Download backend/data/explainability/explainability_report.json from sheikhkmmtahmid/Portfolio-Risk-Platform: direct link, hf CLI and curl.
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- Download file 10.9 kB
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https://huggingface.co/spaces/sheikhkmmtahmid/Portfolio-Risk-Platform/resolve/main/backend/data/explainability/explainability_report.json
- Command line
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hf download hf://spaces/sheikhkmmtahmid/Portfolio-Risk-Platform/backend/data/explainability/explainability_report.json
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curl -L -o explainability_report.json https://huggingface.co/spaces/sheikhkmmtahmid/Portfolio-Risk-Platform/resolve/main/backend/data/explainability/explainability_report.json
10.9 kB
| { | |
| "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" | |
| } | |
| } |