feat: Implement Hybrid 60/40 scoring approach for Enhanced Signal Scoring
PROBLEM: - Enhanced Score alone (67.8%) was blocking trades with high Base Confidence (97.5%) - Low Volume Score (40/100) was dragging down the total - Good trading setups were being rejected SOLUTION: Hybrid 60/40 Approach - Final Score = (Base Confidence × 60%) + (Enhanced Score × 40%) - The proven trend analysis system keeps primary weight (60%) - Enhanced scoring still filters bad setups (40%) EXAMPLE: - Base Confidence: 97.5% - Enhanced Score: 67.8% - OLD: final = 67.8% (blocked at 70% threshold) - NEW: final = (97.5 × 0.6) + (67.8 × 0.4) = 85.6% (passes!) BENEFITS: - Respects the proven base trend system - Enhanced scoring still adds value - Fewer false rejections of good trades - Better balance between filtering and opportunity Updated files: - TradingBot_V1.6_Adaptive_Complete_CORRECTED.ipynb (Cells 85, 90) - activate_enhanced_scoring.py 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
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@@ -92,10 +92,12 @@ def enhanced_trading_check_wrapper(symbol="XAUUSD", debug=False):
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current_price=signal_info['trend_info']['M5']['price']
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)
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# Verwende enhanced score statt base confidence
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final_confidence = enhanced.total_score
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# HYBRID APPROACH: 60% Base Confidence + 40% Enhanced Score
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# Das bewährte Trend-System behält Hauptgewicht
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enhanced_score = enhanced.total_score
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final_confidence = (base_confidence * 0.6) + (enhanced_score * 0.4)
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print(f"\\n✅ Enhanced Signal Scoring:")
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print(f"\\n✅ Enhanced Signal Scoring (HYBRID 60/40):")
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print(f" Trend Score: {enhanced.trend_score:.1f}/100")
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print(f" Volume Score: {enhanced.volume_score:.1f}/100")
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print(f" Momentum Score: {enhanced.momentum_score:.1f}/100")
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@@ -103,7 +105,8 @@ def enhanced_trading_check_wrapper(symbol="XAUUSD", debug=False):
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print(f" Fibonacci Score: {enhanced.fibonacci_score:.1f}/100")
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print(f" ─────────────────────────────────────")
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print(f" 📊 Base Confidence: {base_confidence:.1f}%")
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print(f" 🎯 Enhanced Score: {final_confidence:.1f}%")
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print(f" 📈 Enhanced Score: {enhanced_score:.1f}%")
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print(f" 🔀 HYBRID (60/40): {final_confidence:.1f}%")
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print(f" 📈 Signal Quality: {enhanced.signal_quality}")
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# Show reasoning
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