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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Claude Opus 4.5
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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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@@ -1,5 +1,5 @@
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{
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"timestamp": "2026-01-21T22:36:39.567434",
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"timestamp": "2026-01-22T14:06:40.100178",
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"session_thresholds": {
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"asian": 60,
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"ny": 60,
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@@ -4507,5 +4507,86 @@
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},
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"position_control_active": true,
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"order_result": "OrderSendResult(retcode=10009, deal=629556692, order=692066470, volume=0.1, price=4816.89, bid=0.0, ask=0.0, comment='Request executed', request_id=1587946472, retcode_external=0, request=TradeRequest(action=1, magic=234000, order=0, symbol='XAUUSD', volume=0.1, price=4816.86, stoplimit=0.0, sl=4801.415068173482, tp=4854.772329566296, deviation=20, type=0, type_filling=1, type_time=0, expiration=0, comment='TradingBot_V1.6', position=0, position_by=0))"
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},
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{
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"timestamp": "2026-01-22T01:40:05.656568",
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"version": "V1.6_Adaptive_Complete",
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"symbol": "XAUUSD",
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"entry_signal": 1,
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"confidence": 93.65,
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"adaptive_threshold": 70,
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"signal_quality": "excellent",
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"market_regime": "ranging",
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"regime_strength": 26.992969317013234,
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"risk_adjusted_strength": 143745.33684143785,
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"adaptive_interval": 15,
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"session": "asian",
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"relaxed_features": {
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"pullback_entry_disabled": true,
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"lower_confidence_threshold": true,
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"lower_min_strength": true,
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"fixed_tf_alignment": true
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},
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"adaptive_features": {
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"adaptive_rhythm": true,
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"session_aware": true,
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"volatility_based": true
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},
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"position_control_active": true,
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"order_result": "OrderSendResult(retcode=10009, deal=629952585, order=692708945, volume=0.1, price=4784.78, bid=0.0, ask=0.0, comment='Request executed', request_id=1587946474, retcode_external=0, request=TradeRequest(action=1, magic=234000, order=0, symbol='XAUUSD', volume=0.1, price=4784.78, stoplimit=0.0, sl=4773.455778645191, tp=4812.320553387024, deviation=20, type=0, type_filling=1, type_time=0, expiration=0, comment='TradingBot_V1.6', position=0, position_by=0))"
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},
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{
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"timestamp": "2026-01-22T08:35:07.527490",
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"version": "V1.6_Adaptive_Complete",
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"symbol": "XAUUSD",
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"entry_signal": 1,
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"confidence": 99.13,
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"adaptive_threshold": 70,
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"signal_quality": "excellent",
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"market_regime": "ranging",
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"regime_strength": 33.15924775185171,
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"risk_adjusted_strength": 162265.72697387377,
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"adaptive_interval": 15,
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"session": "asian",
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"relaxed_features": {
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"pullback_entry_disabled": true,
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"lower_confidence_threshold": true,
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"lower_min_strength": true,
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"fixed_tf_alignment": true
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},
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"adaptive_features": {
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"adaptive_rhythm": true,
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"session_aware": true,
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"volatility_based": true
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},
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"position_control_active": true,
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"order_result": "OrderSendResult(retcode=10009, deal=630967545, order=694409497, volume=0.1, price=4836.88, bid=0.0, ask=0.0, comment='Request executed', request_id=1587946476, retcode_external=0, request=TradeRequest(action=1, magic=234000, order=0, symbol='XAUUSD', volume=0.1, price=4836.82, stoplimit=0.0, sl=4830.680417653813, tp=4851.468955865467, deviation=20, type=0, type_filling=1, type_time=0, expiration=0, comment='TradingBot_V1.6', position=0, position_by=0))"
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},
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{
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"timestamp": "2026-01-22T14:06:38.702900",
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"version": "V1.6_Adaptive_Complete",
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"symbol": "XAUUSD",
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"entry_signal": 1,
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"confidence": 97.62,
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"adaptive_threshold": 70,
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"signal_quality": "excellent",
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"market_regime": "ranging",
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"regime_strength": 34.94625812138287,
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"risk_adjusted_strength": 195775.68283265218,
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"adaptive_interval": 5,
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"session": "overlap",
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"relaxed_features": {
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"pullback_entry_disabled": true,
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"lower_confidence_threshold": true,
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"lower_min_strength": true,
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"fixed_tf_alignment": true
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},
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"adaptive_features": {
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"adaptive_rhythm": true,
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"session_aware": true,
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"volatility_based": true
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},
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"position_control_active": true,
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"order_result": "OrderSendResult(retcode=10009, deal=631796029, order=695596696, volume=0.1, price=4823.55, bid=0.0, ask=0.0, comment='Request executed', request_id=1587946477, retcode_external=0, request=TradeRequest(action=1, magic=234000, order=0, symbol='XAUUSD', volume=0.1, price=4823.62, stoplimit=0.0, sl=4818.361220809183, tp=4836.031947977042, deviation=20, type=0, type_filling=1, type_time=0, expiration=0, comment='TradingBot_V1.6', position=0, position_by=0))"
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}
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]
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