{ "run_date": "2026-07-24 03:47:02", "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": "VNQ", "e_value_score_norm": 1.0, "raw_score": 100.00938 }, { "ticker": "LQD", "e_value_score_norm": 0.9474272930656487, "raw_score": 100.00891 }, { "ticker": "HYG", "e_value_score_norm": 0.6923937360186581, "raw_score": 100.00663 } ], "all_scores_raw": { "TLT": 100.00142, "VCIT": 100.00044, "LQD": 100.00891, "HYG": 100.00663, "VNQ": 100.00938, "GLD": 100.00099, "SLV": 100.00116 }, "all_scores_norm": { "TLT": 0.10961968680077394, "VCIT": 0.0, "LQD": 0.9474272930656487, "HYG": 0.6923937360186581, "VNQ": 1.0, "GLD": 0.061521252796904215, "SLV": 0.08053691275184854 } }, "all_windows": [ { "window": 63, "top_etfs": [ { "ticker": "VNQ", "e_value_score_norm": 1.0, "raw_score": 100.00938 }, { "ticker": "LQD", "e_value_score_norm": 0.9474272930656487, "raw_score": 100.00891 }, { "ticker": "HYG", "e_value_score_norm": 0.6923937360186581, "raw_score": 100.00663 } ], "all_scores_raw": { "TLT": 100.00142, "VCIT": 100.00044, "LQD": 100.00891, "HYG": 100.00663, "VNQ": 100.00938, "GLD": 100.00099, "SLV": 100.00116 }, "all_scores_norm": { "TLT": 0.10961968680077394, "VCIT": 0.0, "LQD": 0.9474272930656487, "HYG": 0.6923937360186581, "VNQ": 1.0, "GLD": 0.061521252796904215, "SLV": 0.08053691275184854 } }, { "window": 252, "top_etfs": [ { "ticker": "VNQ", "e_value_score_norm": 1.0, "raw_score": 100.00938 }, { "ticker": "LQD", "e_value_score_norm": 0.9474272930656487, "raw_score": 100.00891 }, { "ticker": "HYG", "e_value_score_norm": 0.6923937360186581, "raw_score": 100.00663 } ], "all_scores_raw": { "TLT": 100.00142, "VCIT": 100.00044, "LQD": 100.00891, "HYG": 100.00663, "VNQ": 100.00938, "GLD": 100.00099, "SLV": 100.00116 }, "all_scores_norm": { "TLT": 0.10961968680077394, "VCIT": 0.0, "LQD": 0.9474272930656487, "HYG": 0.6923937360186581, "VNQ": 1.0, "GLD": 0.061521252796904215, "SLV": 0.08053691275184854 } }, { "window": 504, "top_etfs": [ { "ticker": "VNQ", "e_value_score_norm": 1.0, "raw_score": 100.00938 }, { "ticker": "LQD", "e_value_score_norm": 0.9474272930656487, "raw_score": 100.00891 }, { "ticker": "HYG", "e_value_score_norm": 0.6923937360186581, "raw_score": 100.00663 } ], "all_scores_raw": { "TLT": 100.00142, "VCIT": 100.00044, "LQD": 100.00891, "HYG": 100.00663, "VNQ": 100.00938, "GLD": 100.00099, "SLV": 100.00116 }, "all_scores_norm": { "TLT": 0.10961968680077394, "VCIT": 0.0, "LQD": 0.9474272930656487, "HYG": 0.6923937360186581, "VNQ": 1.0, "GLD": 0.061521252796904215, "SLV": 0.08053691275184854 } }, { "window": 1008, "top_etfs": [ { "ticker": "VNQ", "e_value_score_norm": 1.0, "raw_score": 100.00938 }, { "ticker": "LQD", "e_value_score_norm": 0.9474272930656487, "raw_score": 100.00891 }, { "ticker": "HYG", "e_value_score_norm": 0.6923937360186581, "raw_score": 100.00663 } ], "all_scores_raw": { "TLT": 100.00142, "VCIT": 100.00044, "LQD": 100.00891, "HYG": 100.00663, "VNQ": 100.00938, "GLD": 100.00099, "SLV": 100.00116 }, "all_scores_norm": { "TLT": 0.10961968680077394, "VCIT": 0.0, "LQD": 0.9474272930656487, "HYG": 0.6923937360186581, "VNQ": 1.0, "GLD": 0.061521252796904215, "SLV": 0.08053691275184854 } }, { "window": 2016, "top_etfs": [ { "ticker": "VNQ", "e_value_score_norm": 1.0, "raw_score": 100.00938 }, { "ticker": "LQD", "e_value_score_norm": 0.9474272930656487, "raw_score": 100.00891 }, { "ticker": "HYG", "e_value_score_norm": 0.6923937360186581, "raw_score": 100.00663 } ], "all_scores_raw": { "TLT": 100.00142, "VCIT": 100.00044, "LQD": 100.00891, "HYG": 100.00663, "VNQ": 100.00938, "GLD": 100.00099, "SLV": 100.00116 }, "all_scores_norm": { "TLT": 0.10961968680077394, "VCIT": 0.0, "LQD": 0.9474272930656487, "HYG": 0.6923937360186581, "VNQ": 1.0, "GLD": 0.061521252796904215, "SLV": 0.08053691275184854 } }, { "window": 4032, "top_etfs": [ { "ticker": "VNQ", "e_value_score_norm": 1.0, "raw_score": 100.00938 }, { "ticker": "LQD", "e_value_score_norm": 0.9474272930656487, "raw_score": 100.00891 }, { "ticker": "HYG", "e_value_score_norm": 0.6923937360186581, "raw_score": 100.00663 } ], "all_scores_raw": { "TLT": 100.00142, "VCIT": 100.00044, "LQD": 100.00891, "HYG": 100.00663, "VNQ": 100.00938, "GLD": 100.00099, "SLV": 100.00116 }, "all_scores_norm": { "TLT": 0.10961968680077394, "VCIT": 0.0, "LQD": 0.9474272930656487, "HYG": 0.6923937360186581, "VNQ": 1.0, "GLD": 0.061521252796904215, "SLV": 0.08053691275184854 } }, { "window": 4536, "top_etfs": [ { "ticker": "VNQ", "e_value_score_norm": 1.0, "raw_score": 100.00938 }, { "ticker": "LQD", "e_value_score_norm": 0.9474272930656487, "raw_score": 100.00891 }, { "ticker": "HYG", "e_value_score_norm": 0.6923937360186581, "raw_score": 100.00663 } ], "all_scores_raw": { "TLT": 100.00142, "VCIT": 100.00044, "LQD": 100.00891, "HYG": 100.00663, "VNQ": 100.00938, "GLD": 100.00099, "SLV": 100.00116 }, "all_scores_norm": { "TLT": 0.10961968680077394, "VCIT": 0.0, "LQD": 0.9474272930656487, "HYG": 0.6923937360186581, "VNQ": 1.0, "GLD": 0.061521252796904215, "SLV": 0.08053691275184854 } } ] }, "EQUITY_SECTORS": { "best_window_data": { "window": 4536, "top_etfs": [ { "ticker": "XLK", "e_value_score_norm": 1.0, "raw_score": 100.00923 }, { "ticker": "XLV", "e_value_score_norm": 0.9772209567190656, "raw_score": 100.00903 }, { "ticker": "IWF", "e_value_score_norm": 0.9749430523919433, "raw_score": 100.00901 } ], "all_scores_raw": { "SPY": 100.00045, "QQQ": 100.0086, "XLK": 100.00923, "XLF": 100.00507, "XLE": 100.00233, "XLV": 100.00903, "XLI": 100.00592, "XLY": 100.004, "SOXX": 100.0057, "SMH": 100.00787, "XLB": 100.0023, "XLP": 100.0073, "XLU": 100.00304, "GDX": 100.00162, "XME": 100.00276, "IWF": 100.00901, "XSD": 100.00713, "XBI": 100.00774, "IWM": 100.00244, "IWD": 100.00888, "IWO": 100.00455 }, "all_scores_norm": { "SPY": 0.0, "QQQ": 0.9282460136673227, "XLK": 1.0, "XLF": 0.5261958997724271, "XLE": 0.21412300683366137, "XLV": 0.9772209567190656, "XLI": 0.623006833713161, "XLY": 0.4043280182236365, "SOXX": 0.5979498861051044, "SMH": 0.8451025056941783, "XLB": 0.21070615034216864, "XLP": 0.7801822323461051, "XLU": 0.29498861047806496, "GDX": 0.13325740318925777, "XME": 0.26309794988540425, "IWF": 0.9749430523919433, "XSD": 0.760820045558282, "XBI": 0.8302961275622184, "IWM": 0.22665148063849896, "IWD": 0.9601366742599834, "IWO": 0.4669703872429689 } }, "all_windows": [ { "window": 63, "top_etfs": [ { "ticker": "XLK", "e_value_score_norm": 1.0, "raw_score": 100.00923 }, { "ticker": "XLV", "e_value_score_norm": 0.9772209567190656, "raw_score": 100.00903 }, { "ticker": "IWF", "e_value_score_norm": 0.9749430523919433, "raw_score": 100.00901 } ], "all_scores_raw": { "SPY": 100.00045, "QQQ": 100.0086, "XLK": 100.00923, "XLF": 100.00507, "XLE": 100.00233, "XLV": 100.00903, "XLI": 100.00592, "XLY": 100.004, "SOXX": 100.0057, "SMH": 100.00787, "XLB": 100.0023, "XLP": 100.0073, "XLU": 100.00304, "GDX": 100.00162, "XME": 100.00276, "IWF": 100.00901, "XSD": 100.00713, "XBI": 100.00774, "IWM": 100.00244, "IWD": 100.00888, "IWO": 100.00455 }, "all_scores_norm": { "SPY": 0.0, "QQQ": 0.9282460136673227, "XLK": 1.0, "XLF": 0.5261958997724271, "XLE": 0.21412300683366137, "XLV": 0.9772209567190656, "XLI": 0.623006833713161, "XLY": 0.4043280182236365, "SOXX": 0.5979498861051044, "SMH": 0.8451025056941783, "XLB": 0.21070615034216864, "XLP": 0.7801822323461051, "XLU": 0.29498861047806496, "GDX": 0.13325740318925777, "XME": 0.26309794988540425, "IWF": 0.9749430523919433, "XSD": 0.760820045558282, "XBI": 0.8302961275622184, "IWM": 0.22665148063849896, "IWD": 0.9601366742599834, "IWO": 0.4669703872429689 } }, { "window": 252, "top_etfs": [ { "ticker": "XLK", "e_value_score_norm": 1.0, "raw_score": 100.00923 }, { "ticker": "XLV", "e_value_score_norm": 0.9772209567190656, "raw_score": 100.00903 }, { "ticker": "IWF", "e_value_score_norm": 0.9749430523919433, "raw_score": 100.00901 } ], "all_scores_raw": { "SPY": 100.00045, "QQQ": 100.0086, "XLK": 100.00923, "XLF": 100.00507, "XLE": 100.00233, "XLV": 100.00903, "XLI": 100.00592, "XLY": 100.004, "SOXX": 100.0057, "SMH": 100.00787, "XLB": 100.0023, "XLP": 100.0073, "XLU": 100.00304, "GDX": 100.00162, "XME": 100.00276, "IWF": 100.00901, "XSD": 100.00713, "XBI": 100.00774, "IWM": 100.00244, "IWD": 100.00888, "IWO": 100.00455 }, "all_scores_norm": { "SPY": 0.0, "QQQ": 0.9282460136673227, "XLK": 1.0, "XLF": 0.5261958997724271, "XLE": 0.21412300683366137, "XLV": 0.9772209567190656, "XLI": 0.623006833713161, "XLY": 0.4043280182236365, "SOXX": 0.5979498861051044, "SMH": 0.8451025056941783, "XLB": 0.21070615034216864, "XLP": 0.7801822323461051, "XLU": 0.29498861047806496, "GDX": 0.13325740318925777, "XME": 0.26309794988540425, "IWF": 0.9749430523919433, "XSD": 0.760820045558282, "XBI": 0.8302961275622184, "IWM": 0.22665148063849896, "IWD": 0.9601366742599834, "IWO": 0.4669703872429689 } }, { "window": 504, "top_etfs": [ { "ticker": "XLK", "e_value_score_norm": 1.0, "raw_score": 100.00923 }, { "ticker": "XLV", "e_value_score_norm": 0.9772209567190656, "raw_score": 100.00903 }, { "ticker": "IWF", "e_value_score_norm": 0.9749430523919433, "raw_score": 100.00901 } ], "all_scores_raw": { "SPY": 100.00045, "QQQ": 100.0086, "XLK": 100.00923, "XLF": 100.00507, "XLE": 100.00233, "XLV": 100.00903, "XLI": 100.00592, "XLY": 100.004, "SOXX": 100.0057, "SMH": 100.00787, "XLB": 100.0023, "XLP": 100.0073, "XLU": 100.00304, "GDX": 100.00162, "XME": 100.00276, "IWF": 100.00901, "XSD": 100.00713, "XBI": 100.00774, "IWM": 100.00244, "IWD": 100.00888, "IWO": 100.00455 }, "all_scores_norm": { "SPY": 0.0, "QQQ": 0.9282460136673227, "XLK": 1.0, "XLF": 0.5261958997724271, "XLE": 0.21412300683366137, "XLV": 0.9772209567190656, "XLI": 0.623006833713161, "XLY": 0.4043280182236365, "SOXX": 0.5979498861051044, "SMH": 0.8451025056941783, "XLB": 0.21070615034216864, "XLP": 0.7801822323461051, "XLU": 0.29498861047806496, "GDX": 0.13325740318925777, "XME": 0.26309794988540425, "IWF": 0.9749430523919433, "XSD": 0.760820045558282, "XBI": 0.8302961275622184, "IWM": 0.22665148063849896, "IWD": 0.9601366742599834, "IWO": 0.4669703872429689 } }, { "window": 1008, "top_etfs": [ { "ticker": "XLK", "e_value_score_norm": 1.0, "raw_score": 100.00923 }, { "ticker": "XLV", "e_value_score_norm": 0.9772209567190656, "raw_score": 100.00903 }, { "ticker": "IWF", "e_value_score_norm": 0.9749430523919433, "raw_score": 100.00901 } ], "all_scores_raw": { "SPY": 100.00045, "QQQ": 100.0086, "XLK": 100.00923, "XLF": 100.00507, "XLE": 100.00233, "XLV": 100.00903, "XLI": 100.00592, "XLY": 100.004, "SOXX": 100.0057, "SMH": 100.00787, "XLB": 100.0023, "XLP": 100.0073, "XLU": 100.00304, "GDX": 100.00162, "XME": 100.00276, "IWF": 100.00901, "XSD": 100.00713, "XBI": 100.00774, "IWM": 100.00244, "IWD": 100.00888, "IWO": 100.00455 }, "all_scores_norm": { "SPY": 0.0, "QQQ": 0.9282460136673227, "XLK": 1.0, "XLF": 0.5261958997724271, "XLE": 0.21412300683366137, "XLV": 0.9772209567190656, "XLI": 0.623006833713161, "XLY": 0.4043280182236365, "SOXX": 0.5979498861051044, "SMH": 0.8451025056941783, "XLB": 0.21070615034216864, "XLP": 0.7801822323461051, "XLU": 0.29498861047806496, "GDX": 0.13325740318925777, "XME": 0.26309794988540425, "IWF": 0.9749430523919433, "XSD": 0.760820045558282, "XBI": 0.8302961275622184, "IWM": 0.22665148063849896, "IWD": 0.9601366742599834, "IWO": 0.4669703872429689 } }, { "window": 2016, "top_etfs": [ { "ticker": "XLK", "e_value_score_norm": 1.0, "raw_score": 100.00923 }, { "ticker": "XLV", "e_value_score_norm": 0.9772209567190656, "raw_score": 100.00903 }, { "ticker": "IWF", "e_value_score_norm": 0.9749430523919433, "raw_score": 100.00901 } ], "all_scores_raw": { "SPY": 100.00045, "QQQ": 100.0086, "XLK": 100.00923, "XLF": 100.00507, "XLE": 100.00233, "XLV": 100.00903, "XLI": 100.00592, "XLY": 100.004, "SOXX": 100.0057, "SMH": 100.00787, "XLB": 100.0023, "XLP": 100.0073, "XLU": 100.00304, "GDX": 100.00162, "XME": 100.00276, "IWF": 100.00901, "XSD": 100.00713, "XBI": 100.00774, "IWM": 100.00244, "IWD": 100.00888, "IWO": 100.00455 }, "all_scores_norm": { "SPY": 0.0, "QQQ": 0.9282460136673227, "XLK": 1.0, "XLF": 0.5261958997724271, "XLE": 0.21412300683366137, "XLV": 0.9772209567190656, "XLI": 0.623006833713161, "XLY": 0.4043280182236365, "SOXX": 0.5979498861051044, "SMH": 0.8451025056941783, "XLB": 0.21070615034216864, "XLP": 0.7801822323461051, "XLU": 0.29498861047806496, "GDX": 0.13325740318925777, "XME": 0.26309794988540425, "IWF": 0.9749430523919433, "XSD": 0.760820045558282, "XBI": 0.8302961275622184, "IWM": 0.22665148063849896, "IWD": 0.9601366742599834, "IWO": 0.4669703872429689 } }, { "window": 4032, "top_etfs": [ { "ticker": "XLK", "e_value_score_norm": 1.0, "raw_score": 100.00923 }, { "ticker": "XLV", "e_value_score_norm": 0.9772209567190656, "raw_score": 100.00903 }, { "ticker": "IWF", "e_value_score_norm": 0.9749430523919433, "raw_score": 100.00901 } ], "all_scores_raw": { "SPY": 100.00045, "QQQ": 100.0086, "XLK": 100.00923, "XLF": 100.00507, "XLE": 100.00233, "XLV": 100.00903, "XLI": 100.00592, "XLY": 100.004, "SOXX": 100.0057, "SMH": 100.00787, "XLB": 100.0023, "XLP": 100.0073, "XLU": 100.00304, "GDX": 100.00162, "XME": 100.00276, "IWF": 100.00901, "XSD": 100.00713, "XBI": 100.00774, "IWM": 100.00244, "IWD": 100.00888, "IWO": 100.00455 }, "all_scores_norm": { "SPY": 0.0, "QQQ": 0.9282460136673227, "XLK": 1.0, "XLF": 0.5261958997724271, "XLE": 0.21412300683366137, "XLV": 0.9772209567190656, "XLI": 0.623006833713161, "XLY": 0.4043280182236365, "SOXX": 0.5979498861051044, "SMH": 0.8451025056941783, "XLB": 0.21070615034216864, "XLP": 0.7801822323461051, "XLU": 0.29498861047806496, "GDX": 0.13325740318925777, "XME": 0.26309794988540425, "IWF": 0.9749430523919433, "XSD": 0.760820045558282, "XBI": 0.8302961275622184, "IWM": 0.22665148063849896, "IWD": 0.9601366742599834, "IWO": 0.4669703872429689 } }, { "window": 4536, "top_etfs": [ { "ticker": "XLK", "e_value_score_norm": 1.0, "raw_score": 100.00923 }, { "ticker": "XLV", "e_value_score_norm": 0.9772209567190656, "raw_score": 100.00903 }, { "ticker": "IWF", "e_value_score_norm": 0.9749430523919433, "raw_score": 100.00901 } ], "all_scores_raw": { "SPY": 100.00045, "QQQ": 100.0086, "XLK": 100.00923, "XLF": 100.00507, "XLE": 100.00233, "XLV": 100.00903, "XLI": 100.00592, "XLY": 100.004, "SOXX": 100.0057, "SMH": 100.00787, "XLB": 100.0023, "XLP": 100.0073, "XLU": 100.00304, "GDX": 100.00162, "XME": 100.00276, "IWF": 100.00901, "XSD": 100.00713, "XBI": 100.00774, "IWM": 100.00244, "IWD": 100.00888, "IWO": 100.00455 }, "all_scores_norm": { "SPY": 0.0, "QQQ": 0.9282460136673227, "XLK": 1.0, "XLF": 0.5261958997724271, "XLE": 0.21412300683366137, "XLV": 0.9772209567190656, "XLI": 0.623006833713161, "XLY": 0.4043280182236365, "SOXX": 0.5979498861051044, "SMH": 0.8451025056941783, "XLB": 0.21070615034216864, "XLP": 0.7801822323461051, "XLU": 0.29498861047806496, "GDX": 0.13325740318925777, "XME": 0.26309794988540425, "IWF": 0.9749430523919433, "XSD": 0.760820045558282, "XBI": 0.8302961275622184, "IWM": 0.22665148063849896, "IWD": 0.9601366742599834, "IWO": 0.4669703872429689 } } ] }, "COMBINED": { "best_window_data": { "window": 4536, "top_etfs": [ { "ticker": "VNQ", "e_value_score_norm": 1.0, "raw_score": 100.00938 }, { "ticker": "XLK", "e_value_score_norm": 0.9832214765110913, "raw_score": 100.00923 }, { "ticker": "XLV", "e_value_score_norm": 0.9608501118570936, "raw_score": 100.00903 } ], "all_scores_raw": { "TLT": 100.00142, "VCIT": 100.00044, "LQD": 100.00891, "HYG": 100.00663, "VNQ": 100.00938, "GLD": 100.00099, "SLV": 100.00116, "SPY": 100.00045, "QQQ": 100.0086, "XLK": 100.00923, "XLF": 100.00507, "XLE": 100.00233, "XLV": 100.00903, "XLI": 100.00592, "XLY": 100.004, "SOXX": 100.0057, "SMH": 100.00787, "XLB": 100.0023, "XLP": 100.0073, "XLU": 100.00304, "GDX": 100.00162, "XME": 100.00276, "IWF": 100.00901, "XSD": 100.00713, "XBI": 100.00774, "IWM": 100.00244, "IWD": 100.00888, "IWO": 100.00455 }, "all_scores_norm": { "TLT": 0.10961968680077394, "VCIT": 0.0, "LQD": 0.9474272930656487, "HYG": 0.6923937360186581, "VNQ": 1.0, "GLD": 0.061521252796904215, "SLV": 0.08053691275184854, "SPY": 0.0011185682330178033, "QQQ": 0.9127516778532238, "XLK": 0.9832214765110913, "XLF": 0.5178970917235161, "XLE": 0.21140939597360242, "XLV": 0.9608501118570936, "XLI": 0.6129753914998274, "XLY": 0.3982102908287611, "SOXX": 0.5883668903813836, "SMH": 0.8310961968683575, "XLB": 0.2080536912761386, "XLP": 0.7673378076070072, "XLU": 0.29082774049243315, "GDX": 0.1319910514547717, "XME": 0.2595078299774722, "IWF": 0.9586129753926476, "XSD": 0.7483221476520628, "XBI": 0.8165548098438947, "IWM": 0.2237136465336191, "IWD": 0.9440715883681848, "IWO": 0.4597315436240757 } }, "all_windows": [ { "window": 63, "top_etfs": [ { "ticker": "VNQ", "e_value_score_norm": 1.0, "raw_score": 100.00938 }, { "ticker": "XLK", "e_value_score_norm": 0.9832214765110913, "raw_score": 100.00923 }, { "ticker": "XLV", "e_value_score_norm": 0.9608501118570936, "raw_score": 100.00903 } ], "all_scores_raw": { "TLT": 100.00142, "VCIT": 100.00044, "LQD": 100.00891, "HYG": 100.00663, "VNQ": 100.00938, "GLD": 100.00099, "SLV": 100.00116, "SPY": 100.00045, "QQQ": 100.0086, "XLK": 100.00923, "XLF": 100.00507, "XLE": 100.00233, "XLV": 100.00903, "XLI": 100.00592, "XLY": 100.004, "SOXX": 100.0057, "SMH": 100.00787, "XLB": 100.0023, "XLP": 100.0073, "XLU": 100.00304, "GDX": 100.00162, "XME": 100.00276, "IWF": 100.00901, "XSD": 100.00713, "XBI": 100.00774, "IWM": 100.00244, "IWD": 100.00888, "IWO": 100.00455 }, "all_scores_norm": { "TLT": 0.10961968680077394, "VCIT": 0.0, "LQD": 0.9474272930656487, "HYG": 0.6923937360186581, "VNQ": 1.0, "GLD": 0.061521252796904215, "SLV": 0.08053691275184854, "SPY": 0.0011185682330178033, "QQQ": 0.9127516778532238, "XLK": 0.9832214765110913, "XLF": 0.5178970917235161, "XLE": 0.21140939597360242, "XLV": 0.9608501118570936, "XLI": 0.6129753914998274, "XLY": 0.3982102908287611, "SOXX": 0.5883668903813836, "SMH": 0.8310961968683575, "XLB": 0.2080536912761386, "XLP": 0.7673378076070072, "XLU": 0.29082774049243315, "GDX": 0.1319910514547717, "XME": 0.2595078299774722, "IWF": 0.9586129753926476, "XSD": 0.7483221476520628, "XBI": 0.8165548098438947, "IWM": 0.2237136465336191, "IWD": 0.9440715883681848, "IWO": 0.4597315436240757 } }, { "window": 252, "top_etfs": [ { "ticker": "VNQ", "e_value_score_norm": 1.0, "raw_score": 100.00938 }, { "ticker": "XLK", "e_value_score_norm": 0.9832214765110913, "raw_score": 100.00923 }, { "ticker": "XLV", "e_value_score_norm": 0.9608501118570936, "raw_score": 100.00903 } ], "all_scores_raw": { "TLT": 100.00142, "VCIT": 100.00044, "LQD": 100.00891, "HYG": 100.00663, "VNQ": 100.00938, "GLD": 100.00099, "SLV": 100.00116, "SPY": 100.00045, "QQQ": 100.0086, "XLK": 100.00923, "XLF": 100.00507, "XLE": 100.00233, "XLV": 100.00903, "XLI": 100.00592, "XLY": 100.004, "SOXX": 100.0057, "SMH": 100.00787, "XLB": 100.0023, "XLP": 100.0073, "XLU": 100.00304, "GDX": 100.00162, "XME": 100.00276, "IWF": 100.00901, "XSD": 100.00713, "XBI": 100.00774, "IWM": 100.00244, "IWD": 100.00888, "IWO": 100.00455 }, "all_scores_norm": { "TLT": 0.10961968680077394, "VCIT": 0.0, "LQD": 0.9474272930656487, "HYG": 0.6923937360186581, "VNQ": 1.0, "GLD": 0.061521252796904215, "SLV": 0.08053691275184854, "SPY": 0.0011185682330178033, "QQQ": 0.9127516778532238, "XLK": 0.9832214765110913, "XLF": 0.5178970917235161, "XLE": 0.21140939597360242, "XLV": 0.9608501118570936, "XLI": 0.6129753914998274, "XLY": 0.3982102908287611, "SOXX": 0.5883668903813836, "SMH": 0.8310961968683575, "XLB": 0.2080536912761386, "XLP": 0.7673378076070072, "XLU": 0.29082774049243315, "GDX": 0.1319910514547717, "XME": 0.2595078299774722, "IWF": 0.9586129753926476, "XSD": 0.7483221476520628, "XBI": 0.8165548098438947, "IWM": 0.2237136465336191, "IWD": 0.9440715883681848, "IWO": 0.4597315436240757 } }, { "window": 504, "top_etfs": [ { "ticker": "VNQ", "e_value_score_norm": 1.0, "raw_score": 100.00938 }, { "ticker": "XLK", "e_value_score_norm": 0.9832214765110913, "raw_score": 100.00923 }, { "ticker": "XLV", "e_value_score_norm": 0.9608501118570936, "raw_score": 100.00903 } ], "all_scores_raw": { "TLT": 100.00142, "VCIT": 100.00044, "LQD": 100.00891, "HYG": 100.00663, "VNQ": 100.00938, "GLD": 100.00099, "SLV": 100.00116, "SPY": 100.00045, "QQQ": 100.0086, "XLK": 100.00923, "XLF": 100.00507, "XLE": 100.00233, "XLV": 100.00903, "XLI": 100.00592, "XLY": 100.004, "SOXX": 100.0057, "SMH": 100.00787, "XLB": 100.0023, "XLP": 100.0073, "XLU": 100.00304, "GDX": 100.00162, "XME": 100.00276, "IWF": 100.00901, "XSD": 100.00713, "XBI": 100.00774, "IWM": 100.00244, "IWD": 100.00888, "IWO": 100.00455 }, "all_scores_norm": { "TLT": 0.10961968680077394, "VCIT": 0.0, "LQD": 0.9474272930656487, "HYG": 0.6923937360186581, "VNQ": 1.0, "GLD": 0.061521252796904215, "SLV": 0.08053691275184854, "SPY": 0.0011185682330178033, "QQQ": 0.9127516778532238, "XLK": 0.9832214765110913, "XLF": 0.5178970917235161, "XLE": 0.21140939597360242, "XLV": 0.9608501118570936, "XLI": 0.6129753914998274, "XLY": 0.3982102908287611, "SOXX": 0.5883668903813836, "SMH": 0.8310961968683575, "XLB": 0.2080536912761386, "XLP": 0.7673378076070072, "XLU": 0.29082774049243315, "GDX": 0.1319910514547717, "XME": 0.2595078299774722, "IWF": 0.9586129753926476, "XSD": 0.7483221476520628, "XBI": 0.8165548098438947, "IWM": 0.2237136465336191, "IWD": 0.9440715883681848, "IWO": 0.4597315436240757 } }, { "window": 1008, "top_etfs": [ { "ticker": "VNQ", "e_value_score_norm": 1.0, "raw_score": 100.00938 }, { "ticker": "XLK", "e_value_score_norm": 0.9832214765110913, "raw_score": 100.00923 }, { "ticker": "XLV", "e_value_score_norm": 0.9608501118570936, "raw_score": 100.00903 } ], "all_scores_raw": { "TLT": 100.00142, "VCIT": 100.00044, "LQD": 100.00891, "HYG": 100.00663, "VNQ": 100.00938, "GLD": 100.00099, "SLV": 100.00116, "SPY": 100.00045, "QQQ": 100.0086, "XLK": 100.00923, "XLF": 100.00507, "XLE": 100.00233, "XLV": 100.00903, "XLI": 100.00592, "XLY": 100.004, "SOXX": 100.0057, "SMH": 100.00787, "XLB": 100.0023, "XLP": 100.0073, "XLU": 100.00304, "GDX": 100.00162, "XME": 100.00276, "IWF": 100.00901, "XSD": 100.00713, "XBI": 100.00774, "IWM": 100.00244, "IWD": 100.00888, "IWO": 100.00455 }, "all_scores_norm": { "TLT": 0.10961968680077394, "VCIT": 0.0, "LQD": 0.9474272930656487, "HYG": 0.6923937360186581, "VNQ": 1.0, "GLD": 0.061521252796904215, "SLV": 0.08053691275184854, "SPY": 0.0011185682330178033, "QQQ": 0.9127516778532238, "XLK": 0.9832214765110913, "XLF": 0.5178970917235161, "XLE": 0.21140939597360242, "XLV": 0.9608501118570936, "XLI": 0.6129753914998274, "XLY": 0.3982102908287611, "SOXX": 0.5883668903813836, "SMH": 0.8310961968683575, "XLB": 0.2080536912761386, "XLP": 0.7673378076070072, "XLU": 0.29082774049243315, "GDX": 0.1319910514547717, "XME": 0.2595078299774722, "IWF": 0.9586129753926476, "XSD": 0.7483221476520628, "XBI": 0.8165548098438947, "IWM": 0.2237136465336191, "IWD": 0.9440715883681848, "IWO": 0.4597315436240757 } }, { "window": 2016, "top_etfs": [ { "ticker": "VNQ", "e_value_score_norm": 1.0, "raw_score": 100.00938 }, { "ticker": "XLK", "e_value_score_norm": 0.9832214765110913, "raw_score": 100.00923 }, { "ticker": "XLV", "e_value_score_norm": 0.9608501118570936, "raw_score": 100.00903 } ], "all_scores_raw": { "TLT": 100.00142, "VCIT": 100.00044, "LQD": 100.00891, "HYG": 100.00663, "VNQ": 100.00938, "GLD": 100.00099, "SLV": 100.00116, "SPY": 100.00045, "QQQ": 100.0086, "XLK": 100.00923, "XLF": 100.00507, "XLE": 100.00233, "XLV": 100.00903, "XLI": 100.00592, "XLY": 100.004, "SOXX": 100.0057, "SMH": 100.00787, "XLB": 100.0023, "XLP": 100.0073, "XLU": 100.00304, "GDX": 100.00162, "XME": 100.00276, "IWF": 100.00901, "XSD": 100.00713, "XBI": 100.00774, "IWM": 100.00244, "IWD": 100.00888, "IWO": 100.00455 }, "all_scores_norm": { "TLT": 0.10961968680077394, "VCIT": 0.0, "LQD": 0.9474272930656487, "HYG": 0.6923937360186581, "VNQ": 1.0, "GLD": 0.061521252796904215, "SLV": 0.08053691275184854, "SPY": 0.0011185682330178033, "QQQ": 0.9127516778532238, "XLK": 0.9832214765110913, "XLF": 0.5178970917235161, "XLE": 0.21140939597360242, "XLV": 0.9608501118570936, "XLI": 0.6129753914998274, "XLY": 0.3982102908287611, "SOXX": 0.5883668903813836, "SMH": 0.8310961968683575, "XLB": 0.2080536912761386, "XLP": 0.7673378076070072, "XLU": 0.29082774049243315, "GDX": 0.1319910514547717, "XME": 0.2595078299774722, "IWF": 0.9586129753926476, "XSD": 0.7483221476520628, "XBI": 0.8165548098438947, "IWM": 0.2237136465336191, "IWD": 0.9440715883681848, "IWO": 0.4597315436240757 } }, { "window": 4032, "top_etfs": [ { "ticker": "VNQ", "e_value_score_norm": 1.0, "raw_score": 100.00938 }, { "ticker": "XLK", "e_value_score_norm": 0.9832214765110913, "raw_score": 100.00923 }, { "ticker": "XLV", "e_value_score_norm": 0.9608501118570936, "raw_score": 100.00903 } ], "all_scores_raw": { "TLT": 100.00142, "VCIT": 100.00044, "LQD": 100.00891, "HYG": 100.00663, "VNQ": 100.00938, "GLD": 100.00099, "SLV": 100.00116, "SPY": 100.00045, "QQQ": 100.0086, "XLK": 100.00923, "XLF": 100.00507, "XLE": 100.00233, "XLV": 100.00903, "XLI": 100.00592, "XLY": 100.004, "SOXX": 100.0057, "SMH": 100.00787, "XLB": 100.0023, "XLP": 100.0073, "XLU": 100.00304, "GDX": 100.00162, "XME": 100.00276, "IWF": 100.00901, "XSD": 100.00713, "XBI": 100.00774, "IWM": 100.00244, "IWD": 100.00888, "IWO": 100.00455 }, "all_scores_norm": { "TLT": 0.10961968680077394, "VCIT": 0.0, "LQD": 0.9474272930656487, "HYG": 0.6923937360186581, "VNQ": 1.0, "GLD": 0.061521252796904215, "SLV": 0.08053691275184854, "SPY": 0.0011185682330178033, "QQQ": 0.9127516778532238, "XLK": 0.9832214765110913, "XLF": 0.5178970917235161, "XLE": 0.21140939597360242, "XLV": 0.9608501118570936, "XLI": 0.6129753914998274, "XLY": 0.3982102908287611, "SOXX": 0.5883668903813836, "SMH": 0.8310961968683575, "XLB": 0.2080536912761386, "XLP": 0.7673378076070072, "XLU": 0.29082774049243315, "GDX": 0.1319910514547717, "XME": 0.2595078299774722, "IWF": 0.9586129753926476, "XSD": 0.7483221476520628, "XBI": 0.8165548098438947, "IWM": 0.2237136465336191, "IWD": 0.9440715883681848, "IWO": 0.4597315436240757 } }, { "window": 4536, "top_etfs": [ { "ticker": "VNQ", "e_value_score_norm": 1.0, "raw_score": 100.00938 }, { "ticker": "XLK", "e_value_score_norm": 0.9832214765110913, "raw_score": 100.00923 }, { "ticker": "XLV", "e_value_score_norm": 0.9608501118570936, "raw_score": 100.00903 } ], "all_scores_raw": { "TLT": 100.00142, "VCIT": 100.00044, "LQD": 100.00891, "HYG": 100.00663, "VNQ": 100.00938, "GLD": 100.00099, "SLV": 100.00116, "SPY": 100.00045, "QQQ": 100.0086, "XLK": 100.00923, "XLF": 100.00507, "XLE": 100.00233, "XLV": 100.00903, "XLI": 100.00592, "XLY": 100.004, "SOXX": 100.0057, "SMH": 100.00787, "XLB": 100.0023, "XLP": 100.0073, "XLU": 100.00304, "GDX": 100.00162, "XME": 100.00276, "IWF": 100.00901, "XSD": 100.00713, "XBI": 100.00774, "IWM": 100.00244, "IWD": 100.00888, "IWO": 100.00455 }, "all_scores_norm": { "TLT": 0.10961968680077394, "VCIT": 0.0, "LQD": 0.9474272930656487, "HYG": 0.6923937360186581, "VNQ": 1.0, "GLD": 0.061521252796904215, "SLV": 0.08053691275184854, "SPY": 0.0011185682330178033, "QQQ": 0.9127516778532238, "XLK": 0.9832214765110913, "XLF": 0.5178970917235161, "XLE": 0.21140939597360242, "XLV": 0.9608501118570936, "XLI": 0.6129753914998274, "XLY": 0.3982102908287611, "SOXX": 0.5883668903813836, "SMH": 0.8310961968683575, "XLB": 0.2080536912761386, "XLP": 0.7673378076070072, "XLU": 0.29082774049243315, "GDX": 0.1319910514547717, "XME": 0.2595078299774722, "IWF": 0.9586129753926476, "XSD": 0.7483221476520628, "XBI": 0.8165548098438947, "IWM": 0.2237136465336191, "IWD": 0.9440715883681848, "IWO": 0.4597315436240757 } } ] } } }