p2-etf-hyperdimensional-computing-results / hd_computing_20260711_005532.json
P2SAMAPA's picture
Upload hd_computing_20260711_005532.json with huggingface_hub
9c7ae7d verified
Raw
History Blame Contribute Delete
43.5 kB
{
"run_date": "2026-07-11 00:54:54",
"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": 0.9145383104125737,
"raw_score": 0.31379999999999997
},
{
"ticker": "HYG",
"hd_score_norm": 0.5795677799607073,
"raw_score": 0.1774
}
],
"all_scores_raw": {
"TLT": -0.0392,
"VCIT": -0.016,
"LQD": -0.0586,
"HYG": 0.1774,
"VNQ": 0.15000000000000002,
"GLD": 0.34859999999999997,
"SLV": 0.31379999999999997
},
"all_scores_norm": {
"TLT": 0.047642436149312385,
"VCIT": 0.10461689587426327,
"LQD": 0.0,
"HYG": 0.5795677799607073,
"VNQ": 0.5122789783889982,
"GLD": 1.0,
"SLV": 0.9145383104125737
}
},
"all_windows": [
{
"window": 63,
"top_etfs": [
{
"ticker": "TLT",
"hd_score_norm": 1.0,
"raw_score": 0.494507364993914
},
{
"ticker": "LQD",
"hd_score_norm": 0.2220020595364698,
"raw_score": 0.1768602809617612
},
{
"ticker": "HYG",
"hd_score_norm": 0.18247598975342116,
"raw_score": 0.16072226804831272
}
],
"all_scores_raw": {
"TLT": 0.494507364993914,
"VCIT": 0.15240744351106586,
"LQD": 0.1768602809617612,
"HYG": 0.16072226804831272,
"VNQ": 0.08676317284941626,
"GLD": 0.13765852978959087,
"SLV": 0.08621954376536543
},
"all_scores_norm": {
"TLT": 1.0,
"VCIT": 0.1621108842936812,
"LQD": 0.2220020595364698,
"HYG": 0.18247598975342116,
"VNQ": 0.0013314849373048448,
"GLD": 0.1259870692920602,
"SLV": 0.0
}
},
{
"window": 252,
"top_etfs": [
{
"ticker": "VCIT",
"hd_score_norm": 1.0,
"raw_score": 0.33215441812528795
},
{
"ticker": "HYG",
"hd_score_norm": 0.9739156492909006,
"raw_score": 0.323
},
{
"ticker": "SLV",
"hd_score_norm": 0.8246085105464792,
"raw_score": 0.2706
}
],
"all_scores_raw": {
"TLT": 0.11599999999999999,
"VCIT": 0.33215441812528795,
"LQD": -0.018799999999999983,
"HYG": 0.323,
"VNQ": 0.0868,
"GLD": 0.22613689388863034,
"SLV": 0.2706
},
"all_scores_norm": {
"TLT": 0.38409546379290044,
"VCIT": 1.0,
"LQD": 0.0,
"HYG": 0.9739156492909006,
"VNQ": 0.30089377579028403,
"GLD": 0.6979165419743762,
"SLV": 0.8246085105464792
}
},
{
"window": 504,
"top_etfs": [
{
"ticker": "HYG",
"hd_score_norm": 1.0,
"raw_score": 0.21696837781360853
},
{
"ticker": "SLV",
"hd_score_norm": 0.9536315379959422,
"raw_score": 0.2009170825399519
},
{
"ticker": "VNQ",
"hd_score_norm": 0.8672080387470869,
"raw_score": 0.17099999999999999
}
],
"all_scores_raw": {
"TLT": -0.1292,
"VCIT": 0.15579584620323686,
"LQD": 0.05979999999999999,
"HYG": 0.21696837781360853,
"VNQ": 0.17099999999999999,
"GLD": 0.08011385010352821,
"SLV": 0.2009170825399519
},
"all_scores_norm": {
"TLT": 0.0,
"VCIT": 0.8232867716088454,
"LQD": 0.5459770796908707,
"HYG": 1.0,
"VNQ": 0.8672080387470869,
"GLD": 0.6046590720549048,
"SLV": 0.9536315379959422
}
},
{
"window": 1008,
"top_etfs": [
{
"ticker": "HYG",
"hd_score_norm": 1.0,
"raw_score": 0.40793200438611776
},
{
"ticker": "GLD",
"hd_score_norm": 0.6669221122382334,
"raw_score": 0.25740848185002485
},
{
"ticker": "VCIT",
"hd_score_norm": 0.46288352842844294,
"raw_score": 0.16519999999999999
}
],
"all_scores_raw": {
"TLT": -0.0332,
"VCIT": 0.16519999999999999,
"LQD": -0.043984883725513985,
"HYG": 0.40793200438611776,
"VNQ": 0.1276,
"GLD": 0.25740848185002485,
"SLV": 0.059750703214054325
},
"all_scores_norm": {
"TLT": 0.02386475037606897,
"VCIT": 0.46288352842844294,
"LQD": 0.0,
"HYG": 1.0,
"VNQ": 0.379682389039485,
"GLD": 0.6669221122382334,
"SLV": 0.22954571884453168
}
},
{
"window": 2016,
"top_etfs": [
{
"ticker": "GLD",
"hd_score_norm": 1.0,
"raw_score": 0.2688
},
{
"ticker": "HYG",
"hd_score_norm": 0.9118198874296437,
"raw_score": 0.2406
},
{
"ticker": "SLV",
"hd_score_norm": 0.8092557848655412,
"raw_score": 0.2078
}
],
"all_scores_raw": {
"TLT": -0.027999999999999997,
"VCIT": 0.093,
"LQD": -0.051000000000000004,
"HYG": 0.2406,
"VNQ": 0.103,
"GLD": 0.2688,
"SLV": 0.2078
},
"all_scores_norm": {
"TLT": 0.07191994996873048,
"VCIT": 0.4502814258911821,
"LQD": 0.0,
"HYG": 0.9118198874296437,
"VNQ": 0.48155096935584746,
"GLD": 1.0,
"SLV": 0.8092557848655412
}
},
{
"window": 4032,
"top_etfs": [
{
"ticker": "SLV",
"hd_score_norm": 1.0,
"raw_score": 0.3112
},
{
"ticker": "GLD",
"hd_score_norm": 0.943565400843882,
"raw_score": 0.2898
},
{
"ticker": "HYG",
"hd_score_norm": 0.5617088607594937,
"raw_score": 0.145
}
],
"all_scores_raw": {
"TLT": -0.068,
"VCIT": -0.048600000000000004,
"LQD": 0.038000000000000006,
"HYG": 0.145,
"VNQ": 0.11120000000000001,
"GLD": 0.2898,
"SLV": 0.3112
},
"all_scores_norm": {
"TLT": 0.0,
"VCIT": 0.05116033755274262,
"LQD": 0.279535864978903,
"HYG": 0.5617088607594937,
"VNQ": 0.47257383966244737,
"GLD": 0.943565400843882,
"SLV": 1.0
}
},
{
"window": 4536,
"top_etfs": [
{
"ticker": "GLD",
"hd_score_norm": 1.0,
"raw_score": 0.34859999999999997
},
{
"ticker": "SLV",
"hd_score_norm": 0.9145383104125737,
"raw_score": 0.31379999999999997
},
{
"ticker": "HYG",
"hd_score_norm": 0.5795677799607073,
"raw_score": 0.1774
}
],
"all_scores_raw": {
"TLT": -0.0392,
"VCIT": -0.016,
"LQD": -0.0586,
"HYG": 0.1774,
"VNQ": 0.15000000000000002,
"GLD": 0.34859999999999997,
"SLV": 0.31379999999999997
},
"all_scores_norm": {
"TLT": 0.047642436149312385,
"VCIT": 0.10461689587426327,
"LQD": 0.0,
"HYG": 0.5795677799607073,
"VNQ": 0.5122789783889982,
"GLD": 1.0,
"SLV": 0.9145383104125737
}
}
]
},
"EQUITY_SECTORS": {
"best_window_data": {
"window": 4536,
"top_etfs": [
{
"ticker": "XSD",
"hd_score_norm": 1.0,
"raw_score": 0.3735569485874647
},
{
"ticker": "XME",
"hd_score_norm": 0.9507612612816889,
"raw_score": 0.3438
},
{
"ticker": "IWM",
"hd_score_norm": 0.90773913477187,
"raw_score": 0.3178
}
],
"all_scores_raw": {
"SPY": 0.1872,
"QQQ": 0.21280000000000002,
"XLK": 0.271,
"XLF": 0.14100000000000001,
"XLE": -0.23078323887551244,
"XLV": 0.002999999999999975,
"XLI": 0.16260000000000002,
"XLY": 0.2746,
"XLP": -0.19399999999999998,
"XLU": -0.06799999999999999,
"GDX": 0.1406,
"XME": 0.3438,
"IWF": 0.2734,
"XSD": 0.3735569485874647,
"XBI": 0.20920000000000002,
"IWM": 0.3178,
"IWD": 0.1758,
"IWO": 0.28540000000000004
},
"all_scores_norm": {
"SPY": 0.6916356839187016,
"QQQ": 0.7339959315591388,
"XLK": 0.8302993070541954,
"XLF": 0.6151886745050998,
"XLE": 0.0,
"XLV": 0.38684046456836757,
"XLI": 0.6509301334517188,
"XLY": 0.8362562168786318,
"XLP": 0.06086512139781514,
"XLU": 0.26935696525309233,
"GDX": 0.614526795635718,
"XME": 0.9507612612816889,
"IWF": 0.8342705802704863,
"XSD": 1.0,
"XBI": 0.7280390217347024,
"IWM": 0.90773913477187,
"IWD": 0.6727721361413193,
"IWO": 0.8541269463519415
}
},
"all_windows": [
{
"window": 63,
"top_etfs": [
{
"ticker": "XLF",
"hd_score_norm": 1.0,
"raw_score": 0.3741230382942126
},
{
"ticker": "IWD",
"hd_score_norm": 0.9742953845349014,
"raw_score": 0.35595743750705117
},
{
"ticker": "XLI",
"hd_score_norm": 0.9650870056910034,
"raw_score": 0.3494498227869509
}
],
"all_scores_raw": {
"SPY": 0.34192772637453417,
"QQQ": 0.2372784084747873,
"XLK": 0.12259698726784297,
"XLF": 0.3741230382942126,
"XLE": -0.3324331674976589,
"XLV": -0.33258275980755087,
"XLI": 0.3494498227869509,
"XLY": 0.1733748084647334,
"XLP": -0.281143496561082,
"XLU": 0.001146446681464392,
"GDX": 0.24752535196199008,
"XME": 0.2810593135817922,
"IWF": 0.0830091202604551,
"XSD": 0.23228281819982038,
"XBI": 0.041999999999999996,
"IWM": 0.10726731399287767,
"IWD": 0.35595743750705117,
"IWO": 0.1690950380660295
},
"all_scores_norm": {
"SPY": 0.9544431190374322,
"QQQ": 0.8063626615389391,
"XLK": 0.6440866175118735,
"XLF": 1.0,
"XLE": 0.00021167550951723803,
"XLV": 0.0,
"XLI": 0.9650870056910034,
"XLY": 0.71593804611665,
"XLP": 0.07278737967713937,
"XLU": 0.47223216136817275,
"GDX": 0.8208622503561335,
"XME": 0.8683133420407858,
"IWF": 0.588069152940729,
"XSD": 0.799293821452463,
"XBI": 0.5300405922997848,
"IWM": 0.622394884804796,
"IWD": 0.9742953845349014,
"IWO": 0.7098821025964475
}
},
{
"window": 252,
"top_etfs": [
{
"ticker": "XLK",
"hd_score_norm": 1.0,
"raw_score": 0.3992
},
{
"ticker": "XSD",
"hd_score_norm": 0.9243305352049904,
"raw_score": 0.3332
},
{
"ticker": "QQQ",
"hd_score_norm": 0.8323158803466111,
"raw_score": 0.25294348917221954
}
],
"all_scores_raw": {
"SPY": 0.19216875188228372,
"QQQ": 0.25294348917221954,
"XLK": 0.3992,
"XLF": 0.24585469643295388,
"XLE": -0.4730144418332498,
"XLV": -0.07695721920534673,
"XLI": 0.17187926347860955,
"XLY": 0.13768842481780427,
"XLP": -0.30700000000000005,
"XLU": 0.0674,
"GDX": 0.24900000000000003,
"XME": 0.10131409964071153,
"IWF": 0.1538,
"XSD": 0.3332,
"XBI": 0.1474,
"IWM": 0.043347730724439155,
"IWD": 0.1555946418284519,
"IWO": 0.2474
},
"all_scores_norm": {
"SPY": 0.7626372160468118,
"QQQ": 0.8323158803466111,
"XLK": 1.0,
"XLF": 0.8241885295492932,
"XLE": 0.0,
"XLV": 0.4540823949159299,
"XLI": 0.7393751747063485,
"XLY": 0.7001751373979296,
"XLP": 0.19033672669339777,
"XLU": 0.6195889633487247,
"GDX": 0.8277946422392358,
"XME": 0.6584717174217137,
"IWF": 0.7186471718076463,
"XSD": 0.9243305352049904,
"XBI": 0.7113095267366151,
"IWM": 0.5920128672398287,
"IWD": 0.7207047413024599,
"IWO": 0.8259602309714781
}
},
{
"window": 504,
"top_etfs": [
{
"ticker": "XLI",
"hd_score_norm": 1.0,
"raw_score": 0.2998
},
{
"ticker": "IWD",
"hd_score_norm": 0.9866405995438253,
"raw_score": 0.2916
},
{
"ticker": "XSD",
"hd_score_norm": 0.9511241446725317,
"raw_score": 0.2698
}
],
"all_scores_raw": {
"SPY": 0.102,
"QQQ": 0.0592,
"XLK": 0.13319999999999999,
"XLF": 0.108,
"XLE": -0.314,
"XLV": -0.18100000000000002,
"XLI": 0.2998,
"XLY": 0.08678895055207335,
"XLP": -0.2428,
"XLU": -0.21580000000000002,
"GDX": 0.24459999999999998,
"XME": 0.1966,
"IWF": 0.10155406406949007,
"XSD": 0.2698,
"XBI": 0.1494,
"IWM": 0.0474,
"IWD": 0.2916,
"IWO": 0.0568651315393526
},
"all_scores_norm": {
"SPY": 0.677745193874226,
"QQQ": 0.6080156402737047,
"XLK": 0.7285760834147931,
"XLF": 0.6875203649397198,
"XLE": 0.0,
"XLV": 0.21668295861844244,
"XLI": 1.0,
"XLY": 0.6529634254676985,
"XLP": 0.11599869664385795,
"XLU": 0.15998696643857932,
"GDX": 0.9100684261974584,
"XME": 0.8318670576735092,
"IWF": 0.6770186772067287,
"XSD": 0.9511241446725317,
"XBI": 0.754969045291626,
"IWM": 0.588791137178234,
"IWD": 0.9866405995438253,
"IWO": 0.604211683837329
}
},
{
"window": 1008,
"top_etfs": [
{
"ticker": "IWO",
"hd_score_norm": 1.0,
"raw_score": 0.2956491601112378
},
{
"ticker": "XSD",
"hd_score_norm": 0.9188388181525026,
"raw_score": 0.2444
},
{
"ticker": "XLF",
"hd_score_norm": 0.8846317887280039,
"raw_score": 0.2228
}
],
"all_scores_raw": {
"SPY": 0.12252553987453572,
"QQQ": 0.13520000000000001,
"XLK": 0.197,
"XLF": 0.2228,
"XLE": -0.215,
"XLV": 0.036199999999999996,
"XLI": 0.0358,
"XLY": 0.207,
"XLP": -0.3358,
"XLU": -0.1844358370145309,
"GDX": 0.0994,
"XME": 0.14400000000000002,
"IWF": 0.13130096400966085,
"XSD": 0.2444,
"XBI": 0.2016,
"IWM": 0.1978,
"IWD": 0.0158,
"IWO": 0.2956491601112378
},
"all_scores_norm": {
"SPY": 0.7258312605781214,
"QQQ": 0.7459032805064265,
"XLK": 0.843773392470964,
"XLF": 0.8846317887280039,
"XLE": 0.1913059793740474,
"XLV": 0.5891210623108082,
"XLI": 0.5884875988029471,
"XLY": 0.859609980167491,
"XLP": 0.0,
"XLU": 0.2397091841230803,
"GDX": 0.6892082965528594,
"XME": 0.7598394776793703,
"IWF": 0.7397285379671343,
"XSD": 0.9188388181525026,
"XBI": 0.8510582228113664,
"IWM": 0.8450403194866861,
"IWD": 0.5568144234098928,
"IWO": 1.0
}
},
{
"window": 2016,
"top_etfs": [
{
"ticker": "XLY",
"hd_score_norm": 1.0,
"raw_score": 0.2724
},
{
"ticker": "IWM",
"hd_score_norm": 0.9938342967244702,
"raw_score": 0.2692
},
{
"ticker": "XLK",
"hd_score_norm": 0.9785998106380666,
"raw_score": 0.2612933017211565
}
],
"all_scores_raw": {
"SPY": 0.21509707411171447,
"QQQ": 0.1972697890659596,
"XLK": 0.2612933017211565,
"XLF": 0.1522,
"XLE": -0.2194,
"XLV": 0.031799999999999995,
"XLI": 0.23559028044472813,
"XLY": 0.2724,
"XLP": -0.2466,
"XLU": -0.12459999999999999,
"GDX": 0.1802,
"XME": 0.2108,
"IWF": 0.181,
"XSD": 0.1668,
"XBI": 0.1832,
"IWM": 0.2692,
"IWD": 0.05739999999999999,
"IWO": 0.1980912600173734
},
"all_scores_norm": {
"SPY": 0.8895897381728602,
"QQQ": 0.8552404413602305,
"XLK": 0.9785998106380666,
"XLF": 0.7684007707129095,
"XLE": 0.05240847784200386,
"XLV": 0.5364161849710982,
"XLI": 0.9290756848646013,
"XLY": 1.0,
"XLP": 0.0,
"XLU": 0.23506743737957614,
"GDX": 0.8223506743737957,
"XME": 0.8813102119460501,
"IWF": 0.8238921001926781,
"XSD": 0.7965317919075144,
"XBI": 0.828131021194605,
"IWM": 0.9938342967244702,
"IWD": 0.5857418111753372,
"IWO": 0.8568232370276944
}
},
{
"window": 4032,
"top_etfs": [
{
"ticker": "XSD",
"hd_score_norm": 1.0,
"raw_score": 0.34459999999999996
},
{
"ticker": "XLK",
"hd_score_norm": 0.9912850414545804,
"raw_score": 0.3396
},
{
"ticker": "IWM",
"hd_score_norm": 0.9508476338038326,
"raw_score": 0.3164
}
],
"all_scores_raw": {
"SPY": 0.2774,
"QQQ": 0.24399999999999997,
"XLK": 0.3396,
"XLF": 0.096,
"XLE": -0.2266,
"XLV": 0.004599999999999993,
"XLI": 0.18319999999999997,
"XLY": 0.27299999999999996,
"XLP": -0.22912619432915046,
"XLU": -0.033798380540363625,
"GDX": 0.13,
"XME": 0.23779999999999998,
"IWF": 0.30975362135278517,
"XSD": 0.34459999999999996,
"XBI": 0.1654,
"IWM": 0.3164,
"IWD": 0.0682,
"IWO": 0.3148
},
"all_scores_norm": {
"SPY": 0.8828709571495582,
"QQQ": 0.824655034066154,
"XLK": 0.9912850414545804,
"XLF": 0.5666922611217285,
"XLE": 0.00440313577124417,
"XLV": 0.4073828189114549,
"XLI": 0.7186811381538495,
"XLY": 0.8752017936295887,
"XLP": 0.0,
"XLU": 0.34045475998735036,
"GDX": 0.6259539792305832,
"XME": 0.8138484854698336,
"IWF": 0.9392630509263045,
"XSD": 1.0,
"XBI": 0.6876558857321552,
"IWM": 0.9508476338038326,
"IWD": 0.5182370916091945,
"IWO": 0.9480588470692982
}
},
{
"window": 4536,
"top_etfs": [
{
"ticker": "XSD",
"hd_score_norm": 1.0,
"raw_score": 0.3735569485874647
},
{
"ticker": "XME",
"hd_score_norm": 0.9507612612816889,
"raw_score": 0.3438
},
{
"ticker": "IWM",
"hd_score_norm": 0.90773913477187,
"raw_score": 0.3178
}
],
"all_scores_raw": {
"SPY": 0.1872,
"QQQ": 0.21280000000000002,
"XLK": 0.271,
"XLF": 0.14100000000000001,
"XLE": -0.23078323887551244,
"XLV": 0.002999999999999975,
"XLI": 0.16260000000000002,
"XLY": 0.2746,
"XLP": -0.19399999999999998,
"XLU": -0.06799999999999999,
"GDX": 0.1406,
"XME": 0.3438,
"IWF": 0.2734,
"XSD": 0.3735569485874647,
"XBI": 0.20920000000000002,
"IWM": 0.3178,
"IWD": 0.1758,
"IWO": 0.28540000000000004
},
"all_scores_norm": {
"SPY": 0.6916356839187016,
"QQQ": 0.7339959315591388,
"XLK": 0.8302993070541954,
"XLF": 0.6151886745050998,
"XLE": 0.0,
"XLV": 0.38684046456836757,
"XLI": 0.6509301334517188,
"XLY": 0.8362562168786318,
"XLP": 0.06086512139781514,
"XLU": 0.26935696525309233,
"GDX": 0.614526795635718,
"XME": 0.9507612612816889,
"IWF": 0.8342705802704863,
"XSD": 1.0,
"XBI": 0.7280390217347024,
"IWM": 0.90773913477187,
"IWD": 0.6727721361413193,
"IWO": 0.8541269463519415
}
}
]
},
"COMBINED": {
"best_window_data": {
"window": 4536,
"top_etfs": [
{
"ticker": "XSD",
"hd_score_norm": 1.0,
"raw_score": 0.3735569485874647
},
{
"ticker": "GLD",
"hd_score_norm": 0.9587038077142709,
"raw_score": 0.34859999999999997
},
{
"ticker": "XME",
"hd_score_norm": 0.9507612612816889,
"raw_score": 0.3438
}
],
"all_scores_raw": {
"TLT": -0.0392,
"VCIT": -0.016,
"LQD": -0.0586,
"HYG": 0.1774,
"VNQ": 0.15000000000000002,
"GLD": 0.34859999999999997,
"SLV": 0.31379999999999997,
"SPY": 0.1872,
"QQQ": 0.21280000000000002,
"XLK": 0.271,
"XLF": 0.14100000000000001,
"XLE": -0.23078323887551244,
"XLV": 0.002999999999999975,
"XLI": 0.16260000000000002,
"XLY": 0.2746,
"XLP": -0.19399999999999998,
"XLU": -0.06799999999999999,
"GDX": 0.1406,
"XME": 0.3438,
"IWF": 0.2734,
"XSD": 0.3735569485874647,
"XBI": 0.20920000000000002,
"IWM": 0.3178,
"IWD": 0.1758,
"IWO": 0.28540000000000004
},
"all_scores_norm": {
"TLT": 0.3170122438485843,
"VCIT": 0.3554012182727305,
"LQD": 0.28491111868356545,
"HYG": 0.6754196516188465,
"VNQ": 0.630080949066191,
"GLD": 0.9587038077142709,
"SLV": 0.9011203460780514,
"SPY": 0.6916356839187016,
"QQQ": 0.7339959315591388,
"XLK": 0.8302993070541954,
"XLF": 0.6151886745050998,
"XLE": 0.0,
"XLV": 0.38684046456836757,
"XLI": 0.6509301334517188,
"XLY": 0.8362562168786318,
"XLP": 0.06086512139781514,
"XLU": 0.26935696525309233,
"GDX": 0.614526795635718,
"XME": 0.9507612612816889,
"IWF": 0.8342705802704863,
"XSD": 1.0,
"XBI": 0.7280390217347024,
"IWM": 0.90773913477187,
"IWD": 0.6727721361413193,
"IWO": 0.8541269463519415
}
},
"all_windows": [
{
"window": 63,
"top_etfs": [
{
"ticker": "TLT",
"hd_score_norm": 1.0,
"raw_score": 0.494507364993914
},
{
"ticker": "XLF",
"hd_score_norm": 0.8544483568479331,
"raw_score": 0.3741230382942126
},
{
"ticker": "IWD",
"hd_score_norm": 0.8324850904003716,
"raw_score": 0.35595743750705117
}
],
"all_scores_raw": {
"TLT": 0.494507364993914,
"VCIT": 0.15240744351106586,
"LQD": 0.1768602809617612,
"HYG": 0.16072226804831272,
"VNQ": 0.08676317284941626,
"GLD": 0.13765852978959087,
"SLV": 0.08621954376536543,
"SPY": 0.34192772637453417,
"QQQ": 0.2372784084747873,
"XLK": 0.12259698726784297,
"XLF": 0.3741230382942126,
"XLE": -0.3324331674976589,
"XLV": -0.33258275980755087,
"XLI": 0.3494498227869509,
"XLY": 0.1733748084647334,
"XLP": -0.281143496561082,
"XLU": 0.001146446681464392,
"GDX": 0.24752535196199008,
"XME": 0.2810593135817922,
"IWF": 0.0830091202604551,
"XSD": 0.23228281819982038,
"XBI": 0.041999999999999996,
"IWM": 0.10726731399287767,
"IWD": 0.35595743750705117,
"IWO": 0.1690950380660295
},
"all_scores_norm": {
"TLT": 1.0,
"VCIT": 0.5863813250521327,
"LQD": 0.6159462258016912,
"HYG": 0.5964344308599705,
"VNQ": 0.5070135890663997,
"GLD": 0.5685490317152786,
"SLV": 0.5063563099286742,
"SPY": 0.8155223547663502,
"QQQ": 0.6889952511754724,
"XLK": 0.5503387520007634,
"XLF": 0.8544483568479331,
"XLE": 0.00018086579129195305,
"XLV": 0.0,
"XLI": 0.8246170062279696,
"XLY": 0.6117320871092914,
"XLP": 0.06219305696439837,
"XLU": 0.4034979943317831,
"GDX": 0.7013844010152949,
"XME": 0.7419289083358866,
"IWF": 0.5024747214431617,
"XSD": 0.6829552923787621,
"XBI": 0.4528923131532563,
"IWM": 0.5318042866320165,
"IWD": 0.8324850904003716,
"IWO": 0.6065575961192904
}
},
{
"window": 252,
"top_etfs": [
{
"ticker": "XLK",
"hd_score_norm": 1.0,
"raw_score": 0.3992
},
{
"ticker": "XSD",
"hd_score_norm": 0.9243305352049904,
"raw_score": 0.3332
},
{
"ticker": "VCIT",
"hd_score_norm": 0.923131768222281,
"raw_score": 0.33215441812528795
}
],
"all_scores_raw": {
"TLT": 0.11599999999999999,
"VCIT": 0.33215441812528795,
"LQD": -0.018799999999999983,
"HYG": 0.323,
"VNQ": 0.0868,
"GLD": 0.22613689388863034,
"SLV": 0.2706,
"SPY": 0.19216875188228372,
"QQQ": 0.25294348917221954,
"XLK": 0.3992,
"XLF": 0.24585469643295388,
"XLE": -0.4730144418332498,
"XLV": -0.07695721920534673,
"XLI": 0.17187926347860955,
"XLY": 0.13768842481780427,
"XLP": -0.30700000000000005,
"XLU": 0.0674,
"GDX": 0.24900000000000003,
"XME": 0.10131409964071153,
"IWF": 0.1538,
"XSD": 0.3332,
"XBI": 0.1474,
"IWM": 0.043347730724439155,
"IWD": 0.1555946418284519,
"IWO": 0.2474
},
"all_scores_norm": {
"TLT": 0.6753092056068681,
"VCIT": 0.923131768222281,
"LQD": 0.5207600562982729,
"HYG": 0.9126361633730343,
"VNQ": 0.6418311999702881,
"GLD": 0.8015819300725865,
"SLV": 0.8525591943539662,
"SPY": 0.7626372160468118,
"QQQ": 0.8323158803466111,
"XLK": 1.0,
"XLF": 0.8241885295492932,
"XLE": 0.0,
"XLV": 0.4540823949159299,
"XLI": 0.7393751747063485,
"XLY": 0.7001751373979296,
"XLP": 0.19033672669339777,
"XLU": 0.6195889633487247,
"GDX": 0.8277946422392358,
"XME": 0.6584717174217137,
"IWF": 0.7186471718076463,
"XSD": 0.9243305352049904,
"XBI": 0.7113095267366151,
"IWM": 0.5920128672398287,
"IWD": 0.7207047413024599,
"IWO": 0.8259602309714781
}
},
{
"window": 504,
"top_etfs": [
{
"ticker": "XLI",
"hd_score_norm": 1.0,
"raw_score": 0.2998
},
{
"ticker": "IWD",
"hd_score_norm": 0.9866405995438253,
"raw_score": 0.2916
},
{
"ticker": "XSD",
"hd_score_norm": 0.9511241446725317,
"raw_score": 0.2698
}
],
"all_scores_raw": {
"TLT": -0.1292,
"VCIT": 0.15579584620323686,
"LQD": 0.05979999999999999,
"HYG": 0.21696837781360853,
"VNQ": 0.17099999999999999,
"GLD": 0.08011385010352821,
"SLV": 0.2009170825399519,
"SPY": 0.102,
"QQQ": 0.0592,
"XLK": 0.13319999999999999,
"XLF": 0.108,
"XLE": -0.314,
"XLV": -0.18100000000000002,
"XLI": 0.2998,
"XLY": 0.08678895055207335,
"XLP": -0.2428,
"XLU": -0.21580000000000002,
"GDX": 0.24459999999999998,
"XME": 0.1966,
"IWF": 0.10155406406949007,
"XSD": 0.2698,
"XBI": 0.1494,
"IWM": 0.0474,
"IWD": 0.2916,
"IWO": 0.0568651315393526
},
"all_scores_norm": {
"TLT": 0.30107526881720426,
"VCIT": 0.7653891270824974,
"LQD": 0.6089931573802542,
"HYG": 0.865051120582614,
"VNQ": 0.790159661127403,
"GLD": 0.6420883840070515,
"SLV": 0.8389004277288236,
"SPY": 0.677745193874226,
"QQQ": 0.6080156402737047,
"XLK": 0.7285760834147931,
"XLF": 0.6875203649397198,
"XLE": 0.0,
"XLV": 0.21668295861844244,
"XLI": 1.0,
"XLY": 0.6529634254676985,
"XLP": 0.11599869664385795,
"XLU": 0.15998696643857932,
"GDX": 0.9100684261974584,
"XME": 0.8318670576735092,
"IWF": 0.6770186772067287,
"XSD": 0.9511241446725317,
"XBI": 0.754969045291626,
"IWM": 0.588791137178234,
"IWD": 0.9866405995438253,
"IWO": 0.604211683837329
}
},
{
"window": 1008,
"top_etfs": [
{
"ticker": "HYG",
"hd_score_norm": 1.0,
"raw_score": 0.40793200438611776
},
{
"ticker": "IWO",
"hd_score_norm": 0.8490278169922791,
"raw_score": 0.2956491601112378
},
{
"ticker": "GLD",
"hd_score_norm": 0.7976105349125909,
"raw_score": 0.25740848185002485
}
],
"all_scores_raw": {
"TLT": -0.0332,
"VCIT": 0.16519999999999999,
"LQD": -0.043984883725513985,
"HYG": 0.40793200438611776,
"VNQ": 0.1276,
"GLD": 0.25740848185002485,
"SLV": 0.059750703214054325,
"SPY": 0.12252553987453572,
"QQQ": 0.13520000000000001,
"XLK": 0.197,
"XLF": 0.2228,
"XLE": -0.215,
"XLV": 0.036199999999999996,
"XLI": 0.0358,
"XLY": 0.207,
"XLP": -0.3358,
"XLU": -0.1844358370145309,
"GDX": 0.0994,
"XME": 0.14400000000000002,
"IWF": 0.13130096400966085,
"XSD": 0.2444,
"XBI": 0.2016,
"IWM": 0.1978,
"IWD": 0.0158,
"IWO": 0.2956491601112378
},
"all_scores_norm": {
"TLT": 0.40686698732262894,
"VCIT": 0.6736297443775185,
"LQD": 0.3923659524580396,
"HYG": 1.0,
"VNQ": 0.6230738992905032,
"GLD": 0.7976105349125909,
"SLV": 0.5318457466954714,
"SPY": 0.6162509306733965,
"QQQ": 0.633292633935751,
"XLK": 0.7163870814457921,
"XLF": 0.7510769964257122,
"XLE": 0.16242409804551744,
"XLV": 0.500180169477918,
"XLI": 0.4996423413386944,
"XLY": 0.7298327849263813,
"XLP": 0.0,
"XLU": 0.20351976530901916,
"GDX": 0.5851570154752416,
"XME": 0.6451248529986695,
"IWF": 0.6280501057571264,
"XSD": 0.780119715943785,
"XBI": 0.7225721050468632,
"IWM": 0.7174627377242393,
"IWD": 0.472750934377516,
"IWO": 0.8490278169922791
}
},
{
"window": 2016,
"top_etfs": [
{
"ticker": "XLY",
"hd_score_norm": 1.0,
"raw_score": 0.2724
},
{
"ticker": "IWM",
"hd_score_norm": 0.9938342967244702,
"raw_score": 0.2692
},
{
"ticker": "GLD",
"hd_score_norm": 0.9930635838150288,
"raw_score": 0.2688
}
],
"all_scores_raw": {
"TLT": -0.027999999999999997,
"VCIT": 0.093,
"LQD": -0.051000000000000004,
"HYG": 0.2406,
"VNQ": 0.103,
"GLD": 0.2688,
"SLV": 0.2078,
"SPY": 0.21509707411171447,
"QQQ": 0.1972697890659596,
"XLK": 0.2612933017211565,
"XLF": 0.1522,
"XLE": -0.2194,
"XLV": 0.031799999999999995,
"XLI": 0.23559028044472813,
"XLY": 0.2724,
"XLP": -0.2466,
"XLU": -0.12459999999999999,
"GDX": 0.1802,
"XME": 0.2108,
"IWF": 0.181,
"XSD": 0.1668,
"XBI": 0.1832,
"IWM": 0.2692,
"IWD": 0.05739999999999999,
"IWO": 0.1980912600173734
},
"all_scores_norm": {
"TLT": 0.4211946050096339,
"VCIT": 0.6543352601156069,
"LQD": 0.376878612716763,
"HYG": 0.9387283236994219,
"VNQ": 0.6736030828516378,
"GLD": 0.9930635838150288,
"SLV": 0.8755298651252409,
"SPY": 0.8895897381728602,
"QQQ": 0.8552404413602305,
"XLK": 0.9785998106380666,
"XLF": 0.7684007707129095,
"XLE": 0.05240847784200386,
"XLV": 0.5364161849710982,
"XLI": 0.9290756848646013,
"XLY": 1.0,
"XLP": 0.0,
"XLU": 0.23506743737957614,
"GDX": 0.8223506743737957,
"XME": 0.8813102119460501,
"IWF": 0.8238921001926781,
"XSD": 0.7965317919075144,
"XBI": 0.828131021194605,
"IWM": 0.9938342967244702,
"IWD": 0.5857418111753372,
"IWO": 0.8568232370276944
}
},
{
"window": 4032,
"top_etfs": [
{
"ticker": "XSD",
"hd_score_norm": 1.0,
"raw_score": 0.34459999999999996
},
{
"ticker": "XLK",
"hd_score_norm": 0.9912850414545804,
"raw_score": 0.3396
},
{
"ticker": "IWM",
"hd_score_norm": 0.9508476338038326,
"raw_score": 0.3164
}
],
"all_scores_raw": {
"TLT": -0.068,
"VCIT": -0.048600000000000004,
"LQD": 0.038000000000000006,
"HYG": 0.145,
"VNQ": 0.11120000000000001,
"GLD": 0.2898,
"SLV": 0.3112,
"SPY": 0.2774,
"QQQ": 0.24399999999999997,
"XLK": 0.3396,
"XLF": 0.096,
"XLE": -0.2266,
"XLV": 0.004599999999999993,
"XLI": 0.18319999999999997,
"XLY": 0.27299999999999996,
"XLP": -0.22912619432915046,
"XLU": -0.033798380540363625,
"GDX": 0.13,
"XME": 0.23779999999999998,
"IWF": 0.30975362135278517,
"XSD": 0.34459999999999996,
"XBI": 0.1654,
"IWM": 0.3164,
"IWD": 0.0682,
"IWO": 0.3148
},
"all_scores_norm": {
"TLT": 0.2808416208319597,
"VCIT": 0.3146556599881884,
"LQD": 0.46559874199485907,
"HYG": 0.6520988548668424,
"VNQ": 0.5931857350998047,
"GLD": 0.9044840543421993,
"SLV": 0.9417840769165958,
"SPY": 0.8828709571495582,
"QQQ": 0.824655034066154,
"XLK": 0.9912850414545804,
"XLF": 0.5666922611217285,
"XLE": 0.00440313577124417,
"XLV": 0.4073828189114549,
"XLI": 0.7186811381538495,
"XLY": 0.8752017936295887,
"XLP": 0.0,
"XLU": 0.34045475998735036,
"GDX": 0.6259539792305832,
"XME": 0.8138484854698336,
"IWF": 0.9392630509263045,
"XSD": 1.0,
"XBI": 0.6876558857321552,
"IWM": 0.9508476338038326,
"IWD": 0.5182370916091945,
"IWO": 0.9480588470692982
}
},
{
"window": 4536,
"top_etfs": [
{
"ticker": "XSD",
"hd_score_norm": 1.0,
"raw_score": 0.3735569485874647
},
{
"ticker": "GLD",
"hd_score_norm": 0.9587038077142709,
"raw_score": 0.34859999999999997
},
{
"ticker": "XME",
"hd_score_norm": 0.9507612612816889,
"raw_score": 0.3438
}
],
"all_scores_raw": {
"TLT": -0.0392,
"VCIT": -0.016,
"LQD": -0.0586,
"HYG": 0.1774,
"VNQ": 0.15000000000000002,
"GLD": 0.34859999999999997,
"SLV": 0.31379999999999997,
"SPY": 0.1872,
"QQQ": 0.21280000000000002,
"XLK": 0.271,
"XLF": 0.14100000000000001,
"XLE": -0.23078323887551244,
"XLV": 0.002999999999999975,
"XLI": 0.16260000000000002,
"XLY": 0.2746,
"XLP": -0.19399999999999998,
"XLU": -0.06799999999999999,
"GDX": 0.1406,
"XME": 0.3438,
"IWF": 0.2734,
"XSD": 0.3735569485874647,
"XBI": 0.20920000000000002,
"IWM": 0.3178,
"IWD": 0.1758,
"IWO": 0.28540000000000004
},
"all_scores_norm": {
"TLT": 0.3170122438485843,
"VCIT": 0.3554012182727305,
"LQD": 0.28491111868356545,
"HYG": 0.6754196516188465,
"VNQ": 0.630080949066191,
"GLD": 0.9587038077142709,
"SLV": 0.9011203460780514,
"SPY": 0.6916356839187016,
"QQQ": 0.7339959315591388,
"XLK": 0.8302993070541954,
"XLF": 0.6151886745050998,
"XLE": 0.0,
"XLV": 0.38684046456836757,
"XLI": 0.6509301334517188,
"XLY": 0.8362562168786318,
"XLP": 0.06086512139781514,
"XLU": 0.26935696525309233,
"GDX": 0.614526795635718,
"XME": 0.9507612612816889,
"IWF": 0.8342705802704863,
"XSD": 1.0,
"XBI": 0.7280390217347024,
"IWM": 0.90773913477187,
"IWD": 0.6727721361413193,
"IWO": 0.8541269463519415
}
}
]
}
}
}