p2-etf-hyperdimensional-computing-results / hd_computing_20260719_034823.json
P2SAMAPA's picture
Upload hd_computing_20260719_034823.json with huggingface_hub
8fc29b3 verified
Raw
History Blame Contribute Delete
47.4 kB
{
"run_date": "2026-07-19 03:47:40",
"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": "TLT",
"hd_score_norm": 0.6788403614457833,
"raw_score": 0.17800000000000002
},
{
"ticker": "SLV",
"hd_score_norm": 0.45783132530120485,
"raw_score": 0.0606
}
],
"all_scores_raw": {
"TLT": 0.17800000000000002,
"VCIT": -0.016,
"LQD": -0.028200000000000003,
"HYG": -0.18259999999999998,
"VNQ": 0.00040000000000001146,
"GLD": 0.34859999999999997,
"SLV": 0.0606
},
"all_scores_norm": {
"TLT": 0.6788403614457833,
"VCIT": 0.31362951807228917,
"LQD": 0.29066265060240964,
"HYG": 0.0,
"VNQ": 0.34450301204819284,
"GLD": 1.0,
"SLV": 0.45783132530120485
}
},
"all_windows": [
{
"window": 63,
"top_etfs": [
{
"ticker": "TLT",
"hd_score_norm": 1.0,
"raw_score": 0.4184809218361371
},
{
"ticker": "LQD",
"hd_score_norm": 0.9115130110618525,
"raw_score": 0.3642853287022796
},
{
"ticker": "VCIT",
"hd_score_norm": 0.8162216600159518,
"raw_score": 0.30592227044442527
}
],
"all_scores_raw": {
"TLT": 0.4184809218361371,
"VCIT": 0.30592227044442527,
"LQD": 0.3642853287022796,
"HYG": 0.07082680826100314,
"VNQ": -0.1939887054413853,
"GLD": 0.1588118542452929,
"SLV": 0.1906731825963186
},
"all_scores_norm": {
"TLT": 1.0,
"VCIT": 0.8162216600159518,
"LQD": 0.9115130110618525,
"HYG": 0.4323732996842881,
"VNQ": 0.0,
"GLD": 0.5760294779920853,
"SLV": 0.6280505528862834
}
},
{
"window": 252,
"top_etfs": [
{
"ticker": "VCIT",
"hd_score_norm": 1.0,
"raw_score": 0.355
},
{
"ticker": "SLV",
"hd_score_norm": 0.7725866405166005,
"raw_score": 0.2321923687287074
},
{
"ticker": "GLD",
"hd_score_norm": 0.7278854084525429,
"raw_score": 0.2080528351623164
}
],
"all_scores_raw": {
"TLT": 0.10699145433720417,
"VCIT": 0.355,
"LQD": 0.07815750282002142,
"HYG": -0.18501942344225925,
"VNQ": 0.008800000000000002,
"GLD": 0.2080528351623164,
"SLV": 0.2321923687287074
},
"all_scores_norm": {
"TLT": 0.5407414346656111,
"VCIT": 1.0,
"LQD": 0.48734714870940277,
"HYG": 0.0,
"VNQ": 0.358911948401395,
"GLD": 0.7278854084525429,
"SLV": 0.7725866405166005
}
},
{
"window": 504,
"top_etfs": [
{
"ticker": "TLT",
"hd_score_norm": 1.0,
"raw_score": 0.4068
},
{
"ticker": "SLV",
"hd_score_norm": 0.6977790578178379,
"raw_score": 0.21845775466169207
},
{
"ticker": "GLD",
"hd_score_norm": 0.39697740213275473,
"raw_score": 0.031
}
],
"all_scores_raw": {
"TLT": 0.4068,
"VCIT": -0.052799999999999986,
"LQD": 0.016199554738646316,
"HYG": -0.21639389244966892,
"VNQ": 0.027600000000000013,
"GLD": 0.031,
"SLV": 0.21845775466169207
},
"all_scores_norm": {
"TLT": 1.0,
"VCIT": 0.2625088185742791,
"LQD": 0.3732280595273969,
"HYG": 0.0,
"VNQ": 0.3915216362127211,
"GLD": 0.39697740213275473,
"SLV": 0.6977790578178379
}
},
{
"window": 1008,
"top_etfs": [
{
"ticker": "GLD",
"hd_score_norm": 1.0,
"raw_score": 0.24
},
{
"ticker": "SLV",
"hd_score_norm": 0.9900254509655844,
"raw_score": 0.23468935777375358
},
{
"ticker": "TLT",
"hd_score_norm": 0.8373462361837686,
"raw_score": 0.15339999999999998
}
],
"all_scores_raw": {
"TLT": 0.15339999999999998,
"VCIT": -0.07229680236251257,
"LQD": -0.05905291420125572,
"HYG": -0.2924192811046289,
"VNQ": 0.05399999999999999,
"GLD": 0.24,
"SLV": 0.23468935777375358
},
"all_scores_norm": {
"TLT": 0.8373462361837686,
"VCIT": 0.41343821787486834,
"LQD": 0.4383131400110075,
"HYG": 0.0,
"VNQ": 0.6506512694016278,
"GLD": 1.0,
"SLV": 0.9900254509655844
}
},
{
"window": 2016,
"top_etfs": [
{
"ticker": "GLD",
"hd_score_norm": 1.0,
"raw_score": 0.2688
},
{
"ticker": "TLT",
"hd_score_norm": 0.7750679501540363,
"raw_score": 0.1704
},
{
"ticker": "SLV",
"hd_score_norm": 0.7014621370946863,
"raw_score": 0.1382
}
],
"all_scores_raw": {
"TLT": 0.1704,
"VCIT": 0.0524,
"LQD": -0.06758079095977292,
"HYG": -0.1686654481981804,
"VNQ": 0.0766,
"GLD": 0.2688,
"SLV": 0.1382
},
"all_scores_norm": {
"TLT": 0.7750679501540363,
"VCIT": 0.5053323619241203,
"LQD": 0.23106889390865487,
"HYG": 0.0,
"VNQ": 0.5606510164594082,
"GLD": 1.0,
"SLV": 0.7014621370946863
}
},
{
"window": 4032,
"top_etfs": [
{
"ticker": "GLD",
"hd_score_norm": 1.0,
"raw_score": 0.2898
},
{
"ticker": "TLT",
"hd_score_norm": 0.7423363711681856,
"raw_score": 0.16540000000000002
},
{
"ticker": "SLV",
"hd_score_norm": 0.5150178127115932,
"raw_score": 0.0556505999771572
}
],
"all_scores_raw": {
"TLT": 0.16540000000000002,
"VCIT": -0.048600000000000004,
"LQD": 0.038000000000000006,
"HYG": -0.193,
"VNQ": -0.05940000000000001,
"GLD": 0.2898,
"SLV": 0.0556505999771572
},
"all_scores_norm": {
"TLT": 0.7423363711681856,
"VCIT": 0.2990886495443248,
"LQD": 0.47845898922949465,
"HYG": 0.0,
"VNQ": 0.2767191383595692,
"GLD": 1.0,
"SLV": 0.5150178127115932
}
},
{
"window": 4536,
"top_etfs": [
{
"ticker": "GLD",
"hd_score_norm": 1.0,
"raw_score": 0.34859999999999997
},
{
"ticker": "TLT",
"hd_score_norm": 0.6788403614457833,
"raw_score": 0.17800000000000002
},
{
"ticker": "SLV",
"hd_score_norm": 0.45783132530120485,
"raw_score": 0.0606
}
],
"all_scores_raw": {
"TLT": 0.17800000000000002,
"VCIT": -0.016,
"LQD": -0.028200000000000003,
"HYG": -0.18259999999999998,
"VNQ": 0.00040000000000001146,
"GLD": 0.34859999999999997,
"SLV": 0.0606
},
"all_scores_norm": {
"TLT": 0.6788403614457833,
"VCIT": 0.31362951807228917,
"LQD": 0.29066265060240964,
"HYG": 0.0,
"VNQ": 0.34450301204819284,
"GLD": 1.0,
"SLV": 0.45783132530120485
}
}
]
},
"EQUITY_SECTORS": {
"best_window_data": {
"window": 4536,
"top_etfs": [
{
"ticker": "XBI",
"hd_score_norm": 1.0,
"raw_score": 0.17741968620294282
},
{
"ticker": "XLE",
"hd_score_norm": 0.7413374805097442,
"raw_score": 0.023200000000000002
},
{
"ticker": "IWO",
"hd_score_norm": 0.6001143677067569,
"raw_score": -0.06100000000000001
}
],
"all_scores_raw": {
"SPY": -0.20210267843087312,
"QQQ": -0.2704,
"XLK": -0.4154,
"XLF": -0.107,
"XLE": 0.023200000000000002,
"XLV": -0.1962,
"XLI": -0.2844,
"XLY": -0.3946,
"SMH": -0.3814,
"SOXX": -0.3876,
"XLB": -0.185,
"XLP": -0.19399999999999998,
"XLU": -0.32439999999999997,
"GDX": -0.0954,
"XME": -0.25020000000000003,
"IWF": -0.3926,
"XSD": -0.4188,
"XBI": 0.17741968620294282,
"IWM": -0.1554,
"IWD": -0.175,
"IWO": -0.06100000000000001
},
"all_scores_norm": {
"SPY": 0.3634521411883855,
"QQQ": 0.2489015432299685,
"XLK": 0.005702596003921133,
"XLF": 0.5229615982419418,
"XLE": 0.7413374805097442,
"XLV": 0.3733523148449526,
"XLI": 0.2254202655667639,
"XLY": 0.0405890656749679,
"SMH": 0.06272855604313218,
"SOXX": 0.05232970450657019,
"XLB": 0.39213733697551634,
"XLP": 0.3770422299063134,
"XLU": 0.15833090081475087,
"GDX": 0.5424175140200256,
"XME": 0.282781672429735,
"IWF": 0.043943533912568555,
"XSD": 0.0,
"XBI": 1.0,
"IWM": 0.4417834668920059,
"IWD": 0.4089096781635196,
"IWO": 0.6001143677067569
}
},
"all_windows": [
{
"window": 63,
"top_etfs": [
{
"ticker": "XBI",
"hd_score_norm": 1.0,
"raw_score": 0.212651587553055
},
{
"ticker": "XLE",
"hd_score_norm": 0.9465877328650559,
"raw_score": 0.17392700091470256
},
{
"ticker": "XLK",
"hd_score_norm": 0.9207380581754678,
"raw_score": 0.1551856513936057
}
],
"all_scores_raw": {
"SPY": -0.33571716465794627,
"QQQ": -0.5002850469638701,
"XLK": 0.1551856513936057,
"XLF": -0.20751297874069957,
"XLE": 0.17392700091470256,
"XLV": -0.0804,
"XLI": -0.007554930789229912,
"XLY": -0.4165218257852766,
"SMH": 0.12271638510280006,
"SOXX": 0.027555233180537115,
"XLB": -0.21624143453899167,
"XLP": -0.3576611390775926,
"XLU": -0.08270006899990975,
"GDX": -0.007994326437523694,
"XME": -0.0977545577054123,
"IWF": -0.5123613863489189,
"XSD": -0.2838212435817761,
"XBI": 0.212651587553055,
"IWM": -0.40159747624908987,
"IWD": -0.44349123716635813,
"IWO": 0.08196307148118047
},
"all_scores_norm": {
"SPY": 0.24364284233464767,
"QQQ": 0.01665672176879087,
"XLK": 0.9207380581754678,
"XLF": 0.4204730378375776,
"XLE": 0.9465877328650559,
"XLV": 0.5957981469271233,
"XLI": 0.6962723064703968,
"XLY": 0.13219013178183542,
"SMH": 0.8759536647099853,
"SOXX": 0.7446992522404929,
"XLB": 0.4084340038995832,
"XLP": 0.21337583304025495,
"XLU": 0.5926256947328806,
"GDX": 0.6956662543525581,
"XME": 0.5718612543057249,
"IWF": 0.0,
"XSD": 0.3152221422151307,
"XBI": 1.0,
"IWM": 0.15277507311862945,
"IWD": 0.09499160933894191,
"IWO": 0.8197432035339765
}
},
{
"window": 252,
"top_etfs": [
{
"ticker": "XLE",
"hd_score_norm": 1.0,
"raw_score": 0.26460408977523514
},
{
"ticker": "XLK",
"hd_score_norm": 0.9323675109630658,
"raw_score": 0.2059393921829196
},
{
"ticker": "XSD",
"hd_score_norm": 0.9275953497158296,
"raw_score": 0.2018
}
],
"all_scores_raw": {
"SPY": -0.2088,
"QQQ": -0.3476,
"XLK": 0.2059393921829196,
"XLF": -0.0702,
"XLE": 0.26460408977523514,
"XLV": -0.0358106326907122,
"XLI": -0.01936206947307256,
"XLY": -0.3922,
"SMH": -0.5968110887601823,
"SOXX": -0.6028,
"XLB": -0.2184,
"XLP": -0.27040000000000003,
"XLU": -0.4124,
"GDX": -0.011416910044038261,
"XME": -0.094,
"IWF": -0.511,
"XSD": 0.2018,
"XBI": 0.099,
"IWM": -0.0518,
"IWD": -0.3888,
"IWO": -0.10647508190809955
},
"all_scores_norm": {
"SPY": 0.4542288935968641,
"QQQ": 0.29421120214700436,
"XLK": 0.9323675109630658,
"XLF": 0.6140160120042888,
"XLE": 1.0,
"XLV": 0.6536623172438675,
"XLI": 0.6726252935677419,
"XLY": 0.24279341368400909,
"SMH": 0.006904407427188377,
"SOXX": 0.0,
"XLB": 0.44316138755998613,
"XLP": 0.3832123965268975,
"XLU": 0.2195055363980785,
"GDX": 0.681784991478658,
"XME": 0.5865778199545291,
"IWF": 0.10583302647764498,
"XSD": 0.9275953497158296,
"XBI": 0.8090808059042619,
"IWM": 0.6352287319083049,
"IWD": 0.24671315540540337,
"IWO": 0.57219573200365
}
},
{
"window": 504,
"top_etfs": [
{
"ticker": "XBI",
"hd_score_norm": 1.0,
"raw_score": 0.297
},
{
"ticker": "XLE",
"hd_score_norm": 0.8362857197533684,
"raw_score": 0.16620000000000001
},
{
"ticker": "IWO",
"hd_score_norm": 0.7093696034153832,
"raw_score": 0.0648
}
],
"all_scores_raw": {
"SPY": -0.2226,
"QQQ": -0.2856496128796005,
"XLK": -0.37999321609181597,
"XLF": -0.1259891414899656,
"XLE": 0.16620000000000001,
"XLV": -0.1932,
"XLI": -0.2998,
"XLY": -0.222,
"SMH": -0.48400000000000004,
"SOXX": -0.501952906264212,
"XLB": -0.3421634701975463,
"XLP": -0.2764,
"XLU": -0.22080000000000002,
"GDX": -0.05679999999999999,
"XME": -0.1876,
"IWF": -0.3232814724884572,
"XSD": 0.030600000000000002,
"XBI": 0.297,
"IWM": -0.09536231921205504,
"IWD": -0.16271415755836527,
"IWO": 0.0648
},
"all_scores_norm": {
"SPY": 0.34964877663494043,
"QQQ": 0.2707334708825509,
"XLK": 0.1526494105174006,
"XLF": 0.47057062040389647,
"XLE": 0.8362857197533684,
"XLV": 0.3864469405435869,
"XLI": 0.2530223054190386,
"XLY": 0.3503997595718516,
"SMH": 0.02247054378731421,
"SOXX": 0.0,
"XLB": 0.19999856664120283,
"XLP": 0.28231063995857364,
"XLU": 0.3519017254456739,
"GDX": 0.5571703948680561,
"XME": 0.39345611462142444,
"IWF": 0.2236319967984052,
"XSD": 0.6665635760114474,
"XBI": 1.0,
"IWM": 0.5089043219747651,
"IWD": 0.4246041863619696,
"IWO": 0.7093696034153832
}
},
{
"window": 1008,
"top_etfs": [
{
"ticker": "XLE",
"hd_score_norm": 1.0,
"raw_score": 0.32267134860723196
},
{
"ticker": "XBI",
"hd_score_norm": 0.7979676794570492,
"raw_score": 0.18180000000000002
},
{
"ticker": "IWO",
"hd_score_norm": 0.7190887751253853,
"raw_score": 0.1268
}
],
"all_scores_raw": {
"SPY": -0.24819999999999998,
"QQQ": -0.3746,
"XLK": -0.2146,
"XLF": -0.123,
"XLE": 0.32267134860723196,
"XLV": -0.05974907567913285,
"XLI": -0.13019999999999998,
"XLY": -0.27159999999999995,
"SMH": -0.317,
"SOXX": -0.3148,
"XLB": -0.1288,
"XLP": -0.3382,
"XLU": -0.18300639589190723,
"GDX": -0.06219999999999999,
"XME": -0.3078,
"IWF": -0.3388,
"XSD": -0.1882,
"XBI": 0.18180000000000002,
"IWM": -0.18032628563736763,
"IWD": -0.1396,
"IWO": 0.1268
},
"all_scores_norm": {
"SPY": 0.18127806377313266,
"QQQ": 0.0,
"XLK": 0.22946590351029444,
"XLF": 0.3608351332699381,
"XLE": 1.0,
"XLV": 0.4515471988771196,
"XLI": 0.35050916761197487,
"XLY": 0.14771867538475214,
"SMH": 0.082607725263706,
"SOXX": 0.08576288143697251,
"XLB": 0.3525169942676899,
"XLP": 0.05220349304859198,
"XLU": 0.27477624670910733,
"GDX": 0.44803217660385003,
"XME": 0.0958020147155479,
"IWF": 0.05134299591042839,
"XSD": 0.26732777758949305,
"XBI": 0.7979676794570492,
"IWM": 0.27861995871576445,
"IWD": 0.337028045780745,
"IWO": 0.7190887751253853
}
},
{
"window": 2016,
"top_etfs": [
{
"ticker": "XBI",
"hd_score_norm": 1.0,
"raw_score": 0.1976380030533241
},
{
"ticker": "XLE",
"hd_score_norm": 0.9102451992339606,
"raw_score": 0.15494720885251617
},
{
"ticker": "IWO",
"hd_score_norm": 0.4870634182601907,
"raw_score": -0.046334128378396955
}
],
"all_scores_raw": {
"SPY": -0.17954840537727557,
"QQQ": -0.2493529828359893,
"XLK": -0.24657277649959564,
"XLF": -0.1494,
"XLE": 0.15494720885251617,
"XLV": -0.1162,
"XLI": -0.17150797989014957,
"XLY": -0.22399999999999998,
"SMH": -0.27799999999999997,
"SOXX": -0.1848,
"XLB": -0.1142,
"XLP": -0.2466,
"XLU": -0.1278,
"GDX": -0.09426307422746495,
"XME": -0.2104,
"IWF": -0.2712,
"XSD": -0.1488,
"XBI": 0.1976380030533241,
"IWM": -0.2122,
"IWD": -0.2168,
"IWO": -0.046334128378396955
},
"all_scores_norm": {
"SPY": 0.2069884954329163,
"QQQ": 0.06022861289491838,
"XLK": 0.0660738277821779,
"XLF": 0.2703736858166536,
"XLE": 0.9102451992339606,
"XLV": 0.34017466846916455,
"XLI": 0.2238930014553768,
"XLY": 0.11353171877215627,
"SMH": 0.0,
"SOXX": 0.19594733684379562,
"XLB": 0.34437954694220735,
"XLP": 0.06601659202677226,
"XLU": 0.3157863733255161,
"GDX": 0.386295721942,
"XME": 0.14212489238884743,
"IWF": 0.01429658680834555,
"XSD": 0.2716351493585665,
"XBI": 1.0,
"IWM": 0.1383405017631089,
"IWD": 0.1286692812751104,
"IWO": 0.4870634182601907
}
},
{
"window": 4032,
"top_etfs": [
{
"ticker": "XBI",
"hd_score_norm": 1.0,
"raw_score": 0.1988
},
{
"ticker": "XLE",
"hd_score_norm": 0.7470528797574941,
"raw_score": 0.048600000000000004
},
{
"ticker": "IWO",
"hd_score_norm": 0.5708992926911417,
"raw_score": -0.05600000000000002
}
],
"all_scores_raw": {
"SPY": -0.26239999999999997,
"QQQ": -0.32599999999999996,
"XLK": -0.384,
"XLF": -0.0796,
"XLE": 0.048600000000000004,
"XLV": -0.1958,
"XLI": -0.277499051678874,
"XLY": -0.395,
"SMH": -0.3252,
"SOXX": -0.3216,
"XLB": -0.1882,
"XLP": -0.2276,
"XLU": -0.3822,
"GDX": -0.0698,
"XME": -0.2474,
"IWF": -0.3236,
"XSD": -0.35219999999999996,
"XBI": 0.1988,
"IWM": -0.0964,
"IWD": -0.2334,
"IWO": -0.05600000000000002
},
"all_scores_norm": {
"SPY": 0.2233075109464467,
"QQQ": 0.1162007409902325,
"XLK": 0.018524755810037066,
"XLF": 0.5311552711350623,
"XLE": 0.7470528797574941,
"XLV": 0.33546648703267096,
"XLI": 0.1978796704633311,
"XLY": 0.0,
"SMH": 0.11754799595823515,
"SOXX": 0.12361064331424726,
"XLB": 0.34826540922869653,
"XLP": 0.2819131020545639,
"XLU": 0.021556079488043167,
"GDX": 0.5476591444930954,
"XME": 0.24856854159649716,
"IWF": 0.12024250589424051,
"XSD": 0.07207814078814426,
"XBI": 1.0,
"IWM": 0.5028629168070058,
"IWD": 0.2721455035365443,
"IWO": 0.5708992926911417
}
},
{
"window": 4536,
"top_etfs": [
{
"ticker": "XBI",
"hd_score_norm": 1.0,
"raw_score": 0.17741968620294282
},
{
"ticker": "XLE",
"hd_score_norm": 0.7413374805097442,
"raw_score": 0.023200000000000002
},
{
"ticker": "IWO",
"hd_score_norm": 0.6001143677067569,
"raw_score": -0.06100000000000001
}
],
"all_scores_raw": {
"SPY": -0.20210267843087312,
"QQQ": -0.2704,
"XLK": -0.4154,
"XLF": -0.107,
"XLE": 0.023200000000000002,
"XLV": -0.1962,
"XLI": -0.2844,
"XLY": -0.3946,
"SMH": -0.3814,
"SOXX": -0.3876,
"XLB": -0.185,
"XLP": -0.19399999999999998,
"XLU": -0.32439999999999997,
"GDX": -0.0954,
"XME": -0.25020000000000003,
"IWF": -0.3926,
"XSD": -0.4188,
"XBI": 0.17741968620294282,
"IWM": -0.1554,
"IWD": -0.175,
"IWO": -0.06100000000000001
},
"all_scores_norm": {
"SPY": 0.3634521411883855,
"QQQ": 0.2489015432299685,
"XLK": 0.005702596003921133,
"XLF": 0.5229615982419418,
"XLE": 0.7413374805097442,
"XLV": 0.3733523148449526,
"XLI": 0.2254202655667639,
"XLY": 0.0405890656749679,
"SMH": 0.06272855604313218,
"SOXX": 0.05232970450657019,
"XLB": 0.39213733697551634,
"XLP": 0.3770422299063134,
"XLU": 0.15833090081475087,
"GDX": 0.5424175140200256,
"XME": 0.282781672429735,
"IWF": 0.043943533912568555,
"XSD": 0.0,
"XBI": 1.0,
"IWM": 0.4417834668920059,
"IWD": 0.4089096781635196,
"IWO": 0.6001143677067569
}
}
]
},
"COMBINED": {
"best_window_data": {
"window": 4536,
"top_etfs": [
{
"ticker": "GLD",
"hd_score_norm": 1.0,
"raw_score": 0.34859999999999997
},
{
"ticker": "TLT",
"hd_score_norm": 0.7776909043523587,
"raw_score": 0.17800000000000002
},
{
"ticker": "XBI",
"hd_score_norm": 0.7769346966418333,
"raw_score": 0.17741968620294282
}
],
"all_scores_raw": {
"TLT": 0.17800000000000002,
"VCIT": -0.016,
"LQD": -0.028200000000000003,
"HYG": -0.18259999999999998,
"VNQ": 0.00040000000000001146,
"GLD": 0.34859999999999997,
"SLV": 0.0606,
"SPY": -0.20210267843087312,
"QQQ": -0.2704,
"XLK": -0.4154,
"XLF": -0.107,
"XLE": 0.023200000000000002,
"XLV": -0.1962,
"XLI": -0.2844,
"XLY": -0.3946,
"SMH": -0.3814,
"SOXX": -0.3876,
"XLB": -0.185,
"XLP": -0.19399999999999998,
"XLU": -0.32439999999999997,
"GDX": -0.0954,
"XME": -0.25020000000000003,
"IWF": -0.3926,
"XSD": -0.4188,
"XBI": 0.17741968620294282,
"IWM": -0.1554,
"IWD": -0.175,
"IWO": -0.06100000000000001
},
"all_scores_norm": {
"TLT": 0.7776909043523587,
"VCIT": 0.5248892363825906,
"LQD": 0.5089913995308836,
"HYG": 0.30779254626009905,
"VNQ": 0.546260099035705,
"GLD": 1.0,
"SLV": 0.6247068021892104,
"SPY": 0.28237857905802305,
"QQQ": 0.19338024498305972,
"XLK": 0.0044305446963773965,
"XLF": 0.40630701068543135,
"XLE": 0.5759708105290592,
"XLV": 0.29007036747458953,
"XLI": 0.17513682564503522,
"XLY": 0.03153505342715663,
"SMH": 0.04873599166015115,
"SOXX": 0.04065676309616889,
"XLB": 0.30466510294500915,
"XLP": 0.292937190513422,
"XLU": 0.12301277039353667,
"GDX": 0.421422986708366,
"XME": 0.21970289288506642,
"IWF": 0.034141256189731566,
"XSD": 0.0,
"XBI": 0.7769346966418333,
"IWM": 0.34323690383111805,
"IWD": 0.3176961167578838,
"IWO": 0.4662496742246547
}
},
"all_windows": [
{
"window": 63,
"top_etfs": [
{
"ticker": "TLT",
"hd_score_norm": 1.0,
"raw_score": 0.4184809218361371
},
{
"ticker": "LQD",
"hd_score_norm": 0.9417779008782622,
"raw_score": 0.3642853287022796
},
{
"ticker": "VCIT",
"hd_score_norm": 0.879078711397232,
"raw_score": 0.30592227044442527
}
],
"all_scores_raw": {
"TLT": 0.4184809218361371,
"VCIT": 0.30592227044442527,
"LQD": 0.3642853287022796,
"HYG": 0.07082680826100314,
"VNQ": -0.1939887054413853,
"GLD": 0.1588118542452929,
"SLV": 0.1906731825963186,
"SPY": -0.33571716465794627,
"QQQ": -0.5002850469638701,
"XLK": 0.1551856513936057,
"XLF": -0.20751297874069957,
"XLE": 0.17392700091470256,
"XLV": -0.0804,
"XLI": -0.007554930789229912,
"XLY": -0.4165218257852766,
"SMH": 0.12271638510280006,
"SOXX": 0.027555233180537115,
"XLB": -0.21624143453899167,
"XLP": -0.3576611390775926,
"XLU": -0.08270006899990975,
"GDX": -0.007994326437523694,
"XME": -0.0977545577054123,
"IWF": -0.5123613863489189,
"XSD": -0.2838212435817761,
"XBI": 0.212651587553055,
"IWM": -0.40159747624908987,
"IWD": -0.44349123716635813,
"IWO": 0.08196307148118047
},
"all_scores_norm": {
"TLT": 1.0,
"VCIT": 0.879078711397232,
"LQD": 0.9417779008782622,
"HYG": 0.6265166392651562,
"VNQ": 0.3420264400404107,
"GLD": 0.7210386063165268,
"SLV": 0.755267098157587,
"SPY": 0.18976814884509408,
"QQQ": 0.012973560912368823,
"XLK": 0.7171429917534571,
"XLF": 0.32749736977749616,
"XLE": 0.7372767451897814,
"XLV": 0.4640543114022733,
"XLI": 0.5423114647033545,
"XLY": 0.10296003922566545,
"SMH": 0.6822613947253698,
"SOXX": 0.5800301670668346,
"XLB": 0.31812042620548475,
"XLP": 0.16619382886985315,
"XLU": 0.46158335689184243,
"GDX": 0.541839423795426,
"XME": 0.44541038261561344,
"IWF": 0.0,
"XSD": 0.24551971988977098,
"XBI": 0.7788784067148758,
"IWM": 0.11899320553638677,
"IWD": 0.073986913333197,
"IWO": 0.6384802802838917
}
},
{
"window": 252,
"top_etfs": [
{
"ticker": "VCIT",
"hd_score_norm": 1.0,
"raw_score": 0.355
},
{
"ticker": "XLE",
"hd_score_norm": 0.9056213090156975,
"raw_score": 0.26460408977523514
},
{
"ticker": "SLV",
"hd_score_norm": 0.8717815501448187,
"raw_score": 0.2321923687287074
}
],
"all_scores_raw": {
"TLT": 0.10699145433720417,
"VCIT": 0.355,
"LQD": 0.07815750282002142,
"HYG": -0.18501942344225925,
"VNQ": 0.008800000000000002,
"GLD": 0.2080528351623164,
"SLV": 0.2321923687287074,
"SPY": -0.2088,
"QQQ": -0.3476,
"XLK": 0.2059393921829196,
"XLF": -0.0702,
"XLE": 0.26460408977523514,
"XLV": -0.0358106326907122,
"XLI": -0.01936206947307256,
"XLY": -0.3922,
"SMH": -0.5968110887601823,
"SOXX": -0.6028,
"XLB": -0.2184,
"XLP": -0.27040000000000003,
"XLU": -0.4124,
"GDX": -0.011416910044038261,
"XME": -0.094,
"IWF": -0.511,
"XSD": 0.2018,
"XBI": 0.099,
"IWM": -0.0518,
"IWD": -0.3888,
"IWO": -0.10647508190809955
},
"all_scores_norm": {
"TLT": 0.7410643707843017,
"VCIT": 1.0,
"LQD": 0.7109600154729813,
"HYG": 0.43618769738749297,
"VNQ": 0.6385466694508248,
"GLD": 0.8465784455651665,
"SLV": 0.8717815501448187,
"SPY": 0.41135936521194405,
"QQQ": 0.2664439340154521,
"XLK": 0.8443718857620793,
"XLF": 0.5560659845479223,
"XLE": 0.9056213090156975,
"XLV": 0.5919705233966255,
"XLI": 0.6091437988378863,
"XLY": 0.2198788891209021,
"SMH": 0.0062527784921880426,
"SOXX": 0.0,
"XLB": 0.4013363959072875,
"XLP": 0.34704531217373147,
"XLU": 0.19878889120902068,
"GDX": 0.6174390164501585,
"XME": 0.5312173731467947,
"IWF": 0.09584464397577781,
"XSD": 0.8400501148465233,
"XBI": 0.7327208185424932,
"IWM": 0.5752766757151807,
"IWD": 0.22342869074963462,
"IWO": 0.5181926478303408
}
},
{
"window": 504,
"top_etfs": [
{
"ticker": "TLT",
"hd_score_norm": 1.0,
"raw_score": 0.4068
},
{
"ticker": "XBI",
"hd_score_norm": 0.8791750769179092,
"raw_score": 0.297
},
{
"ticker": "SLV",
"hd_score_norm": 0.7927464726219549,
"raw_score": 0.21845775466169207
}
],
"all_scores_raw": {
"TLT": 0.4068,
"VCIT": -0.052799999999999986,
"LQD": 0.016199554738646316,
"HYG": -0.21639389244966892,
"VNQ": 0.027600000000000013,
"GLD": 0.031,
"SLV": 0.21845775466169207,
"SPY": -0.2226,
"QQQ": -0.2856496128796005,
"XLK": -0.37999321609181597,
"XLF": -0.1259891414899656,
"XLE": 0.16620000000000001,
"XLV": -0.1932,
"XLI": -0.2998,
"XLY": -0.222,
"SMH": -0.48400000000000004,
"SOXX": -0.501952906264212,
"XLB": -0.3421634701975463,
"XLP": -0.2764,
"XLU": -0.22080000000000002,
"GDX": -0.05679999999999999,
"XME": -0.1876,
"IWF": -0.3232814724884572,
"XSD": 0.030600000000000002,
"XBI": 0.297,
"IWM": -0.09536231921205504,
"IWD": -0.16271415755836527,
"IWO": 0.0648
},
"all_scores_norm": {
"TLT": 1.0,
"VCIT": 0.4942519613066577,
"LQD": 0.57017970168913,
"HYG": 0.31423174753679334,
"VNQ": 0.5827248558039264,
"GLD": 0.5864662468647562,
"SLV": 0.7927464726219549,
"SPY": 0.30740249009227655,
"QQQ": 0.23802212008741921,
"XLK": 0.13420555723310917,
"XLF": 0.4137139613889039,
"XLE": 0.7352415619895166,
"XLV": 0.3397545186770987,
"XLI": 0.22245090482872995,
"XLY": 0.30806273557359953,
"SMH": 0.019755542062599215,
"SOXX": 0.0,
"XLB": 0.17583375521025107,
"XLP": 0.24820047860032313,
"XLU": 0.3093832265362453,
"GDX": 0.489850324764505,
"XME": 0.3459168098361125,
"IWF": 0.1966116779865435,
"XSD": 0.586026083210541,
"XBI": 0.8791750769179092,
"IWM": 0.44741599641602053,
"IWD": 0.37330141820445084,
"IWO": 0.6236600756459463
}
},
{
"window": 1008,
"top_etfs": [
{
"ticker": "XLE",
"hd_score_norm": 1.0,
"raw_score": 0.32267134860723196
},
{
"ticker": "GLD",
"hd_score_norm": 0.8814359018589187,
"raw_score": 0.24
},
{
"ticker": "SLV",
"hd_score_norm": 0.873819581129759,
"raw_score": 0.23468935777375358
}
],
"all_scores_raw": {
"TLT": 0.15339999999999998,
"VCIT": -0.07229680236251257,
"LQD": -0.05905291420125572,
"HYG": -0.2924192811046289,
"VNQ": 0.05399999999999999,
"GLD": 0.24,
"SLV": 0.23468935777375358,
"SPY": -0.24819999999999998,
"QQQ": -0.3746,
"XLK": -0.2146,
"XLF": -0.123,
"XLE": 0.32267134860723196,
"XLV": -0.05974907567913285,
"XLI": -0.13019999999999998,
"XLY": -0.27159999999999995,
"SMH": -0.317,
"SOXX": -0.3148,
"XLB": -0.1288,
"XLP": -0.3382,
"XLU": -0.18300639589190723,
"GDX": -0.06219999999999999,
"XME": -0.3078,
"IWF": -0.3388,
"XSD": -0.1882,
"XBI": 0.18180000000000002,
"IWM": -0.18032628563736763,
"IWD": -0.1396,
"IWO": 0.1268
},
"all_scores_norm": {
"TLT": 0.7572374815839719,
"VCIT": 0.43355172737460734,
"LQD": 0.4525456071428079,
"HYG": 0.11786045570282412,
"VNQ": 0.6146817890282014,
"GLD": 0.8814359018589187,
"SLV": 0.873819581129759,
"SPY": 0.18127806377313266,
"QQQ": 0.0,
"XLK": 0.22946590351029444,
"XLF": 0.3608351332699381,
"XLE": 1.0,
"XLV": 0.4515471988771196,
"XLI": 0.35050916761197487,
"XLY": 0.14771867538475214,
"SMH": 0.082607725263706,
"SOXX": 0.08576288143697251,
"XLB": 0.3525169942676899,
"XLP": 0.05220349304859198,
"XLU": 0.27477624670910733,
"GDX": 0.44803217660385003,
"XME": 0.0958020147155479,
"IWF": 0.05134299591042839,
"XSD": 0.26732777758949305,
"XBI": 0.7979676794570492,
"IWM": 0.27861995871576445,
"IWD": 0.337028045780745,
"IWO": 0.7190887751253853
}
},
{
"window": 2016,
"top_etfs": [
{
"ticker": "GLD",
"hd_score_norm": 1.0,
"raw_score": 0.2688
},
{
"ticker": "XBI",
"hd_score_norm": 0.8698573574493856,
"raw_score": 0.1976380030533241
},
{
"ticker": "TLT",
"hd_score_norm": 0.8200438917337235,
"raw_score": 0.1704
}
],
"all_scores_raw": {
"TLT": 0.1704,
"VCIT": 0.0524,
"LQD": -0.06758079095977292,
"HYG": -0.1686654481981804,
"VNQ": 0.0766,
"GLD": 0.2688,
"SLV": 0.1382,
"SPY": -0.17954840537727557,
"QQQ": -0.2493529828359893,
"XLK": -0.24657277649959564,
"XLF": -0.1494,
"XLE": 0.15494720885251617,
"XLV": -0.1162,
"XLI": -0.17150797989014957,
"XLY": -0.22399999999999998,
"SMH": -0.27799999999999997,
"SOXX": -0.1848,
"XLB": -0.1142,
"XLP": -0.2466,
"XLU": -0.1278,
"GDX": -0.09426307422746495,
"XME": -0.2104,
"IWF": -0.2712,
"XSD": -0.1488,
"XBI": 0.1976380030533241,
"IWM": -0.2122,
"IWD": -0.2168,
"IWO": -0.046334128378396955
},
"all_scores_norm": {
"TLT": 0.8200438917337235,
"VCIT": 0.60424286759327,
"LQD": 0.3848193288958066,
"HYG": 0.19995345976923842,
"VNQ": 0.6485003657644477,
"GLD": 1.0,
"SLV": 0.7611558156547183,
"SPY": 0.18005046565970081,
"QQQ": 0.0523903020556157,
"XLK": 0.05747480523117106,
"XLF": 0.23518653986832475,
"XLE": 0.7917834836366426,
"XLV": 0.29590343818580833,
"XLI": 0.19475497459738553,
"XLY": 0.09875640087783467,
"SMH": 0.0,
"SOXX": 0.17044623262618872,
"XLB": 0.29956108266276515,
"XLP": 0.05742501828822231,
"XLU": 0.27468910021945864,
"GDX": 0.33602217588247085,
"XME": 0.12362838332114114,
"IWF": 0.012435991221653207,
"XSD": 0.23628383321141183,
"XBI": 0.8698573574493856,
"IWM": 0.12033650329187999,
"IWD": 0.11192392099487926,
"IWO": 0.4236756979180743
}
},
{
"window": 4032,
"top_etfs": [
{
"ticker": "GLD",
"hd_score_norm": 1.0,
"raw_score": 0.2898
},
{
"ticker": "XBI",
"hd_score_norm": 0.8671144859813084,
"raw_score": 0.1988
},
{
"ticker": "TLT",
"hd_score_norm": 0.818341121495327,
"raw_score": 0.16540000000000002
}
],
"all_scores_raw": {
"TLT": 0.16540000000000002,
"VCIT": -0.048600000000000004,
"LQD": 0.038000000000000006,
"HYG": -0.193,
"VNQ": -0.05940000000000001,
"GLD": 0.2898,
"SLV": 0.0556505999771572,
"SPY": -0.26239999999999997,
"QQQ": -0.32599999999999996,
"XLK": -0.384,
"XLF": -0.0796,
"XLE": 0.048600000000000004,
"XLV": -0.1958,
"XLI": -0.277499051678874,
"XLY": -0.395,
"SMH": -0.3252,
"SOXX": -0.3216,
"XLB": -0.1882,
"XLP": -0.2276,
"XLU": -0.3822,
"GDX": -0.0698,
"XME": -0.2474,
"IWF": -0.3236,
"XSD": -0.35219999999999996,
"XBI": 0.1988,
"IWM": -0.0964,
"IWD": -0.2334,
"IWO": -0.05600000000000002
},
"all_scores_norm": {
"TLT": 0.818341121495327,
"VCIT": 0.5058411214953271,
"LQD": 0.6323014018691588,
"HYG": 0.2949766355140187,
"VNQ": 0.4900700934579439,
"GLD": 1.0,
"SLV": 0.6580762266021571,
"SPY": 0.19363317757009352,
"QQQ": 0.10075934579439261,
"XLK": 0.016063084112149545,
"XLF": 0.460572429906542,
"XLE": 0.6477803738317757,
"XLV": 0.2908878504672897,
"XLI": 0.17158432873996202,
"XLY": 0.0,
"SMH": 0.10192757009345797,
"SOXX": 0.10718457943925236,
"XLB": 0.3019859813084112,
"XLP": 0.24445093457943926,
"XLU": 0.018691588785046776,
"GDX": 0.47488317757009346,
"XME": 0.2155373831775701,
"IWF": 0.1042640186915888,
"XSD": 0.06250000000000008,
"XBI": 0.8671144859813084,
"IWM": 0.4360397196261682,
"IWD": 0.23598130841121495,
"IWO": 0.49503504672897186
}
},
{
"window": 4536,
"top_etfs": [
{
"ticker": "GLD",
"hd_score_norm": 1.0,
"raw_score": 0.34859999999999997
},
{
"ticker": "TLT",
"hd_score_norm": 0.7776909043523587,
"raw_score": 0.17800000000000002
},
{
"ticker": "XBI",
"hd_score_norm": 0.7769346966418333,
"raw_score": 0.17741968620294282
}
],
"all_scores_raw": {
"TLT": 0.17800000000000002,
"VCIT": -0.016,
"LQD": -0.028200000000000003,
"HYG": -0.18259999999999998,
"VNQ": 0.00040000000000001146,
"GLD": 0.34859999999999997,
"SLV": 0.0606,
"SPY": -0.20210267843087312,
"QQQ": -0.2704,
"XLK": -0.4154,
"XLF": -0.107,
"XLE": 0.023200000000000002,
"XLV": -0.1962,
"XLI": -0.2844,
"XLY": -0.3946,
"SMH": -0.3814,
"SOXX": -0.3876,
"XLB": -0.185,
"XLP": -0.19399999999999998,
"XLU": -0.32439999999999997,
"GDX": -0.0954,
"XME": -0.25020000000000003,
"IWF": -0.3926,
"XSD": -0.4188,
"XBI": 0.17741968620294282,
"IWM": -0.1554,
"IWD": -0.175,
"IWO": -0.06100000000000001
},
"all_scores_norm": {
"TLT": 0.7776909043523587,
"VCIT": 0.5248892363825906,
"LQD": 0.5089913995308836,
"HYG": 0.30779254626009905,
"VNQ": 0.546260099035705,
"GLD": 1.0,
"SLV": 0.6247068021892104,
"SPY": 0.28237857905802305,
"QQQ": 0.19338024498305972,
"XLK": 0.0044305446963773965,
"XLF": 0.40630701068543135,
"XLE": 0.5759708105290592,
"XLV": 0.29007036747458953,
"XLI": 0.17513682564503522,
"XLY": 0.03153505342715663,
"SMH": 0.04873599166015115,
"SOXX": 0.04065676309616889,
"XLB": 0.30466510294500915,
"XLP": 0.292937190513422,
"XLU": 0.12301277039353667,
"GDX": 0.421422986708366,
"XME": 0.21970289288506642,
"IWF": 0.034141256189731566,
"XSD": 0.0,
"XBI": 0.7769346966418333,
"IWM": 0.34323690383111805,
"IWD": 0.3176961167578838,
"IWO": 0.4662496742246547
}
}
]
}
}
}