{ "run_date": "2026-07-23 03:48:05", "windows": [ 63, 252, 504, 1008, 2016, 4032, 4536 ], "e_process_length": 20, "macro_vars": [ "VIX", "DXY", "T10Y2Y", "TBILL_3M", "DGS1MO", "DGS3MO", "DGS6MO", "DGS1", "DGS2", "DGS5", "DGS7", "DGS10", "DGS20", "DGS30" ], "universes": { "FI_COMMODITIES": { "best_window_data": { "window": 4536, "top_etfs": [ { "ticker": "HYG", "e_value_score_norm": 1.0, "raw_score": 100.00903 }, { "ticker": "VNQ", "e_value_score_norm": 0.7541528239207991, "raw_score": 100.00681 }, { "ticker": "VCIT", "e_value_score_norm": 0.7076411960132002, "raw_score": 100.00639 } ], "all_scores_raw": { "TLT": 100.00342, "VCIT": 100.00639, "LQD": 100.00059, "HYG": 100.00903, "VNQ": 100.00681, "GLD": 100.00232, "SLV": 100.0 }, "all_scores_norm": { "TLT": 0.37873754152903394, "VCIT": 0.7076411960132002, "LQD": 0.06533776301249358, "HYG": 1.0, "VNQ": 0.7541528239207991, "GLD": 0.25692137320028263, "SLV": 0.0 } }, "all_windows": [ { "window": 63, "top_etfs": [ { "ticker": "HYG", "e_value_score_norm": 1.0, "raw_score": 100.00903 }, { "ticker": "VNQ", "e_value_score_norm": 0.7541528239207991, "raw_score": 100.00681 }, { "ticker": "VCIT", "e_value_score_norm": 0.7076411960132002, "raw_score": 100.00639 } ], "all_scores_raw": { "TLT": 100.00342, "VCIT": 100.00639, "LQD": 100.00059, "HYG": 100.00903, "VNQ": 100.00681, "GLD": 100.00232, "SLV": 100.0 }, "all_scores_norm": { "TLT": 0.37873754152903394, "VCIT": 0.7076411960132002, "LQD": 0.06533776301249358, "HYG": 1.0, "VNQ": 0.7541528239207991, "GLD": 0.25692137320028263, "SLV": 0.0 } }, { "window": 252, "top_etfs": [ { "ticker": "HYG", "e_value_score_norm": 1.0, "raw_score": 100.00903 }, { "ticker": "VNQ", "e_value_score_norm": 0.7541528239207991, "raw_score": 100.00681 }, { "ticker": "VCIT", "e_value_score_norm": 0.7076411960132002, "raw_score": 100.00639 } ], "all_scores_raw": { "TLT": 100.00342, "VCIT": 100.00639, "LQD": 100.00059, "HYG": 100.00903, "VNQ": 100.00681, "GLD": 100.00232, "SLV": 100.0 }, "all_scores_norm": { "TLT": 0.37873754152903394, "VCIT": 0.7076411960132002, "LQD": 0.06533776301249358, "HYG": 1.0, "VNQ": 0.7541528239207991, "GLD": 0.25692137320028263, "SLV": 0.0 } }, { "window": 504, "top_etfs": [ { "ticker": "HYG", "e_value_score_norm": 1.0, "raw_score": 100.00903 }, { "ticker": "VNQ", "e_value_score_norm": 0.7541528239207991, "raw_score": 100.00681 }, { "ticker": "VCIT", "e_value_score_norm": 0.7076411960132002, "raw_score": 100.00639 } ], "all_scores_raw": { "TLT": 100.00342, "VCIT": 100.00639, "LQD": 100.00059, "HYG": 100.00903, "VNQ": 100.00681, "GLD": 100.00232, "SLV": 100.0 }, "all_scores_norm": { "TLT": 0.37873754152903394, "VCIT": 0.7076411960132002, "LQD": 0.06533776301249358, "HYG": 1.0, "VNQ": 0.7541528239207991, "GLD": 0.25692137320028263, "SLV": 0.0 } }, { "window": 1008, "top_etfs": [ { "ticker": "HYG", "e_value_score_norm": 1.0, "raw_score": 100.00903 }, { "ticker": "VNQ", "e_value_score_norm": 0.7541528239207991, "raw_score": 100.00681 }, { "ticker": "VCIT", "e_value_score_norm": 0.7076411960132002, "raw_score": 100.00639 } ], "all_scores_raw": { "TLT": 100.00342, "VCIT": 100.00639, "LQD": 100.00059, "HYG": 100.00903, "VNQ": 100.00681, "GLD": 100.00232, "SLV": 100.0 }, "all_scores_norm": { "TLT": 0.37873754152903394, "VCIT": 0.7076411960132002, "LQD": 0.06533776301249358, "HYG": 1.0, "VNQ": 0.7541528239207991, "GLD": 0.25692137320028263, "SLV": 0.0 } }, { "window": 2016, "top_etfs": [ { "ticker": "HYG", "e_value_score_norm": 1.0, "raw_score": 100.00903 }, { "ticker": "VNQ", "e_value_score_norm": 0.7541528239207991, "raw_score": 100.00681 }, { "ticker": "VCIT", "e_value_score_norm": 0.7076411960132002, "raw_score": 100.00639 } ], "all_scores_raw": { "TLT": 100.00342, "VCIT": 100.00639, "LQD": 100.00059, "HYG": 100.00903, "VNQ": 100.00681, "GLD": 100.00232, "SLV": 100.0 }, "all_scores_norm": { "TLT": 0.37873754152903394, "VCIT": 0.7076411960132002, "LQD": 0.06533776301249358, "HYG": 1.0, "VNQ": 0.7541528239207991, "GLD": 0.25692137320028263, "SLV": 0.0 } }, { "window": 4032, "top_etfs": [ { "ticker": "HYG", "e_value_score_norm": 1.0, "raw_score": 100.00903 }, { "ticker": "VNQ", "e_value_score_norm": 0.7541528239207991, "raw_score": 100.00681 }, { "ticker": "VCIT", "e_value_score_norm": 0.7076411960132002, "raw_score": 100.00639 } ], "all_scores_raw": { "TLT": 100.00342, "VCIT": 100.00639, "LQD": 100.00059, "HYG": 100.00903, "VNQ": 100.00681, "GLD": 100.00232, "SLV": 100.0 }, "all_scores_norm": { "TLT": 0.37873754152903394, "VCIT": 0.7076411960132002, "LQD": 0.06533776301249358, "HYG": 1.0, "VNQ": 0.7541528239207991, "GLD": 0.25692137320028263, "SLV": 0.0 } }, { "window": 4536, "top_etfs": [ { "ticker": "HYG", "e_value_score_norm": 1.0, "raw_score": 100.00903 }, { "ticker": "VNQ", "e_value_score_norm": 0.7541528239207991, "raw_score": 100.00681 }, { "ticker": "VCIT", "e_value_score_norm": 0.7076411960132002, "raw_score": 100.00639 } ], "all_scores_raw": { "TLT": 100.00342, "VCIT": 100.00639, "LQD": 100.00059, "HYG": 100.00903, "VNQ": 100.00681, "GLD": 100.00232, "SLV": 100.0 }, "all_scores_norm": { "TLT": 0.37873754152903394, "VCIT": 0.7076411960132002, "LQD": 0.06533776301249358, "HYG": 1.0, "VNQ": 0.7541528239207991, "GLD": 0.25692137320028263, "SLV": 0.0 } } ] }, "EQUITY_SECTORS": { "best_window_data": { "window": 4536, "top_etfs": [ { "ticker": "XSD", "e_value_score_norm": 1.0, "raw_score": 100.0091 }, { "ticker": "XLV", "e_value_score_norm": 0.814234016887188, "raw_score": 100.00756 }, { "ticker": "XLU", "e_value_score_norm": 0.7430639324478194, "raw_score": 100.00697 } ], "all_scores_raw": { "SPY": 100.00276, "QQQ": 100.00265, "XLK": 100.00362, "XLF": 100.0019, "XLE": 100.00472, "XLV": 100.00756, "XLI": 100.00149, "XLY": 100.00328, "SOXX": 100.00621, "SMH": 100.00389, "XLB": 100.00597, "XLP": 100.00081, "XLU": 100.00697, "GDX": 100.00355, "XME": 100.00314, "IWF": 100.00117, "XSD": 100.0091, "XBI": 100.00389, "IWM": 100.00395, "IWD": 100.00477, "IWO": 100.00437 }, "all_scores_norm": { "SPY": 0.23522316043342895, "QQQ": 0.22195416164063622, "XLK": 0.3389626055483536, "XLF": 0.1314837153202185, "XLE": 0.47165259348656624, "XLV": 0.814234016887188, "XLI": 0.08202653799788728, "XLY": 0.2979493365502671, "SOXX": 0.6513872135094075, "SMH": 0.3715319662239097, "XLB": 0.6224366706878338, "XLP": 0.0, "XLU": 0.7430639324478194, "GDX": 0.33051869722582317, "XME": 0.281061519903492, "IWF": 0.04342581423407479, "XSD": 1.0, "XBI": 0.3715319662239097, "IWM": 0.37876960193016024, "IWD": 0.4776839565731084, "IWO": 0.42943305186877134 } }, "all_windows": [ { "window": 63, "top_etfs": [ { "ticker": "XSD", "e_value_score_norm": 1.0, "raw_score": 100.0091 }, { "ticker": "XLV", "e_value_score_norm": 0.814234016887188, "raw_score": 100.00756 }, { "ticker": "XLU", "e_value_score_norm": 0.7430639324478194, "raw_score": 100.00697 } ], "all_scores_raw": { "SPY": 100.00276, "QQQ": 100.00265, "XLK": 100.00362, "XLF": 100.0019, "XLE": 100.00472, "XLV": 100.00756, "XLI": 100.00149, "XLY": 100.00328, "SOXX": 100.00621, "SMH": 100.00389, "XLB": 100.00597, "XLP": 100.00081, "XLU": 100.00697, "GDX": 100.00355, "XME": 100.00314, "IWF": 100.00117, "XSD": 100.0091, "XBI": 100.00389, "IWM": 100.00395, "IWD": 100.00477, "IWO": 100.00437 }, "all_scores_norm": { "SPY": 0.23522316043342895, "QQQ": 0.22195416164063622, "XLK": 0.3389626055483536, "XLF": 0.1314837153202185, "XLE": 0.47165259348656624, "XLV": 0.814234016887188, "XLI": 0.08202653799788728, "XLY": 0.2979493365502671, "SOXX": 0.6513872135094075, "SMH": 0.3715319662239097, "XLB": 0.6224366706878338, "XLP": 0.0, "XLU": 0.7430639324478194, "GDX": 0.33051869722582317, "XME": 0.281061519903492, "IWF": 0.04342581423407479, "XSD": 1.0, "XBI": 0.3715319662239097, "IWM": 0.37876960193016024, "IWD": 0.4776839565731084, "IWO": 0.42943305186877134 } }, { "window": 252, "top_etfs": [ { "ticker": "XSD", "e_value_score_norm": 1.0, "raw_score": 100.0091 }, { "ticker": "XLV", "e_value_score_norm": 0.814234016887188, "raw_score": 100.00756 }, { "ticker": "XLU", "e_value_score_norm": 0.7430639324478194, "raw_score": 100.00697 } ], "all_scores_raw": { "SPY": 100.00276, "QQQ": 100.00265, "XLK": 100.00362, "XLF": 100.0019, "XLE": 100.00472, "XLV": 100.00756, "XLI": 100.00149, "XLY": 100.00328, "SOXX": 100.00621, "SMH": 100.00389, "XLB": 100.00597, "XLP": 100.00081, "XLU": 100.00697, "GDX": 100.00355, "XME": 100.00314, "IWF": 100.00117, "XSD": 100.0091, "XBI": 100.00389, "IWM": 100.00395, "IWD": 100.00477, "IWO": 100.00437 }, "all_scores_norm": { "SPY": 0.23522316043342895, "QQQ": 0.22195416164063622, "XLK": 0.3389626055483536, "XLF": 0.1314837153202185, "XLE": 0.47165259348656624, "XLV": 0.814234016887188, "XLI": 0.08202653799788728, "XLY": 0.2979493365502671, "SOXX": 0.6513872135094075, "SMH": 0.3715319662239097, "XLB": 0.6224366706878338, "XLP": 0.0, "XLU": 0.7430639324478194, "GDX": 0.33051869722582317, "XME": 0.281061519903492, "IWF": 0.04342581423407479, "XSD": 1.0, "XBI": 0.3715319662239097, "IWM": 0.37876960193016024, "IWD": 0.4776839565731084, "IWO": 0.42943305186877134 } }, { "window": 504, "top_etfs": [ { "ticker": "XSD", "e_value_score_norm": 1.0, "raw_score": 100.0091 }, { "ticker": "XLV", "e_value_score_norm": 0.814234016887188, "raw_score": 100.00756 }, { "ticker": "XLU", "e_value_score_norm": 0.7430639324478194, "raw_score": 100.00697 } ], "all_scores_raw": { "SPY": 100.00276, "QQQ": 100.00265, "XLK": 100.00362, "XLF": 100.0019, "XLE": 100.00472, "XLV": 100.00756, "XLI": 100.00149, "XLY": 100.00328, "SOXX": 100.00621, "SMH": 100.00389, "XLB": 100.00597, "XLP": 100.00081, "XLU": 100.00697, "GDX": 100.00355, "XME": 100.00314, "IWF": 100.00117, "XSD": 100.0091, "XBI": 100.00389, "IWM": 100.00395, "IWD": 100.00477, "IWO": 100.00437 }, "all_scores_norm": { "SPY": 0.23522316043342895, "QQQ": 0.22195416164063622, "XLK": 0.3389626055483536, "XLF": 0.1314837153202185, "XLE": 0.47165259348656624, "XLV": 0.814234016887188, "XLI": 0.08202653799788728, "XLY": 0.2979493365502671, "SOXX": 0.6513872135094075, "SMH": 0.3715319662239097, "XLB": 0.6224366706878338, "XLP": 0.0, "XLU": 0.7430639324478194, "GDX": 0.33051869722582317, "XME": 0.281061519903492, "IWF": 0.04342581423407479, "XSD": 1.0, "XBI": 0.3715319662239097, "IWM": 0.37876960193016024, "IWD": 0.4776839565731084, "IWO": 0.42943305186877134 } }, { "window": 1008, "top_etfs": [ { "ticker": "XSD", "e_value_score_norm": 1.0, "raw_score": 100.0091 }, { "ticker": "XLV", "e_value_score_norm": 0.814234016887188, "raw_score": 100.00756 }, { "ticker": "XLU", "e_value_score_norm": 0.7430639324478194, "raw_score": 100.00697 } ], "all_scores_raw": { "SPY": 100.00276, "QQQ": 100.00265, "XLK": 100.00362, "XLF": 100.0019, "XLE": 100.00472, "XLV": 100.00756, "XLI": 100.00149, "XLY": 100.00328, "SOXX": 100.00621, "SMH": 100.00389, "XLB": 100.00597, "XLP": 100.00081, "XLU": 100.00697, "GDX": 100.00355, "XME": 100.00314, "IWF": 100.00117, "XSD": 100.0091, "XBI": 100.00389, "IWM": 100.00395, "IWD": 100.00477, "IWO": 100.00437 }, "all_scores_norm": { "SPY": 0.23522316043342895, "QQQ": 0.22195416164063622, "XLK": 0.3389626055483536, "XLF": 0.1314837153202185, "XLE": 0.47165259348656624, "XLV": 0.814234016887188, "XLI": 0.08202653799788728, "XLY": 0.2979493365502671, "SOXX": 0.6513872135094075, "SMH": 0.3715319662239097, "XLB": 0.6224366706878338, "XLP": 0.0, "XLU": 0.7430639324478194, "GDX": 0.33051869722582317, "XME": 0.281061519903492, "IWF": 0.04342581423407479, "XSD": 1.0, "XBI": 0.3715319662239097, "IWM": 0.37876960193016024, "IWD": 0.4776839565731084, "IWO": 0.42943305186877134 } }, { "window": 2016, "top_etfs": [ { "ticker": "XSD", "e_value_score_norm": 1.0, "raw_score": 100.0091 }, { "ticker": "XLV", "e_value_score_norm": 0.814234016887188, "raw_score": 100.00756 }, { "ticker": "XLU", "e_value_score_norm": 0.7430639324478194, "raw_score": 100.00697 } ], "all_scores_raw": { "SPY": 100.00276, "QQQ": 100.00265, "XLK": 100.00362, "XLF": 100.0019, "XLE": 100.00472, "XLV": 100.00756, "XLI": 100.00149, "XLY": 100.00328, "SOXX": 100.00621, "SMH": 100.00389, "XLB": 100.00597, "XLP": 100.00081, "XLU": 100.00697, "GDX": 100.00355, "XME": 100.00314, "IWF": 100.00117, "XSD": 100.0091, "XBI": 100.00389, "IWM": 100.00395, "IWD": 100.00477, "IWO": 100.00437 }, "all_scores_norm": { "SPY": 0.23522316043342895, "QQQ": 0.22195416164063622, "XLK": 0.3389626055483536, "XLF": 0.1314837153202185, "XLE": 0.47165259348656624, "XLV": 0.814234016887188, "XLI": 0.08202653799788728, "XLY": 0.2979493365502671, "SOXX": 0.6513872135094075, "SMH": 0.3715319662239097, "XLB": 0.6224366706878338, "XLP": 0.0, "XLU": 0.7430639324478194, "GDX": 0.33051869722582317, "XME": 0.281061519903492, "IWF": 0.04342581423407479, "XSD": 1.0, "XBI": 0.3715319662239097, "IWM": 0.37876960193016024, "IWD": 0.4776839565731084, "IWO": 0.42943305186877134 } }, { "window": 4032, "top_etfs": [ { "ticker": "XSD", "e_value_score_norm": 1.0, "raw_score": 100.0091 }, { "ticker": "XLV", "e_value_score_norm": 0.814234016887188, "raw_score": 100.00756 }, { "ticker": "XLU", "e_value_score_norm": 0.7430639324478194, "raw_score": 100.00697 } ], "all_scores_raw": { "SPY": 100.00276, "QQQ": 100.00265, "XLK": 100.00362, "XLF": 100.0019, "XLE": 100.00472, "XLV": 100.00756, "XLI": 100.00149, "XLY": 100.00328, "SOXX": 100.00621, "SMH": 100.00389, "XLB": 100.00597, "XLP": 100.00081, "XLU": 100.00697, "GDX": 100.00355, "XME": 100.00314, "IWF": 100.00117, "XSD": 100.0091, "XBI": 100.00389, "IWM": 100.00395, "IWD": 100.00477, "IWO": 100.00437 }, "all_scores_norm": { "SPY": 0.23522316043342895, "QQQ": 0.22195416164063622, "XLK": 0.3389626055483536, "XLF": 0.1314837153202185, "XLE": 0.47165259348656624, "XLV": 0.814234016887188, "XLI": 0.08202653799788728, "XLY": 0.2979493365502671, "SOXX": 0.6513872135094075, "SMH": 0.3715319662239097, "XLB": 0.6224366706878338, "XLP": 0.0, "XLU": 0.7430639324478194, "GDX": 0.33051869722582317, "XME": 0.281061519903492, "IWF": 0.04342581423407479, "XSD": 1.0, "XBI": 0.3715319662239097, "IWM": 0.37876960193016024, "IWD": 0.4776839565731084, "IWO": 0.42943305186877134 } }, { "window": 4536, "top_etfs": [ { "ticker": "XSD", "e_value_score_norm": 1.0, "raw_score": 100.0091 }, { "ticker": "XLV", "e_value_score_norm": 0.814234016887188, "raw_score": 100.00756 }, { "ticker": "XLU", "e_value_score_norm": 0.7430639324478194, "raw_score": 100.00697 } ], "all_scores_raw": { "SPY": 100.00276, "QQQ": 100.00265, "XLK": 100.00362, "XLF": 100.0019, "XLE": 100.00472, "XLV": 100.00756, "XLI": 100.00149, "XLY": 100.00328, "SOXX": 100.00621, "SMH": 100.00389, "XLB": 100.00597, "XLP": 100.00081, "XLU": 100.00697, "GDX": 100.00355, "XME": 100.00314, "IWF": 100.00117, "XSD": 100.0091, "XBI": 100.00389, "IWM": 100.00395, "IWD": 100.00477, "IWO": 100.00437 }, "all_scores_norm": { "SPY": 0.23522316043342895, "QQQ": 0.22195416164063622, "XLK": 0.3389626055483536, "XLF": 0.1314837153202185, "XLE": 0.47165259348656624, "XLV": 0.814234016887188, "XLI": 0.08202653799788728, "XLY": 0.2979493365502671, "SOXX": 0.6513872135094075, "SMH": 0.3715319662239097, "XLB": 0.6224366706878338, "XLP": 0.0, "XLU": 0.7430639324478194, "GDX": 0.33051869722582317, "XME": 0.281061519903492, "IWF": 0.04342581423407479, "XSD": 1.0, "XBI": 0.3715319662239097, "IWM": 0.37876960193016024, "IWD": 0.4776839565731084, "IWO": 0.42943305186877134 } } ] }, "COMBINED": { "best_window_data": { "window": 4536, "top_etfs": [ { "ticker": "XSD", "e_value_score_norm": 1.0, "raw_score": 100.0091 }, { "ticker": "HYG", "e_value_score_norm": 0.9923076923068154, "raw_score": 100.00903 }, { "ticker": "XLV", "e_value_score_norm": 0.8307692307686781, "raw_score": 100.00756 } ], "all_scores_raw": { "TLT": 100.00342, "VCIT": 100.00639, "LQD": 100.00059, "HYG": 100.00903, "VNQ": 100.00681, "GLD": 100.00232, "SLV": 100.0, "SPY": 100.00276, "QQQ": 100.00265, "XLK": 100.00362, "XLF": 100.0019, "XLE": 100.00472, "XLV": 100.00756, "XLI": 100.00149, "XLY": 100.00328, "SOXX": 100.00621, "SMH": 100.00389, "XLB": 100.00597, "XLP": 100.00081, "XLU": 100.00697, "GDX": 100.00355, "XME": 100.00314, "IWF": 100.00117, "XSD": 100.0091, "XBI": 100.00389, "IWM": 100.00395, "IWD": 100.00477, "IWO": 100.00437 }, "all_scores_norm": { "TLT": 0.3758241758246323, "VCIT": 0.7021978021970935, "LQD": 0.0648351648354171, "HYG": 0.9923076923068154, "VNQ": 0.7483516483515162, "GLD": 0.25494505494467057, "SLV": 0.0, "SPY": 0.3032967032960306, "QQQ": 0.2912087912089714, "XLK": 0.3978021978018134, "XLF": 0.20879120879180943, "XLE": 0.5186813186817751, "XLV": 0.8307692307686781, "XLI": 0.16373626373663613, "XLY": 0.3604395604398247, "SOXX": 0.6824175824168497, "SMH": 0.4274725274721791, "XLB": 0.6560439560442324, "XLP": 0.08901098901109712, "XLU": 0.7659340659332611, "GDX": 0.3901098901101904, "XME": 0.3450549450550171, "IWF": 0.12857142857158474, "XSD": 1.0, "XBI": 0.4274725274721791, "IWM": 0.43406593406611427, "IWD": 0.5241758241748992, "IWO": 0.4802197802189754 } }, "all_windows": [ { "window": 63, "top_etfs": [ { "ticker": "XSD", "e_value_score_norm": 1.0, "raw_score": 100.0091 }, { "ticker": "HYG", "e_value_score_norm": 0.9923076923068154, "raw_score": 100.00903 }, { "ticker": "XLV", "e_value_score_norm": 0.8307692307686781, "raw_score": 100.00756 } ], "all_scores_raw": { "TLT": 100.00342, "VCIT": 100.00639, "LQD": 100.00059, "HYG": 100.00903, "VNQ": 100.00681, "GLD": 100.00232, "SLV": 100.0, "SPY": 100.00276, "QQQ": 100.00265, "XLK": 100.00362, "XLF": 100.0019, "XLE": 100.00472, "XLV": 100.00756, "XLI": 100.00149, "XLY": 100.00328, "SOXX": 100.00621, "SMH": 100.00389, "XLB": 100.00597, "XLP": 100.00081, "XLU": 100.00697, "GDX": 100.00355, "XME": 100.00314, "IWF": 100.00117, "XSD": 100.0091, "XBI": 100.00389, "IWM": 100.00395, "IWD": 100.00477, "IWO": 100.00437 }, "all_scores_norm": { "TLT": 0.3758241758246323, "VCIT": 0.7021978021970935, "LQD": 0.0648351648354171, "HYG": 0.9923076923068154, "VNQ": 0.7483516483515162, "GLD": 0.25494505494467057, "SLV": 0.0, "SPY": 0.3032967032960306, "QQQ": 0.2912087912089714, "XLK": 0.3978021978018134, "XLF": 0.20879120879180943, "XLE": 0.5186813186817751, "XLV": 0.8307692307686781, "XLI": 0.16373626373663613, "XLY": 0.3604395604398247, "SOXX": 0.6824175824168497, "SMH": 0.4274725274721791, "XLB": 0.6560439560442324, "XLP": 0.08901098901109712, "XLU": 0.7659340659332611, "GDX": 0.3901098901101904, "XME": 0.3450549450550171, "IWF": 0.12857142857158474, "XSD": 1.0, "XBI": 0.4274725274721791, "IWM": 0.43406593406611427, "IWD": 0.5241758241748992, "IWO": 0.4802197802189754 } }, { "window": 252, "top_etfs": [ { "ticker": "XSD", "e_value_score_norm": 1.0, "raw_score": 100.0091 }, { "ticker": "HYG", "e_value_score_norm": 0.9923076923068154, "raw_score": 100.00903 }, { "ticker": "XLV", "e_value_score_norm": 0.8307692307686781, "raw_score": 100.00756 } ], "all_scores_raw": { "TLT": 100.00342, "VCIT": 100.00639, "LQD": 100.00059, "HYG": 100.00903, "VNQ": 100.00681, "GLD": 100.00232, "SLV": 100.0, "SPY": 100.00276, "QQQ": 100.00265, "XLK": 100.00362, "XLF": 100.0019, "XLE": 100.00472, "XLV": 100.00756, "XLI": 100.00149, "XLY": 100.00328, "SOXX": 100.00621, "SMH": 100.00389, "XLB": 100.00597, "XLP": 100.00081, "XLU": 100.00697, "GDX": 100.00355, "XME": 100.00314, "IWF": 100.00117, "XSD": 100.0091, "XBI": 100.00389, "IWM": 100.00395, "IWD": 100.00477, "IWO": 100.00437 }, "all_scores_norm": { "TLT": 0.3758241758246323, "VCIT": 0.7021978021970935, "LQD": 0.0648351648354171, "HYG": 0.9923076923068154, "VNQ": 0.7483516483515162, "GLD": 0.25494505494467057, "SLV": 0.0, "SPY": 0.3032967032960306, "QQQ": 0.2912087912089714, "XLK": 0.3978021978018134, "XLF": 0.20879120879180943, "XLE": 0.5186813186817751, "XLV": 0.8307692307686781, "XLI": 0.16373626373663613, "XLY": 0.3604395604398247, "SOXX": 0.6824175824168497, "SMH": 0.4274725274721791, "XLB": 0.6560439560442324, "XLP": 0.08901098901109712, "XLU": 0.7659340659332611, "GDX": 0.3901098901101904, "XME": 0.3450549450550171, "IWF": 0.12857142857158474, "XSD": 1.0, "XBI": 0.4274725274721791, "IWM": 0.43406593406611427, "IWD": 0.5241758241748992, "IWO": 0.4802197802189754 } }, { "window": 504, "top_etfs": [ { "ticker": "XSD", "e_value_score_norm": 1.0, "raw_score": 100.0091 }, { "ticker": "HYG", "e_value_score_norm": 0.9923076923068154, "raw_score": 100.00903 }, { "ticker": "XLV", "e_value_score_norm": 0.8307692307686781, "raw_score": 100.00756 } ], "all_scores_raw": { "TLT": 100.00342, "VCIT": 100.00639, "LQD": 100.00059, "HYG": 100.00903, "VNQ": 100.00681, "GLD": 100.00232, "SLV": 100.0, "SPY": 100.00276, "QQQ": 100.00265, "XLK": 100.00362, "XLF": 100.0019, "XLE": 100.00472, "XLV": 100.00756, "XLI": 100.00149, "XLY": 100.00328, "SOXX": 100.00621, "SMH": 100.00389, "XLB": 100.00597, "XLP": 100.00081, "XLU": 100.00697, "GDX": 100.00355, "XME": 100.00314, "IWF": 100.00117, "XSD": 100.0091, "XBI": 100.00389, "IWM": 100.00395, "IWD": 100.00477, "IWO": 100.00437 }, "all_scores_norm": { "TLT": 0.3758241758246323, "VCIT": 0.7021978021970935, "LQD": 0.0648351648354171, "HYG": 0.9923076923068154, "VNQ": 0.7483516483515162, "GLD": 0.25494505494467057, "SLV": 0.0, "SPY": 0.3032967032960306, "QQQ": 0.2912087912089714, "XLK": 0.3978021978018134, "XLF": 0.20879120879180943, "XLE": 0.5186813186817751, "XLV": 0.8307692307686781, "XLI": 0.16373626373663613, "XLY": 0.3604395604398247, "SOXX": 0.6824175824168497, "SMH": 0.4274725274721791, "XLB": 0.6560439560442324, "XLP": 0.08901098901109712, "XLU": 0.7659340659332611, "GDX": 0.3901098901101904, "XME": 0.3450549450550171, "IWF": 0.12857142857158474, "XSD": 1.0, "XBI": 0.4274725274721791, "IWM": 0.43406593406611427, "IWD": 0.5241758241748992, "IWO": 0.4802197802189754 } }, { "window": 1008, "top_etfs": [ { "ticker": "XSD", "e_value_score_norm": 1.0, "raw_score": 100.0091 }, { "ticker": "HYG", "e_value_score_norm": 0.9923076923068154, "raw_score": 100.00903 }, { "ticker": "XLV", "e_value_score_norm": 0.8307692307686781, "raw_score": 100.00756 } ], "all_scores_raw": { "TLT": 100.00342, "VCIT": 100.00639, "LQD": 100.00059, "HYG": 100.00903, "VNQ": 100.00681, "GLD": 100.00232, "SLV": 100.0, "SPY": 100.00276, "QQQ": 100.00265, "XLK": 100.00362, "XLF": 100.0019, "XLE": 100.00472, "XLV": 100.00756, "XLI": 100.00149, "XLY": 100.00328, "SOXX": 100.00621, "SMH": 100.00389, "XLB": 100.00597, "XLP": 100.00081, "XLU": 100.00697, "GDX": 100.00355, "XME": 100.00314, "IWF": 100.00117, "XSD": 100.0091, "XBI": 100.00389, "IWM": 100.00395, "IWD": 100.00477, "IWO": 100.00437 }, "all_scores_norm": { "TLT": 0.3758241758246323, "VCIT": 0.7021978021970935, "LQD": 0.0648351648354171, "HYG": 0.9923076923068154, "VNQ": 0.7483516483515162, "GLD": 0.25494505494467057, "SLV": 0.0, "SPY": 0.3032967032960306, "QQQ": 0.2912087912089714, "XLK": 0.3978021978018134, "XLF": 0.20879120879180943, "XLE": 0.5186813186817751, "XLV": 0.8307692307686781, "XLI": 0.16373626373663613, "XLY": 0.3604395604398247, "SOXX": 0.6824175824168497, "SMH": 0.4274725274721791, "XLB": 0.6560439560442324, "XLP": 0.08901098901109712, "XLU": 0.7659340659332611, "GDX": 0.3901098901101904, "XME": 0.3450549450550171, "IWF": 0.12857142857158474, "XSD": 1.0, "XBI": 0.4274725274721791, "IWM": 0.43406593406611427, "IWD": 0.5241758241748992, "IWO": 0.4802197802189754 } }, { "window": 2016, "top_etfs": [ { "ticker": "XSD", "e_value_score_norm": 1.0, "raw_score": 100.0091 }, { "ticker": "HYG", "e_value_score_norm": 0.9923076923068154, "raw_score": 100.00903 }, { "ticker": "XLV", "e_value_score_norm": 0.8307692307686781, "raw_score": 100.00756 } ], "all_scores_raw": { "TLT": 100.00342, "VCIT": 100.00639, "LQD": 100.00059, "HYG": 100.00903, "VNQ": 100.00681, "GLD": 100.00232, "SLV": 100.0, "SPY": 100.00276, "QQQ": 100.00265, "XLK": 100.00362, "XLF": 100.0019, "XLE": 100.00472, "XLV": 100.00756, "XLI": 100.00149, "XLY": 100.00328, "SOXX": 100.00621, "SMH": 100.00389, "XLB": 100.00597, "XLP": 100.00081, "XLU": 100.00697, "GDX": 100.00355, "XME": 100.00314, "IWF": 100.00117, "XSD": 100.0091, "XBI": 100.00389, "IWM": 100.00395, "IWD": 100.00477, "IWO": 100.00437 }, "all_scores_norm": { "TLT": 0.3758241758246323, "VCIT": 0.7021978021970935, "LQD": 0.0648351648354171, "HYG": 0.9923076923068154, "VNQ": 0.7483516483515162, "GLD": 0.25494505494467057, "SLV": 0.0, "SPY": 0.3032967032960306, "QQQ": 0.2912087912089714, "XLK": 0.3978021978018134, "XLF": 0.20879120879180943, "XLE": 0.5186813186817751, "XLV": 0.8307692307686781, "XLI": 0.16373626373663613, "XLY": 0.3604395604398247, "SOXX": 0.6824175824168497, "SMH": 0.4274725274721791, "XLB": 0.6560439560442324, "XLP": 0.08901098901109712, "XLU": 0.7659340659332611, "GDX": 0.3901098901101904, "XME": 0.3450549450550171, "IWF": 0.12857142857158474, "XSD": 1.0, "XBI": 0.4274725274721791, "IWM": 0.43406593406611427, "IWD": 0.5241758241748992, "IWO": 0.4802197802189754 } }, { "window": 4032, "top_etfs": [ { "ticker": "XSD", "e_value_score_norm": 1.0, "raw_score": 100.0091 }, { "ticker": "HYG", "e_value_score_norm": 0.9923076923068154, "raw_score": 100.00903 }, { "ticker": "XLV", "e_value_score_norm": 0.8307692307686781, "raw_score": 100.00756 } ], "all_scores_raw": { "TLT": 100.00342, "VCIT": 100.00639, "LQD": 100.00059, "HYG": 100.00903, "VNQ": 100.00681, "GLD": 100.00232, "SLV": 100.0, "SPY": 100.00276, "QQQ": 100.00265, "XLK": 100.00362, "XLF": 100.0019, "XLE": 100.00472, "XLV": 100.00756, "XLI": 100.00149, "XLY": 100.00328, "SOXX": 100.00621, "SMH": 100.00389, "XLB": 100.00597, "XLP": 100.00081, "XLU": 100.00697, "GDX": 100.00355, "XME": 100.00314, "IWF": 100.00117, "XSD": 100.0091, "XBI": 100.00389, "IWM": 100.00395, "IWD": 100.00477, "IWO": 100.00437 }, "all_scores_norm": { "TLT": 0.3758241758246323, "VCIT": 0.7021978021970935, "LQD": 0.0648351648354171, "HYG": 0.9923076923068154, "VNQ": 0.7483516483515162, "GLD": 0.25494505494467057, "SLV": 0.0, "SPY": 0.3032967032960306, "QQQ": 0.2912087912089714, "XLK": 0.3978021978018134, "XLF": 0.20879120879180943, "XLE": 0.5186813186817751, "XLV": 0.8307692307686781, "XLI": 0.16373626373663613, "XLY": 0.3604395604398247, "SOXX": 0.6824175824168497, "SMH": 0.4274725274721791, "XLB": 0.6560439560442324, "XLP": 0.08901098901109712, "XLU": 0.7659340659332611, "GDX": 0.3901098901101904, "XME": 0.3450549450550171, "IWF": 0.12857142857158474, "XSD": 1.0, "XBI": 0.4274725274721791, "IWM": 0.43406593406611427, "IWD": 0.5241758241748992, "IWO": 0.4802197802189754 } }, { "window": 4536, "top_etfs": [ { "ticker": "XSD", "e_value_score_norm": 1.0, "raw_score": 100.0091 }, { "ticker": "HYG", "e_value_score_norm": 0.9923076923068154, "raw_score": 100.00903 }, { "ticker": "XLV", "e_value_score_norm": 0.8307692307686781, "raw_score": 100.00756 } ], "all_scores_raw": { "TLT": 100.00342, "VCIT": 100.00639, "LQD": 100.00059, "HYG": 100.00903, "VNQ": 100.00681, "GLD": 100.00232, "SLV": 100.0, "SPY": 100.00276, "QQQ": 100.00265, "XLK": 100.00362, "XLF": 100.0019, "XLE": 100.00472, "XLV": 100.00756, "XLI": 100.00149, "XLY": 100.00328, "SOXX": 100.00621, "SMH": 100.00389, "XLB": 100.00597, "XLP": 100.00081, "XLU": 100.00697, "GDX": 100.00355, "XME": 100.00314, "IWF": 100.00117, "XSD": 100.0091, "XBI": 100.00389, "IWM": 100.00395, "IWD": 100.00477, "IWO": 100.00437 }, "all_scores_norm": { "TLT": 0.3758241758246323, "VCIT": 0.7021978021970935, "LQD": 0.0648351648354171, "HYG": 0.9923076923068154, "VNQ": 0.7483516483515162, "GLD": 0.25494505494467057, "SLV": 0.0, "SPY": 0.3032967032960306, "QQQ": 0.2912087912089714, "XLK": 0.3978021978018134, "XLF": 0.20879120879180943, "XLE": 0.5186813186817751, "XLV": 0.8307692307686781, "XLI": 0.16373626373663613, "XLY": 0.3604395604398247, "SOXX": 0.6824175824168497, "SMH": 0.4274725274721791, "XLB": 0.6560439560442324, "XLP": 0.08901098901109712, "XLU": 0.7659340659332611, "GDX": 0.3901098901101904, "XME": 0.3450549450550171, "IWF": 0.12857142857158474, "XSD": 1.0, "XBI": 0.4274725274721791, "IWM": 0.43406593406611427, "IWD": 0.5241758241748992, "IWO": 0.4802197802189754 } } ] } } }