{ "assets": { "spx": { "en_active_features": 1, "en_total_features": 20, "xgb_top_feature": "us_cpi_yoy", "en_top_feature": "all_zero", "latest_explanation": { "asset": "spx", "actual_return": -0.043516, "elastic_net": { "prediction": 0.006114, "error": 0.04963, "top_drivers": [ { "feature": "us2y_yield", "shap_value": 0.0, "direction": "bearish" }, { "feature": "us10y_yield", "shap_value": 0.0, "direction": "bearish" }, { "feature": "yield_spread", "shap_value": 0.0, "direction": "bearish" }, { "feature": "us_cpi_yoy", "shap_value": -0.0, "direction": "bearish" }, { "feature": "high_yield_spread", "shap_value": -0.0, "direction": "bearish" } ] }, "xgboost": { "prediction": -0.013752, "error": 0.029763, "top_drivers": [ { "feature": "gold_return", "shap_value": -0.014611, "direction": "bearish" }, { "feature": "high_yield_spread", "shap_value": -0.004969, "direction": "bearish" }, { "feature": "us10y_yield", "shap_value": -0.004278, "direction": "bearish" }, { "feature": "vix_level", "shap_value": 0.003747, "direction": "bullish" }, { "feature": "us_cpi_yoy", "shap_value": 0.003646, "direction": "bullish" } ] }, "raw_feature_snapshot": { "us2y_yield": 3.38, "us10y_yield": 3.97, "yield_spread": 0.59, "us_cpi_yoy": 0.02434, "high_yield_spread": 3.12, "vix_level": 19.86, "spx_vol_3m": 0.011268, "eurusd_return": -0.003169, "gbpusd_return": -0.015183, "spx_return": -0.008706, "ndx_return": -0.023455, "gold_return": 0.082319, "ecb_level": 2025.0, "ecb_yoy": 0.000494, "regime_confidence": 0.840939, "regime_label": "credit_stress" } } }, "ndx": { "en_active_features": 2, "en_total_features": 20, "xgb_top_feature": "us_cpi_yoy", "en_top_feature": "us_cpi_yoy", "latest_explanation": { "asset": "ndx", "actual_return": -0.037847, "elastic_net": { "prediction": 0.009971, "error": 0.047819, "top_drivers": [ { "feature": "us_cpi_yoy", "shap_value": 0.000353, "direction": "bullish" }, { "feature": "us2y_yield", "shap_value": 0.0, "direction": "bearish" }, { "feature": "us10y_yield", "shap_value": 0.0, "direction": "bearish" }, { "feature": "yield_spread", "shap_value": 0.0, "direction": "bearish" }, { "feature": "high_yield_spread", "shap_value": -0.0, "direction": "bearish" } ] }, "xgboost": { "prediction": 0.017636, "error": 0.055483, "top_drivers": [ { "feature": "regime_confidence", "shap_value": 0.01238, "direction": "bullish" }, { "feature": "high_yield_spread", "shap_value": -0.009677, "direction": "bearish" }, { "feature": "ndx_return", "shap_value": 0.007558, "direction": "bullish" }, { "feature": "us2y_yield", "shap_value": -0.007308, "direction": "bearish" }, { "feature": "vix_level", "shap_value": 0.006054, "direction": "bullish" } ] }, "raw_feature_snapshot": { "us2y_yield": 3.38, "us10y_yield": 3.97, "yield_spread": 0.59, "us_cpi_yoy": 0.02434, "high_yield_spread": 3.12, "vix_level": 19.86, "spx_vol_3m": 0.011268, "eurusd_return": -0.003169, "gbpusd_return": -0.015183, "spx_return": -0.008706, "ndx_return": -0.023455, "gold_return": 0.082319, "ecb_level": 2025.0, "ecb_yoy": 0.000494, "regime_confidence": 0.840939, "regime_label": "credit_stress" } } }, "gold": { "en_active_features": 1, "en_total_features": 20, "xgb_top_feature": "us_cpi_yoy", "en_top_feature": "all_zero", "latest_explanation": { "asset": "gold", "actual_return": -0.177587, "elastic_net": { "prediction": 0.006991, "error": 0.184577, "top_drivers": [ { "feature": "us2y_yield", "shap_value": 0.0, "direction": "bearish" }, { "feature": "us10y_yield", "shap_value": 0.0, "direction": "bearish" }, { "feature": "yield_spread", "shap_value": 0.0, "direction": "bearish" }, { "feature": "us_cpi_yoy", "shap_value": -0.0, "direction": "bearish" }, { "feature": "high_yield_spread", "shap_value": -0.0, "direction": "bearish" } ] }, "xgboost": { "prediction": 0.019299, "error": 0.196886, "top_drivers": [ { "feature": "eurusd_return", "shap_value": 0.0134, "direction": "bullish" }, { "feature": "high_yield_spread", "shap_value": -0.013169, "direction": "bearish" }, { "feature": "us10y_yield", "shap_value": 0.005232, "direction": "bullish" }, { "feature": "spx_vol_3m", "shap_value": -0.005168, "direction": "bearish" }, { "feature": "gbpusd_return", "shap_value": 0.004822, "direction": "bullish" } ] }, "raw_feature_snapshot": { "us2y_yield": 3.38, "us10y_yield": 3.97, "yield_spread": 0.59, "us_cpi_yoy": 0.02434, "high_yield_spread": 3.12, "vix_level": 19.86, "spx_vol_3m": 0.011268, "eurusd_return": -0.003169, "gbpusd_return": -0.015183, "spx_return": -0.008706, "ndx_return": -0.023455, "gold_return": 0.082319, "ecb_level": 2025.0, "ecb_yoy": 0.000494, "regime_confidence": 0.840939, "regime_label": "credit_stress" } } }, "btc": { "en_active_features": 1, "en_total_features": 20, "xgb_top_feature": "us10y_yield", "en_top_feature": "all_zero", "latest_explanation": { "asset": "btc", "actual_return": 0.045561, "elastic_net": { "prediction": 0.107783, "error": 0.062221, "top_drivers": [ { "feature": "us2y_yield", "shap_value": 0.0, "direction": "bearish" }, { "feature": "us10y_yield", "shap_value": 0.0, "direction": "bearish" }, { "feature": "yield_spread", "shap_value": 0.0, "direction": "bearish" }, { "feature": "us_cpi_yoy", "shap_value": -0.0, "direction": "bearish" }, { "feature": "high_yield_spread", "shap_value": -0.0, "direction": "bearish" } ] }, "xgboost": { "prediction": 0.246855, "error": 0.201294, "top_drivers": [ { "feature": "us10y_yield", "shap_value": 0.326271, "direction": "bullish" }, { "feature": "gold_return", "shap_value": -0.069151, "direction": "bearish" }, { "feature": "eurusd_return", "shap_value": -0.066616, "direction": "bearish" }, { "feature": "vix_level", "shap_value": -0.046455, "direction": "bearish" }, { "feature": "us_cpi_yoy", "shap_value": 0.022658, "direction": "bullish" } ] }, "raw_feature_snapshot": { "us2y_yield": 3.38, "us10y_yield": 3.97, "yield_spread": 0.59, "us_cpi_yoy": 0.02434, "high_yield_spread": 3.12, "vix_level": 19.86, "spx_vol_3m": 0.011268, "eurusd_return": -0.003169, "gbpusd_return": -0.015183, "spx_return": -0.008706, "ndx_return": -0.023455, "gold_return": 0.082319, "ecb_level": 2025.0, "ecb_yoy": 0.000494, "regime_confidence": 0.840939, "regime_label": "credit_stress" } } } }, "cross_asset_summary": { "top5_universal_drivers": [ { "feature": "us10y_yield", "avg_xgb_shap_across_assets": 0.04483575 }, { "feature": "regime_confidence", "avg_xgb_shap_across_assets": 0.022498749999999998 }, { "feature": "us_cpi_yoy", "avg_xgb_shap_across_assets": 0.017874 }, { "feature": "eurusd_return", "avg_xgb_shap_across_assets": 0.01632275 }, { "feature": "spx_return", "avg_xgb_shap_across_assets": 0.0159295 } ], "note": "Average XGBoost SHAP importance across SPX, NDX, Gold" } }