{ "run_date": "2026-07-22 03:40:00", "windows": [ 63, 252, 504, 1008, 2016, 4032, 4536 ], "vector_dim": 10000, "num_levels": 5, "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": "GLD", "hd_score_norm": 1.0, "raw_score": 0.34859999999999997 }, { "ticker": "SLV", "hd_score_norm": 0.956347215253387, "raw_score": 0.31379999999999997 }, { "ticker": "VNQ", "hd_score_norm": 0.5632212744606122, "raw_score": 0.00040000000000001146 } ], "all_scores_raw": { "TLT": -0.15839999999999999, "VCIT": -0.388, "LQD": -0.4486, "HYG": -0.18259999999999998, "VNQ": 0.00040000000000001146, "GLD": 0.34859999999999997, "SLV": 0.31379999999999997 }, "all_scores_norm": { "TLT": 0.3640240842950327, "VCIT": 0.0760160561966884, "LQD": 0.0, "HYG": 0.3336678374310086, "VNQ": 0.5632212744606122, "GLD": 1.0, "SLV": 0.956347215253387 } }, "all_windows": [ { "window": 63, "top_etfs": [ { "ticker": "GLD", "hd_score_norm": 1.0, "raw_score": 0.3039387444800168 }, { "ticker": "SLV", "hd_score_norm": 0.801305122578482, "raw_score": 0.1531397764094598 }, { "ticker": "TLT", "hd_score_norm": 0.6339636620635382, "raw_score": 0.026136403758139918 } ], "all_scores_raw": { "TLT": 0.026136403758139918, "VCIT": -0.45500869305581343, "LQD": -0.4492283308138782, "HYG": -0.26803564686707004, "VNQ": -0.034502756050783595, "GLD": 0.3039387444800168, "SLV": 0.1531397764094598 }, "all_scores_norm": { "TLT": 0.6339636620635382, "VCIT": 0.0, "LQD": 0.007616287974702252, "HYG": 0.24635836019924146, "VNQ": 0.5540646376912993, "GLD": 1.0, "SLV": 0.801305122578482 } }, { "window": 252, "top_etfs": [ { "ticker": "VNQ", "hd_score_norm": 1.0, "raw_score": 0.0718 }, { "ticker": "GLD", "hd_score_norm": 0.9024800929575572, "raw_score": 0.032647817143095684 }, { "ticker": "SLV", "hd_score_norm": 0.7929372299006457, "raw_score": -0.011331328604104681 } ], "all_scores_raw": { "TLT": -0.026199999999999998, "VCIT": -0.3296788779470884, "LQD": -0.21619999999999998, "HYG": -0.21680000000000002, "VNQ": 0.0718, "GLD": 0.032647817143095684, "SLV": -0.011331328604104681 }, "all_scores_norm": { "TLT": 0.7559024761125401, "VCIT": 0.0, "LQD": 0.28265217469807713, "HYG": 0.2811577000620314, "VNQ": 1.0, "GLD": 0.9024800929575572, "SLV": 0.7929372299006457 } }, { "window": 504, "top_etfs": [ { "ticker": "SLV", "hd_score_norm": 1.0, "raw_score": 0.1508 }, { "ticker": "GLD", "hd_score_norm": 0.9843089921544961, "raw_score": 0.1456 }, { "ticker": "VNQ", "hd_score_norm": 0.728424864212432, "raw_score": 0.06079999999999999 } ], "all_scores_raw": { "TLT": -0.1806, "VCIT": -0.015039673465949293, "LQD": 0.024, "HYG": -0.17695457518588303, "VNQ": 0.06079999999999999, "GLD": 0.1456, "SLV": 0.1508 }, "all_scores_norm": { "TLT": 0.0, "VCIT": 0.4995785351057656, "LQD": 0.6173808086904043, "HYG": 0.011000074876635414, "VNQ": 0.728424864212432, "GLD": 0.9843089921544961, "SLV": 1.0 } }, { "window": 1008, "top_etfs": [ { "ticker": "GLD", "hd_score_norm": 1.0, "raw_score": 0.2124609422943294 }, { "ticker": "SLV", "hd_score_norm": 0.764791377793477, "raw_score": 0.08020000000000001 }, { "ticker": "VNQ", "hd_score_norm": 0.6308718662668045, "raw_score": 0.004895274263535088 } ], "all_scores_raw": { "TLT": -0.215, "VCIT": -0.2506, "LQD": -0.2586458098290133, "HYG": -0.34985238216449394, "VNQ": 0.004895274263535088, "GLD": 0.2124609422943294, "SLV": 0.08020000000000001 }, "all_scores_norm": { "TLT": 0.239817155843279, "VCIT": 0.17650725644820092, "LQD": 0.1621988460317188, "HYG": 0.0, "VNQ": 0.6308718662668045, "GLD": 1.0, "SLV": 0.764791377793477 } }, { "window": 2016, "top_etfs": [ { "ticker": "GLD", "hd_score_norm": 1.0, "raw_score": 0.2688 }, { "ticker": "SLV", "hd_score_norm": 0.8662280701754387, "raw_score": 0.2078 }, { "ticker": "VNQ", "hd_score_norm": 0.5048245614035088, "raw_score": 0.04300000000000001 } ], "all_scores_raw": { "TLT": -0.18719999999999998, "VCIT": -0.1188, "LQD": -0.12079999999999999, "HYG": -0.04780262341890382, "VNQ": 0.04300000000000001, "GLD": 0.2688, "SLV": 0.2078 }, "all_scores_norm": { "TLT": 0.0, "VCIT": 0.14999999999999997, "LQD": 0.14561403508771928, "HYG": 0.3056960012743337, "VNQ": 0.5048245614035088, "GLD": 1.0, "SLV": 0.8662280701754387 } }, { "window": 4032, "top_etfs": [ { "ticker": "SLV", "hd_score_norm": 1.0, "raw_score": 0.3106 }, { "ticker": "GLD", "hd_score_norm": 0.9737307400858802, "raw_score": 0.2898 }, { "ticker": "TLT", "hd_score_norm": 0.521596362717858, "raw_score": -0.06820000000000001 } ], "all_scores_raw": { "TLT": -0.06820000000000001, "VCIT": -0.4426, "LQD": -0.4812, "HYG": -0.193, "VNQ": -0.09439999999999998, "GLD": 0.2898, "SLV": 0.3106 }, "all_scores_norm": { "TLT": 0.521596362717858, "VCIT": 0.04874968426370298, "LQD": 0.0, "HYG": 0.3639808032331397, "VNQ": 0.48850719878757265, "GLD": 0.9737307400858802, "SLV": 1.0 } }, { "window": 4536, "top_etfs": [ { "ticker": "GLD", "hd_score_norm": 1.0, "raw_score": 0.34859999999999997 }, { "ticker": "SLV", "hd_score_norm": 0.956347215253387, "raw_score": 0.31379999999999997 }, { "ticker": "VNQ", "hd_score_norm": 0.5632212744606122, "raw_score": 0.00040000000000001146 } ], "all_scores_raw": { "TLT": -0.15839999999999999, "VCIT": -0.388, "LQD": -0.4486, "HYG": -0.18259999999999998, "VNQ": 0.00040000000000001146, "GLD": 0.34859999999999997, "SLV": 0.31379999999999997 }, "all_scores_norm": { "TLT": 0.3640240842950327, "VCIT": 0.0760160561966884, "LQD": 0.0, "HYG": 0.3336678374310086, "VNQ": 0.5632212744606122, "GLD": 1.0, "SLV": 0.956347215253387 } } ] }, "EQUITY_SECTORS": { "best_window_data": { "window": 4536, "top_etfs": [ { "ticker": "XSD", "hd_score_norm": 1.0, "raw_score": 0.37439999999999996 }, { "ticker": "SMH", "hd_score_norm": 0.9904996481351162, "raw_score": 0.369 }, { "ticker": "SOXX", "hd_score_norm": 0.9282195636875441, "raw_score": 0.3336 } ], "all_scores_raw": { "SPY": 0.2522, "QQQ": 0.21280000000000002, "XLK": 0.27540000000000003, "XLF": 0.036599999999999994, "XLE": 0.33092733581965034, "XLV": 0.1782, "XLI": 0.1948, "XLY": -0.0582, "SMH": 0.369, "SOXX": 0.3336, "XLB": -0.0936, "XLP": -0.19399999999999998, "XLU": -0.06040000000000001, "GDX": 0.1406, "XME": 0.0354, "IWF": 0.2734, "XSD": 0.37439999999999996, "XBI": 0.1596, "IWM": 0.3178, "IWD": -0.02739999999999998, "IWO": 0.28240000000000004 }, "all_scores_norm": { "SPY": 0.7850105559465166, "QQQ": 0.7156931738212527, "XLK": 0.825826882477129, "XLF": 0.40570021111893034, "XLE": 0.923517480330138, "XLV": 0.6548205489092189, "XLI": 0.6840253342716398, "XLY": 0.23891625615763545, "SMH": 0.9904996481351162, "SOXX": 0.9282195636875441, "XLB": 0.17663617171006332, "XLP": 0.0, "XLU": 0.23504574243490498, "GDX": 0.5886699507389164, "XME": 0.40358902181562284, "IWF": 0.8223082336382829, "XSD": 1.0, "XBI": 0.6220971147079521, "IWM": 0.9004222378606617, "IWD": 0.2931034482758621, "IWO": 0.8381421534130896 } }, "all_windows": [ { "window": 63, "top_etfs": [ { "ticker": "XLB", "hd_score_norm": 1.0, "raw_score": 0.45939858545279544 }, { "ticker": "XLI", "hd_score_norm": 0.9433661576197861, "raw_score": 0.4145915272280776 }, { "ticker": "XLV", "hd_score_norm": 0.9052947244690269, "raw_score": 0.3844705103556555 } ], "all_scores_raw": { "SPY": 0.1518281912365025, "QQQ": 0.15005059718139893, "XLK": -0.041449284243444004, "XLF": -0.05683510892765381, "XLE": 0.14821138961882876, "XLV": 0.3844705103556555, "XLI": 0.4145915272280776, "XLY": 0.08972863842376991, "SMH": 0.02188828606150298, "SOXX": -0.015080027449913817, "XLB": 0.45939858545279544, "XLP": -0.33177249426847005, "XLU": -0.022295866474325438, "GDX": 0.16627542436501347, "XME": 0.14493705595288245, "IWF": 0.24577637517895548, "XSD": -0.015825539736698833, "XBI": 0.25521222716212055, "IWM": 0.14306666666666668, "IWD": 0.17967222643196, "IWO": 0.2307877592249875 }, "all_scores_norm": { "SPY": 0.6112466669981771, "QQQ": 0.608999878534006, "XLK": 0.36695376950243014, "XLF": 0.3475068697375521, "XLE": 0.6066752137305123, "XLV": 0.9052947244690269, "XLI": 0.9433661576197861, "XLY": 0.5327559910819004, "SMH": 0.4470092365542102, "SOXX": 0.4002831687555225, "XLB": 1.0, "XLP": 0.0, "XLU": 0.39116271527919755, "GDX": 0.6295072347803069, "XME": 0.6025366225333973, "IWF": 0.7299923926072976, "XSD": 0.39934087914725264, "XBI": 0.7419188295373347, "IWM": 0.6001725456173468, "IWD": 0.6464401111332523, "IWO": 0.7110475444724939 } }, { "window": 252, "top_etfs": [ { "ticker": "SOXX", "hd_score_norm": 1.0, "raw_score": 0.46819999999999995 }, { "ticker": "XLK", "hd_score_norm": 0.8965841086498665, "raw_score": 0.3850607854746434 }, { "ticker": "SMH", "hd_score_norm": 0.8825654356418055, "raw_score": 0.3737907432464911 } ], "all_scores_raw": { "SPY": 0.210232282144145, "QQQ": 0.316905837511274, "XLK": 0.3850607854746434, "XLF": -0.0646, "XLE": 0.1643720681332791, "XLV": -0.1442, "XLI": 0.1426, "XLY": -0.01568116588420465, "SMH": 0.3737907432464911, "SOXX": 0.46819999999999995, "XLB": 0.003482997954894526, "XLP": -0.33573074449141926, "XLU": -0.13878601492449566, "GDX": 0.23280936115639667, "XME": 0.3102713439484945, "IWF": 0.18413467978129602, "XSD": 0.3701790831592928, "XBI": 0.2624449974559842, "IWM": 0.026916303900752808, "IWD": 0.14299073678244462, "IWO": 0.17620000000000002 }, "all_scores_norm": { "SPY": 0.679116989089589, "QQQ": 0.8118069702826985, "XLK": 0.8965841086498665, "XLF": 0.3372563449640695, "XLE": 0.622072008131835, "XLV": 0.2382428409459387, "XLI": 0.5949899885891536, "XLY": 0.3981059075053581, "SMH": 0.8825654356418055, "SOXX": 1.0, "XLB": 0.42194398556172447, "XLP": 0.0, "XLU": 0.24497723332065663, "GDX": 0.7072003521988507, "XME": 0.8035544017520889, "IWF": 0.6466544883808261, "XSD": 0.8780729341272837, "XBI": 0.7440637717193164, "IWM": 0.45109239928569844, "IWD": 0.5954760214783321, "IWO": 0.6367846335013294 } }, { "window": 504, "top_etfs": [ { "ticker": "XBI", "hd_score_norm": 1.0, "raw_score": 0.2716 }, { "ticker": "XSD", "hd_score_norm": 0.9746016086552122, "raw_score": 0.2569552875505953 }, { "ticker": "GDX", "hd_score_norm": 0.9549080818591744, "raw_score": 0.24559999999999998 } ], "all_scores_raw": { "SPY": 0.0412, "QQQ": 0.0432, "XLK": 0.1433286968290343, "XLF": 0.22399903438394894, "XLE": 0.177, "XLV": 0.1402, "XLI": 0.1644, "XLY": 0.04442756983823638, "SMH": 0.108, "SOXX": 0.1992, "XLB": 0.03940000000000002, "XLP": -0.305, "XLU": 0.08354881942766662, "GDX": 0.24559999999999998, "XME": 0.24301382276170505, "IWF": 0.074281805469912, "XSD": 0.2569552875505953, "XBI": 0.2716, "IWM": 0.07440000000000001, "IWD": 0.016753159226161704, "IWO": 0.11720000000000001 }, "all_scores_norm": { "SPY": 0.6004162330905307, "QQQ": 0.6038848421782865, "XLK": 0.7775384960614539, "XLF": 0.9174454290391066, "XLE": 0.8359347901491502, "XLV": 0.7721123829344433, "XLI": 0.8140825528962886, "XLY": 0.6060138221266673, "SMH": 0.7162677766215747, "SOXX": 0.8744363510232397, "XLB": 0.5972944849115506, "XLP": 0.0, "XLU": 0.6738619830517978, "GDX": 0.9549080818591744, "XME": 0.950422862923526, "IWF": 0.657790158636684, "XSD": 0.9746016086552122, "XBI": 1.0, "IWM": 0.6579951439472772, "IWD": 0.5580179660530034, "IWO": 0.7322233784252515 } }, { "window": 1008, "top_etfs": [ { "ticker": "IWO", "hd_score_norm": 1.0, "raw_score": 0.259915317051739 }, { "ticker": "XSD", "hd_score_norm": 0.9125049050039701, "raw_score": 0.20304857111188018 }, { "ticker": "IWM", "hd_score_norm": 0.9078143777964136, "raw_score": 0.2 } ], "all_scores_raw": { "SPY": 0.14107287823584821, "QQQ": 0.12361115393227616, "XLK": 0.171, "XLF": -0.06869183274848963, "XLE": 0.10300000000000001, "XLV": -0.00040000000000000105, "XLI": 0.0274, "XLY": -0.0151096069669919, "SMH": 0.19419999999999998, "SOXX": 0.194, "XLB": 0.01419999999999999, "XLP": -0.39002678475910024, "XLU": 0.01079999999999999, "GDX": 0.11993755906946646, "XME": 0.1666, "IWF": 0.1718, "XSD": 0.20304857111188018, "XBI": 0.18180000000000002, "IWM": 0.2, "IWD": 0.057874562944544, "IWO": 0.259915317051739 }, "all_scores_norm": { "SPY": 0.8171491914667824, "QQQ": 0.7902826071126977, "XLK": 0.8631950187501208, "XLF": 0.4944055033753341, "XLE": 0.7585703147795032, "XLV": 0.5994792208006524, "XLI": 0.6422522615415813, "XLY": 0.5768470402940986, "SMH": 0.898890505987155, "SOXX": 0.8985827862695944, "XLB": 0.6219427601825792, "XLP": 0.0, "XLU": 0.6167115249840482, "GDX": 0.7846304192446176, "XME": 0.8564251849637866, "IWF": 0.8644258976203634, "XSD": 0.9125049050039701, "XBI": 0.8798118834983953, "IWM": 0.9078143777964136, "IWD": 0.6891403810519765, "IWO": 1.0 } }, { "window": 2016, "top_etfs": [ { "ticker": "XLK", "hd_score_norm": 1.0, "raw_score": 0.2778 }, { "ticker": "IWM", "hd_score_norm": 0.9836003051106027, "raw_score": 0.2692 }, { "ticker": "XLI", "hd_score_norm": 0.9466056445461479, "raw_score": 0.24979999999999997 } ], "all_scores_raw": { "SPY": 0.24180000000000001, "QQQ": 0.2104, "XLK": 0.2778, "XLF": -0.00020000000000000573, "XLE": 0.1562, "XLV": 0.0858, "XLI": 0.24979999999999997, "XLY": 0.0744, "SMH": 0.1796, "SOXX": 0.2116, "XLB": -0.0021999999999999936, "XLP": -0.2466, "XLU": 0.10341291842631696, "GDX": 0.2098, "XME": 0.1584, "IWF": 0.20800000000000002, "XSD": 0.1668, "XBI": 0.15460000000000002, "IWM": 0.2692, "IWD": -0.0628, "IWO": 0.248 }, "all_scores_norm": { "SPY": 0.9313501144164761, "QQQ": 0.8714721586575134, "XLK": 1.0, "XLF": 0.46987032799389783, "XLE": 0.7681159420289856, "XLV": 0.6338672768878719, "XLI": 0.9466056445461479, "XLY": 0.6121281464530893, "SMH": 0.8127383676582762, "SOXX": 0.8737604881769643, "XLB": 0.46605644546147984, "XLP": 0.0, "XLU": 0.6674540778533886, "GDX": 0.870327993897788, "XME": 0.7723112128146454, "IWF": 0.8668954996186118, "XSD": 0.7883295194508009, "XBI": 0.7650648360030512, "IWM": 0.9836003051106027, "IWD": 0.3504958047292144, "IWO": 0.9431731502669719 } }, { "window": 4032, "top_etfs": [ { "ticker": "XSD", "hd_score_norm": 1.0, "raw_score": 0.37739999999999996 }, { "ticker": "SMH", "hd_score_norm": 0.980495867768595, "raw_score": 0.3656 }, { "ticker": "SOXX", "hd_score_norm": 0.9256198347107437, "raw_score": 0.3324 } ], "all_scores_raw": { "SPY": 0.2424, "QQQ": 0.24399999999999997, "XLK": 0.30839999999999995, "XLF": 0.062, "XLE": 0.3014, "XLV": 0.24324069002140583, "XLI": 0.18319999999999997, "XLY": 0.11665078227168571, "SMH": 0.3656, "SOXX": 0.3324, "XLB": -0.033, "XLP": -0.2276, "XLU": -0.09340000000000001, "GDX": 0.1642, "XME": 0.1178, "IWF": 0.3072, "XSD": 0.37739999999999996, "XBI": 0.19360000000000002, "IWM": 0.3164, "IWD": -0.059800000000000006, "IWO": 0.3148 }, "all_scores_norm": { "SPY": 0.7768595041322314, "QQQ": 0.7795041322314049, "XLK": 0.8859504132231404, "XLF": 0.4786776859504132, "XLE": 0.8743801652892562, "XLV": 0.7782490744155468, "XLI": 0.6790082644628098, "XLY": 0.5690095574738607, "SMH": 0.980495867768595, "SOXX": 0.9256198347107437, "XLB": 0.3216528925619835, "XLP": 0.0, "XLU": 0.2218181818181818, "GDX": 0.647603305785124, "XME": 0.5709090909090909, "IWF": 0.8839669421487603, "XSD": 1.0, "XBI": 0.6961983471074381, "IWM": 0.8991735537190083, "IWD": 0.2773553719008265, "IWO": 0.8965289256198348 } }, { "window": 4536, "top_etfs": [ { "ticker": "XSD", "hd_score_norm": 1.0, "raw_score": 0.37439999999999996 }, { "ticker": "SMH", "hd_score_norm": 0.9904996481351162, "raw_score": 0.369 }, { "ticker": "SOXX", "hd_score_norm": 0.9282195636875441, "raw_score": 0.3336 } ], "all_scores_raw": { "SPY": 0.2522, "QQQ": 0.21280000000000002, "XLK": 0.27540000000000003, "XLF": 0.036599999999999994, "XLE": 0.33092733581965034, "XLV": 0.1782, "XLI": 0.1948, "XLY": -0.0582, "SMH": 0.369, "SOXX": 0.3336, "XLB": -0.0936, "XLP": -0.19399999999999998, "XLU": -0.06040000000000001, "GDX": 0.1406, "XME": 0.0354, "IWF": 0.2734, "XSD": 0.37439999999999996, "XBI": 0.1596, "IWM": 0.3178, "IWD": -0.02739999999999998, "IWO": 0.28240000000000004 }, "all_scores_norm": { "SPY": 0.7850105559465166, "QQQ": 0.7156931738212527, "XLK": 0.825826882477129, "XLF": 0.40570021111893034, "XLE": 0.923517480330138, "XLV": 0.6548205489092189, "XLI": 0.6840253342716398, "XLY": 0.23891625615763545, "SMH": 0.9904996481351162, "SOXX": 0.9282195636875441, "XLB": 0.17663617171006332, "XLP": 0.0, "XLU": 0.23504574243490498, "GDX": 0.5886699507389164, "XME": 0.40358902181562284, "IWF": 0.8223082336382829, "XSD": 1.0, "XBI": 0.6220971147079521, "IWM": 0.9004222378606617, "IWD": 0.2931034482758621, "IWO": 0.8381421534130896 } } ] }, "COMBINED": { "best_window_data": { "window": 4536, "top_etfs": [ { "ticker": "XSD", "hd_score_norm": 1.0, "raw_score": 0.37439999999999996 }, { "ticker": "SMH", "hd_score_norm": 0.993438639125152, "raw_score": 0.369 }, { "ticker": "GLD", "hd_score_norm": 0.9686512758201701, "raw_score": 0.34859999999999997 } ], "all_scores_raw": { "TLT": -0.15839999999999999, "VCIT": -0.388, "LQD": -0.4486, "HYG": -0.18259999999999998, "VNQ": 0.00040000000000001146, "GLD": 0.34859999999999997, "SLV": 0.31379999999999997, "SPY": 0.2522, "QQQ": 0.21280000000000002, "XLK": 0.27540000000000003, "XLF": 0.036599999999999994, "XLE": 0.33092733581965034, "XLV": 0.1782, "XLI": 0.1948, "XLY": -0.0582, "SMH": 0.369, "SOXX": 0.3336, "XLB": -0.0936, "XLP": -0.19399999999999998, "XLU": -0.06040000000000001, "GDX": 0.1406, "XME": 0.0354, "IWF": 0.2734, "XSD": 0.37439999999999996, "XBI": 0.1596, "IWM": 0.3178, "IWD": -0.02739999999999998, "IWO": 0.28240000000000004 }, "all_scores_norm": { "TLT": 0.35261239368165254, "VCIT": 0.07363304981773997, "LQD": 0.0, "HYG": 0.32320777642770354, "VNQ": 0.5455650060753342, "GLD": 0.9686512758201701, "SLV": 0.92636695018226, "SPY": 0.8515188335358445, "QQQ": 0.8036452004860267, "XLK": 0.8797083839611178, "XLF": 0.5895504252733901, "XLE": 0.9471778078003043, "XLV": 0.7616038882138518, "XLI": 0.7817739975698663, "XLY": 0.47436208991494533, "SMH": 0.993438639125152, "SOXX": 0.9504252733900365, "XLB": 0.4313487241798299, "XLP": 0.30935601458080203, "XLU": 0.4716889428918591, "GDX": 0.71591737545565, "XME": 0.5880923450789793, "IWF": 0.8772782503037667, "XSD": 1.0, "XBI": 0.739003645200486, "IWM": 0.9312272174969624, "IWD": 0.5117861482381532, "IWO": 0.8882138517618471 } }, "all_windows": [ { "window": 63, "top_etfs": [ { "ticker": "XLB", "hd_score_norm": 1.0, "raw_score": 0.45939858545279544 }, { "ticker": "XLI", "hd_score_norm": 0.9509987953094624, "raw_score": 0.4145915272280776 }, { "ticker": "XLV", "hd_score_norm": 0.9180583129004102, "raw_score": 0.3844705103556555 } ], "all_scores_raw": { "TLT": 0.026136403758139918, "VCIT": -0.45500869305581343, "LQD": -0.4492283308138782, "HYG": -0.26803564686707004, "VNQ": -0.034502756050783595, "GLD": 0.3039387444800168, "SLV": 0.1531397764094598, "SPY": 0.1518281912365025, "QQQ": 0.15005059718139893, "XLK": -0.041449284243444004, "XLF": -0.05683510892765381, "XLE": 0.14821138961882876, "XLV": 0.3844705103556555, "XLI": 0.4145915272280776, "XLY": 0.08972863842376991, "SMH": 0.02188828606150298, "SOXX": -0.015080027449913817, "XLB": 0.45939858545279544, "XLP": -0.33177249426847005, "XLU": -0.022295866474325438, "GDX": 0.16627542436501347, "XME": 0.14493705595288245, "IWF": 0.24577637517895548, "XSD": -0.015825539736698833, "XBI": 0.25521222716212055, "IWM": 0.14306666666666668, "IWD": 0.17967222643196, "IWO": 0.2307877592249875 }, "all_scores_norm": { "TLT": 0.5261824879595198, "VCIT": 0.0, "LQD": 0.006321430699198894, "HYG": 0.20447458215084965, "VNQ": 0.4598672242535861, "GLD": 0.8299884038255554, "SLV": 0.6650739596661552, "SPY": 0.6636396040963959, "QQQ": 0.661695619072564, "XLK": 0.4522704691140272, "XLF": 0.43544446056638747, "XLE": 0.6596842532339523, "XLV": 0.9180583129004102, "XLI": 0.9509987953094624, "XLY": 0.595727247893352, "SMH": 0.5215367269332455, "SOXX": 0.4811080094675316, "XLB": 1.0, "XLP": 0.13477167306491772, "XLU": 0.4732167347653217, "GDX": 0.6794391646074127, "XME": 0.6561034268966043, "IWF": 0.7663817695958676, "XSD": 0.48029271380627997, "XBI": 0.7767008606671403, "IWM": 0.6540579605817841, "IWD": 0.6940899688844703, "IWO": 0.7499901503401522 } }, { "window": 252, "top_etfs": [ { "ticker": "SOXX", "hd_score_norm": 1.0, "raw_score": 0.46819999999999995 }, { "ticker": "XLK", "hd_score_norm": 0.8965841086498665, "raw_score": 0.3850607854746434 }, { "ticker": "SMH", "hd_score_norm": 0.8825654356418055, "raw_score": 0.3737907432464911 } ], "all_scores_raw": { "TLT": -0.026199999999999998, "VCIT": -0.3296788779470884, "LQD": -0.21619999999999998, "HYG": -0.21680000000000002, "VNQ": 0.0718, "GLD": 0.032647817143095684, "SLV": -0.011331328604104681, "SPY": 0.210232282144145, "QQQ": 0.316905837511274, "XLK": 0.3850607854746434, "XLF": -0.0646, "XLE": 0.1643720681332791, "XLV": -0.1442, "XLI": 0.1426, "XLY": -0.01568116588420465, "SMH": 0.3737907432464911, "SOXX": 0.46819999999999995, "XLB": 0.003482997954894526, "XLP": -0.33573074449141926, "XLU": -0.13878601492449566, "GDX": 0.23280936115639667, "XME": 0.3102713439484945, "IWF": 0.18413467978129602, "XSD": 0.3701790831592928, "XBI": 0.2624449974559842, "IWM": 0.026916303900752808, "IWD": 0.14299073678244462, "IWO": 0.17620000000000002 }, "all_scores_norm": { "TLT": 0.3850216534351275, "VCIT": 0.007527845633219803, "LQD": 0.14868288756270487, "HYG": 0.14793655461784452, "VNQ": 0.5069227010956403, "GLD": 0.45822176121347086, "SLV": 0.40351661895022484, "SPY": 0.679116989089589, "QQQ": 0.8118069702826985, "XLK": 0.8965841086498665, "XLF": 0.3372563449640695, "XLE": 0.622072008131835, "XLV": 0.2382428409459387, "XLI": 0.5949899885891536, "XLY": 0.3981059075053581, "SMH": 0.8825654356418055, "SOXX": 1.0, "XLB": 0.42194398556172447, "XLP": 0.0, "XLU": 0.24497723332065663, "GDX": 0.7072003521988507, "XME": 0.8035544017520889, "IWF": 0.6466544883808261, "XSD": 0.8780729341272837, "XBI": 0.7440637717193164, "IWM": 0.45109239928569844, "IWD": 0.5954760214783321, "IWO": 0.6367846335013294 } }, { "window": 504, "top_etfs": [ { "ticker": "XBI", "hd_score_norm": 1.0, "raw_score": 0.2716 }, { "ticker": "XSD", "hd_score_norm": 0.9746016086552122, "raw_score": 0.2569552875505953 }, { "ticker": "GDX", "hd_score_norm": 0.9549080818591744, "raw_score": 0.24559999999999998 } ], "all_scores_raw": { "TLT": -0.1806, "VCIT": -0.015039673465949293, "LQD": 0.024, "HYG": -0.17695457518588303, "VNQ": 0.06079999999999999, "GLD": 0.1456, "SLV": 0.1508, "SPY": 0.0412, "QQQ": 0.0432, "XLK": 0.1433286968290343, "XLF": 0.22399903438394894, "XLE": 0.177, "XLV": 0.1402, "XLI": 0.1644, "XLY": 0.04442756983823638, "SMH": 0.108, "SOXX": 0.1992, "XLB": 0.03940000000000002, "XLP": -0.305, "XLU": 0.08354881942766662, "GDX": 0.24559999999999998, "XME": 0.24301382276170505, "IWF": 0.074281805469912, "XSD": 0.2569552875505953, "XBI": 0.2716, "IWM": 0.07440000000000001, "IWD": 0.016753159226161704, "IWO": 0.11720000000000001 }, "all_scores_norm": { "TLT": 0.21574748525841134, "VCIT": 0.5028795118523252, "LQD": 0.5705861949358307, "HYG": 0.2220697620778997, "VNQ": 0.6344086021505376, "GLD": 0.7814776274713839, "SLV": 0.790496011099549, "SPY": 0.6004162330905307, "QQQ": 0.6038848421782865, "XLK": 0.7775384960614539, "XLF": 0.9174454290391066, "XLE": 0.8359347901491502, "XLV": 0.7721123829344433, "XLI": 0.8140825528962886, "XLY": 0.6060138221266673, "SMH": 0.7162677766215747, "SOXX": 0.8744363510232397, "XLB": 0.5972944849115506, "XLP": 0.0, "XLU": 0.6738619830517978, "GDX": 0.9549080818591744, "XME": 0.950422862923526, "IWF": 0.657790158636684, "XSD": 0.9746016086552122, "XBI": 1.0, "IWM": 0.6579951439472772, "IWD": 0.5580179660530034, "IWO": 0.7322233784252515 } }, { "window": 1008, "top_etfs": [ { "ticker": "IWO", "hd_score_norm": 1.0, "raw_score": 0.259915317051739 }, { "ticker": "GLD", "hd_score_norm": 0.9269867660131659, "raw_score": 0.2124609422943294 }, { "ticker": "XSD", "hd_score_norm": 0.9125049050039701, "raw_score": 0.20304857111188018 } ], "all_scores_raw": { "TLT": -0.215, "VCIT": -0.2506, "LQD": -0.2586458098290133, "HYG": -0.34985238216449394, "VNQ": 0.004895274263535088, "GLD": 0.2124609422943294, "SLV": 0.08020000000000001, "SPY": 0.14107287823584821, "QQQ": 0.12361115393227616, "XLK": 0.171, "XLF": -0.06869183274848963, "XLE": 0.10300000000000001, "XLV": -0.00040000000000000105, "XLI": 0.0274, "XLY": -0.0151096069669919, "SMH": 0.19419999999999998, "SOXX": 0.194, "XLB": 0.01419999999999999, "XLP": -0.39002678475910024, "XLU": 0.01079999999999999, "GDX": 0.11993755906946646, "XME": 0.1666, "IWF": 0.1718, "XSD": 0.20304857111188018, "XBI": 0.18180000000000002, "IWM": 0.2, "IWD": 0.057874562944544, "IWO": 0.259915317051739 }, "all_scores_norm": { "TLT": 0.2692959638580861, "VCIT": 0.2145218541322922, "LQD": 0.20214258249163922, "HYG": 0.06181227909789842, "VNQ": 0.6076265223045582, "GLD": 0.9269867660131659, "SLV": 0.7234902669775903, "SPY": 0.8171491914667824, "QQQ": 0.7902826071126977, "XLK": 0.8631950187501208, "XLF": 0.4944055033753341, "XLE": 0.7585703147795032, "XLV": 0.5994792208006524, "XLI": 0.6422522615415813, "XLY": 0.5768470402940986, "SMH": 0.898890505987155, "SOXX": 0.8985827862695944, "XLB": 0.6219427601825792, "XLP": 0.0, "XLU": 0.6167115249840482, "GDX": 0.7846304192446176, "XME": 0.8564251849637866, "IWF": 0.8644258976203634, "XSD": 0.9125049050039701, "XBI": 0.8798118834983953, "IWM": 0.9078143777964136, "IWD": 0.6891403810519765, "IWO": 1.0 } }, { "window": 2016, "top_etfs": [ { "ticker": "XLK", "hd_score_norm": 1.0, "raw_score": 0.2778 }, { "ticker": "IWM", "hd_score_norm": 0.9836003051106027, "raw_score": 0.2692 }, { "ticker": "GLD", "hd_score_norm": 0.982837528604119, "raw_score": 0.2688 } ], "all_scores_raw": { "TLT": -0.18719999999999998, "VCIT": -0.1188, "LQD": -0.12079999999999999, "HYG": -0.04780262341890382, "VNQ": 0.04300000000000001, "GLD": 0.2688, "SLV": 0.2078, "SPY": 0.24180000000000001, "QQQ": 0.2104, "XLK": 0.2778, "XLF": -0.00020000000000000573, "XLE": 0.1562, "XLV": 0.0858, "XLI": 0.24979999999999997, "XLY": 0.0744, "SMH": 0.1796, "SOXX": 0.2116, "XLB": -0.0021999999999999936, "XLP": -0.2466, "XLU": 0.10341291842631696, "GDX": 0.2098, "XME": 0.1584, "IWF": 0.20800000000000002, "XSD": 0.1668, "XBI": 0.15460000000000002, "IWM": 0.2692, "IWD": -0.0628, "IWO": 0.248 }, "all_scores_norm": { "TLT": 0.11327231121281472, "VCIT": 0.24370709382151035, "LQD": 0.23989321128909236, "HYG": 0.37909492101658315, "VNQ": 0.5522501906941267, "GLD": 0.982837528604119, "SLV": 0.86651411136537, "SPY": 0.9313501144164761, "QQQ": 0.8714721586575134, "XLK": 1.0, "XLF": 0.46987032799389783, "XLE": 0.7681159420289856, "XLV": 0.6338672768878719, "XLI": 0.9466056445461479, "XLY": 0.6121281464530893, "SMH": 0.8127383676582762, "SOXX": 0.8737604881769643, "XLB": 0.46605644546147984, "XLP": 0.0, "XLU": 0.6674540778533886, "GDX": 0.870327993897788, "XME": 0.7723112128146454, "IWF": 0.8668954996186118, "XSD": 0.7883295194508009, "XBI": 0.7650648360030512, "IWM": 0.9836003051106027, "IWD": 0.3504958047292144, "IWO": 0.9431731502669719 } }, { "window": 4032, "top_etfs": [ { "ticker": "XSD", "hd_score_norm": 1.0, "raw_score": 0.37739999999999996 }, { "ticker": "SMH", "hd_score_norm": 0.9862566969485208, "raw_score": 0.3656 }, { "ticker": "SOXX", "hd_score_norm": 0.9475890985324947, "raw_score": 0.3324 } ], "all_scores_raw": { "TLT": -0.06820000000000001, "VCIT": -0.4426, "LQD": -0.4812, "HYG": -0.193, "VNQ": -0.09439999999999998, "GLD": 0.2898, "SLV": 0.3106, "SPY": 0.2424, "QQQ": 0.24399999999999997, "XLK": 0.30839999999999995, "XLF": 0.062, "XLE": 0.3014, "XLV": 0.24324069002140583, "XLI": 0.18319999999999997, "XLY": 0.11665078227168571, "SMH": 0.3656, "SOXX": 0.3324, "XLB": -0.033, "XLP": -0.2276, "XLU": -0.09340000000000001, "GDX": 0.1642, "XME": 0.1178, "IWF": 0.3072, "XSD": 0.37739999999999996, "XBI": 0.19360000000000002, "IWM": 0.3164, "IWD": -0.059800000000000006, "IWO": 0.3148 }, "all_scores_norm": { "TLT": 0.48101560680177036, "VCIT": 0.04495690659212674, "LQD": 0.0, "HYG": 0.33566270673188914, "VNQ": 0.4505008152806895, "GLD": 0.8979734451432565, "SLV": 0.9221989284882367, "SPY": 0.8427672955974843, "QQQ": 0.8446307943163288, "XLK": 0.9196366177498252, "XLF": 0.6326578150477522, "XLE": 0.91148381085488, "XLV": 0.8437464360836313, "XLI": 0.7738178430002329, "XLY": 0.6963088542647167, "SMH": 0.9862566969485208, "SOXX": 0.9475890985324947, "XLB": 0.5220125786163522, "XLP": 0.29536454693687403, "XLU": 0.4516655019799674, "GDX": 0.7516887957139529, "XME": 0.6976473328674586, "IWF": 0.9182389937106917, "XSD": 1.0, "XBI": 0.7859305846727231, "IWM": 0.9289541113440485, "IWD": 0.49079897507570464, "IWO": 0.9270906126252039 } }, { "window": 4536, "top_etfs": [ { "ticker": "XSD", "hd_score_norm": 1.0, "raw_score": 0.37439999999999996 }, { "ticker": "SMH", "hd_score_norm": 0.993438639125152, "raw_score": 0.369 }, { "ticker": "GLD", "hd_score_norm": 0.9686512758201701, "raw_score": 0.34859999999999997 } ], "all_scores_raw": { "TLT": -0.15839999999999999, "VCIT": -0.388, "LQD": -0.4486, "HYG": -0.18259999999999998, "VNQ": 0.00040000000000001146, "GLD": 0.34859999999999997, "SLV": 0.31379999999999997, "SPY": 0.2522, "QQQ": 0.21280000000000002, "XLK": 0.27540000000000003, "XLF": 0.036599999999999994, "XLE": 0.33092733581965034, "XLV": 0.1782, "XLI": 0.1948, "XLY": -0.0582, "SMH": 0.369, "SOXX": 0.3336, "XLB": -0.0936, "XLP": -0.19399999999999998, "XLU": -0.06040000000000001, "GDX": 0.1406, "XME": 0.0354, "IWF": 0.2734, "XSD": 0.37439999999999996, "XBI": 0.1596, "IWM": 0.3178, "IWD": -0.02739999999999998, "IWO": 0.28240000000000004 }, "all_scores_norm": { "TLT": 0.35261239368165254, "VCIT": 0.07363304981773997, "LQD": 0.0, "HYG": 0.32320777642770354, "VNQ": 0.5455650060753342, "GLD": 0.9686512758201701, "SLV": 0.92636695018226, "SPY": 0.8515188335358445, "QQQ": 0.8036452004860267, "XLK": 0.8797083839611178, "XLF": 0.5895504252733901, "XLE": 0.9471778078003043, "XLV": 0.7616038882138518, "XLI": 0.7817739975698663, "XLY": 0.47436208991494533, "SMH": 0.993438639125152, "SOXX": 0.9504252733900365, "XLB": 0.4313487241798299, "XLP": 0.30935601458080203, "XLU": 0.4716889428918591, "GDX": 0.71591737545565, "XME": 0.5880923450789793, "IWF": 0.8772782503037667, "XSD": 1.0, "XBI": 0.739003645200486, "IWM": 0.9312272174969624, "IWD": 0.5117861482381532, "IWO": 0.8882138517618471 } } ] } } }