p2-etf-hyperdimensional-computing-results / hd_computing_20260715_032903.json
P2SAMAPA's picture
Upload hd_computing_20260715_032903.json with huggingface_hub
3f58022 verified
Raw
History Blame Contribute Delete
47.5 kB
{
"run_date": "2026-07-15 03:28:21",
"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": "VCIT",
"hd_score_norm": 1.0,
"raw_score": 0.38079999999999997
},
{
"ticker": "GLD",
"hd_score_norm": 0.9405025868440502,
"raw_score": 0.34859999999999997
},
{
"ticker": "SLV",
"hd_score_norm": 0.8762010347376201,
"raw_score": 0.31379999999999997
}
],
"all_scores_raw": {
"TLT": -0.0392,
"VCIT": 0.38079999999999997,
"LQD": -0.0374,
"HYG": 0.1774,
"VNQ": -0.1604,
"GLD": 0.34859999999999997,
"SLV": 0.31379999999999997
},
"all_scores_norm": {
"TLT": 0.2239467849223947,
"VCIT": 1.0,
"LQD": 0.2272727272727273,
"HYG": 0.6241685144124169,
"VNQ": 0.0,
"GLD": 0.9405025868440502,
"SLV": 0.8762010347376201
}
},
"all_windows": [
{
"window": 63,
"top_etfs": [
{
"ticker": "TLT",
"hd_score_norm": 1.0,
"raw_score": 0.3816862622434681
},
{
"ticker": "VCIT",
"hd_score_norm": 0.9797849896746168,
"raw_score": 0.3710426091837941
},
{
"ticker": "HYG",
"hd_score_norm": 0.8804534616594364,
"raw_score": 0.3187423478896748
}
],
"all_scores_raw": {
"TLT": 0.3816862622434681,
"VCIT": 0.3710426091837941,
"LQD": 0.16333490466671124,
"HYG": 0.3187423478896748,
"VNQ": -0.1448360045450439,
"GLD": 0.25963889399809165,
"SLV": 0.09730709221424629
},
"all_scores_norm": {
"TLT": 1.0,
"VCIT": 0.9797849896746168,
"LQD": 0.585295112192355,
"HYG": 0.8804534616594364,
"VNQ": 0.0,
"GLD": 0.7682009367053053,
"SLV": 0.4598914652484236
}
},
{
"window": 252,
"top_etfs": [
{
"ticker": "LQD",
"hd_score_norm": 1.0,
"raw_score": 0.3684
},
{
"ticker": "SLV",
"hd_score_norm": 0.7869320602894512,
"raw_score": 0.27240000000000003
},
{
"ticker": "TLT",
"hd_score_norm": 0.4415844413419363,
"raw_score": 0.1168
}
],
"all_scores_raw": {
"TLT": 0.1168,
"VCIT": 0.05187644606641913,
"LQD": 0.3684,
"HYG": 0.06204511947976169,
"VNQ": -0.08216051196822581,
"GLD": 0.10792866488679834,
"SLV": 0.27240000000000003
},
"all_scores_norm": {
"TLT": 0.4415844413419363,
"VCIT": 0.29748935930740733,
"LQD": 1.0,
"HYG": 0.320058299867515,
"VNQ": 0.0,
"GLD": 0.42189488826848076,
"SLV": 0.7869320602894512
}
},
{
"window": 504,
"top_etfs": [
{
"ticker": "HYG",
"hd_score_norm": 1.0,
"raw_score": 0.23245349988119587
},
{
"ticker": "LQD",
"hd_score_norm": 0.9987758816204421,
"raw_score": 0.2318
},
{
"ticker": "SLV",
"hd_score_norm": 0.9360649487663274,
"raw_score": 0.1983215490150161
}
],
"all_scores_raw": {
"TLT": -0.030566578654883464,
"VCIT": 0.12953111903800185,
"LQD": 0.2318,
"HYG": 0.23245349988119587,
"VNQ": -0.30139999999999995,
"GLD": 0.1589847105979158,
"SLV": 0.1983215490150161
},
"all_scores_norm": {
"TLT": 0.5073178716733859,
"VCIT": 0.8072085677698124,
"LQD": 0.9987758816204421,
"HYG": 1.0,
"VNQ": 0.0,
"GLD": 0.8623802423330935,
"SLV": 0.9360649487663274
}
},
{
"window": 1008,
"top_etfs": [
{
"ticker": "HYG",
"hd_score_norm": 1.0,
"raw_score": 0.3916
},
{
"ticker": "GLD",
"hd_score_norm": 0.7264714605304419,
"raw_score": 0.24059999999999998
},
{
"ticker": "LQD",
"hd_score_norm": 0.6467677801552065,
"raw_score": 0.1966
}
],
"all_scores_raw": {
"TLT": 0.01314337105629066,
"VCIT": 0.1674,
"LQD": 0.1966,
"HYG": 0.3916,
"VNQ": -0.16044477124335063,
"GLD": 0.24059999999999998,
"SLV": 0.06075836870429656
},
"all_scores_norm": {
"TLT": 0.3144457684268523,
"VCIT": 0.5938735195425502,
"LQD": 0.6467677801552065,
"HYG": 1.0,
"VNQ": 0.0,
"GLD": 0.7264714605304419,
"SLV": 0.40069782646331253
}
},
{
"window": 2016,
"top_etfs": [
{
"ticker": "GLD",
"hd_score_norm": 1.0,
"raw_score": 0.2688
},
{
"ticker": "VCIT",
"hd_score_norm": 0.9887873754152825,
"raw_score": 0.2634
},
{
"ticker": "HYG",
"hd_score_norm": 0.8803986710963455,
"raw_score": 0.2112
}
],
"all_scores_raw": {
"TLT": -0.027999999999999997,
"VCIT": 0.2634,
"LQD": 0.101,
"HYG": 0.2112,
"VNQ": -0.2128,
"GLD": 0.2688,
"SLV": 0.2078
},
"all_scores_norm": {
"TLT": 0.38372093023255816,
"VCIT": 0.9887873754152825,
"LQD": 0.651578073089701,
"HYG": 0.8803986710963455,
"VNQ": 0.0,
"GLD": 1.0,
"SLV": 0.8733388704318937
}
},
{
"window": 4032,
"top_etfs": [
{
"ticker": "VCIT",
"hd_score_norm": 1.0,
"raw_score": 0.40619999999999995
},
{
"ticker": "SLV",
"hd_score_norm": 0.8119556611243073,
"raw_score": 0.3112
},
{
"ticker": "GLD",
"hd_score_norm": 0.7375761728352342,
"raw_score": 0.2736234825163604
}
],
"all_scores_raw": {
"TLT": -0.099,
"VCIT": 0.40619999999999995,
"LQD": -0.0204,
"HYG": 0.14648869854828309,
"VNQ": -0.0968,
"GLD": 0.2736234825163604,
"SLV": 0.3112
},
"all_scores_norm": {
"TLT": 0.0,
"VCIT": 1.0,
"LQD": 0.15558194774346795,
"HYG": 0.48592378968385413,
"VNQ": 0.0043547110055423745,
"GLD": 0.7375761728352342,
"SLV": 0.8119556611243073
}
},
{
"window": 4536,
"top_etfs": [
{
"ticker": "VCIT",
"hd_score_norm": 1.0,
"raw_score": 0.38079999999999997
},
{
"ticker": "GLD",
"hd_score_norm": 0.9405025868440502,
"raw_score": 0.34859999999999997
},
{
"ticker": "SLV",
"hd_score_norm": 0.8762010347376201,
"raw_score": 0.31379999999999997
}
],
"all_scores_raw": {
"TLT": -0.0392,
"VCIT": 0.38079999999999997,
"LQD": -0.0374,
"HYG": 0.1774,
"VNQ": -0.1604,
"GLD": 0.34859999999999997,
"SLV": 0.31379999999999997
},
"all_scores_norm": {
"TLT": 0.2239467849223947,
"VCIT": 1.0,
"LQD": 0.2272727272727273,
"HYG": 0.6241685144124169,
"VNQ": 0.0,
"GLD": 0.9405025868440502,
"SLV": 0.8762010347376201
}
}
]
},
"EQUITY_SECTORS": {
"best_window_data": {
"window": 4536,
"top_etfs": [
{
"ticker": "XSD",
"hd_score_norm": 1.0,
"raw_score": 0.3920274803010683
},
{
"ticker": "SMH",
"hd_score_norm": 0.9622641047077931,
"raw_score": 0.369
},
{
"ticker": "SOXX",
"hd_score_norm": 0.9046661876968968,
"raw_score": 0.33385216823185065
}
],
"all_scores_raw": {
"SPY": 0.17664059415110875,
"QQQ": 0.21280000000000002,
"XLK": 0.271,
"XLF": 0.036599999999999994,
"XLE": 0.3148,
"XLV": -0.1974,
"XLI": 0.03920000000000001,
"XLY": 0.0005999999999999998,
"SMH": 0.369,
"SOXX": 0.33385216823185065,
"XLB": -0.1234,
"XLP": -0.19399999999999998,
"XLU": -0.07857153897418279,
"GDX": 0.1406,
"XME": 0.0354,
"IWF": 0.25953606726038253,
"XSD": 0.3920274803010683,
"XBI": 0.033399999999999985,
"IWM": 0.0546,
"IWD": -0.2182,
"IWO": 0.0918
},
"all_scores_norm": {
"SPY": 0.6470383699473939,
"QQQ": 0.7062939869364082,
"XLK": 0.8016682561700484,
"XLF": 0.41754920619813646,
"XLE": 0.8734447680675302,
"XLV": 0.034085649485562176,
"XLI": 0.4218099123838317,
"XLY": 0.3585548128577404,
"SMH": 0.9622641047077931,
"SOXX": 0.9046661876968968,
"XLB": 0.15535190246304292,
"XLP": 0.039657342189932936,
"XLU": 0.22881378753531165,
"GDX": 0.5879774536259472,
"XME": 0.41558272642012317,
"IWF": 0.7828819295792474,
"XSD": 1.0,
"XBI": 0.41230526012343455,
"IWM": 0.4470464028683344,
"IWD": 0.0,
"IWO": 0.5080072759867437
}
},
"all_windows": [
{
"window": 63,
"top_etfs": [
{
"ticker": "SPY",
"hd_score_norm": 1.0,
"raw_score": 0.306377239180091
},
{
"ticker": "XLI",
"hd_score_norm": 0.9558463842665685,
"raw_score": 0.27662891964393854
},
{
"ticker": "XLB",
"hd_score_norm": 0.9542551004539601,
"raw_score": 0.2755567986286183
}
],
"all_scores_raw": {
"SPY": 0.306377239180091,
"QQQ": 0.08714267973910027,
"XLK": 0.2053875598762524,
"XLF": -0.05088999423427189,
"XLE": 0.1552561832303095,
"XLV": -0.2230101656758546,
"XLI": 0.27662891964393854,
"XLY": 0.036130926973916885,
"SMH": 0.17472971446768623,
"SOXX": 0.2625587019715047,
"XLB": 0.2755567986286183,
"XLP": -0.1803929438200696,
"XLU": -0.3673687053367069,
"GDX": -0.1254787593398312,
"XME": -0.00381600542171137,
"IWF": 0.2639093484831877,
"XSD": 0.020838119080411416,
"XBI": -0.19645383991571008,
"IWM": -0.0013338911731356207,
"IWD": -0.2683844000524953,
"IWO": 0.18403099596576017
},
"all_scores_norm": {
"SPY": 1.0,
"QQQ": 0.6746035189893084,
"XLK": 0.8501071804205558,
"XLF": 0.4697300424263178,
"XLE": 0.7757002365956152,
"XLV": 0.21426257305991567,
"XLI": 0.9558463842665685,
"XLY": 0.5988898866025957,
"SMH": 0.8046036109251525,
"SOXX": 0.9349628186036616,
"XLB": 0.9542551004539601,
"XLP": 0.2775167153707084,
"XLU": 0.0,
"GDX": 0.35902248906352396,
"XME": 0.5395990920223364,
"IWF": 0.9369675008175955,
"XSD": 0.5761917048651556,
"XBI": 0.25367850717613566,
"IWM": 0.5432831427669473,
"IWD": 0.1469163652705945,
"IWO": 0.8184089355787127
}
},
{
"window": 252,
"top_etfs": [
{
"ticker": "SOXX",
"hd_score_norm": 1.0,
"raw_score": 0.47451642988503706
},
{
"ticker": "SMH",
"hd_score_norm": 0.8320553001100649,
"raw_score": 0.33499999999999996
},
{
"ticker": "QQQ",
"hd_score_norm": 0.7442269759276021,
"raw_score": 0.26203851779333687
}
],
"all_scores_raw": {
"SPY": 0.14864170407203287,
"QQQ": 0.26203851779333687,
"XLK": 0.1586,
"XLF": 0.0644,
"XLE": -0.08174955253771937,
"XLV": -0.35621195854562565,
"XLI": -0.20313803289698285,
"XLY": -0.029200000000000004,
"SMH": 0.33499999999999996,
"SOXX": 0.47451642988503706,
"XLB": 0.0808,
"XLP": -0.3123846949659026,
"XLU": -0.119,
"GDX": 0.17759999999999998,
"XME": 0.2499938679168112,
"IWF": 0.187,
"XSD": 0.036076581558502706,
"XBI": -0.19691979234152174,
"IWM": -0.10479999999999999,
"IWD": -0.29619694566089055,
"IWO": 0.1271416715038395
},
"all_scores_norm": {
"SPY": 0.607724100498579,
"QQQ": 0.7442269759276021,
"XLK": 0.619711527516427,
"XLF": 0.5063170639205047,
"XLE": 0.33038765718166435,
"XLV": 0.0,
"XLI": 0.18426471007908649,
"XLY": 0.3936448580544927,
"SMH": 0.8320553001100649,
"SOXX": 1.0,
"XLB": 0.5260587752047204,
"XLP": 0.05275763316878767,
"XLU": 0.28554695114457945,
"GDX": 0.6425830222969208,
"XME": 0.7297280734652951,
"IWF": 0.6538983933988495,
"XSD": 0.47222238407574413,
"XBI": 0.19174999725845934,
"IWM": 0.3026403840857907,
"IWD": 0.07224384494444695,
"IWO": 0.5818431593057429
}
},
{
"window": 504,
"top_etfs": [
{
"ticker": "SPY",
"hd_score_norm": 1.0,
"raw_score": 0.2745089439888828
},
{
"ticker": "XLK",
"hd_score_norm": 0.9882282523385542,
"raw_score": 0.2676
},
{
"ticker": "IWM",
"hd_score_norm": 0.968463687291783,
"raw_score": 0.256
}
],
"all_scores_raw": {
"SPY": 0.2745089439888828,
"QQQ": 0.039453357851079354,
"XLK": 0.2676,
"XLF": 0.05460000000000001,
"XLE": -0.01503403422143118,
"XLV": -0.1774,
"XLI": 0.012283991516390397,
"XLY": 0.011057171385872033,
"SMH": 0.14245124481542856,
"SOXX": 0.20639621291801596,
"XLB": 0.07,
"XLP": -0.24459999999999998,
"XLU": -0.2732,
"GDX": 0.088,
"XME": 0.22017816412657532,
"IWF": 0.036000000000000004,
"XSD": 0.0712,
"XBI": 0.187,
"IWM": 0.256,
"IWD": -0.3124,
"IWO": 0.22846503933466078
},
"all_scores_norm": {
"SPY": 1.0,
"QQQ": 0.5995024636355586,
"XLK": 0.9882282523385542,
"XLF": 0.625309945876292,
"XLE": 0.5066645666660713,
"XLV": 0.23001864494087035,
"XLI": 0.5532101612043938,
"XLY": 0.5511198537672974,
"SMH": 0.7749945702378738,
"SOXX": 0.8839466807100539,
"XLB": 0.651549109817695,
"XLP": 0.11552047501474827,
"XLU": 0.06679059912357126,
"GDX": 0.6822182624764777,
"XME": 0.9074289454628985,
"IWF": 0.5936184881288833,
"XSD": 0.6535937199949471,
"XBI": 0.8508986020997826,
"IWM": 0.968463687291783,
"IWD": 0.0,
"IWO": 0.9215484699529571
}
},
{
"window": 1008,
"top_etfs": [
{
"ticker": "SPY",
"hd_score_norm": 1.0,
"raw_score": 0.2066
},
{
"ticker": "SMH",
"hd_score_norm": 0.9771386430678467,
"raw_score": 0.19419999999999998
},
{
"ticker": "SOXX",
"hd_score_norm": 0.9767699115044248,
"raw_score": 0.194
}
],
"all_scores_raw": {
"SPY": 0.2066,
"QQQ": 0.102622603746201,
"XLK": 0.16760000000000003,
"XLF": -0.0556,
"XLE": 0.04240000000000001,
"XLV": -0.30565185951960894,
"XLI": -0.04419999999999999,
"XLY": -0.0262,
"SMH": 0.19419999999999998,
"SOXX": 0.194,
"XLB": -0.000198984653639378,
"XLP": -0.3358,
"XLU": -0.01920000000000001,
"GDX": 0.0994,
"XME": 0.1666,
"IWF": 0.1336,
"XSD": 0.12480000000000001,
"XBI": 0.005599999999999994,
"IWM": 0.1694,
"IWD": -0.2887183491662083,
"IWO": 0.01715448733768146
},
"all_scores_norm": {
"SPY": 1.0,
"QQQ": 0.8083012605940284,
"XLK": 0.9280973451327436,
"XLF": 0.5165929203539823,
"XLE": 0.6972713864306784,
"XLV": 0.0555828548679776,
"XLI": 0.5376106194690266,
"XLY": 0.5707964601769911,
"SMH": 0.9771386430678467,
"SOXX": 0.9767699115044248,
"XLB": 0.6187334353730837,
"XLP": 0.0,
"XLU": 0.5837020648967551,
"GDX": 0.8023598820058997,
"XME": 0.9262536873156342,
"IWF": 0.8654129793510325,
"XSD": 0.849188790560472,
"XBI": 0.629424778761062,
"IWM": 0.9314159292035398,
"IWD": 0.0868024536021233,
"IWO": 0.6507272996638669
}
},
{
"window": 2016,
"top_etfs": [
{
"ticker": "XLK",
"hd_score_norm": 1.0,
"raw_score": 0.2778
},
{
"ticker": "QQQ",
"hd_score_norm": 0.8736547395440587,
"raw_score": 0.213
},
{
"ticker": "SOXX",
"hd_score_norm": 0.8709250579909983,
"raw_score": 0.2116
}
],
"all_scores_raw": {
"SPY": 0.1814,
"QQQ": 0.213,
"XLK": 0.2778,
"XLF": -0.00020000000000000573,
"XLE": -0.0013999999999999985,
"XLV": -0.1966,
"XLI": -0.13119999999999998,
"XLY": -0.158,
"SMH": 0.1814,
"SOXX": 0.2116,
"XLB": -0.0021999999999999936,
"XLP": -0.23508033889167376,
"XLU": 0.0374,
"GDX": 0.17559999999999998,
"XME": 0.15892136709951613,
"IWF": 0.17629845546065626,
"XSD": 0.1856,
"XBI": 0.0652,
"IWM": 0.09459999999999999,
"IWD": -0.217,
"IWO": 0.1598
},
"all_scores_norm": {
"SPY": 0.8120419273464083,
"QQQ": 0.8736547395440587,
"XLK": 1.0,
"XLF": 0.45796323446370835,
"XLE": 0.455623507418228,
"XLV": 0.07502790802008352,
"XLI": 0.20254303199876514,
"XLY": 0.15028912798303626,
"SMH": 0.8120419273464083,
"SOXX": 0.8709250579909983,
"XLB": 0.45406368938790764,
"XLP": 0.0,
"XLU": 0.5312746818887608,
"GDX": 0.8007332466265864,
"XME": 0.768213706227502,
"IWF": 0.8020950759027204,
"XSD": 0.8202309720055897,
"XBI": 0.5854783584423899,
"IWM": 0.6428016710566596,
"IWD": 0.035252548246916794,
"IWO": 0.7699268405277611
}
},
{
"window": 4032,
"top_etfs": [
{
"ticker": "SMH",
"hd_score_norm": 1.0,
"raw_score": 0.3656
},
{
"ticker": "XSD",
"hd_score_norm": 0.9973767343900023,
"raw_score": 0.3640286638996113
},
{
"ticker": "XLK",
"hd_score_norm": 0.955128991548337,
"raw_score": 0.33872226593745386
}
],
"all_scores_raw": {
"SPY": 0.0658,
"QQQ": 0.24399999999999997,
"XLK": 0.33872226593745386,
"XLF": 0.032399999999999984,
"XLE": 0.3014,
"XLV": -0.1656,
"XLI": -0.0344,
"XLY": 0.01892200085766415,
"SMH": 0.3656,
"SOXX": 0.3324,
"XLB": -0.0024000000000000132,
"XLP": -0.22692437615889177,
"XLU": -0.0632,
"GDX": 0.1483047784925377,
"XME": 0.11901517088743951,
"IWF": 0.3090209592925355,
"XSD": 0.3640286638996113,
"XBI": -0.028200000000000003,
"IWM": 0.0536,
"IWD": -0.2334,
"IWO": 0.0496
},
"all_scores_norm": {
"SPY": 0.4994991652754592,
"QQQ": 0.7969949916527546,
"XLK": 0.955128991548337,
"XLF": 0.4437395659432387,
"XLE": 0.892821368948247,
"XLV": 0.11318864774624374,
"XLI": 0.332220367278798,
"XLY": 0.42123873265052447,
"SMH": 1.0,
"SOXX": 0.9445742904841402,
"XLB": 0.38564273789649417,
"XLP": 0.010810724275639774,
"XLU": 0.28414023372287145,
"GDX": 0.6372366919741865,
"XME": 0.5883391834514851,
"IWF": 0.9055441724416287,
"XSD": 0.9973767343900023,
"XBI": 0.3425709515859766,
"IWM": 0.4791318864774624,
"IWD": 0.0,
"IWO": 0.4724540901502504
}
},
{
"window": 4536,
"top_etfs": [
{
"ticker": "XSD",
"hd_score_norm": 1.0,
"raw_score": 0.3920274803010683
},
{
"ticker": "SMH",
"hd_score_norm": 0.9622641047077931,
"raw_score": 0.369
},
{
"ticker": "SOXX",
"hd_score_norm": 0.9046661876968968,
"raw_score": 0.33385216823185065
}
],
"all_scores_raw": {
"SPY": 0.17664059415110875,
"QQQ": 0.21280000000000002,
"XLK": 0.271,
"XLF": 0.036599999999999994,
"XLE": 0.3148,
"XLV": -0.1974,
"XLI": 0.03920000000000001,
"XLY": 0.0005999999999999998,
"SMH": 0.369,
"SOXX": 0.33385216823185065,
"XLB": -0.1234,
"XLP": -0.19399999999999998,
"XLU": -0.07857153897418279,
"GDX": 0.1406,
"XME": 0.0354,
"IWF": 0.25953606726038253,
"XSD": 0.3920274803010683,
"XBI": 0.033399999999999985,
"IWM": 0.0546,
"IWD": -0.2182,
"IWO": 0.0918
},
"all_scores_norm": {
"SPY": 0.6470383699473939,
"QQQ": 0.7062939869364082,
"XLK": 0.8016682561700484,
"XLF": 0.41754920619813646,
"XLE": 0.8734447680675302,
"XLV": 0.034085649485562176,
"XLI": 0.4218099123838317,
"XLY": 0.3585548128577404,
"SMH": 0.9622641047077931,
"SOXX": 0.9046661876968968,
"XLB": 0.15535190246304292,
"XLP": 0.039657342189932936,
"XLU": 0.22881378753531165,
"GDX": 0.5879774536259472,
"XME": 0.41558272642012317,
"IWF": 0.7828819295792474,
"XSD": 1.0,
"XBI": 0.41230526012343455,
"IWM": 0.4470464028683344,
"IWD": 0.0,
"IWO": 0.5080072759867437
}
}
]
},
"COMBINED": {
"best_window_data": {
"window": 4536,
"top_etfs": [
{
"ticker": "XSD",
"hd_score_norm": 1.0,
"raw_score": 0.3920274803010683
},
{
"ticker": "VCIT",
"hd_score_norm": 0.9816011558582562,
"raw_score": 0.38079999999999997
},
{
"ticker": "SMH",
"hd_score_norm": 0.9622641047077931,
"raw_score": 0.369
}
],
"all_scores_raw": {
"TLT": -0.0392,
"VCIT": 0.38079999999999997,
"LQD": -0.0374,
"HYG": 0.1774,
"VNQ": -0.1604,
"GLD": 0.34859999999999997,
"SLV": 0.31379999999999997,
"SPY": 0.17664059415110875,
"QQQ": 0.21280000000000002,
"XLK": 0.271,
"XLF": 0.036599999999999994,
"XLE": 0.3148,
"XLV": -0.1974,
"XLI": 0.03920000000000001,
"XLY": 0.0005999999999999998,
"SMH": 0.369,
"SOXX": 0.33385216823185065,
"XLB": -0.1234,
"XLP": -0.19399999999999998,
"XLU": -0.07857153897418279,
"GDX": 0.1406,
"XME": 0.0354,
"IWF": 0.25953606726038253,
"XSD": 0.3920274803010683,
"XBI": 0.033399999999999985,
"IWM": 0.0546,
"IWD": -0.2182,
"IWO": 0.0918
},
"all_scores_norm": {
"TLT": 0.29333323355363583,
"VCIT": 0.9816011558582562,
"LQD": 0.2962829532206557,
"HYG": 0.6482828334850187,
"VNQ": 0.09471877597430256,
"GLD": 0.9288339484815686,
"SLV": 0.871806034919186,
"SPY": 0.6470383699473939,
"QQQ": 0.7062939869364082,
"XLK": 0.8016682561700484,
"XLF": 0.41754920619813646,
"XLE": 0.8734447680675302,
"XLV": 0.034085649485562176,
"XLI": 0.4218099123838317,
"XLY": 0.3585548128577404,
"SMH": 0.9622641047077931,
"SOXX": 0.9046661876968968,
"XLB": 0.15535190246304292,
"XLP": 0.039657342189932936,
"XLU": 0.22881378753531165,
"GDX": 0.5879774536259472,
"XME": 0.41558272642012317,
"IWF": 0.7828819295792474,
"XSD": 1.0,
"XBI": 0.41230526012343455,
"IWM": 0.4470464028683344,
"IWD": 0.0,
"IWO": 0.5080072759867437
}
},
"all_windows": [
{
"window": 63,
"top_etfs": [
{
"ticker": "TLT",
"hd_score_norm": 1.0,
"raw_score": 0.3816862622434681
},
{
"ticker": "VCIT",
"hd_score_norm": 0.9857905580760538,
"raw_score": 0.3710426091837941
},
{
"ticker": "HYG",
"hd_score_norm": 0.9159688980407754,
"raw_score": 0.3187423478896748
}
],
"all_scores_raw": {
"TLT": 0.3816862622434681,
"VCIT": 0.3710426091837941,
"LQD": 0.16333490466671124,
"HYG": 0.3187423478896748,
"VNQ": -0.1448360045450439,
"GLD": 0.25963889399809165,
"SLV": 0.09730709221424629,
"SPY": 0.306377239180091,
"QQQ": 0.08714267973910027,
"XLK": 0.2053875598762524,
"XLF": -0.05088999423427189,
"XLE": 0.1552561832303095,
"XLV": -0.2230101656758546,
"XLI": 0.27662891964393854,
"XLY": 0.036130926973916885,
"SMH": 0.17472971446768623,
"SOXX": 0.2625587019715047,
"XLB": 0.2755567986286183,
"XLP": -0.1803929438200696,
"XLU": -0.3673687053367069,
"GDX": -0.1254787593398312,
"XME": -0.00381600542171137,
"IWF": 0.2639093484831877,
"XSD": 0.020838119080411416,
"XBI": -0.19645383991571008,
"IWM": -0.0013338911731356207,
"IWD": -0.2683844000524953,
"IWO": 0.18403099596576017
},
"all_scores_norm": {
"TLT": 1.0,
"VCIT": 0.9857905580760538,
"LQD": 0.7084975508778191,
"HYG": 0.9159688980407754,
"VNQ": 0.29708460716915847,
"GLD": 0.8370648703663885,
"SLV": 0.6203493971238054,
"SPY": 0.899461286123416,
"QQQ": 0.6067797488135056,
"XLK": 0.764638497843824,
"XLF": 0.42250398809158257,
"XLE": 0.6977123324545302,
"XLV": 0.19272088953258415,
"XLI": 0.8597468181288247,
"XLY": 0.5386782676498775,
"SMH": 0.7237097987022824,
"SOXX": 0.8409628592988236,
"XLB": 0.8583155199441486,
"XLP": 0.24961554172808337,
"XLU": 0.0,
"GDX": 0.32292682976030734,
"XME": 0.4853484933014382,
"IWF": 0.8427659933412374,
"XSD": 0.5182621319116566,
"XBI": 0.22817399632651522,
"IWM": 0.48866215432232996,
"IWD": 0.13214558285886652,
"IWO": 0.736127153770525
}
},
{
"window": 252,
"top_etfs": [
{
"ticker": "SOXX",
"hd_score_norm": 1.0,
"raw_score": 0.47451642988503706
},
{
"ticker": "LQD",
"hd_score_norm": 0.8722609804084068,
"raw_score": 0.3684
},
{
"ticker": "SMH",
"hd_score_norm": 0.8320553001100649,
"raw_score": 0.33499999999999996
}
],
"all_scores_raw": {
"TLT": 0.1168,
"VCIT": 0.05187644606641913,
"LQD": 0.3684,
"HYG": 0.06204511947976169,
"VNQ": -0.08216051196822581,
"GLD": 0.10792866488679834,
"SLV": 0.27240000000000003,
"SPY": 0.14864170407203287,
"QQQ": 0.26203851779333687,
"XLK": 0.1586,
"XLF": 0.0644,
"XLE": -0.08174955253771937,
"XLV": -0.35621195854562565,
"XLI": -0.20313803289698285,
"XLY": -0.029200000000000004,
"SMH": 0.33499999999999996,
"SOXX": 0.47451642988503706,
"XLB": 0.0808,
"XLP": -0.3123846949659026,
"XLU": -0.119,
"GDX": 0.17759999999999998,
"XME": 0.2499938679168112,
"IWF": 0.187,
"XSD": 0.036076581558502706,
"XBI": -0.19691979234152174,
"IWM": -0.10479999999999999,
"IWD": -0.29619694566089055,
"IWO": 0.1271416715038395
},
"all_scores_norm": {
"TLT": 0.5693942389993405,
"VCIT": 0.4912416745297084,
"LQD": 0.8722609804084068,
"HYG": 0.503482346155909,
"VNQ": 0.3298929594727263,
"GLD": 0.5587152550657823,
"SLV": 0.7566997436227536,
"SPY": 0.607724100498579,
"QQQ": 0.7442269759276021,
"XLK": 0.619711527516427,
"XLF": 0.5063170639205047,
"XLE": 0.33038765718166435,
"XLV": 0.0,
"XLI": 0.18426471007908649,
"XLY": 0.3936448580544927,
"SMH": 0.8320553001100649,
"SOXX": 1.0,
"XLB": 0.5260587752047204,
"XLP": 0.05275763316878767,
"XLU": 0.28554695114457945,
"GDX": 0.6425830222969208,
"XME": 0.7297280734652951,
"IWF": 0.6538983933988495,
"XSD": 0.47222238407574413,
"XBI": 0.19174999725845934,
"IWM": 0.3026403840857907,
"IWD": 0.07224384494444695,
"IWO": 0.5818431593057429
}
},
{
"window": 504,
"top_etfs": [
{
"ticker": "SPY",
"hd_score_norm": 1.0,
"raw_score": 0.2745089439888828
},
{
"ticker": "XLK",
"hd_score_norm": 0.9882282523385542,
"raw_score": 0.2676
},
{
"ticker": "IWM",
"hd_score_norm": 0.968463687291783,
"raw_score": 0.256
}
],
"all_scores_raw": {
"TLT": -0.030566578654883464,
"VCIT": 0.12953111903800185,
"LQD": 0.2318,
"HYG": 0.23245349988119587,
"VNQ": -0.30139999999999995,
"GLD": 0.1589847105979158,
"SLV": 0.1983215490150161,
"SPY": 0.2745089439888828,
"QQQ": 0.039453357851079354,
"XLK": 0.2676,
"XLF": 0.05460000000000001,
"XLE": -0.01503403422143118,
"XLV": -0.1774,
"XLI": 0.012283991516390397,
"XLY": 0.011057171385872033,
"SMH": 0.14245124481542856,
"SOXX": 0.20639621291801596,
"XLB": 0.07,
"XLP": -0.24459999999999998,
"XLU": -0.2732,
"GDX": 0.088,
"XME": 0.22017816412657532,
"IWF": 0.036000000000000004,
"XSD": 0.0712,
"XBI": 0.187,
"IWM": 0.256,
"IWD": -0.3124,
"IWO": 0.22846503933466078
},
"all_scores_norm": {
"TLT": 0.4801995679766895,
"VCIT": 0.7529807196912863,
"LQD": 0.927230715383864,
"HYG": 0.9283441758071359,
"VNQ": 0.018742259958145102,
"GLD": 0.8031649805746438,
"SLV": 0.8701887307150837,
"SPY": 1.0,
"QQQ": 0.5995024636355586,
"XLK": 0.9882282523385542,
"XLF": 0.625309945876292,
"XLE": 0.5066645666660713,
"XLV": 0.23001864494087035,
"XLI": 0.5532101612043938,
"XLY": 0.5511198537672974,
"SMH": 0.7749945702378738,
"SOXX": 0.8839466807100539,
"XLB": 0.651549109817695,
"XLP": 0.11552047501474827,
"XLU": 0.06679059912357126,
"GDX": 0.6822182624764777,
"XME": 0.9074289454628985,
"IWF": 0.5936184881288833,
"XSD": 0.6535937199949471,
"XBI": 0.8508986020997826,
"IWM": 0.968463687291783,
"IWD": 0.0,
"IWO": 0.9215484699529571
}
},
{
"window": 1008,
"top_etfs": [
{
"ticker": "HYG",
"hd_score_norm": 1.0,
"raw_score": 0.3916
},
{
"ticker": "GLD",
"hd_score_norm": 0.792411328017597,
"raw_score": 0.24059999999999998
},
{
"ticker": "SPY",
"hd_score_norm": 0.7456695078361286,
"raw_score": 0.2066
}
],
"all_scores_raw": {
"TLT": 0.01314337105629066,
"VCIT": 0.1674,
"LQD": 0.1966,
"HYG": 0.3916,
"VNQ": -0.16044477124335063,
"GLD": 0.24059999999999998,
"SLV": 0.06075836870429656,
"SPY": 0.2066,
"QQQ": 0.102622603746201,
"XLK": 0.16760000000000003,
"XLF": -0.0556,
"XLE": 0.04240000000000001,
"XLV": -0.30565185951960894,
"XLI": -0.04419999999999999,
"XLY": -0.0262,
"SMH": 0.19419999999999998,
"SOXX": 0.194,
"XLB": -0.000198984653639378,
"XLP": -0.3358,
"XLU": -0.01920000000000001,
"GDX": 0.0994,
"XME": 0.1666,
"IWF": 0.1336,
"XSD": 0.12480000000000001,
"XBI": 0.005599999999999994,
"IWM": 0.1694,
"IWD": -0.2887183491662083,
"IWO": 0.01715448733768146
},
"all_scores_norm": {
"TLT": 0.4797131853949555,
"VCIT": 0.6917789386857299,
"LQD": 0.7319219136651085,
"HYG": 1.0,
"VNQ": 0.24107125207128038,
"GLD": 0.792411328017597,
"SLV": 0.5451723518068415,
"SPY": 0.7456695078361286,
"QQQ": 0.6027256031704715,
"XLK": 0.6920538905691505,
"XLF": 0.3852075886719824,
"XLE": 0.519934011547979,
"XLV": 0.041446440033531824,
"XLI": 0.4008798460269452,
"XLY": 0.42562551553478134,
"SMH": 0.7286224910640637,
"SOXX": 0.7283475391806434,
"XLB": 0.46137065623640444,
"XLP": 0.0,
"XLU": 0.43524883145449544,
"GDX": 0.5982952983227935,
"XME": 0.6906791311520483,
"IWF": 0.6453120703876821,
"XSD": 0.6332141875171845,
"XBI": 0.4693428649986252,
"IWM": 0.694528457519934,
"IWD": 0.06472594285646367,
"IWO": 0.48522750527588865
}
},
{
"window": 2016,
"top_etfs": [
{
"ticker": "XLK",
"hd_score_norm": 1.0,
"raw_score": 0.2778
},
{
"ticker": "GLD",
"hd_score_norm": 0.982452047158897,
"raw_score": 0.2688
},
{
"ticker": "VCIT",
"hd_score_norm": 0.9719232754542353,
"raw_score": 0.2634
}
],
"all_scores_raw": {
"TLT": -0.027999999999999997,
"VCIT": 0.2634,
"LQD": 0.101,
"HYG": 0.2112,
"VNQ": -0.2128,
"GLD": 0.2688,
"SLV": 0.2078,
"SPY": 0.1814,
"QQQ": 0.213,
"XLK": 0.2778,
"XLF": -0.00020000000000000573,
"XLE": -0.0013999999999999985,
"XLV": -0.1966,
"XLI": -0.13119999999999998,
"XLY": -0.158,
"SMH": 0.1814,
"SOXX": 0.2116,
"XLB": -0.0021999999999999936,
"XLP": -0.23508033889167376,
"XLU": 0.0374,
"GDX": 0.17559999999999998,
"XME": 0.15892136709951613,
"IWF": 0.17629845546065626,
"XSD": 0.1856,
"XBI": 0.0652,
"IWM": 0.09459999999999999,
"IWD": -0.217,
"IWO": 0.1598
},
"all_scores_norm": {
"TLT": 0.40375955791007917,
"VCIT": 0.9719232754542353,
"LQD": 0.6552802152992218,
"HYG": 0.8701451489758381,
"VNQ": 0.0434415929060982,
"GLD": 0.982452047158897,
"SLV": 0.863515922346977,
"SPY": 0.8120419273464083,
"QQQ": 0.8736547395440587,
"XLK": 1.0,
"XLF": 0.45796323446370835,
"XLE": 0.455623507418228,
"XLV": 0.07502790802008352,
"XLI": 0.20254303199876514,
"XLY": 0.15028912798303626,
"SMH": 0.8120419273464083,
"SOXX": 0.8709250579909983,
"XLB": 0.45406368938790764,
"XLP": 0.0,
"XLU": 0.5312746818887608,
"GDX": 0.8007332466265864,
"XME": 0.768213706227502,
"IWF": 0.8020950759027204,
"XSD": 0.8202309720055897,
"XBI": 0.5854783584423899,
"IWM": 0.6428016710566596,
"IWD": 0.035252548246916794,
"IWO": 0.7699268405277611
}
},
{
"window": 4032,
"top_etfs": [
{
"ticker": "VCIT",
"hd_score_norm": 1.0,
"raw_score": 0.40619999999999995
},
{
"ticker": "SMH",
"hd_score_norm": 0.9365228267667293,
"raw_score": 0.3656
},
{
"ticker": "XSD",
"hd_score_norm": 0.9340660786422943,
"raw_score": 0.3640286638996113
}
],
"all_scores_raw": {
"TLT": -0.099,
"VCIT": 0.40619999999999995,
"LQD": -0.0204,
"HYG": 0.14648869854828309,
"VNQ": -0.0968,
"GLD": 0.2736234825163604,
"SLV": 0.3112,
"SPY": 0.0658,
"QQQ": 0.24399999999999997,
"XLK": 0.33872226593745386,
"XLF": 0.032399999999999984,
"XLE": 0.3014,
"XLV": -0.1656,
"XLI": -0.0344,
"XLY": 0.01892200085766415,
"SMH": 0.3656,
"SOXX": 0.3324,
"XLB": -0.0024000000000000132,
"XLP": -0.22692437615889177,
"XLU": -0.0632,
"GDX": 0.1483047784925377,
"XME": 0.11901517088743951,
"IWF": 0.3090209592925355,
"XSD": 0.3640286638996113,
"XBI": -0.028200000000000003,
"IWM": 0.0536,
"IWD": -0.2334,
"IWO": 0.0496
},
"all_scores_norm": {
"TLT": 0.2101313320825516,
"VCIT": 1.0,
"LQD": 0.3330206378986867,
"HYG": 0.5939473085495359,
"VNQ": 0.2135709818636648,
"GLD": 0.792719641207568,
"SLV": 0.8514696685428393,
"SPY": 0.4677923702313947,
"QQQ": 0.7464040025015635,
"XLK": 0.894500103091704,
"XLF": 0.4155722326454034,
"XLE": 0.8361475922451532,
"XLV": 0.10600375234521577,
"XLI": 0.31113195747342093,
"XLY": 0.3944996886455037,
"SMH": 0.9365228267667293,
"SOXX": 0.8846153846153847,
"XLB": 0.3611632270168856,
"XLP": 0.010124490058017863,
"XLU": 0.2661038148843027,
"GDX": 0.5967867080871446,
"XME": 0.5509930751836141,
"IWF": 0.8480627881371726,
"XSD": 0.9340660786422943,
"XBI": 0.32082551594746717,
"IWM": 0.44871794871794873,
"IWD": 0.0,
"IWO": 0.4424640400250156
}
},
{
"window": 4536,
"top_etfs": [
{
"ticker": "XSD",
"hd_score_norm": 1.0,
"raw_score": 0.3920274803010683
},
{
"ticker": "VCIT",
"hd_score_norm": 0.9816011558582562,
"raw_score": 0.38079999999999997
},
{
"ticker": "SMH",
"hd_score_norm": 0.9622641047077931,
"raw_score": 0.369
}
],
"all_scores_raw": {
"TLT": -0.0392,
"VCIT": 0.38079999999999997,
"LQD": -0.0374,
"HYG": 0.1774,
"VNQ": -0.1604,
"GLD": 0.34859999999999997,
"SLV": 0.31379999999999997,
"SPY": 0.17664059415110875,
"QQQ": 0.21280000000000002,
"XLK": 0.271,
"XLF": 0.036599999999999994,
"XLE": 0.3148,
"XLV": -0.1974,
"XLI": 0.03920000000000001,
"XLY": 0.0005999999999999998,
"SMH": 0.369,
"SOXX": 0.33385216823185065,
"XLB": -0.1234,
"XLP": -0.19399999999999998,
"XLU": -0.07857153897418279,
"GDX": 0.1406,
"XME": 0.0354,
"IWF": 0.25953606726038253,
"XSD": 0.3920274803010683,
"XBI": 0.033399999999999985,
"IWM": 0.0546,
"IWD": -0.2182,
"IWO": 0.0918
},
"all_scores_norm": {
"TLT": 0.29333323355363583,
"VCIT": 0.9816011558582562,
"LQD": 0.2962829532206557,
"HYG": 0.6482828334850187,
"VNQ": 0.09471877597430256,
"GLD": 0.9288339484815686,
"SLV": 0.871806034919186,
"SPY": 0.6470383699473939,
"QQQ": 0.7062939869364082,
"XLK": 0.8016682561700484,
"XLF": 0.41754920619813646,
"XLE": 0.8734447680675302,
"XLV": 0.034085649485562176,
"XLI": 0.4218099123838317,
"XLY": 0.3585548128577404,
"SMH": 0.9622641047077931,
"SOXX": 0.9046661876968968,
"XLB": 0.15535190246304292,
"XLP": 0.039657342189932936,
"XLU": 0.22881378753531165,
"GDX": 0.5879774536259472,
"XME": 0.41558272642012317,
"IWF": 0.7828819295792474,
"XSD": 1.0,
"XBI": 0.41230526012343455,
"IWM": 0.4470464028683344,
"IWD": 0.0,
"IWO": 0.5080072759867437
}
}
]
}
}
}