cbazzaandClaude Sonnet 4.6
e3a022b000
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>
303 lines
9.6 KiB
Python
303 lines
9.6 KiB
Python
#!/usr/bin/env python3
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"""
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Wöchentlicher Lotto 6aus49 Tipp-Generator
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Automatisiert:
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1. Prüft ob neue Tipps nötig sind (basierend auf letzter Generierung)
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2. Generiert 10 Ultimate Tipps
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3. Speichert mit Timestamp
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4. Trackt Generierungs-Historie
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Verwendung:
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python weekly_tip_generator.py
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Oder als Cronjob:
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0 9 * * 3,6 cd /path/to/lotto && source venv/bin/activate && python scripts/automation/weekly_tip_generator.py
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"""
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import sys
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import os
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from datetime import datetime, timedelta
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import json
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# Füge Parent-Verzeichnisse zum Path hinzu
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script_dir = os.path.dirname(os.path.abspath(__file__))
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project_dir = os.path.dirname(os.path.dirname(script_dir))
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generators_dir = os.path.join(project_dir, 'scripts', 'generators')
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sys.path.insert(0, project_dir)
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sys.path.insert(0, generators_dir)
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# Import des Ultimate Generators
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from scripts.generators.ultimate_ai_ml_hybrid_generator import UltimateAIMLHybridGenerator
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from scripts.utils.notifier import LottoNotifier
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class WeeklyTipGenerator:
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"""Automatischer wöchentlicher Tipp-Generator für Lotto 6aus49."""
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def __init__(self, data_dir: str):
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self.data_dir = data_dir
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# CSV file is in Lotto/data folder
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# data_dir = .../Lotto/data
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# We need .../Lotto/data/AlleLottozahlen.csv
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self.data_file = os.path.join(data_dir, "AlleLottozahlen.csv")
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self.tips_dir = os.path.join(data_dir, "generated_tips")
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self.history_file = os.path.join(self.tips_dir, "generation_history.json")
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os.makedirs(self.tips_dir, exist_ok=True)
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# Initialisiere Notifier
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self.notifier = LottoNotifier()
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print("🤖 AUTOMATISCHER WÖCHENTLICHER LOTTO 6AUS49 TIPP-GENERATOR")
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print("=" * 70)
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def load_history(self) -> dict:
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"""Lädt Generierungs-Historie."""
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if os.path.exists(self.history_file):
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with open(self.history_file, 'r') as f:
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return json.load(f)
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return {"generations": []}
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def save_history(self, history: dict):
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"""Speichert Historie."""
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with open(self.history_file, 'w') as f:
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json.dump(history, f, indent=2)
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def needs_new_tips(self) -> bool:
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"""
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Prüft ob neue Tipps nötig sind.
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Logik:
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- Lotto 6aus49: Mittwoch & Samstag Ziehungen
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- Generiere Tipps wenn:
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a) Noch nie generiert
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b) Letzte Generierung > 3 Tage her
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c) Es ist Dienstag oder Freitag (vor Ziehung)
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"""
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history = self.load_history()
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if not history["generations"]:
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print(" ℹ️ Noch nie Tipps generiert")
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return True
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last_gen = history["generations"][-1]
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last_date = datetime.fromisoformat(last_gen["timestamp"])
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days_since = (datetime.now() - last_date).days
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print(f" 📅 Letzte Generierung: {last_date.strftime('%Y-%m-%d %H:%M')}")
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print(f" ⏱️ Vor {days_since} Tagen")
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# Wenn > 3 Tage her
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if days_since > 3:
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print(" ✅ Mehr als 3 Tage her - neue Tipps nötig")
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return True
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# Prüfe Wochentag (0=Montag, 2=Mittwoch, 5=Samstag)
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today = datetime.now().weekday()
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# Dienstag (vor Mittwoch-Ziehung)
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if today == 1 and days_since >= 1:
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print(" ✅ Dienstag - generiere für Mittwoch-Ziehung")
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return True
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# Freitag (vor Samstag-Ziehung)
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if today == 4 and days_since >= 1:
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print(" ✅ Freitag - generiere für Samstag-Ziehung")
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return True
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print(" ⏭️ Keine neuen Tipps nötig")
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return False
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def generate_tips(self, num_tips: int = 10, force: bool = False) -> bool:
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"""
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Generiert neue Tipps.
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Args:
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num_tips: Anzahl Tipps
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force: Ignoriere needs_new_tips Check
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Returns:
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True bei Erfolg
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"""
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print("\n🎯 TIPP-GENERIERUNG")
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print("=" * 70)
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# Check ob nötig
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if not force and not self.needs_new_tips():
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print("\n⏭️ Keine Generierung nötig")
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return True
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print(f"\n🚀 Generiere {num_tips} Ultimate Lotto 6aus49 Tipps...")
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print("-" * 70)
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try:
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# Initialisiere Generator
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generator = UltimateAIMLHybridGenerator(
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self.data_file,
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fast_mode=True
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)
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# Generiere Tipps
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tips = generator.generate_ultimate_tips(num_tips=num_tips)
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if not tips:
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print("\n❌ Keine Tipps generiert")
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return False
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# Speichere Tipps
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timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
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output_file = os.path.join(
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self.tips_dir,
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f"weekly_lotto_tips_{timestamp}.csv"
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)
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self._export_tips_to_csv(tips, output_file)
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# Update Historie
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history = self.load_history()
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history["generations"].append({
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"timestamp": datetime.now().isoformat(),
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"num_tips": len(tips),
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"file": os.path.basename(output_file),
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"avg_confidence": sum(t['confidence'] for t in tips) / len(tips),
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"avg_quality": sum(t['quality'] for t in tips) / len(tips)
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})
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self.save_history(history)
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print("\n" + "=" * 70)
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print("✅ TIPPS ERFOLGREICH GENERIERT")
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print(f"📁 Datei: {os.path.basename(output_file)}")
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print(f"📊 Anzahl: {len(tips)}")
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print(f"🎯 Avg Confidence: {history['generations'][-1]['avg_confidence']:.4f}")
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print(f"💎 Avg Quality: {history['generations'][-1]['avg_quality']:.4f}")
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print("=" * 70)
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# Sende Benachrichtigung
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try:
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# Finde besten Tipp (höchste Confidence)
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best_tip = max(tips, key=lambda t: t.get('confidence', 0))
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# Formatiere für Notification
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best_tip_formatted = {
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'numbers': best_tip.get('numbers', []),
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'superzahl': best_tip.get('superzahl', 0),
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'confidence': best_tip.get('confidence', 0),
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'strategy': best_tip.get('strategy', 'UNKNOWN')
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}
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timestamp_formatted = datetime.now().strftime('%Y-%m-%d %H:%M')
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self.notifier.send_tips_generated(tips, timestamp_formatted, best_tip_formatted)
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except Exception as e:
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print(f"⚠️ Benachrichtigung fehlgeschlagen: {e}")
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return True
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except Exception as e:
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print(f"\n❌ Fehler bei Generierung: {e}")
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import traceback
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traceback.print_exc()
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return False
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def _export_tips_to_csv(self, tips, filepath):
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"""Exportiert Tips als CSV."""
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import pandas as pd
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rows = []
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for tip in tips:
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numbers_str = '-'.join([str(n) for n in tip['numbers']])
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rows.append({
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'Tip_Number': tip['tip_number'],
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'Numbers': numbers_str,
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'Superzahl': tip['superzahl'],
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'Strategy': tip['strategy'],
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'AI_Score': f"{tip['ai_score']:.4f}",
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'Pattern_Weight': f"{tip['pattern_weight']:.4f}",
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'Confidence': f"{tip['confidence']:.4f}",
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'Quality': f"{tip['quality']:.4f}",
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'Popularity_Score': f"{UltimateAIMLHybridGenerator._calculate_popularity_score(tip['numbers']):.4f}"
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})
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df_export = pd.DataFrame(rows)
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df_export.to_csv(filepath, index=False)
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print(f"\n💾 Tips exported to: {filepath}")
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def show_history(self):
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"""Zeigt Generierungs-Historie."""
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history = self.load_history()
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if not history["generations"]:
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print("\n ℹ️ Noch keine Generierungen")
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return
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print("\n📊 GENERIERUNGS-HISTORIE")
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print("=" * 70)
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print(f"{'Nr':<4} {'Datum':<20} {'Tips':<6} {'Confidence':<12} {'Quality':<12} {'Datei'}")
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print("-" * 70)
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for i, gen in enumerate(reversed(history["generations"][-10:]), 1):
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timestamp = datetime.fromisoformat(gen["timestamp"])
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print(f"{i:<4} {timestamp.strftime('%Y-%m-%d %H:%M'):<20} "
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f"{gen['num_tips']:<6} {gen['avg_confidence']:<12.4f} "
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f"{gen['avg_quality']:<12.4f} {gen['file']}")
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print("-" * 70)
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print(f"Total: {len(history['generations'])} Generierungen")
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def main():
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"""Hauptfunktion."""
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import argparse
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parser = argparse.ArgumentParser(
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description="Wöchentlicher Lotto 6aus49 Tipp-Generator"
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)
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parser.add_argument(
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'--force',
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action='store_true',
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help='Generiere Tipps auch wenn nicht nötig'
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)
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parser.add_argument(
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'--num-tips',
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type=int,
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default=10,
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help='Anzahl Tipps zu generieren (default: 10)'
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)
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parser.add_argument(
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'--history',
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action='store_true',
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help='Zeige nur Historie'
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)
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parser.add_argument(
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'--data-dir',
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type=str,
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default="/Users/sebastianfrohlich/Projekte/Lotto/data",
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help='Daten-Verzeichnis'
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)
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args = parser.parse_args()
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# Initialisiere
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generator = WeeklyTipGenerator(args.data_dir)
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# Zeige Historie wenn gewünscht
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if args.history:
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generator.show_history()
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return
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# Generiere Tipps
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success = generator.generate_tips(
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num_tips=args.num_tips,
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force=args.force
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)
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# Zeige Historie
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generator.show_history()
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sys.exit(0 if success else 1)
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if __name__ == "__main__":
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main()
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