
         
         if tips:
             print("\n🏆 GENERATION COMPLETED!")

scripts/utils/notifier.py

@@ -60,24 +60,41 @@ class EurojackpotNotifier:
         """
         subject = f"🎲 {len(tips)} neue Eurojackpot-Tipps generiert!"
 
-        # Sortiere Tips nach Confidence
-        sorted_tips = sorted(tips, key=lambda x: x.get('confidence', 0), reverse=True)
+        # Statistiken
+        avg_conf = sum(t.get('confidence', 0) for t in tips) / len(tips) if tips else 0
+        avg_qual = sum(t.get('quality', 0) for t in tips) / len(tips) if tips else 0
 
-        # Top 5 formatieren
-        top5_text = ""
-        for i, tip in enumerate(sorted_tips[:5], 1):
+        # Top 3 nach Confidence
+        sorted_by_conf = sorted(tips, key=lambda x: x.get('confidence', 0), reverse=True)[:3]
+        top3_conf_text = ""
+        for i, tip in enumerate(sorted_by_conf, 1):
+            emoji = "🥇" if i == 1 else "🥈" if i == 2 else "🥉"
             main = tip.get('main_numbers', '?')
             euro = tip.get('euro_numbers', '?')
             conf = tip.get('confidence', 0)
-            strat = tip.get('strategy', 'UNKNOWN')
             qual = tip.get('quality', 0)
+            strat = tip.get('strategy', 'UNKNOWN')
 
-            # Emoji basierend auf Rang
-            emoji = "🏆" if i == 1 else "🥈" if i == 2 else "🥉" if i == 3 else "⭐"
-
-            top5_text += f"""{emoji} #{i} - Confidence: {conf:.2%}
+            top3_conf_text += f"""{emoji} #{i} - Conf: {conf:.2%} | Q: {qual:.3f}
 🔢 {main} + ⭐ {euro}
-📈 {strat} | Quality: {qual:.3f}
+📈 {strat}
+
+"""
+
+        # Top 3 nach Quality
+        sorted_by_qual = sorted(tips, key=lambda x: x.get('quality', 0), reverse=True)[:3]
+        top3_qual_text = ""
+        for i, tip in enumerate(sorted_by_qual, 1):
+            emoji = "🥇" if i == 1 else "🥈" if i == 2 else "🥉"
+            main = tip.get('main_numbers', '?')
+            euro = tip.get('euro_numbers', '?')
+            conf = tip.get('confidence', 0)
+            qual = tip.get('quality', 0)
+            strat = tip.get('strategy', 'UNKNOWN')
+
+            top3_qual_text += f"""{emoji} #{i} - Q: {qual:.3f} | Conf: {conf:.2%}
+🔢 {main} + ⭐ {euro}
+📈 {strat}
 
 """
 
@@ -87,9 +104,16 @@ class EurojackpotNotifier:
 📊 Anzahl Tipps: {len(tips)}
 ⏰ Zeitpunkt: {timestamp}
 
-🏆 TOP 5 EMPFEHLUNGEN:
+📊 STATISTIKEN:
+🎯 Ø Confidence: {avg_conf:.4f}
+💎 Ø Quality: {avg_qual:.4f}
+
+🎯 TOP 3 NACH CONFIDENCE:
 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
-{top5_text}
+{top3_conf_text}
+💎 TOP 3 NACH QUALITY:
+━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
+{top3_qual_text}
 💡 Alle 10 Tipps findest du in der CSV-Datei!
 
 Viel Glück! 🍀