{ "run_date": "2026-07-25 03:34:02", "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": "VNQ", "hd_score_norm": 1.0, "raw_score": 0.2237440884158022 }, { "ticker": "SLV", "hd_score_norm": 0.3795483693939639, "raw_score": 0.0606 }, { "ticker": "HYG", "hd_score_norm": 0.3521661223034173, "raw_score": 0.053399999999999975 } ], "all_scores_raw": { "TLT": -0.0392, "VCIT": -0.016, "LQD": -0.012601344604269482, "HYG": 0.053399999999999975, "VNQ": 0.2237440884158022, "GLD": 0.001799999999999996, "SLV": 0.0606 }, "all_scores_norm": { "TLT": 0.0, "VCIT": 0.0882316850695387, "LQD": 0.10115707698919317, "HYG": 0.3521661223034173, "VNQ": 1.0, "GLD": 0.15592668482116753, "SLV": 0.3795483693939639 } }, "all_windows": [ { "window": 63, "top_etfs": [ { "ticker": "SLV", "hd_score_norm": 1.0, "raw_score": 0.37889205364566814 }, { "ticker": "VCIT", "hd_score_norm": 0.9630064848320843, "raw_score": 0.3581140127632376 }, { "ticker": "VNQ", "hd_score_norm": 0.9194371350284796, "raw_score": 0.33364254182215314 } ], "all_scores_raw": { "TLT": -0.002794832471039274, "VCIT": 0.3581140127632376, "LQD": 0.16025571469043304, "HYG": -0.18277505985024617, "VNQ": 0.33364254182215314, "GLD": 0.15646605338003527, "SLV": 0.37889205364566814 }, "all_scores_norm": { "TLT": 0.32043931904607775, "VCIT": 0.9630064848320843, "LQD": 0.6107367981821041, "HYG": 0.0, "VNQ": 0.9194371350284796, "GLD": 0.6039896320772378, "SLV": 1.0 } }, { "window": 252, "top_etfs": [ { "ticker": "VCIT", "hd_score_norm": 1.0, "raw_score": 0.3578 }, { "ticker": "VNQ", "hd_score_norm": 0.9937220031479185, "raw_score": 0.3547501491292588 }, { "ticker": "SLV", "hd_score_norm": 0.7365170852202553, "raw_score": 0.22980000000000003 } ], "all_scores_raw": { "TLT": -0.07880550281234744, "VCIT": 0.3578, "LQD": -0.0816, "HYG": -0.128, "VNQ": 0.3547501491292588, "GLD": 0.06121340292691249, "SLV": 0.22980000000000003 }, "all_scores_norm": { "TLT": 0.10126491804786447, "VCIT": 1.0, "LQD": 0.09551255660765746, "HYG": 0.0, "VNQ": 0.9937220031479185, "GLD": 0.3894882728013843, "SLV": 0.7365170852202553 } }, { "window": 504, "top_etfs": [ { "ticker": "SLV", "hd_score_norm": 1.0, "raw_score": 0.3624588474725204 }, { "ticker": "VCIT", "hd_score_norm": 0.7010237082557899, "raw_score": 0.2440466419427005 }, { "ticker": "VNQ", "hd_score_norm": 0.4680506532410959, "raw_score": 0.15177560228142875 } ], "all_scores_raw": { "TLT": -0.03359999999999999, "VCIT": 0.2440466419427005, "LQD": 0.08085905062503389, "HYG": -0.023999999999999994, "VNQ": 0.15177560228142875, "GLD": -0.03310322277715566, "SLV": 0.3624588474725204 }, "all_scores_norm": { "TLT": 0.0, "VCIT": 0.7010237082557899, "LQD": 0.28899506059633057, "HYG": 0.02423882223882417, "VNQ": 0.4680506532410959, "GLD": 0.001254301541335465, "SLV": 1.0 } }, { "window": 1008, "top_etfs": [ { "ticker": "VNQ", "hd_score_norm": 1.0, "raw_score": 0.22045320968012058 }, { "ticker": "SLV", "hd_score_norm": 0.948390457447748, "raw_score": 0.2028 }, { "ticker": "TLT", "hd_score_norm": 0.5355891855870142, "raw_score": 0.0616 } ], "all_scores_raw": { "TLT": 0.0616, "VCIT": -0.1216, "LQD": -0.0624, "HYG": -0.004799999999999999, "VNQ": 0.22045320968012058, "GLD": 0.003799999999999998, "SLV": 0.2028 }, "all_scores_norm": { "TLT": 0.5355891855870142, "VCIT": 0.0, "LQD": 0.17307248791894783, "HYG": 0.34146734102927545, "VNQ": 1.0, "GLD": 0.3666096281256091, "SLV": 0.948390457447748 } }, { "window": 2016, "top_etfs": [ { "ticker": "VNQ", "hd_score_norm": 1.0, "raw_score": 0.26994505590509393 }, { "ticker": "SLV", "hd_score_norm": 0.6252399125173277, "raw_score": 0.1382 }, { "ticker": "VCIT", "hd_score_norm": 0.3811744689596083, "raw_score": 0.0524 } ], "all_scores_raw": { "TLT": -0.027999999999999997, "VCIT": 0.0524, "LQD": -0.08159999999999999, "HYG": -0.07819999999999999, "VNQ": 0.26994505590509393, "GLD": 0.022789355832225633, "SLV": 0.1382 }, "all_scores_norm": { "TLT": 0.1524697875838433, "VCIT": 0.3811744689596083, "LQD": 0.0, "HYG": 0.009671591003452749, "VNQ": 1.0, "GLD": 0.29694445727152385, "SLV": 0.6252399125173277 } }, { "window": 4032, "top_etfs": [ { "ticker": "VNQ", "hd_score_norm": 1.0, "raw_score": 0.25420000000000004 }, { "ticker": "GLD", "hd_score_norm": 0.3764861294583883, "raw_score": 0.06539999999999999 }, { "ticker": "SLV", "hd_score_norm": 0.3533685601056803, "raw_score": 0.0584 } ], "all_scores_raw": { "TLT": -0.040400000000000005, "VCIT": -0.048600000000000004, "LQD": 0.006399999999999989, "HYG": -0.030200000000000005, "VNQ": 0.25420000000000004, "GLD": 0.06539999999999999, "SLV": 0.0584 }, "all_scores_norm": { "TLT": 0.027080581241743715, "VCIT": 0.0, "LQD": 0.18163804491413468, "HYG": 0.060766182298546884, "VNQ": 1.0, "GLD": 0.3764861294583883, "SLV": 0.3533685601056803 } }, { "window": 4536, "top_etfs": [ { "ticker": "VNQ", "hd_score_norm": 1.0, "raw_score": 0.2237440884158022 }, { "ticker": "SLV", "hd_score_norm": 0.3795483693939639, "raw_score": 0.0606 }, { "ticker": "HYG", "hd_score_norm": 0.3521661223034173, "raw_score": 0.053399999999999975 } ], "all_scores_raw": { "TLT": -0.0392, "VCIT": -0.016, "LQD": -0.012601344604269482, "HYG": 0.053399999999999975, "VNQ": 0.2237440884158022, "GLD": 0.001799999999999996, "SLV": 0.0606 }, "all_scores_norm": { "TLT": 0.0, "VCIT": 0.0882316850695387, "LQD": 0.10115707698919317, "HYG": 0.3521661223034173, "VNQ": 1.0, "GLD": 0.15592668482116753, "SLV": 0.3795483693939639 } } ] }, "EQUITY_SECTORS": { "best_window_data": { "window": 4536, "top_etfs": [ { "ticker": "XLE", "hd_score_norm": 1.0, "raw_score": 0.3148 }, { "ticker": "XLF", "hd_score_norm": 0.908669574700109, "raw_score": 0.2478 }, { "ticker": "XLP", "hd_score_norm": 0.8729552889858233, "raw_score": 0.2216 } ], "all_scores_raw": { "SPY": 0.0246676838535735, "QQQ": -0.299, "XLK": -0.4154, "XLF": 0.2478, "XLE": 0.3148, "XLV": 0.1782, "XLI": 0.1908, "XLY": 0.051000000000000004, "SMH": -0.3814, "SOXX": -0.3876, "XLB": 0.1256, "XLP": 0.2216, "XLU": -0.06040000000000001, "GDX": -0.0954, "XME": -0.25020000000000003, "IWF": -0.3926, "XSD": -0.4188, "XBI": -0.1944099627101961, "IWM": -0.1554, "IWD": 0.191, "IWO": -0.258 }, "all_scores_norm": { "SPY": 0.604508838404544, "QQQ": 0.1633042529989095, "XLK": 0.0046346782988004554, "XLF": 0.908669574700109, "XLE": 1.0, "XLV": 0.8137949836423118, "XLI": 0.8309705561613958, "XLY": 0.6404034896401308, "SMH": 0.05098146128680478, "SOXX": 0.0425299890948746, "XLB": 0.7420937840785169, "XLP": 0.8729552889858233, "XLU": 0.48854961832061067, "GDX": 0.44083969465648853, "XME": 0.22982551799345688, "IWF": 0.03571428571428571, "XSD": 0.0, "XBI": 0.30587518714531614, "IWM": 0.35905125408942196, "IWD": 0.8312431842966194, "IWO": 0.21919302071973826 } }, "all_windows": [ { "window": 63, "top_etfs": [ { "ticker": "XLE", "hd_score_norm": 1.0, "raw_score": 0.37533370598336424 }, { "ticker": "XLY", "hd_score_norm": 0.9948582530534922, "raw_score": 0.3706340164208204 }, { "ticker": "XLI", "hd_score_norm": 0.9642487720650395, "raw_score": 0.342656159903782 } ], "all_scores_raw": { "SPY": 0.14155305587277595, "QQQ": -0.07104488348935431, "XLK": -0.1883125269450098, "XLF": 0.09580060512583462, "XLE": 0.37533370598336424, "XLV": 0.18439299477967594, "XLI": 0.342656159903782, "XLY": 0.3706340164208204, "SMH": -0.36865180961265676, "SOXX": -0.3214450588308429, "XLB": 0.24597797642676053, "XLP": 0.23321133199168967, "XLU": -0.06049147278785057, "GDX": 0.008735470368219481, "XME": -0.14680538918896605, "IWF": -0.19249450424765388, "XSD": -0.25886823706906203, "XBI": 0.15648830066292704, "IWM": -0.13253629566507313, "IWD": -0.004408288136818357, "IWO": -0.5386921322068632 }, "all_scores_norm": { "SPY": 0.7442297139285753, "QQQ": 0.5116346050385743, "XLK": 0.3833366526657557, "XLF": 0.6941737430410003, "XLE": 1.0, "XLV": 0.7910992192717974, "XLI": 0.9642487720650395, "XLY": 0.9948582530534922, "SMH": 0.18603448118150198, "SOXX": 0.23768154498364052, "XLB": 0.8584769443578004, "XLP": 0.8445094568955762, "XLU": 0.5231806798436363, "GDX": 0.5989191767915338, "XME": 0.42874799228196164, "IWF": 0.37876131449924993, "XSD": 0.3061444036328917, "XBI": 0.7605697824103622, "IWM": 0.4443592506596742, "IWD": 0.5845391035421139, "IWO": 0.0 } }, { "window": 252, "top_etfs": [ { "ticker": "XLP", "hd_score_norm": 1.0, "raw_score": 0.3858 }, { "ticker": "XLB", "hd_score_norm": 0.928654672024064, "raw_score": 0.31395134518800616 }, { "ticker": "XLF", "hd_score_norm": 0.8865016594323706, "raw_score": 0.27150095163164406 } ], "all_scores_raw": { "SPY": -0.03740000000000002, "QQQ": -0.4068, "XLK": -0.3766, "XLF": 0.27150095163164406, "XLE": -0.0049999999999999906, "XLV": -0.04811034158545701, "XLI": 0.14200000000000002, "XLY": 0.17759999999999998, "SMH": -0.5700560886618827, "SOXX": -0.5681999999999999, "XLB": 0.31395134518800616, "XLP": 0.3858, "XLU": -0.1525645594863586, "GDX": -0.0238, "XME": -0.2386, "IWF": 0.06852546370923288, "XSD": -0.6212547974245437, "XBI": -0.5104, "IWM": -0.1839152782119314, "IWD": 0.20319358580984878, "IWO": 0.11847582221721681 }, "all_scores_norm": { "SPY": 0.5797646750878923, "QQQ": 0.21295246095147302, "XLK": 0.24294089859879264, "XLF": 0.8865016594323706, "XLE": 0.6119377009081954, "XLV": 0.5691293634714363, "XLI": 0.7579079106484597, "XLY": 0.7932585192658298, "SMH": 0.05084004256133557, "SOXX": 0.0526831286244074, "XLB": 0.928654672024064, "XLP": 1.0, "XLU": 0.4654068866330017, "GDX": 0.5932694019754269, "XME": 0.379974156722306, "IWF": 0.684948091104705, "XSD": 0.0, "XBI": 0.11007821789642966, "IWM": 0.4342757914773562, "IWD": 0.8186728123860276, "IWO": 0.7345485285741732 } }, { "window": 504, "top_etfs": [ { "ticker": "XLY", "hd_score_norm": 1.0, "raw_score": 0.2980045425739536 }, { "ticker": "IWD", "hd_score_norm": 0.9427295633818078, "raw_score": 0.2638596481069937 }, { "ticker": "XLP", "hd_score_norm": 0.8775511802396271, "raw_score": 0.225 } ], "all_scores_raw": { "SPY": 0.06499999999999997, "QQQ": -0.2982, "XLK": -0.0708, "XLF": 0.1958, "XLE": 0.13233481552855927, "XLV": 0.1608, "XLI": 0.19819223714683104, "XLY": 0.2980045425739536, "SMH": -0.10579999999999999, "SOXX": 0.018084554357361275, "XLB": 0.12942736963318763, "XLP": 0.225, "XLU": 0.1266, "GDX": -0.02099999999999999, "XME": -0.10066060403385921, "IWF": -0.2612, "XSD": 0.0168, "XBI": -0.14085236317966243, "IWM": -0.23586142361802592, "IWD": 0.2638596481069937, "IWO": -0.2652828880942603 }, "all_scores_norm": { "SPY": 0.6091869049369888, "QQQ": 0.0, "XLK": 0.3814127262738747, "XLF": 0.8285746999968956, "XLE": 0.7221260235117305, "XLV": 0.7698700147744435, "XLI": 0.8325871436735292, "XLY": 1.0, "SMH": 0.32270804105142253, "SOXX": 0.5304967201220697, "XLB": 0.7172494321948989, "XLP": 0.8775511802396271, "XLU": 0.7125071509285046, "GDX": 0.4649411069618208, "XME": 0.33132823026358926, "IWF": 0.06205923866373515, "XSD": 0.528342167002069, "XBI": 0.26391552828670384, "IWM": 0.1045590429634165, "IWD": 0.9427295633818078, "IWO": 0.05521110551024801 } }, { "window": 1008, "top_etfs": [ { "ticker": "XLV", "hd_score_norm": 1.0, "raw_score": 0.4306 }, { "ticker": "XLP", "hd_score_norm": 0.8844889563913984, "raw_score": 0.3356 }, { "ticker": "IWD", "hd_score_norm": 0.8684817595735191, "raw_score": 0.3224351661434969 } ], "all_scores_raw": { "SPY": -0.0286, "QQQ": -0.39183218511555135, "XLK": -0.26107684940436704, "XLF": 0.2246, "XLE": 0.01200000000000001, "XLV": 0.4306, "XLI": 0.0274, "XLY": 0.1602, "SMH": -0.317, "SOXX": -0.2864, "XLB": 0.184, "XLP": 0.3356, "XLU": 0.01079999999999999, "GDX": -0.006801248057859116, "XME": -0.05940000000000001, "IWF": -0.3418, "XSD": -0.1818, "XBI": -0.2146, "IWM": -0.2714, "IWD": 0.3224351661434969, "IWO": -0.18519145297242895 }, "all_scores_norm": { "SPY": 0.44165609236768544, "QQQ": 0.0, "XLK": 0.15898616089886272, "XLF": 0.7495234212276637, "XLE": 0.49102186468883524, "XLV": 1.0, "XLI": 0.5097468128106506, "XLY": 0.6712190927182539, "SMH": 0.09098888208641476, "SOXX": 0.12819559718560647, "XLB": 0.700157648906514, "XLP": 0.8844889563913984, "XLU": 0.4895627778222002, "GDX": 0.4681613195908615, "XME": 0.4042061961240546, "IWF": 0.06083442017595876, "XSD": 0.2553793357272879, "XBI": 0.21549762803926537, "IWM": 0.14643418301854358, "IWD": 0.8684817595735191, "IWO": 0.25125564865155353 } }, { "window": 2016, "top_etfs": [ { "ticker": "IWD", "hd_score_norm": 1.0, "raw_score": 0.3054 }, { "ticker": "XLI", "hd_score_norm": 0.8653465346534653, "raw_score": 0.2238 }, { "ticker": "XLF", "hd_score_norm": 0.856105610561056, "raw_score": 0.2182 } ], "all_scores_raw": { "SPY": -0.0010000000000000009, "QQQ": -0.2608304944034056, "XLK": -0.24657277649959564, "XLF": 0.2182, "XLE": 0.1562, "XLV": 0.0858, "XLI": 0.2238, "XLY": 0.0916, "SMH": -0.27799999999999997, "SOXX": -0.1848, "XLB": 0.1787953583648936, "XLP": 0.1454, "XLU": 0.13440000000000002, "GDX": -0.054800000000000015, "XME": -0.2388, "IWF": -0.3006, "XSD": -0.2192, "XBI": -0.1814, "IWM": -0.2122, "IWD": 0.3054, "IWO": -0.1355906589498002 }, "all_scores_norm": { "SPY": 0.49438943894389437, "QQQ": 0.06562624685906661, "XLK": 0.08915383415908308, "XLF": 0.856105610561056, "XLE": 0.7537953795379538, "XLV": 0.6376237623762376, "XLI": 0.8653465346534653, "XLY": 0.6471947194719472, "SMH": 0.03729372937293731, "SOXX": 0.19108910891089106, "XLB": 0.7910814494470191, "XLP": 0.7359735973597359, "XLU": 0.7178217821782178, "GDX": 0.40561056105610555, "XME": 0.10198019801980193, "IWF": 0.0, "XSD": 0.1343234323432343, "XBI": 0.19669966996699667, "IWM": 0.14587458745874585, "IWD": 1.0, "IWO": 0.27229264199702935 } }, { "window": 4032, "top_etfs": [ { "ticker": "XLF", "hd_score_norm": 1.0, "raw_score": 0.3032 }, { "ticker": "XLE", "hd_score_norm": 0.9973791496796738, "raw_score": 0.3014 }, { "ticker": "IWD", "hd_score_norm": 0.9688410017472334, "raw_score": 0.28180000000000005 } ], "all_scores_raw": { "SPY": 0.00360000000000002, "QQQ": -0.32599999999999996, "XLK": -0.3836, "XLF": 0.3032, "XLE": 0.3014, "XLV": 0.2442, "XLI": 0.18319999999999997, "XLY": 0.0816, "SMH": -0.3252, "SOXX": -0.3216, "XLB": 0.079, "XLP": 0.2192, "XLU": -0.09340000000000001, "GDX": -0.02230813872213655, "XME": -0.135, "IWF": -0.3236, "XSD": -0.35219999999999996, "XBI": -0.162, "IWM": -0.1274, "IWD": 0.28180000000000005, "IWO": -0.2636 }, "all_scores_norm": { "SPY": 0.5637740244612696, "QQQ": 0.08386721025043686, "XLK": 0.0, "XLF": 1.0, "XLE": 0.9973791496796738, "XLV": 0.9140943506115317, "XLI": 0.8252766453115898, "XLY": 0.677344205008736, "SMH": 0.0850320326150262, "SOXX": 0.0902737332556785, "XLB": 0.6735585323238206, "XLP": 0.8776936517181129, "XLU": 0.4225393127548049, "GDX": 0.526051050200733, "XME": 0.361968549796156, "IWF": 0.087361677344205, "XSD": 0.045719277810134004, "XBI": 0.3226557949912638, "IWM": 0.37303436225975534, "IWD": 0.9688410017472334, "IWO": 0.17472335468841 } }, { "window": 4536, "top_etfs": [ { "ticker": "XLE", "hd_score_norm": 1.0, "raw_score": 0.3148 }, { "ticker": "XLF", "hd_score_norm": 0.908669574700109, "raw_score": 0.2478 }, { "ticker": "XLP", "hd_score_norm": 0.8729552889858233, "raw_score": 0.2216 } ], "all_scores_raw": { "SPY": 0.0246676838535735, "QQQ": -0.299, "XLK": -0.4154, "XLF": 0.2478, "XLE": 0.3148, "XLV": 0.1782, "XLI": 0.1908, "XLY": 0.051000000000000004, "SMH": -0.3814, "SOXX": -0.3876, "XLB": 0.1256, "XLP": 0.2216, "XLU": -0.06040000000000001, "GDX": -0.0954, "XME": -0.25020000000000003, "IWF": -0.3926, "XSD": -0.4188, "XBI": -0.1944099627101961, "IWM": -0.1554, "IWD": 0.191, "IWO": -0.258 }, "all_scores_norm": { "SPY": 0.604508838404544, "QQQ": 0.1633042529989095, "XLK": 0.0046346782988004554, "XLF": 0.908669574700109, "XLE": 1.0, "XLV": 0.8137949836423118, "XLI": 0.8309705561613958, "XLY": 0.6404034896401308, "SMH": 0.05098146128680478, "SOXX": 0.0425299890948746, "XLB": 0.7420937840785169, "XLP": 0.8729552889858233, "XLU": 0.48854961832061067, "GDX": 0.44083969465648853, "XME": 0.22982551799345688, "IWF": 0.03571428571428571, "XSD": 0.0, "XBI": 0.30587518714531614, "IWM": 0.35905125408942196, "IWD": 0.8312431842966194, "IWO": 0.21919302071973826 } } ] }, "COMBINED": { "best_window_data": { "window": 4536, "top_etfs": [ { "ticker": "XLE", "hd_score_norm": 1.0, "raw_score": 0.3148 }, { "ticker": "XLF", "hd_score_norm": 0.908669574700109, "raw_score": 0.2478 }, { "ticker": "VNQ", "hd_score_norm": 0.8758779831185962, "raw_score": 0.2237440884158022 } ], "all_scores_raw": { "TLT": -0.0392, "VCIT": -0.016, "LQD": -0.012601344604269482, "HYG": 0.053399999999999975, "VNQ": 0.2237440884158022, "GLD": 0.001799999999999996, "SLV": 0.0606, "SPY": 0.0246676838535735, "QQQ": -0.299, "XLK": -0.4154, "XLF": 0.2478, "XLE": 0.3148, "XLV": 0.1782, "XLI": 0.1908, "XLY": 0.051000000000000004, "SMH": -0.3814, "SOXX": -0.3876, "XLB": 0.1256, "XLP": 0.2216, "XLU": -0.06040000000000001, "GDX": -0.0954, "XME": -0.25020000000000003, "IWF": -0.3926, "XSD": -0.4188, "XBI": -0.1944099627101961, "IWM": -0.1554, "IWD": 0.191, "IWO": -0.258 }, "all_scores_norm": { "TLT": 0.5174482006543075, "VCIT": 0.5490730643402398, "LQD": 0.5537059097542674, "HYG": 0.6436750272628134, "VNQ": 0.8758779831185962, "GLD": 0.5733369683751363, "SLV": 0.6534896401308614, "SPY": 0.604508838404544, "QQQ": 0.1633042529989095, "XLK": 0.0046346782988004554, "XLF": 0.908669574700109, "XLE": 1.0, "XLV": 0.8137949836423118, "XLI": 0.8309705561613958, "XLY": 0.6404034896401308, "SMH": 0.05098146128680478, "SOXX": 0.0425299890948746, "XLB": 0.7420937840785169, "XLP": 0.8729552889858233, "XLU": 0.48854961832061067, "GDX": 0.44083969465648853, "XME": 0.22982551799345688, "IWF": 0.03571428571428571, "XSD": 0.0, "XBI": 0.30587518714531614, "IWM": 0.35905125408942196, "IWD": 0.8312431842966194, "IWO": 0.21919302071973826 } }, "all_windows": [ { "window": 63, "top_etfs": [ { "ticker": "SLV", "hd_score_norm": 1.0, "raw_score": 0.37889205364566814 }, { "ticker": "XLE", "hd_score_norm": 0.996122047745409, "raw_score": 0.37533370598336424 }, { "ticker": "XLY", "hd_score_norm": 0.9910002402480649, "raw_score": 0.3706340164208204 } ], "all_scores_raw": { "TLT": -0.002794832471039274, "VCIT": 0.3581140127632376, "LQD": 0.16025571469043304, "HYG": -0.18277505985024617, "VNQ": 0.33364254182215314, "GLD": 0.15646605338003527, "SLV": 0.37889205364566814, "SPY": 0.14155305587277595, "QQQ": -0.07104488348935431, "XLK": -0.1883125269450098, "XLF": 0.09580060512583462, "XLE": 0.37533370598336424, "XLV": 0.18439299477967594, "XLI": 0.342656159903782, "XLY": 0.3706340164208204, "SMH": -0.36865180961265676, "SOXX": -0.3214450588308429, "XLB": 0.24597797642676053, "XLP": 0.23321133199168967, "XLU": -0.06049147278785057, "GDX": 0.008735470368219481, "XME": -0.14680538918896605, "IWF": -0.19249450424765388, "XSD": -0.25886823706906203, "XBI": 0.15648830066292704, "IWM": -0.13253629566507313, "IWD": -0.004408288136818357, "IWO": -0.5386921322068632 }, "all_scores_norm": { "TLT": 0.5840306622524444, "VCIT": 0.9773557116580801, "LQD": 0.7617261257046414, "HYG": 0.38788492417830084, "VNQ": 0.9506862557995445, "GLD": 0.7575960836127794, "SLV": 1.0, "SPY": 0.7413436266315123, "QQQ": 0.5096505104684382, "XLK": 0.3818500914292831, "XLF": 0.6914817704090965, "XLE": 0.996122047745409, "XLV": 0.7880313742708172, "XLI": 0.9605094613654233, "XLY": 0.9910002402480649, "SMH": 0.1853130483457725, "SOXX": 0.23675982730039655, "XLB": 0.8551478117559137, "XLP": 0.8412344895431846, "XLU": 0.5211518101466781, "GDX": 0.5965965968195773, "XME": 0.42708532803864047, "IWF": 0.37729249620573574, "XSD": 0.3049571902525931, "XBI": 0.7576203291078902, "IWM": 0.4426360467017301, "IWD": 0.5822722888076362, "IWO": 0.0 } }, { "window": 252, "top_etfs": [ { "ticker": "XLP", "hd_score_norm": 1.0, "raw_score": 0.3858 }, { "ticker": "VCIT", "hd_score_norm": 0.972196150525664, "raw_score": 0.3578 }, { "ticker": "VNQ", "hd_score_norm": 0.9691676650067619, "raw_score": 0.3547501491292588 } ], "all_scores_raw": { "TLT": -0.07880550281234744, "VCIT": 0.3578, "LQD": -0.0816, "HYG": -0.128, "VNQ": 0.3547501491292588, "GLD": 0.06121340292691249, "SLV": 0.22980000000000003, "SPY": -0.03740000000000002, "QQQ": -0.4068, "XLK": -0.3766, "XLF": 0.27150095163164406, "XLE": -0.0049999999999999906, "XLV": -0.04811034158545701, "XLI": 0.14200000000000002, "XLY": 0.17759999999999998, "SMH": -0.5700560886618827, "SOXX": -0.5681999999999999, "XLB": 0.31395134518800616, "XLP": 0.3858, "XLU": -0.1525645594863586, "GDX": -0.0238, "XME": -0.2386, "IWF": 0.06852546370923288, "XSD": -0.6212547974245437, "XBI": -0.5104, "IWM": -0.1839152782119314, "IWD": 0.20319358580984878, "IWO": 0.11847582221721681 }, "all_scores_norm": { "TLT": 0.5386492333877599, "VCIT": 0.972196150525664, "LQD": 0.5358743127034047, "HYG": 0.48979936214593345, "VNQ": 0.9691676650067619, "GLD": 0.6776872540568896, "SLV": 0.8450928386429849, "SPY": 0.5797646750878923, "QQQ": 0.21295246095147302, "XLK": 0.24294089859879264, "XLF": 0.8865016594323706, "XLE": 0.6119377009081954, "XLV": 0.5691293634714363, "XLI": 0.7579079106484597, "XLY": 0.7932585192658298, "SMH": 0.05084004256133557, "SOXX": 0.0526831286244074, "XLB": 0.928654672024064, "XLP": 1.0, "XLU": 0.4654068866330017, "GDX": 0.5932694019754269, "XME": 0.379974156722306, "IWF": 0.684948091104705, "XSD": 0.0, "XBI": 0.11007821789642966, "IWM": 0.4342757914773562, "IWD": 0.8186728123860276, "IWO": 0.7345485285741732 } }, { "window": 504, "top_etfs": [ { "ticker": "SLV", "hd_score_norm": 1.0, "raw_score": 0.3624588474725204 }, { "ticker": "XLY", "hd_score_norm": 0.902439352556695, "raw_score": 0.2980045425739536 }, { "ticker": "IWD", "hd_score_norm": 0.8507562568143344, "raw_score": 0.2638596481069937 } ], "all_scores_raw": { "TLT": -0.03359999999999999, "VCIT": 0.2440466419427005, "LQD": 0.08085905062503389, "HYG": -0.023999999999999994, "VNQ": 0.15177560228142875, "GLD": -0.03310322277715566, "SLV": 0.3624588474725204, "SPY": 0.06499999999999997, "QQQ": -0.2982, "XLK": -0.0708, "XLF": 0.1958, "XLE": 0.13233481552855927, "XLV": 0.1608, "XLI": 0.19819223714683104, "XLY": 0.2980045425739536, "SMH": -0.10579999999999999, "SOXX": 0.018084554357361275, "XLB": 0.12942736963318763, "XLP": 0.225, "XLU": 0.1266, "GDX": -0.02099999999999999, "XME": -0.10066060403385921, "IWF": -0.2612, "XSD": 0.0168, "XBI": -0.14085236317966243, "IWM": -0.23586142361802592, "IWD": 0.2638596481069937, "IWO": -0.2652828880942603 }, "all_scores_norm": { "TLT": 0.4005092810189088, "VCIT": 0.8207664879039631, "LQD": 0.5737591376777871, "HYG": 0.4150402299901163, "VNQ": 0.6811013036499828, "GLD": 0.40126122315174306, "SLV": 1.0, "SPY": 0.5497542360773531, "QQQ": 0.0, "XLK": 0.3442018537554794, "XLF": 0.7477384158100563, "XLE": 0.6516749411222668, "XLV": 0.6947609976858621, "XLI": 0.7513594028837677, "XLY": 0.902439352556695, "SMH": 0.29122443563128514, "SOXX": 0.4787411166404109, "XLB": 0.6472741132116216, "XLP": 0.7919367189308126, "XLU": 0.6429944919759351, "GDX": 0.41958115154361864, "XME": 0.29900363360282906, "IWF": 0.056004699159862566, "XSD": 0.4767967631177485, "XBI": 0.23816775847671118, "IWM": 0.09435819503585324, "IWD": 0.8507562568143344, "IWO": 0.049824674310607595 } }, { "window": 1008, "top_etfs": [ { "ticker": "XLV", "hd_score_norm": 1.0, "raw_score": 0.4306 }, { "ticker": "XLP", "hd_score_norm": 0.8844889563913984, "raw_score": 0.3356 }, { "ticker": "IWD", "hd_score_norm": 0.8684817595735191, "raw_score": 0.3224351661434969 } ], "all_scores_raw": { "TLT": 0.0616, "VCIT": -0.1216, "LQD": -0.0624, "HYG": -0.004799999999999999, "VNQ": 0.22045320968012058, "GLD": 0.003799999999999998, "SLV": 0.2028, "SPY": -0.0286, "QQQ": -0.39183218511555135, "XLK": -0.26107684940436704, "XLF": 0.2246, "XLE": 0.01200000000000001, "XLV": 0.4306, "XLI": 0.0274, "XLY": 0.1602, "SMH": -0.317, "SOXX": -0.2864, "XLB": 0.184, "XLP": 0.3356, "XLU": 0.01079999999999999, "GDX": -0.006801248057859116, "XME": -0.05940000000000001, "IWF": -0.3418, "XSD": -0.1818, "XBI": -0.2146, "IWM": -0.2714, "IWD": 0.3224351661434969, "IWO": -0.18519145297242895 }, "all_scores_norm": { "TLT": 0.5513307885097473, "VCIT": 0.32857686020347543, "LQD": 0.40055847895746716, "HYG": 0.4705946485559457, "VNQ": 0.7444813151489762, "GLD": 0.48105143776682957, "SLV": 0.7230166764837952, "SPY": 0.44165609236768544, "QQQ": 0.0, "XLK": 0.15898616089886272, "XLF": 0.7495234212276637, "XLE": 0.49102186468883524, "XLV": 1.0, "XLI": 0.5097468128106506, "XLY": 0.6712190927182539, "SMH": 0.09098888208641476, "SOXX": 0.12819559718560647, "XLB": 0.700157648906514, "XLP": 0.8844889563913984, "XLU": 0.4895627778222002, "GDX": 0.4681613195908615, "XME": 0.4042061961240546, "IWF": 0.06083442017595876, "XSD": 0.2553793357272879, "XBI": 0.21549762803926537, "IWM": 0.14643418301854358, "IWD": 0.8684817595735191, "IWO": 0.25125564865155353 } }, { "window": 2016, "top_etfs": [ { "ticker": "IWD", "hd_score_norm": 1.0, "raw_score": 0.3054 }, { "ticker": "VNQ", "hd_score_norm": 0.9414934915925643, "raw_score": 0.26994505590509393 }, { "ticker": "XLI", "hd_score_norm": 0.8653465346534653, "raw_score": 0.2238 } ], "all_scores_raw": { "TLT": -0.027999999999999997, "VCIT": 0.0524, "LQD": -0.08159999999999999, "HYG": -0.07819999999999999, "VNQ": 0.26994505590509393, "GLD": 0.022789355832225633, "SLV": 0.1382, "SPY": -0.0010000000000000009, "QQQ": -0.2608304944034056, "XLK": -0.24657277649959564, "XLF": 0.2182, "XLE": 0.1562, "XLV": 0.0858, "XLI": 0.2238, "XLY": 0.0916, "SMH": -0.27799999999999997, "SOXX": -0.1848, "XLB": 0.1787953583648936, "XLP": 0.1454, "XLU": 0.13440000000000002, "GDX": -0.054800000000000015, "XME": -0.2388, "IWF": -0.3006, "XSD": -0.2192, "XBI": -0.1814, "IWM": -0.2122, "IWD": 0.3054, "IWO": -0.1355906589498002 }, "all_scores_norm": { "TLT": 0.44983498349834977, "VCIT": 0.5825082508250825, "LQD": 0.3613861386138614, "HYG": 0.366996699669967, "VNQ": 0.9414934915925643, "GLD": 0.5336458017033426, "SLV": 0.7240924092409241, "SPY": 0.49438943894389437, "QQQ": 0.06562624685906661, "XLK": 0.08915383415908308, "XLF": 0.856105610561056, "XLE": 0.7537953795379538, "XLV": 0.6376237623762376, "XLI": 0.8653465346534653, "XLY": 0.6471947194719472, "SMH": 0.03729372937293731, "SOXX": 0.19108910891089106, "XLB": 0.7910814494470191, "XLP": 0.7359735973597359, "XLU": 0.7178217821782178, "GDX": 0.40561056105610555, "XME": 0.10198019801980193, "IWF": 0.0, "XSD": 0.1343234323432343, "XBI": 0.19669966996699667, "IWM": 0.14587458745874585, "IWD": 1.0, "IWO": 0.27229264199702935 } }, { "window": 4032, "top_etfs": [ { "ticker": "XLF", "hd_score_norm": 1.0, "raw_score": 0.3032 }, { "ticker": "XLE", "hd_score_norm": 0.9973791496796738, "raw_score": 0.3014 }, { "ticker": "IWD", "hd_score_norm": 0.9688410017472334, "raw_score": 0.28180000000000005 } ], "all_scores_raw": { "TLT": -0.040400000000000005, "VCIT": -0.048600000000000004, "LQD": 0.006399999999999989, "HYG": -0.030200000000000005, "VNQ": 0.25420000000000004, "GLD": 0.06539999999999999, "SLV": 0.0584, "SPY": 0.00360000000000002, "QQQ": -0.32599999999999996, "XLK": -0.3836, "XLF": 0.3032, "XLE": 0.3014, "XLV": 0.2442, "XLI": 0.18319999999999997, "XLY": 0.0816, "SMH": -0.3252, "SOXX": -0.3216, "XLB": 0.079, "XLP": 0.2192, "XLU": -0.09340000000000001, "GDX": -0.02230813872213655, "XME": -0.135, "IWF": -0.3236, "XSD": -0.35219999999999996, "XBI": -0.162, "IWM": -0.1274, "IWD": 0.28180000000000005, "IWO": -0.2636 }, "all_scores_norm": { "TLT": 0.4997087944088526, "VCIT": 0.4877693651718112, "LQD": 0.5678509027373325, "HYG": 0.5145602795573674, "VNQ": 0.9286546301688992, "GLD": 0.6537565521258006, "SLV": 0.6435643564356435, "SPY": 0.5637740244612696, "QQQ": 0.08386721025043686, "XLK": 0.0, "XLF": 1.0, "XLE": 0.9973791496796738, "XLV": 0.9140943506115317, "XLI": 0.8252766453115898, "XLY": 0.677344205008736, "SMH": 0.0850320326150262, "SOXX": 0.0902737332556785, "XLB": 0.6735585323238206, "XLP": 0.8776936517181129, "XLU": 0.4225393127548049, "GDX": 0.526051050200733, "XME": 0.361968549796156, "IWF": 0.087361677344205, "XSD": 0.045719277810134004, "XBI": 0.3226557949912638, "IWM": 0.37303436225975534, "IWD": 0.9688410017472334, "IWO": 0.17472335468841 } }, { "window": 4536, "top_etfs": [ { "ticker": "XLE", "hd_score_norm": 1.0, "raw_score": 0.3148 }, { "ticker": "XLF", "hd_score_norm": 0.908669574700109, "raw_score": 0.2478 }, { "ticker": "VNQ", "hd_score_norm": 0.8758779831185962, "raw_score": 0.2237440884158022 } ], "all_scores_raw": { "TLT": -0.0392, "VCIT": -0.016, "LQD": -0.012601344604269482, "HYG": 0.053399999999999975, "VNQ": 0.2237440884158022, "GLD": 0.001799999999999996, "SLV": 0.0606, "SPY": 0.0246676838535735, "QQQ": -0.299, "XLK": -0.4154, "XLF": 0.2478, "XLE": 0.3148, "XLV": 0.1782, "XLI": 0.1908, "XLY": 0.051000000000000004, "SMH": -0.3814, "SOXX": -0.3876, "XLB": 0.1256, "XLP": 0.2216, "XLU": -0.06040000000000001, "GDX": -0.0954, "XME": -0.25020000000000003, "IWF": -0.3926, "XSD": -0.4188, "XBI": -0.1944099627101961, "IWM": -0.1554, "IWD": 0.191, "IWO": -0.258 }, "all_scores_norm": { "TLT": 0.5174482006543075, "VCIT": 0.5490730643402398, "LQD": 0.5537059097542674, "HYG": 0.6436750272628134, "VNQ": 0.8758779831185962, "GLD": 0.5733369683751363, "SLV": 0.6534896401308614, "SPY": 0.604508838404544, "QQQ": 0.1633042529989095, "XLK": 0.0046346782988004554, "XLF": 0.908669574700109, "XLE": 1.0, "XLV": 0.8137949836423118, "XLI": 0.8309705561613958, "XLY": 0.6404034896401308, "SMH": 0.05098146128680478, "SOXX": 0.0425299890948746, "XLB": 0.7420937840785169, "XLP": 0.8729552889858233, "XLU": 0.48854961832061067, "GDX": 0.44083969465648853, "XME": 0.22982551799345688, "IWF": 0.03571428571428571, "XSD": 0.0, "XBI": 0.30587518714531614, "IWM": 0.35905125408942196, "IWD": 0.8312431842966194, "IWO": 0.21919302071973826 } } ] } } }