{ "run_date": "2026-07-25 03:41:47", "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": "LQD", "e_value_score_norm": 1.0, "raw_score": 100.00993 }, { "ticker": "VNQ", "e_value_score_norm": 0.9576837416488894, "raw_score": 100.00955 }, { "ticker": "GLD", "e_value_score_norm": 0.8385300668160065, "raw_score": 100.00848 } ], "all_scores_raw": { "TLT": 100.00268, "VCIT": 100.00095, "LQD": 100.00993, "HYG": 100.00375, "VNQ": 100.00955, "GLD": 100.00848, "SLV": 100.00422 }, "all_scores_norm": { "TLT": 0.19265033407528503, "VCIT": 0.0, "LQD": 1.0, "HYG": 0.31180400890816784, "VNQ": 0.9576837416488894, "GLD": 0.8385300668160065, "SLV": 0.364142538975806 } }, "all_windows": [ { "window": 63, "top_etfs": [ { "ticker": "LQD", "e_value_score_norm": 1.0, "raw_score": 100.00993 }, { "ticker": "VNQ", "e_value_score_norm": 0.9576837416488894, "raw_score": 100.00955 }, { "ticker": "GLD", "e_value_score_norm": 0.8385300668160065, "raw_score": 100.00848 } ], "all_scores_raw": { "TLT": 100.00268, "VCIT": 100.00095, "LQD": 100.00993, "HYG": 100.00375, "VNQ": 100.00955, "GLD": 100.00848, "SLV": 100.00422 }, "all_scores_norm": { "TLT": 0.19265033407528503, "VCIT": 0.0, "LQD": 1.0, "HYG": 0.31180400890816784, "VNQ": 0.9576837416488894, "GLD": 0.8385300668160065, "SLV": 0.364142538975806 } }, { "window": 252, "top_etfs": [ { "ticker": "LQD", "e_value_score_norm": 1.0, "raw_score": 100.00993 }, { "ticker": "VNQ", "e_value_score_norm": 0.9576837416488894, "raw_score": 100.00955 }, { "ticker": "GLD", "e_value_score_norm": 0.8385300668160065, "raw_score": 100.00848 } ], "all_scores_raw": { "TLT": 100.00268, "VCIT": 100.00095, "LQD": 100.00993, "HYG": 100.00375, "VNQ": 100.00955, "GLD": 100.00848, "SLV": 100.00422 }, "all_scores_norm": { "TLT": 0.19265033407528503, "VCIT": 0.0, "LQD": 1.0, "HYG": 0.31180400890816784, "VNQ": 0.9576837416488894, "GLD": 0.8385300668160065, "SLV": 0.364142538975806 } }, { "window": 504, "top_etfs": [ { "ticker": "LQD", "e_value_score_norm": 1.0, "raw_score": 100.00993 }, { "ticker": "VNQ", "e_value_score_norm": 0.9576837416488894, "raw_score": 100.00955 }, { "ticker": "GLD", "e_value_score_norm": 0.8385300668160065, "raw_score": 100.00848 } ], "all_scores_raw": { "TLT": 100.00268, "VCIT": 100.00095, "LQD": 100.00993, "HYG": 100.00375, "VNQ": 100.00955, "GLD": 100.00848, "SLV": 100.00422 }, "all_scores_norm": { "TLT": 0.19265033407528503, "VCIT": 0.0, "LQD": 1.0, "HYG": 0.31180400890816784, "VNQ": 0.9576837416488894, "GLD": 0.8385300668160065, "SLV": 0.364142538975806 } }, { "window": 1008, "top_etfs": [ { "ticker": "LQD", "e_value_score_norm": 1.0, "raw_score": 100.00993 }, { "ticker": "VNQ", "e_value_score_norm": 0.9576837416488894, "raw_score": 100.00955 }, { "ticker": "GLD", "e_value_score_norm": 0.8385300668160065, "raw_score": 100.00848 } ], "all_scores_raw": { "TLT": 100.00268, "VCIT": 100.00095, "LQD": 100.00993, "HYG": 100.00375, "VNQ": 100.00955, "GLD": 100.00848, "SLV": 100.00422 }, "all_scores_norm": { "TLT": 0.19265033407528503, "VCIT": 0.0, "LQD": 1.0, "HYG": 0.31180400890816784, "VNQ": 0.9576837416488894, "GLD": 0.8385300668160065, "SLV": 0.364142538975806 } }, { "window": 2016, "top_etfs": [ { "ticker": "LQD", "e_value_score_norm": 1.0, "raw_score": 100.00993 }, { "ticker": "VNQ", "e_value_score_norm": 0.9576837416488894, "raw_score": 100.00955 }, { "ticker": "GLD", "e_value_score_norm": 0.8385300668160065, "raw_score": 100.00848 } ], "all_scores_raw": { "TLT": 100.00268, "VCIT": 100.00095, "LQD": 100.00993, "HYG": 100.00375, "VNQ": 100.00955, "GLD": 100.00848, "SLV": 100.00422 }, "all_scores_norm": { "TLT": 0.19265033407528503, "VCIT": 0.0, "LQD": 1.0, "HYG": 0.31180400890816784, "VNQ": 0.9576837416488894, "GLD": 0.8385300668160065, "SLV": 0.364142538975806 } }, { "window": 4032, "top_etfs": [ { "ticker": "LQD", "e_value_score_norm": 1.0, "raw_score": 100.00993 }, { "ticker": "VNQ", "e_value_score_norm": 0.9576837416488894, "raw_score": 100.00955 }, { "ticker": "GLD", "e_value_score_norm": 0.8385300668160065, "raw_score": 100.00848 } ], "all_scores_raw": { "TLT": 100.00268, "VCIT": 100.00095, "LQD": 100.00993, "HYG": 100.00375, "VNQ": 100.00955, "GLD": 100.00848, "SLV": 100.00422 }, "all_scores_norm": { "TLT": 0.19265033407528503, "VCIT": 0.0, "LQD": 1.0, "HYG": 0.31180400890816784, "VNQ": 0.9576837416488894, "GLD": 0.8385300668160065, "SLV": 0.364142538975806 } }, { "window": 4536, "top_etfs": [ { "ticker": "LQD", "e_value_score_norm": 1.0, "raw_score": 100.00993 }, { "ticker": "VNQ", "e_value_score_norm": 0.9576837416488894, "raw_score": 100.00955 }, { "ticker": "GLD", "e_value_score_norm": 0.8385300668160065, "raw_score": 100.00848 } ], "all_scores_raw": { "TLT": 100.00268, "VCIT": 100.00095, "LQD": 100.00993, "HYG": 100.00375, "VNQ": 100.00955, "GLD": 100.00848, "SLV": 100.00422 }, "all_scores_norm": { "TLT": 0.19265033407528503, "VCIT": 0.0, "LQD": 1.0, "HYG": 0.31180400890816784, "VNQ": 0.9576837416488894, "GLD": 0.8385300668160065, "SLV": 0.364142538975806 } } ] }, "EQUITY_SECTORS": { "best_window_data": { "window": 4536, "top_etfs": [ { "ticker": "SMH", "e_value_score_norm": 1.0, "raw_score": 100.00891 }, { "ticker": "IWD", "e_value_score_norm": 0.8836930455641744, "raw_score": 100.00794 }, { "ticker": "XLB", "e_value_score_norm": 0.8609112709834341, "raw_score": 100.00775 } ], "all_scores_raw": { "SPY": 100.00251, "QQQ": 100.00692, "XLK": 100.00276, "XLF": 100.00137, "XLE": 100.00754, "XLV": 100.00741, "XLI": 100.00476, "XLY": 100.0024, "SOXX": 100.00386, "SMH": 100.00891, "XLB": 100.00775, "XLP": 100.00568, "XLU": 100.00301, "GDX": 100.00144, "XME": 100.00057, "IWF": 100.00409, "XSD": 100.00645, "XBI": 100.00121, "IWM": 100.00771, "IWD": 100.00794, "IWO": 100.00634 }, "all_scores_norm": { "SPY": 0.23261390887335526, "QQQ": 0.7613908872895182, "XLK": 0.26258992805728426, "XLF": 0.0959232613906176, "XLE": 0.8357314148688656, "XLV": 0.8201438848913141, "XLI": 0.5023980815355322, "XLY": 0.21942446043133595, "SOXX": 0.3944844124706614, "SMH": 1.0, "XLB": 0.8609112709834341, "XLP": 0.6127098321342312, "XLU": 0.29256594724291723, "GDX": 0.10431654676327641, "XME": 0.0, "IWF": 0.42206235012076215, "XSD": 0.7050359712232545, "XBI": 0.07673860911317566, "IWM": 0.8561151079140736, "IWD": 0.8836930455641744, "IWO": 0.6918465227812352 } }, "all_windows": [ { "window": 63, "top_etfs": [ { "ticker": "SMH", "e_value_score_norm": 1.0, "raw_score": 100.00891 }, { "ticker": "IWD", "e_value_score_norm": 0.8836930455641744, "raw_score": 100.00794 }, { "ticker": "XLB", "e_value_score_norm": 0.8609112709834341, "raw_score": 100.00775 } ], "all_scores_raw": { "SPY": 100.00251, "QQQ": 100.00692, "XLK": 100.00276, "XLF": 100.00137, "XLE": 100.00754, "XLV": 100.00741, "XLI": 100.00476, "XLY": 100.0024, "SOXX": 100.00386, "SMH": 100.00891, "XLB": 100.00775, "XLP": 100.00568, "XLU": 100.00301, "GDX": 100.00144, "XME": 100.00057, "IWF": 100.00409, "XSD": 100.00645, "XBI": 100.00121, "IWM": 100.00771, "IWD": 100.00794, "IWO": 100.00634 }, "all_scores_norm": { "SPY": 0.23261390887335526, "QQQ": 0.7613908872895182, "XLK": 0.26258992805728426, "XLF": 0.0959232613906176, "XLE": 0.8357314148688656, "XLV": 0.8201438848913141, "XLI": 0.5023980815355322, "XLY": 0.21942446043133595, "SOXX": 0.3944844124706614, "SMH": 1.0, "XLB": 0.8609112709834341, "XLP": 0.6127098321342312, "XLU": 0.29256594724291723, "GDX": 0.10431654676327641, "XME": 0.0, "IWF": 0.42206235012076215, "XSD": 0.7050359712232545, "XBI": 0.07673860911317566, "IWM": 0.8561151079140736, "IWD": 0.8836930455641744, "IWO": 0.6918465227812352 } }, { "window": 252, "top_etfs": [ { "ticker": "SMH", "e_value_score_norm": 1.0, "raw_score": 100.00891 }, { "ticker": "IWD", "e_value_score_norm": 0.8836930455641744, "raw_score": 100.00794 }, { "ticker": "XLB", "e_value_score_norm": 0.8609112709834341, "raw_score": 100.00775 } ], "all_scores_raw": { "SPY": 100.00251, "QQQ": 100.00692, "XLK": 100.00276, "XLF": 100.00137, "XLE": 100.00754, "XLV": 100.00741, "XLI": 100.00476, "XLY": 100.0024, "SOXX": 100.00386, "SMH": 100.00891, "XLB": 100.00775, "XLP": 100.00568, "XLU": 100.00301, "GDX": 100.00144, "XME": 100.00057, "IWF": 100.00409, "XSD": 100.00645, "XBI": 100.00121, "IWM": 100.00771, "IWD": 100.00794, "IWO": 100.00634 }, "all_scores_norm": { "SPY": 0.23261390887335526, "QQQ": 0.7613908872895182, "XLK": 0.26258992805728426, "XLF": 0.0959232613906176, "XLE": 0.8357314148688656, "XLV": 0.8201438848913141, "XLI": 0.5023980815355322, "XLY": 0.21942446043133595, "SOXX": 0.3944844124706614, "SMH": 1.0, "XLB": 0.8609112709834341, "XLP": 0.6127098321342312, "XLU": 0.29256594724291723, "GDX": 0.10431654676327641, "XME": 0.0, "IWF": 0.42206235012076215, "XSD": 0.7050359712232545, "XBI": 0.07673860911317566, "IWM": 0.8561151079140736, "IWD": 0.8836930455641744, "IWO": 0.6918465227812352 } }, { "window": 504, "top_etfs": [ { "ticker": "SMH", "e_value_score_norm": 1.0, "raw_score": 100.00891 }, { "ticker": "IWD", "e_value_score_norm": 0.8836930455641744, "raw_score": 100.00794 }, { "ticker": "XLB", "e_value_score_norm": 0.8609112709834341, "raw_score": 100.00775 } ], "all_scores_raw": { "SPY": 100.00251, "QQQ": 100.00692, "XLK": 100.00276, "XLF": 100.00137, "XLE": 100.00754, "XLV": 100.00741, "XLI": 100.00476, "XLY": 100.0024, "SOXX": 100.00386, "SMH": 100.00891, "XLB": 100.00775, "XLP": 100.00568, "XLU": 100.00301, "GDX": 100.00144, "XME": 100.00057, "IWF": 100.00409, "XSD": 100.00645, "XBI": 100.00121, "IWM": 100.00771, "IWD": 100.00794, "IWO": 100.00634 }, "all_scores_norm": { "SPY": 0.23261390887335526, "QQQ": 0.7613908872895182, "XLK": 0.26258992805728426, "XLF": 0.0959232613906176, "XLE": 0.8357314148688656, "XLV": 0.8201438848913141, "XLI": 0.5023980815355322, "XLY": 0.21942446043133595, "SOXX": 0.3944844124706614, "SMH": 1.0, "XLB": 0.8609112709834341, "XLP": 0.6127098321342312, "XLU": 0.29256594724291723, "GDX": 0.10431654676327641, "XME": 0.0, "IWF": 0.42206235012076215, "XSD": 0.7050359712232545, "XBI": 0.07673860911317566, "IWM": 0.8561151079140736, "IWD": 0.8836930455641744, "IWO": 0.6918465227812352 } }, { "window": 1008, "top_etfs": [ { "ticker": "SMH", "e_value_score_norm": 1.0, "raw_score": 100.00891 }, { "ticker": "IWD", "e_value_score_norm": 0.8836930455641744, "raw_score": 100.00794 }, { "ticker": "XLB", "e_value_score_norm": 0.8609112709834341, "raw_score": 100.00775 } ], "all_scores_raw": { "SPY": 100.00251, "QQQ": 100.00692, "XLK": 100.00276, "XLF": 100.00137, "XLE": 100.00754, "XLV": 100.00741, "XLI": 100.00476, "XLY": 100.0024, "SOXX": 100.00386, "SMH": 100.00891, "XLB": 100.00775, "XLP": 100.00568, "XLU": 100.00301, "GDX": 100.00144, "XME": 100.00057, "IWF": 100.00409, "XSD": 100.00645, "XBI": 100.00121, "IWM": 100.00771, "IWD": 100.00794, "IWO": 100.00634 }, "all_scores_norm": { "SPY": 0.23261390887335526, "QQQ": 0.7613908872895182, "XLK": 0.26258992805728426, "XLF": 0.0959232613906176, "XLE": 0.8357314148688656, "XLV": 0.8201438848913141, "XLI": 0.5023980815355322, "XLY": 0.21942446043133595, "SOXX": 0.3944844124706614, "SMH": 1.0, "XLB": 0.8609112709834341, "XLP": 0.6127098321342312, "XLU": 0.29256594724291723, "GDX": 0.10431654676327641, "XME": 0.0, "IWF": 0.42206235012076215, "XSD": 0.7050359712232545, "XBI": 0.07673860911317566, "IWM": 0.8561151079140736, "IWD": 0.8836930455641744, "IWO": 0.6918465227812352 } }, { "window": 2016, "top_etfs": [ { "ticker": "SMH", "e_value_score_norm": 1.0, "raw_score": 100.00891 }, { "ticker": "IWD", "e_value_score_norm": 0.8836930455641744, "raw_score": 100.00794 }, { "ticker": "XLB", "e_value_score_norm": 0.8609112709834341, "raw_score": 100.00775 } ], "all_scores_raw": { "SPY": 100.00251, "QQQ": 100.00692, "XLK": 100.00276, "XLF": 100.00137, "XLE": 100.00754, "XLV": 100.00741, "XLI": 100.00476, "XLY": 100.0024, "SOXX": 100.00386, "SMH": 100.00891, "XLB": 100.00775, "XLP": 100.00568, "XLU": 100.00301, "GDX": 100.00144, "XME": 100.00057, "IWF": 100.00409, "XSD": 100.00645, "XBI": 100.00121, "IWM": 100.00771, "IWD": 100.00794, "IWO": 100.00634 }, "all_scores_norm": { "SPY": 0.23261390887335526, "QQQ": 0.7613908872895182, "XLK": 0.26258992805728426, "XLF": 0.0959232613906176, "XLE": 0.8357314148688656, "XLV": 0.8201438848913141, "XLI": 0.5023980815355322, "XLY": 0.21942446043133595, "SOXX": 0.3944844124706614, "SMH": 1.0, "XLB": 0.8609112709834341, "XLP": 0.6127098321342312, "XLU": 0.29256594724291723, "GDX": 0.10431654676327641, "XME": 0.0, "IWF": 0.42206235012076215, "XSD": 0.7050359712232545, "XBI": 0.07673860911317566, "IWM": 0.8561151079140736, "IWD": 0.8836930455641744, "IWO": 0.6918465227812352 } }, { "window": 4032, "top_etfs": [ { "ticker": "SMH", "e_value_score_norm": 1.0, "raw_score": 100.00891 }, { "ticker": "IWD", "e_value_score_norm": 0.8836930455641744, "raw_score": 100.00794 }, { "ticker": "XLB", "e_value_score_norm": 0.8609112709834341, "raw_score": 100.00775 } ], "all_scores_raw": { "SPY": 100.00251, "QQQ": 100.00692, "XLK": 100.00276, "XLF": 100.00137, "XLE": 100.00754, "XLV": 100.00741, "XLI": 100.00476, "XLY": 100.0024, "SOXX": 100.00386, "SMH": 100.00891, "XLB": 100.00775, "XLP": 100.00568, "XLU": 100.00301, "GDX": 100.00144, "XME": 100.00057, "IWF": 100.00409, "XSD": 100.00645, "XBI": 100.00121, "IWM": 100.00771, "IWD": 100.00794, "IWO": 100.00634 }, "all_scores_norm": { "SPY": 0.23261390887335526, "QQQ": 0.7613908872895182, "XLK": 0.26258992805728426, "XLF": 0.0959232613906176, "XLE": 0.8357314148688656, "XLV": 0.8201438848913141, "XLI": 0.5023980815355322, "XLY": 0.21942446043133595, "SOXX": 0.3944844124706614, "SMH": 1.0, "XLB": 0.8609112709834341, "XLP": 0.6127098321342312, "XLU": 0.29256594724291723, "GDX": 0.10431654676327641, "XME": 0.0, "IWF": 0.42206235012076215, "XSD": 0.7050359712232545, "XBI": 0.07673860911317566, "IWM": 0.8561151079140736, "IWD": 0.8836930455641744, "IWO": 0.6918465227812352 } }, { "window": 4536, "top_etfs": [ { "ticker": "SMH", "e_value_score_norm": 1.0, "raw_score": 100.00891 }, { "ticker": "IWD", "e_value_score_norm": 0.8836930455641744, "raw_score": 100.00794 }, { "ticker": "XLB", "e_value_score_norm": 0.8609112709834341, "raw_score": 100.00775 } ], "all_scores_raw": { "SPY": 100.00251, "QQQ": 100.00692, "XLK": 100.00276, "XLF": 100.00137, "XLE": 100.00754, "XLV": 100.00741, "XLI": 100.00476, "XLY": 100.0024, "SOXX": 100.00386, "SMH": 100.00891, "XLB": 100.00775, "XLP": 100.00568, "XLU": 100.00301, "GDX": 100.00144, "XME": 100.00057, "IWF": 100.00409, "XSD": 100.00645, "XBI": 100.00121, "IWM": 100.00771, "IWD": 100.00794, "IWO": 100.00634 }, "all_scores_norm": { "SPY": 0.23261390887335526, "QQQ": 0.7613908872895182, "XLK": 0.26258992805728426, "XLF": 0.0959232613906176, "XLE": 0.8357314148688656, "XLV": 0.8201438848913141, "XLI": 0.5023980815355322, "XLY": 0.21942446043133595, "SOXX": 0.3944844124706614, "SMH": 1.0, "XLB": 0.8609112709834341, "XLP": 0.6127098321342312, "XLU": 0.29256594724291723, "GDX": 0.10431654676327641, "XME": 0.0, "IWF": 0.42206235012076215, "XSD": 0.7050359712232545, "XBI": 0.07673860911317566, "IWM": 0.8561151079140736, "IWD": 0.8836930455641744, "IWO": 0.6918465227812352 } } ] }, "COMBINED": { "best_window_data": { "window": 4536, "top_etfs": [ { "ticker": "LQD", "e_value_score_norm": 1.0, "raw_score": 100.00993 }, { "ticker": "VNQ", "e_value_score_norm": 0.9594017094024913, "raw_score": 100.00955 }, { "ticker": "SMH", "e_value_score_norm": 0.8910256410259817, "raw_score": 100.00891 } ], "all_scores_raw": { "TLT": 100.00268, "VCIT": 100.00095, "LQD": 100.00993, "HYG": 100.00375, "VNQ": 100.00955, "GLD": 100.00848, "SLV": 100.00422, "SPY": 100.00251, "QQQ": 100.00692, "XLK": 100.00276, "XLF": 100.00137, "XLE": 100.00754, "XLV": 100.00741, "XLI": 100.00476, "XLY": 100.0024, "SOXX": 100.00386, "SMH": 100.00891, "XLB": 100.00775, "XLP": 100.00568, "XLU": 100.00301, "GDX": 100.00144, "XME": 100.00057, "IWF": 100.00409, "XSD": 100.00645, "XBI": 100.00121, "IWM": 100.00771, "IWD": 100.00794, "IWO": 100.00634 }, "all_scores_norm": { "TLT": 0.225427350427524, "VCIT": 0.04059829059902702, "LQD": 1.0, "HYG": 0.3397435897435995, "VNQ": 0.9594017094024913, "GLD": 0.8450854700864158, "SLV": 0.3899572649580257, "SPY": 0.20726495726544064, "QQQ": 0.6784188034184838, "XLK": 0.23397435897420812, "XLF": 0.08547008546987785, "XLE": 0.7446581196590816, "XLV": 0.730769230768822, "XLI": 0.447649572650421, "XLY": 0.19551282051261126, "SOXX": 0.35149572649642885, "SMH": 0.8910256410259817, "XLB": 0.767094017094507, "XLP": 0.545940170940325, "XLU": 0.26068376068449384, "GDX": 0.09294871794936516, "XME": 0.0, "IWF": 0.37606837606928445, "XSD": 0.628205128205576, "XBI": 0.06837606837650957, "IWM": 0.7628205128211649, "IWD": 0.7873931623940205, "IWO": 0.6164529914527466 } }, "all_windows": [ { "window": 63, "top_etfs": [ { "ticker": "LQD", "e_value_score_norm": 1.0, "raw_score": 100.00993 }, { "ticker": "VNQ", "e_value_score_norm": 0.9594017094024913, "raw_score": 100.00955 }, { "ticker": "SMH", "e_value_score_norm": 0.8910256410259817, "raw_score": 100.00891 } ], "all_scores_raw": { "TLT": 100.00268, "VCIT": 100.00095, "LQD": 100.00993, "HYG": 100.00375, "VNQ": 100.00955, "GLD": 100.00848, "SLV": 100.00422, "SPY": 100.00251, "QQQ": 100.00692, "XLK": 100.00276, "XLF": 100.00137, "XLE": 100.00754, "XLV": 100.00741, "XLI": 100.00476, "XLY": 100.0024, "SOXX": 100.00386, "SMH": 100.00891, "XLB": 100.00775, "XLP": 100.00568, "XLU": 100.00301, "GDX": 100.00144, "XME": 100.00057, "IWF": 100.00409, "XSD": 100.00645, "XBI": 100.00121, "IWM": 100.00771, "IWD": 100.00794, "IWO": 100.00634 }, "all_scores_norm": { "TLT": 0.225427350427524, "VCIT": 0.04059829059902702, "LQD": 1.0, "HYG": 0.3397435897435995, "VNQ": 0.9594017094024913, "GLD": 0.8450854700864158, "SLV": 0.3899572649580257, "SPY": 0.20726495726544064, "QQQ": 0.6784188034184838, "XLK": 0.23397435897420812, "XLF": 0.08547008546987785, "XLE": 0.7446581196590816, "XLV": 0.730769230768822, "XLI": 0.447649572650421, "XLY": 0.19551282051261126, "SOXX": 0.35149572649642885, "SMH": 0.8910256410259817, "XLB": 0.767094017094507, "XLP": 0.545940170940325, "XLU": 0.26068376068449384, "GDX": 0.09294871794936516, "XME": 0.0, "IWF": 0.37606837606928445, "XSD": 0.628205128205576, "XBI": 0.06837606837650957, "IWM": 0.7628205128211649, "IWD": 0.7873931623940205, "IWO": 0.6164529914527466 } }, { "window": 252, "top_etfs": [ { "ticker": "LQD", "e_value_score_norm": 1.0, "raw_score": 100.00993 }, { "ticker": "VNQ", "e_value_score_norm": 0.9594017094024913, "raw_score": 100.00955 }, { "ticker": "SMH", "e_value_score_norm": 0.8910256410259817, "raw_score": 100.00891 } ], "all_scores_raw": { "TLT": 100.00268, "VCIT": 100.00095, "LQD": 100.00993, "HYG": 100.00375, "VNQ": 100.00955, "GLD": 100.00848, "SLV": 100.00422, "SPY": 100.00251, "QQQ": 100.00692, "XLK": 100.00276, "XLF": 100.00137, "XLE": 100.00754, "XLV": 100.00741, "XLI": 100.00476, "XLY": 100.0024, "SOXX": 100.00386, "SMH": 100.00891, "XLB": 100.00775, "XLP": 100.00568, "XLU": 100.00301, "GDX": 100.00144, "XME": 100.00057, "IWF": 100.00409, "XSD": 100.00645, "XBI": 100.00121, "IWM": 100.00771, "IWD": 100.00794, "IWO": 100.00634 }, "all_scores_norm": { "TLT": 0.225427350427524, "VCIT": 0.04059829059902702, "LQD": 1.0, "HYG": 0.3397435897435995, "VNQ": 0.9594017094024913, "GLD": 0.8450854700864158, "SLV": 0.3899572649580257, "SPY": 0.20726495726544064, "QQQ": 0.6784188034184838, "XLK": 0.23397435897420812, "XLF": 0.08547008546987785, "XLE": 0.7446581196590816, "XLV": 0.730769230768822, "XLI": 0.447649572650421, "XLY": 0.19551282051261126, "SOXX": 0.35149572649642885, "SMH": 0.8910256410259817, "XLB": 0.767094017094507, "XLP": 0.545940170940325, "XLU": 0.26068376068449384, "GDX": 0.09294871794936516, "XME": 0.0, "IWF": 0.37606837606928445, "XSD": 0.628205128205576, "XBI": 0.06837606837650957, "IWM": 0.7628205128211649, "IWD": 0.7873931623940205, "IWO": 0.6164529914527466 } }, { "window": 504, "top_etfs": [ { "ticker": "LQD", "e_value_score_norm": 1.0, "raw_score": 100.00993 }, { "ticker": "VNQ", "e_value_score_norm": 0.9594017094024913, "raw_score": 100.00955 }, { "ticker": "SMH", "e_value_score_norm": 0.8910256410259817, "raw_score": 100.00891 } ], "all_scores_raw": { "TLT": 100.00268, "VCIT": 100.00095, "LQD": 100.00993, "HYG": 100.00375, "VNQ": 100.00955, "GLD": 100.00848, "SLV": 100.00422, "SPY": 100.00251, "QQQ": 100.00692, "XLK": 100.00276, "XLF": 100.00137, "XLE": 100.00754, "XLV": 100.00741, "XLI": 100.00476, "XLY": 100.0024, "SOXX": 100.00386, "SMH": 100.00891, "XLB": 100.00775, "XLP": 100.00568, "XLU": 100.00301, "GDX": 100.00144, "XME": 100.00057, "IWF": 100.00409, "XSD": 100.00645, "XBI": 100.00121, "IWM": 100.00771, "IWD": 100.00794, "IWO": 100.00634 }, "all_scores_norm": { "TLT": 0.225427350427524, "VCIT": 0.04059829059902702, "LQD": 1.0, "HYG": 0.3397435897435995, "VNQ": 0.9594017094024913, "GLD": 0.8450854700864158, "SLV": 0.3899572649580257, "SPY": 0.20726495726544064, "QQQ": 0.6784188034184838, "XLK": 0.23397435897420812, "XLF": 0.08547008546987785, "XLE": 0.7446581196590816, "XLV": 0.730769230768822, "XLI": 0.447649572650421, "XLY": 0.19551282051261126, "SOXX": 0.35149572649642885, "SMH": 0.8910256410259817, "XLB": 0.767094017094507, "XLP": 0.545940170940325, "XLU": 0.26068376068449384, "GDX": 0.09294871794936516, "XME": 0.0, "IWF": 0.37606837606928445, "XSD": 0.628205128205576, "XBI": 0.06837606837650957, "IWM": 0.7628205128211649, "IWD": 0.7873931623940205, "IWO": 0.6164529914527466 } }, { "window": 1008, "top_etfs": [ { "ticker": "LQD", "e_value_score_norm": 1.0, "raw_score": 100.00993 }, { "ticker": "VNQ", "e_value_score_norm": 0.9594017094024913, "raw_score": 100.00955 }, { "ticker": "SMH", "e_value_score_norm": 0.8910256410259817, "raw_score": 100.00891 } ], "all_scores_raw": { "TLT": 100.00268, "VCIT": 100.00095, "LQD": 100.00993, "HYG": 100.00375, "VNQ": 100.00955, "GLD": 100.00848, "SLV": 100.00422, "SPY": 100.00251, "QQQ": 100.00692, "XLK": 100.00276, "XLF": 100.00137, "XLE": 100.00754, "XLV": 100.00741, "XLI": 100.00476, "XLY": 100.0024, "SOXX": 100.00386, "SMH": 100.00891, "XLB": 100.00775, "XLP": 100.00568, "XLU": 100.00301, "GDX": 100.00144, "XME": 100.00057, "IWF": 100.00409, "XSD": 100.00645, "XBI": 100.00121, "IWM": 100.00771, "IWD": 100.00794, "IWO": 100.00634 }, "all_scores_norm": { "TLT": 0.225427350427524, "VCIT": 0.04059829059902702, "LQD": 1.0, "HYG": 0.3397435897435995, "VNQ": 0.9594017094024913, "GLD": 0.8450854700864158, "SLV": 0.3899572649580257, "SPY": 0.20726495726544064, "QQQ": 0.6784188034184838, "XLK": 0.23397435897420812, "XLF": 0.08547008546987785, "XLE": 0.7446581196590816, "XLV": 0.730769230768822, "XLI": 0.447649572650421, "XLY": 0.19551282051261126, "SOXX": 0.35149572649642885, "SMH": 0.8910256410259817, "XLB": 0.767094017094507, "XLP": 0.545940170940325, "XLU": 0.26068376068449384, "GDX": 0.09294871794936516, "XME": 0.0, "IWF": 0.37606837606928445, "XSD": 0.628205128205576, "XBI": 0.06837606837650957, "IWM": 0.7628205128211649, "IWD": 0.7873931623940205, "IWO": 0.6164529914527466 } }, { "window": 2016, "top_etfs": [ { "ticker": "LQD", "e_value_score_norm": 1.0, "raw_score": 100.00993 }, { "ticker": "VNQ", "e_value_score_norm": 0.9594017094024913, "raw_score": 100.00955 }, { "ticker": "SMH", "e_value_score_norm": 0.8910256410259817, "raw_score": 100.00891 } ], "all_scores_raw": { "TLT": 100.00268, "VCIT": 100.00095, "LQD": 100.00993, "HYG": 100.00375, "VNQ": 100.00955, "GLD": 100.00848, "SLV": 100.00422, "SPY": 100.00251, "QQQ": 100.00692, "XLK": 100.00276, "XLF": 100.00137, "XLE": 100.00754, "XLV": 100.00741, "XLI": 100.00476, "XLY": 100.0024, "SOXX": 100.00386, "SMH": 100.00891, "XLB": 100.00775, "XLP": 100.00568, "XLU": 100.00301, "GDX": 100.00144, "XME": 100.00057, "IWF": 100.00409, "XSD": 100.00645, "XBI": 100.00121, "IWM": 100.00771, "IWD": 100.00794, "IWO": 100.00634 }, "all_scores_norm": { "TLT": 0.225427350427524, "VCIT": 0.04059829059902702, "LQD": 1.0, "HYG": 0.3397435897435995, "VNQ": 0.9594017094024913, "GLD": 0.8450854700864158, "SLV": 0.3899572649580257, "SPY": 0.20726495726544064, "QQQ": 0.6784188034184838, "XLK": 0.23397435897420812, "XLF": 0.08547008546987785, "XLE": 0.7446581196590816, "XLV": 0.730769230768822, "XLI": 0.447649572650421, "XLY": 0.19551282051261126, "SOXX": 0.35149572649642885, "SMH": 0.8910256410259817, "XLB": 0.767094017094507, "XLP": 0.545940170940325, "XLU": 0.26068376068449384, "GDX": 0.09294871794936516, "XME": 0.0, "IWF": 0.37606837606928445, "XSD": 0.628205128205576, "XBI": 0.06837606837650957, "IWM": 0.7628205128211649, "IWD": 0.7873931623940205, "IWO": 0.6164529914527466 } }, { "window": 4032, "top_etfs": [ { "ticker": "LQD", "e_value_score_norm": 1.0, "raw_score": 100.00993 }, { "ticker": "VNQ", "e_value_score_norm": 0.9594017094024913, "raw_score": 100.00955 }, { "ticker": "SMH", "e_value_score_norm": 0.8910256410259817, "raw_score": 100.00891 } ], "all_scores_raw": { "TLT": 100.00268, "VCIT": 100.00095, "LQD": 100.00993, "HYG": 100.00375, "VNQ": 100.00955, "GLD": 100.00848, "SLV": 100.00422, "SPY": 100.00251, "QQQ": 100.00692, "XLK": 100.00276, "XLF": 100.00137, "XLE": 100.00754, "XLV": 100.00741, "XLI": 100.00476, "XLY": 100.0024, "SOXX": 100.00386, "SMH": 100.00891, "XLB": 100.00775, "XLP": 100.00568, "XLU": 100.00301, "GDX": 100.00144, "XME": 100.00057, "IWF": 100.00409, "XSD": 100.00645, "XBI": 100.00121, "IWM": 100.00771, "IWD": 100.00794, "IWO": 100.00634 }, "all_scores_norm": { "TLT": 0.225427350427524, "VCIT": 0.04059829059902702, "LQD": 1.0, "HYG": 0.3397435897435995, "VNQ": 0.9594017094024913, "GLD": 0.8450854700864158, "SLV": 0.3899572649580257, "SPY": 0.20726495726544064, "QQQ": 0.6784188034184838, "XLK": 0.23397435897420812, "XLF": 0.08547008546987785, "XLE": 0.7446581196590816, "XLV": 0.730769230768822, "XLI": 0.447649572650421, "XLY": 0.19551282051261126, "SOXX": 0.35149572649642885, "SMH": 0.8910256410259817, "XLB": 0.767094017094507, "XLP": 0.545940170940325, "XLU": 0.26068376068449384, "GDX": 0.09294871794936516, "XME": 0.0, "IWF": 0.37606837606928445, "XSD": 0.628205128205576, "XBI": 0.06837606837650957, "IWM": 0.7628205128211649, "IWD": 0.7873931623940205, "IWO": 0.6164529914527466 } }, { "window": 4536, "top_etfs": [ { "ticker": "LQD", "e_value_score_norm": 1.0, "raw_score": 100.00993 }, { "ticker": "VNQ", "e_value_score_norm": 0.9594017094024913, "raw_score": 100.00955 }, { "ticker": "SMH", "e_value_score_norm": 0.8910256410259817, "raw_score": 100.00891 } ], "all_scores_raw": { "TLT": 100.00268, "VCIT": 100.00095, "LQD": 100.00993, "HYG": 100.00375, "VNQ": 100.00955, "GLD": 100.00848, "SLV": 100.00422, "SPY": 100.00251, "QQQ": 100.00692, "XLK": 100.00276, "XLF": 100.00137, "XLE": 100.00754, "XLV": 100.00741, "XLI": 100.00476, "XLY": 100.0024, "SOXX": 100.00386, "SMH": 100.00891, "XLB": 100.00775, "XLP": 100.00568, "XLU": 100.00301, "GDX": 100.00144, "XME": 100.00057, "IWF": 100.00409, "XSD": 100.00645, "XBI": 100.00121, "IWM": 100.00771, "IWD": 100.00794, "IWO": 100.00634 }, "all_scores_norm": { "TLT": 0.225427350427524, "VCIT": 0.04059829059902702, "LQD": 1.0, "HYG": 0.3397435897435995, "VNQ": 0.9594017094024913, "GLD": 0.8450854700864158, "SLV": 0.3899572649580257, "SPY": 0.20726495726544064, "QQQ": 0.6784188034184838, "XLK": 0.23397435897420812, "XLF": 0.08547008546987785, "XLE": 0.7446581196590816, "XLV": 0.730769230768822, "XLI": 0.447649572650421, "XLY": 0.19551282051261126, "SOXX": 0.35149572649642885, "SMH": 0.8910256410259817, "XLB": 0.767094017094507, "XLP": 0.545940170940325, "XLU": 0.26068376068449384, "GDX": 0.09294871794936516, "XME": 0.0, "IWF": 0.37606837606928445, "XSD": 0.628205128205576, "XBI": 0.06837606837650957, "IWM": 0.7628205128211649, "IWD": 0.7873931623940205, "IWO": 0.6164529914527466 } } ] } } }