P2SAMAPA/p2-etf-hyperdimensional-computing-results
06
1{2 "run_date": "2026-07-27 03:58:36",3 "windows": [4 63,5 252,6 504,7 1008,8 2016,9 4032,10 453611 ],12 "vector_dim": 10000,13 "num_levels": 5,14 "macro_vars": [15 "VIX",16 "DXY",17 "T10Y2Y",18 "TBILL_3M",19 "DGS1MO",20 "DGS3MO",21 "DGS6MO",22 "DGS1",23 "DGS2",24 "DGS5",25 "DGS7",26 "DGS10",27 "DGS20",28 "DGS30"29 ],30 "universes": {31 "FI_COMMODITIES": {32 "best_window_data": {33 "window": 4536,34 "top_etfs": [35 {36 "ticker": "HYG",37 "hd_score_norm": 1.0,38 "raw_score": 0.05339999999999997539 },40 {41 "ticker": "GLD",42 "hd_score_norm": 0.5465729349736381,43 "raw_score": 0.00179999999999999644 },45 {46 "ticker": "SLV",47 "hd_score_norm": 0.5184534270650265,48 "raw_score": -0.001399999999999998549 }50 ],51 "all_scores_raw": {52 "TLT": -0.0392,53 "VCIT": -0.06040000000000001,54 "LQD": -0.012601344604269482,55 "HYG": 0.053399999999999975,56 "VNQ": -0.028200000000000003,57 "GLD": 0.001799999999999996,58 "SLV": -0.001399999999999998559 },60 "all_scores_norm": {61 "TLT": 0.18629173989455197,62 "VCIT": 0.0,63 "LQD": 0.42002333388163915,64 "HYG": 1.0,65 "VNQ": 0.2829525483304043,66 "GLD": 0.5465729349736381,67 "SLV": 0.518453427065026568 }69 },70 "all_windows": [71 {72 "window": 63,73 "top_etfs": [74 {75 "ticker": "LQD",76 "hd_score_norm": 1.0,77 "raw_score": 0.1602557146904330478 },79 {80 "ticker": "GLD",81 "hd_score_norm": 0.6552758655617792,82 "raw_score": 0.0403919573657037283 },84 {85 "ticker": "VCIT",86 "hd_score_norm": 0.3068189843181892,87 "raw_score": -0.0807697104112849788 }89 ],90 "all_scores_raw": {91 "TLT": -0.13772132581641722,92 "VCIT": -0.08076971041128497,93 "LQD": 0.16025571469043304,94 "HYG": -0.18277505985024617,95 "VNQ": -0.18745349783704238,96 "GLD": 0.04039195736570372,97 "SLV": -0.109152522635682998 },99 "all_scores_norm": {100 "TLT": 0.14302805398547042,101 "VCIT": 0.3068189843181892,102 "LQD": 1.0,103 "HYG": 0.013455030290365185,104 "VNQ": 0.0,105 "GLD": 0.6552758655617792,106 "SLV": 0.2251909710191307107 }108 },109 {110 "window": 252,111 "top_etfs": [112 {113 "ticker": "SLV",114 "hd_score_norm": 1.0,115 "raw_score": 0.15567221158149394116 },117 {118 "ticker": "VNQ",119 "hd_score_norm": 0.7705670558440548,120 "raw_score": 0.0754121 },122 {123 "ticker": "GLD",124 "hd_score_norm": 0.5076139062236801,125 "raw_score": -0.016600000000000004126 }127 ],128 "all_scores_raw": {129 "TLT": -0.1942,130 "VCIT": -0.04306691315818606,131 "LQD": -0.0816,132 "HYG": -0.128,133 "VNQ": 0.0754,134 "GLD": -0.016600000000000004,135 "SLV": 0.15567221158149394136 },137 "all_scores_norm": {138 "TLT": 0.0,139 "VCIT": 0.431966534748963,140 "LQD": 0.3218317896440674,141 "HYG": 0.18921194027031318,142 "VNQ": 0.7705670558440548,143 "GLD": 0.5076139062236801,144 "SLV": 1.0145 }146 },147 {148 "window": 504,149 "top_etfs": [150 {151 "ticker": "LQD",152 "hd_score_norm": 1.0,153 "raw_score": 0.08085905062503389154 },155 {156 "ticker": "VNQ",157 "hd_score_norm": 0.8751410059045255,158 "raw_score": 0.060199999999999976159 },160 {161 "ticker": "HYG",162 "hd_score_norm": 0.36625376352081673,163 "raw_score": -0.023999999999999994164 }165 ],166 "all_scores_raw": {167 "TLT": -0.047406772903917926,168 "VCIT": -0.0714,169 "LQD": 0.08085905062503389,170 "HYG": -0.023999999999999994,171 "VNQ": 0.060199999999999976,172 "GLD": -0.0776,173 "SLV": -0.08460000000000001174 },175 "all_scores_norm": {176 "TLT": 0.22478810893439732,177 "VCIT": 0.07977804749958385,178 "LQD": 1.0,179 "HYG": 0.36625376352081673,180 "VNQ": 0.8751410059045255,181 "GLD": 0.04230654034068843,182 "SLV": 0.0183 }184 },185 {186 "window": 1008,187 "top_etfs": [188 {189 "ticker": "SLV",190 "hd_score_norm": 1.0,191 "raw_score": 0.05854750230924126192 },193 {194 "ticker": "TLT",195 "hd_score_norm": 0.8283453641757222,196 "raw_score": 0.027624348405695207197 },198 {199 "ticker": "HYG",200 "hd_score_norm": 0.6483575875479033,201 "raw_score": -0.004799999999999999202 }203 ],204 "all_scores_raw": {205 "TLT": 0.027624348405695207,206 "VCIT": -0.1216,207 "LQD": -0.0624,208 "HYG": -0.004799999999999999,209 "VNQ": -0.013800000000000007,210 "GLD": -0.027436914166127535,211 "SLV": 0.05854750230924126212 },213 "all_scores_norm": {214 "TLT": 0.8283453641757222,215 "VCIT": 0.0,216 "LQD": 0.3286195991681154,217 "HYG": 0.6483575875479033,218 "VNQ": 0.5983985268635614,219 "GLD": 0.5226999243777029,220 "SLV": 1.0221 }222 },223 {224 "window": 2016,225 "top_etfs": [226 {227 "ticker": "VCIT",228 "hd_score_norm": 1.0,229 "raw_score": 0.0524230 },231 {232 "ticker": "VNQ",233 "hd_score_norm": 0.764004767580453,234 "raw_score": 0.012800000000000006235 },236 {237 "ticker": "GLD",238 "hd_score_norm": 0.734207389749702,239 "raw_score": 0.007800000000000001240 }241 ],242 "all_scores_raw": {243 "TLT": -0.027999999999999997,244 "VCIT": 0.0524,245 "LQD": -0.08159999999999999,246 "HYG": -0.07819999999999999,247 "VNQ": 0.012800000000000006,248 "GLD": 0.007800000000000001,249 "SLV": -0.1154250 },251 "all_scores_norm": {252 "TLT": 0.5208581644815257,253 "VCIT": 1.0,254 "LQD": 0.2014302741358761,255 "HYG": 0.2216924910607867,256 "VNQ": 0.764004767580453,257 "GLD": 0.734207389749702,258 "SLV": 0.0259 }260 },261 {262 "window": 4032,263 "top_etfs": [264 {265 "ticker": "GLD",266 "hd_score_norm": 1.0,267 "raw_score": 0.06539999999999999268 },269 {270 "ticker": "LQD",271 "hd_score_norm": 0.6237244897959183,272 "raw_score": 0.006399999999999989273 },274 {275 "ticker": "SLV",276 "hd_score_norm": 0.5803571428571429,277 "raw_score": -0.0003999999999999976278 }279 ],280 "all_scores_raw": {281 "TLT": -0.0703336132813883,282 "VCIT": -0.025800000000000003,283 "LQD": 0.006399999999999989,284 "HYG": -0.030200000000000005,285 "VNQ": -0.09140000000000001,286 "GLD": 0.06539999999999999,287 "SLV": -0.0003999999999999976288 },289 "all_scores_norm": {290 "TLT": 0.13435195611359504,291 "VCIT": 0.4183673469387756,292 "LQD": 0.6237244897959183,293 "HYG": 0.3903061224489796,294 "VNQ": 0.0,295 "GLD": 1.0,296 "SLV": 0.5803571428571429297 }298 },299 {300 "window": 4536,301 "top_etfs": [302 {303 "ticker": "HYG",304 "hd_score_norm": 1.0,305 "raw_score": 0.053399999999999975306 },307 {308 "ticker": "GLD",309 "hd_score_norm": 0.5465729349736381,310 "raw_score": 0.001799999999999996311 },312 {313 "ticker": "SLV",314 "hd_score_norm": 0.5184534270650265,315 "raw_score": -0.0013999999999999985316 }317 ],318 "all_scores_raw": {319 "TLT": -0.0392,320 "VCIT": -0.06040000000000001,321 "LQD": -0.012601344604269482,322 "HYG": 0.053399999999999975,323 "VNQ": -0.028200000000000003,324 "GLD": 0.001799999999999996,325 "SLV": -0.0013999999999999985326 },327 "all_scores_norm": {328 "TLT": 0.18629173989455197,329 "VCIT": 0.0,330 "LQD": 0.42002333388163915,331 "HYG": 1.0,332 "VNQ": 0.2829525483304043,333 "GLD": 0.5465729349736381,334 "SLV": 0.5184534270650265335 }336 }337 ]338 },339 "EQUITY_SECTORS": {340 "best_window_data": {341 "window": 4536,342 "top_etfs": [343 {344 "ticker": "XLK",345 "hd_score_norm": 1.0,346 "raw_score": 0.03740000000000002347 },348 {349 "ticker": "XLF",350 "hd_score_norm": 0.9939759036144576,351 "raw_score": 0.036599999999999994352 },353 {354 "ticker": "XLE",355 "hd_score_norm": 0.9503012048192772,356 "raw_score": 0.030800000000000022357 }358 ],359 "all_scores_raw": {360 "SPY": 0.007400000000000004,361 "QQQ": -0.030799999999999994,362 "XLK": 0.03740000000000002,363 "XLF": 0.036599999999999994,364 "XLE": 0.030800000000000022,365 "XLV": 0.002999999999999975,366 "XLI": -0.005489490055453072,367 "XLY": -0.0582,368 "SMH": 0.009000000000000008,369 "SOXX": -0.02639999999999998,370 "XLB": -0.0936,371 "XLP": -0.027200000000000002,372 "XLU": -0.06040000000000001,373 "GDX": -0.0954,374 "XME": 0.028200000000000003,375 "IWF": -0.024999999999999994,376 "XSD": -0.0232,377 "XBI": -0.07686425103764574,378 "IWM": -0.031,379 "IWD": -0.02739999999999998,380 "IWO": -0.09200000000000001381 },382 "all_scores_norm": {383 "SPY": 0.7740963855421685,384 "QQQ": 0.48644578313253006,385 "XLK": 1.0,386 "XLF": 0.9939759036144576,387 "XLE": 0.9503012048192772,388 "XLV": 0.7409638554216864,389 "XLI": 0.6770369724739977,390 "XLY": 0.2801204819277108,391 "SMH": 0.7861445783132529,392 "SOXX": 0.5195783132530121,393 "XLB": 0.013554216867469847,394 "XLP": 0.5135542168674697,395 "XLU": 0.2635542168674697,396 "GDX": 0.0,397 "XME": 0.9307228915662649,398 "IWF": 0.5301204819277108,399 "XSD": 0.5436746987951806,400 "XBI": 0.13957642290929406,401 "IWM": 0.48493975903614445,402 "IWD": 0.5120481927710844,403 "IWO": 0.02560240963855411404 }405 },406 "all_windows": [407 {408 "window": 63,409 "top_etfs": [410 {411 "ticker": "XLB",412 "hd_score_norm": 1.0,413 "raw_score": 0.5561761359672829414 },415 {416 "ticker": "SMH",417 "hd_score_norm": 0.7545121049190884,418 "raw_score": 0.32186003523932033419 },420 {421 "ticker": "IWD",422 "hd_score_norm": 0.741222645837178,423 "raw_score": 0.30917535996508466424 }425 ],426 "all_scores_raw": {427 "SPY": -0.038640820140967855,428 "QQQ": 0.09794811360317027,429 "XLK": 0.1345435654870178,430 "XLF": -0.1525623744270539,431 "XLE": 0.16547566675328843,432 "XLV": -0.13269904654596554,433 "XLI": 0.23628935644052443,434 "XLY": 0.1435903454947961,435 "SMH": 0.32186003523932033,436 "SOXX": -0.08726083881680831,437 "XLB": 0.5561761359672829,438 "XLP": -0.08026094413882648,439 "XLU": -0.27657863233085905,440 "GDX": -0.36957858680534705,441 "XME": -0.3983153294906494,442 "IWF": -0.12936066886630365,443 "XSD": 0.04202435664967211,444 "XBI": -0.014083988964468858,445 "IWM": -0.13253629566507313,446 "IWD": 0.30917535996508466,447 "IWO": -0.23218323558729717448 },449 "all_scores_norm": {450 "SPY": 0.37682318005548854,451 "QQQ": 0.5199244425467224,452 "XLK": 0.5582647035214922,453 "XLF": 0.2574700392377963,454 "XLE": 0.5906715949245813,455 "XLV": 0.27828041691001426,456 "XLI": 0.6648615612573469,457 "XLY": 0.5677428186594186,458 "SMH": 0.7545121049190884,459 "SOXX": 0.3258850413341389,460 "XLB": 1.0,461 "XLP": 0.3332186791206471,462 "XLU": 0.12754089645147876,463 "GDX": 0.030106861847649363,464 "XME": 0.0,465 "IWF": 0.28177796277655615,466 "XSD": 0.4613343356915838,467 "XBI": 0.40255083930146984,468 "IWM": 0.27845092747693095,469 "IWD": 0.741222645837178,470 "IWO": 0.17405299043050926471 }472 },473 {474 "window": 252,475 "top_etfs": [476 {477 "ticker": "IWD",478 "hd_score_norm": 1.0,479 "raw_score": 0.1222480 },481 {482 "ticker": "QQQ",483 "hd_score_norm": 0.9033787788974509,484 "raw_score": 0.08959999999999999485 },486 {487 "ticker": "IWF",488 "hd_score_norm": 0.8088842529592397,489 "raw_score": 0.05771754694844747490 }491 ],492 "all_scores_raw": {493 "SPY": -0.06754082765545211,494 "QQQ": 0.08959999999999999,495 "XLK": -0.0998,496 "XLF": -0.0010000000000000009,497 "XLE": -0.08423589675894778,498 "XLV": -0.148,499 "XLI": -0.0730540029556089,500 "XLY": -0.09671456624827199,501 "SMH": 0.03549635417202156,502 "SOXX": -0.0558,503 "XLB": -0.016599999999999997,504 "XLP": -0.013956833875029537,505 "XLU": -0.2152,506 "GDX": -0.07555370895528282,507 "XME": -0.09580000000000001,508 "IWF": 0.05771754694844747,509 "XSD": -0.005477972744632825,510 "XBI": -0.18780000000000002,511 "IWM": -0.1956469182627011,512 "IWD": 0.1222,513 "IWO": -0.04866610726496198514 },515 "all_scores_norm": {516 "SPY": 0.4376383294147833,517 "QQQ": 0.9033787788974509,518 "XLK": 0.3420272673384706,519 "XLF": 0.6348547717842323,520 "XLE": 0.3881567968021702,521 "XLV": 0.19917012448132781,522 "XLI": 0.42129815365853907,523 "XLY": 0.3511720028207706,524 "SMH": 0.7430241676704847,525 "SOXX": 0.47243627741553046,526 "XLB": 0.5886188500296383,527 "XLP": 0.5964527745256978,528 "XLU": 0.0,529 "GDX": 0.41388942218351266,530 "XME": 0.3538826318909306,531 "IWF": 0.8088842529592397,532 "XSD": 0.6215827719483318,533 "XBI": 0.08120924718435085,534 "IWM": 0.057952228029931496,535 "IWD": 1.0,536 "IWO": 0.49358000217853587537 }538 },539 {540 "window": 504,541 "top_etfs": [542 {543 "ticker": "SMH",544 "hd_score_norm": 1.0,545 "raw_score": 0.17020000000000002546 },547 {548 "ticker": "XLK",549 "hd_score_norm": 0.8962275484680364,550 "raw_score": 0.1324551 },552 {553 "ticker": "XLE",554 "hd_score_norm": 0.844615852997113,555 "raw_score": 0.1136556 }557 ],558 "all_scores_raw": {559 "SPY": 0.06499999999999997,560 "QQQ": -0.028999999999999998,561 "XLK": 0.1324,562 "XLF": 0.06444634676930688,563 "XLE": 0.1136,564 "XLV": -0.08855074227864154,565 "XLI": -0.056400000000000006,566 "XLY": 0.0,567 "SMH": 0.17020000000000002,568 "SOXX": -0.0532,569 "XLB": 0.0968,570 "XLP": -0.06231971263091088,571 "XLU": 0.09662674804090365,572 "GDX": -0.035586379510602645,573 "XME": 0.015439648757536187,574 "IWF": -0.02839999999999998,575 "XSD": -0.01580000000000001,576 "XBI": -0.12165043963735177,577 "IWM": -0.19405852374083174,578 "IWD": 0.07019999999999998,579 "IWO": 0.032101767117895266580 },581 "all_scores_norm": {582 "SPY": 0.7111941295988742,583 "QQQ": 0.45313565224425634,584 "XLK": 0.8962275484680364,585 "XLF": 0.7096741837510536,586 "XLE": 0.844615852997113,587 "XLV": 0.2896508237574105,588 "XLI": 0.3779143513983358,589 "XLY": 0.5327494378111065,590 "SMH": 1.0,591 "SOXX": 0.38669932084019515,592 "XLB": 0.7984947634273515,593 "XLP": 0.3616629468461043,594 "XLU": 0.7980191343128503,595 "GDX": 0.4350540451401524,596 "XME": 0.5751359511011056,597 "IWF": 0.454782834014605,598 "XSD": 0.48937365119192605,599 "XBI": 0.1987821269352038,600 "IWM": 0.0,601 "IWD": 0.7254697049418956,602 "IWO": 0.6208785137987299603 }604 },605 {606 "window": 1008,607 "top_etfs": [608 {609 "ticker": "IWD",610 "hd_score_norm": 1.0,611 "raw_score": 0.1058612 },613 {614 "ticker": "IWO",615 "hd_score_norm": 0.9435571963153706,616 "raw_score": 0.09551612116866054617 },618 {619 "ticker": "XLK",620 "hd_score_norm": 0.818880351262349,621 "raw_score": 0.0728622 }623 ],624 "all_scores_raw": {625 "SPY": -0.04454952814944335,626 "QQQ": -0.0755133573344369,627 "XLK": 0.0728,628 "XLF": -0.052199999999999996,629 "XLE": -0.0034200085766415145,630 "XLV": 0.035,631 "XLI": -0.04619999999999999,632 "XLY": 0.0014000000000000123,633 "SMH": 0.03259999999999999,634 "SOXX": -0.051799999999999985,635 "XLB": 0.04880000000000001,636 "XLP": -0.0764,637 "XLU": -0.005020745010477667,638 "GDX": -0.02099999999999999,639 "XME": 0.006200000000000011,640 "IWF": 0.00360000000000002,641 "XSD": -0.026600000000000013,642 "XBI": 0.0406,643 "IWM": -0.05579999999999999,644 "IWD": 0.1058,645 "IWO": 0.09551612116866054646 },647 "all_scores_norm": {648 "SPY": 0.17481049314246236,649 "QQQ": 0.00486631539826069,650 "XLK": 0.818880351262349,651 "XLF": 0.132821075740944,652 "XLE": 0.4005488003477414,653 "XLV": 0.6114160263446762,654 "XLI": 0.1657519209659715,655 "XLY": 0.42700329308452256,656 "SMH": 0.5982436882546651,657 "SOXX": 0.13501646542261256,658 "XLB": 0.6871569703622393,659 "XLP": 0.0,660 "XLU": 0.3917631997229546,661 "GDX": 0.30406147091108676,662 "XME": 0.4533479692645445,663 "IWF": 0.4390779363336993,664 "XSD": 0.27332601536772766,665 "XBI": 0.6421514818880351,666 "IWM": 0.11306256860592759,667 "IWD": 1.0,668 "IWO": 0.9435571963153706669 }670 },671 {672 "window": 2016,673 "top_etfs": [674 {675 "ticker": "XLU",676 "hd_score_norm": 1.0,677 "raw_score": 0.13440000000000002678 },679 {680 "ticker": "XLK",681 "hd_score_norm": 0.8009088439917043,682 "raw_score": 0.08379102814269127683 },684 {685 "ticker": "XLY",686 "hd_score_norm": 0.7639653815892996,687 "raw_score": 0.0744688 }689 ],690 "all_scores_raw": {691 "SPY": -0.014067914137018314,692 "QQQ": -0.026999999999999996,693 "XLK": 0.08379102814269127,694 "XLF": -0.00020000000000000573,695 "XLE": -0.006599999999999995,696 "XLV": 0.03620000000000001,697 "XLI": -0.10267786709696954,698 "XLY": 0.0744,699 "SMH": -0.0534,700 "SOXX": 0.031200000000000006,701 "XLB": -0.03520000000000001,702 "XLP": -0.0886,703 "XLU": 0.13440000000000002,704 "GDX": -0.054800000000000015,705 "XME": -0.10239999999999999,706 "IWF": 0.04767295674008262,707 "XSD": -0.026000000000000023,708 "XBI": 0.03979999999999999,709 "IWM": -0.1198,710 "IWD": -0.07635571299896719,711 "IWO": -0.0478040570342942712 },713 "all_scores_norm": {714 "SPY": 0.4159405423406045,715 "QQQ": 0.36506687647521635,716 "XLK": 0.8009088439917043,717 "XLF": 0.4704956726986624,718 "XLE": 0.44531864673485444,719 "XLV": 0.6136900078678207,720 "XLI": 0.06735693510240151,721 "XLY": 0.7639653815892996,722 "SMH": 0.2612116443745082,723 "SOXX": 0.5940204563335956,724 "XLB": 0.33280881195908724,725 "XLP": 0.12273800157356413,726 "XLU": 1.0,727 "GDX": 0.2557041699449252,728 "XME": 0.06845003933910311,729 "IWF": 0.6588235906376184,730 "XSD": 0.3690007867820612,731 "XBI": 0.6278520849724625,732 "IWM": 0.0,733 "IWD": 0.17090592840689536,734 "IWO": 0.28322558208381504735 }736 },737 {738 "window": 4032,739 "top_etfs": [740 {741 "ticker": "XLK",742 "hd_score_norm": 1.0,743 "raw_score": 0.1276744 },745 {746 "ticker": "IWF",747 "hd_score_norm": 0.7285067873303167,748 "raw_score": 0.0676749 },750 {751 "ticker": "QQQ",752 "hd_score_norm": 0.7176470588235295,753 "raw_score": 0.06520000000000001754 }755 ],756 "all_scores_raw": {757 "SPY": 0.00360000000000002,758 "QQQ": 0.06520000000000001,759 "XLK": 0.1276,760 "XLF": 0.062,761 "XLE": -0.034600000000000006,762 "XLV": 0.004599999999999993,763 "XLI": -0.014413128231980071,764 "XLY": 0.034,765 "SMH": 0.010000000000000009,766 "SOXX": 0.04319999999999999,767 "XLB": -0.033,768 "XLP": 0.007199999999999984,769 "XLU": -0.09340000000000001,770 "GDX": -0.0408,771 "XME": -0.00899999999999998,772 "IWF": 0.0676,773 "XSD": -0.02059999999999998,774 "XBI": -0.06159999999999999,775 "IWM": -0.02400000000000002,776 "IWD": -0.059800000000000006,777 "IWO": -0.05600000000000002778 },779 "all_scores_norm": {780 "SPY": 0.43891402714932143,781 "QQQ": 0.7176470588235295,782 "XLK": 1.0,783 "XLF": 0.7031674208144797,784 "XLE": 0.2660633484162896,785 "XLV": 0.44343891402714936,786 "XLI": 0.35740665958380063,787 "XLY": 0.5764705882352942,788 "SMH": 0.4678733031674209,789 "SOXX": 0.6180995475113122,790 "XLB": 0.2733031674208145,791 "XLP": 0.45520361990950226,792 "XLU": 0.0,793 "GDX": 0.2380090497737557,794 "XME": 0.3819004524886879,795 "IWF": 0.7285067873303167,796 "XSD": 0.3294117647058825,797 "XBI": 0.14389140271493223,798 "IWM": 0.3140271493212669,799 "IWD": 0.15203619909502264,800 "IWO": 0.16923076923076918801 }802 },803 {804 "window": 4536,805 "top_etfs": [806 {807 "ticker": "XLK",808 "hd_score_norm": 1.0,809 "raw_score": 0.03740000000000002810 },811 {812 "ticker": "XLF",813 "hd_score_norm": 0.9939759036144576,814 "raw_score": 0.036599999999999994815 },816 {817 "ticker": "XLE",818 "hd_score_norm": 0.9503012048192772,819 "raw_score": 0.030800000000000022820 }821 ],822 "all_scores_raw": {823 "SPY": 0.007400000000000004,824 "QQQ": -0.030799999999999994,825 "XLK": 0.03740000000000002,826 "XLF": 0.036599999999999994,827 "XLE": 0.030800000000000022,828 "XLV": 0.002999999999999975,829 "XLI": -0.005489490055453072,830 "XLY": -0.0582,831 "SMH": 0.009000000000000008,832 "SOXX": -0.02639999999999998,833 "XLB": -0.0936,834 "XLP": -0.027200000000000002,835 "XLU": -0.06040000000000001,836 "GDX": -0.0954,837 "XME": 0.028200000000000003,838 "IWF": -0.024999999999999994,839 "XSD": -0.0232,840 "XBI": -0.07686425103764574,841 "IWM": -0.031,842 "IWD": -0.02739999999999998,843 "IWO": -0.09200000000000001844 },845 "all_scores_norm": {846 "SPY": 0.7740963855421685,847 "QQQ": 0.48644578313253006,848 "XLK": 1.0,849 "XLF": 0.9939759036144576,850 "XLE": 0.9503012048192772,851 "XLV": 0.7409638554216864,852 "XLI": 0.6770369724739977,853 "XLY": 0.2801204819277108,854 "SMH": 0.7861445783132529,855 "SOXX": 0.5195783132530121,856 "XLB": 0.013554216867469847,857 "XLP": 0.5135542168674697,858 "XLU": 0.2635542168674697,859 "GDX": 0.0,860 "XME": 0.9307228915662649,861 "IWF": 0.5301204819277108,862 "XSD": 0.5436746987951806,863 "XBI": 0.13957642290929406,864 "IWM": 0.48493975903614445,865 "IWD": 0.5120481927710844,866 "IWO": 0.02560240963855411867 }868 }869 ]870 },871 "COMBINED": {872 "best_window_data": {873 "window": 4536,874 "top_etfs": [875 {876 "ticker": "HYG",877 "hd_score_norm": 1.0,878 "raw_score": 0.053399999999999975879 },880 {881 "ticker": "XLK",882 "hd_score_norm": 0.8924731182795702,883 "raw_score": 0.03740000000000002884 },885 {886 "ticker": "XLF",887 "hd_score_norm": 0.8870967741935485,888 "raw_score": 0.036599999999999994889 }890 ],891 "all_scores_raw": {892 "TLT": -0.0392,893 "VCIT": -0.06040000000000001,894 "LQD": -0.012601344604269482,895 "HYG": 0.053399999999999975,896 "VNQ": -0.028200000000000003,897 "GLD": 0.001799999999999996,898 "SLV": -0.0013999999999999985,899 "SPY": 0.007400000000000004,900 "QQQ": -0.030799999999999994,901 "XLK": 0.03740000000000002,902 "XLF": 0.036599999999999994,903 "XLE": 0.030800000000000022,904 "XLV": 0.002999999999999975,905 "XLI": -0.005489490055453072,906 "XLY": -0.0582,907 "SMH": 0.009000000000000008,908 "SOXX": -0.02639999999999998,909 "XLB": -0.0936,910 "XLP": -0.027200000000000002,911 "XLU": -0.06040000000000001,912 "GDX": -0.0954,913 "XME": 0.028200000000000003,914 "IWF": -0.024999999999999994,915 "XSD": -0.0232,916 "XBI": -0.07686425103764574,917 "IWM": -0.031,918 "IWD": -0.02739999999999998,919 "IWO": -0.09200000000000001920 },921 "all_scores_norm": {922 "TLT": 0.3776881720430108,923 "VCIT": 0.23521505376344082,924 "LQD": 0.5564425765842105,925 "HYG": 1.0,926 "VNQ": 0.45161290322580644,927 "GLD": 0.6532258064516129,928 "SLV": 0.631720430107527,929 "SPY": 0.6908602150537635,930 "QQQ": 0.4341397849462366,931 "XLK": 0.8924731182795702,932 "XLF": 0.8870967741935485,933 "XLE": 0.8481182795698927,934 "XLV": 0.661290322580645,935 "XLI": 0.6042372980144283,936 "XLY": 0.25,937 "SMH": 0.7016129032258066,938 "SOXX": 0.463709677419355,939 "XLB": 0.01209677419354836,940 "XLP": 0.45833333333333337,941 "XLU": 0.23521505376344082,942 "GDX": 0.0,943 "XME": 0.8306451612903226,944 "IWF": 0.47311827956989255,945 "XSD": 0.48521505376344093,946 "XBI": 0.12456820539216572,947 "IWM": 0.4327956989247312,948 "IWD": 0.4569892473118281,949 "IWO": 0.022849462365591308950 }951 },952 "all_windows": [953 {954 "window": 63,955 "top_etfs": [956 {957 "ticker": "XLB",958 "hd_score_norm": 1.0,959 "raw_score": 0.5561761359672829960 },961 {962 "ticker": "SMH",963 "hd_score_norm": 0.7545121049190884,964 "raw_score": 0.32186003523932033965 },966 {967 "ticker": "IWD",968 "hd_score_norm": 0.741222645837178,969 "raw_score": 0.30917535996508466970 }971 ],972 "all_scores_raw": {973 "TLT": -0.13772132581641722,974 "VCIT": -0.08076971041128497,975 "LQD": 0.16025571469043304,976 "HYG": -0.18277505985024617,977 "VNQ": -0.18745349783704238,978 "GLD": 0.04039195736570372,979 "SLV": -0.1091525226356829,980 "SPY": -0.038640820140967855,981 "QQQ": 0.09794811360317027,982 "XLK": 0.1345435654870178,983 "XLF": -0.1525623744270539,984 "XLE": 0.16547566675328843,985 "XLV": -0.13269904654596554,986 "XLI": 0.23628935644052443,987 "XLY": 0.1435903454947961,988 "SMH": 0.32186003523932033,989 "SOXX": -0.08726083881680831,990 "XLB": 0.5561761359672829,991 "XLP": -0.08026094413882648,992 "XLU": -0.27657863233085905,993 "GDX": -0.36957858680534705,994 "XME": -0.3983153294906494,995 "IWF": -0.12936066886630365,996 "XSD": 0.04202435664967211,997 "XBI": -0.014083988964468858,998 "IWM": -0.13253629566507313,999 "IWD": 0.30917535996508466,1000 "IWO": -0.232183235587297171001 },1002 "all_scores_norm": {1003 "TLT": 0.27301868388022527,1004 "VCIT": 0.33268565573503256,1005 "LQD": 0.5852027643988407,1006 "HYG": 0.2258168642052702,1007 "VNQ": 0.22091536622848978,1008 "GLD": 0.4596241063778149,1009 "SLV": 0.3029495991525038,1010 "SPY": 0.37682318005548854,1011 "QQQ": 0.5199244425467224,1012 "XLK": 0.5582647035214922,1013 "XLF": 0.2574700392377963,1014 "XLE": 0.5906715949245813,1015 "XLV": 0.27828041691001426,1016 "XLI": 0.6648615612573469,1017 "XLY": 0.5677428186594186,1018 "SMH": 0.7545121049190884,1019 "SOXX": 0.3258850413341389,1020 "XLB": 1.0,1021 "XLP": 0.3332186791206471,1022 "XLU": 0.12754089645147876,1023 "GDX": 0.030106861847649363,1024 "XME": 0.0,1025 "IWF": 0.28177796277655615,1026 "XSD": 0.4613343356915838,1027 "XBI": 0.40255083930146984,1028 "IWM": 0.27845092747693095,1029 "IWD": 0.741222645837178,1030 "IWO": 0.174052990430509261031 }1032 },1033 {1034 "window": 252,1035 "top_etfs": [1036 {1037 "ticker": "SLV",1038 "hd_score_norm": 1.0,1039 "raw_score": 0.155672211581493941040 },1041 {1042 "ticker": "IWD",1043 "hd_score_norm": 0.9097473185204147,1044 "raw_score": 0.12221045 },1046 {1047 "ticker": "QQQ",1048 "hd_score_norm": 0.8218464217102025,1049 "raw_score": 0.089599999999999991050 }1051 ],1052 "all_scores_raw": {1053 "TLT": -0.1942,1054 "VCIT": -0.04306691315818606,1055 "LQD": -0.0816,1056 "HYG": -0.128,1057 "VNQ": 0.0754,1058 "GLD": -0.016600000000000004,1059 "SLV": 0.15567221158149394,1060 "SPY": -0.06754082765545211,1061 "QQQ": 0.08959999999999999,1062 "XLK": -0.0998,1063 "XLF": -0.0010000000000000009,1064 "XLE": -0.08423589675894778,1065 "XLV": -0.148,1066 "XLI": -0.0730540029556089,1067 "XLY": -0.09671456624827199,1068 "SMH": 0.03549635417202156,1069 "SOXX": -0.0558,1070 "XLB": -0.016599999999999997,1071 "XLP": -0.013956833875029537,1072 "XLU": -0.2152,1073 "GDX": -0.07555370895528282,1074 "XME": -0.09580000000000001,1075 "IWF": 0.05771754694844747,1076 "XSD": -0.005477972744632825,1077 "XBI": -0.18780000000000002,1078 "IWM": -0.1956469182627011,1079 "IWD": 0.1222,1080 "IWO": -0.048666107264961981081 },1082 "all_scores_norm": {1083 "TLT": 0.056623277086332836,1084 "VCIT": 0.4641304510461823,1085 "LQD": 0.3602318961301938,1086 "HYG": 0.2351214172346774,1087 "VNQ": 0.7835583010137299,1088 "GLD": 0.5354944204450336,1089 "SLV": 1.0,1090 "SPY": 0.398140296666853,1091 "QQQ": 0.8218464217102025,1092 "XLK": 0.31115838932203865,1093 "XLF": 0.5775574262805951,1094 "XLE": 0.3531246050562478,1095 "XLV": 0.18119448667626517,1096 "XLI": 0.3832748655884576,1097 "XLY": 0.3194777879056396,1098 "SMH": 0.6759642441340865,1099 "SOXX": 0.4297976365505456,1100 "XLB": 0.5354944204450336,1101 "XLP": 0.542621312248815,1102 "XLU": 0.0,1103 "GDX": 0.37653479199541445,1104 "XME": 0.3219437754337211,1105 "IWF": 0.7358802801230572,1106 "XSD": 0.5654832600184814,1107 "XBI": 0.07387989486502472,1108 "IWM": 0.052721884052513796,1109 "IWD": 0.9097473185204147,1110 "IWO": 0.44903308345722351111 }1112 },1113 {1114 "window": 504,1115 "top_etfs": [1116 {1117 "ticker": "SMH",1118 "hd_score_norm": 1.0,1119 "raw_score": 0.170200000000000021120 },1121 {1122 "ticker": "XLK",1123 "hd_score_norm": 0.8962275484680364,1124 "raw_score": 0.13241125 },1126 {1127 "ticker": "XLE",1128 "hd_score_norm": 0.844615852997113,1129 "raw_score": 0.11361130 }1131 ],1132 "all_scores_raw": {1133 "TLT": -0.047406772903917926,1134 "VCIT": -0.0714,1135 "LQD": 0.08085905062503389,1136 "HYG": -0.023999999999999994,1137 "VNQ": 0.060199999999999976,1138 "GLD": -0.0776,1139 "SLV": -0.08460000000000001,1140 "SPY": 0.06499999999999997,1141 "QQQ": -0.028999999999999998,1142 "XLK": 0.1324,1143 "XLF": 0.06444634676930688,1144 "XLE": 0.1136,1145 "XLV": -0.08855074227864154,1146 "XLI": -0.056400000000000006,1147 "XLY": 0.0,1148 "SMH": 0.17020000000000002,1149 "SOXX": -0.0532,1150 "XLB": 0.0968,1151 "XLP": -0.06231971263091088,1152 "XLU": 0.09662674804090365,1153 "GDX": -0.035586379510602645,1154 "XME": 0.015439648757536187,1155 "IWF": -0.02839999999999998,1156 "XSD": -0.01580000000000001,1157 "XBI": -0.12165043963735177,1158 "IWM": -0.19405852374083174,1159 "IWD": 0.07019999999999998,1160 "IWO": 0.0321017671178952661161 },1162 "all_scores_norm": {1163 "TLT": 0.4026034842804553,1164 "VCIT": 0.3367348071396201,1165 "LQD": 0.7547320280731938,1166 "HYG": 0.46686216699716154,1167 "VNQ": 0.6980166754360851,1168 "GLD": 0.3197139288460177,1169 "SLV": 0.30049680819195035,1170 "SPY": 0.7111941295988742,1171 "QQQ": 0.45313565224425634,1172 "XLK": 0.8962275484680364,1173 "XLF": 0.7096741837510536,1174 "XLE": 0.844615852997113,1175 "XLV": 0.2896508237574105,1176 "XLI": 0.3779143513983358,1177 "XLY": 0.5327494378111065,1178 "SMH": 1.0,1179 "SOXX": 0.38669932084019515,1180 "XLB": 0.7984947634273515,1181 "XLP": 0.3616629468461043,1182 "XLU": 0.7980191343128503,1183 "GDX": 0.4350540451401524,1184 "XME": 0.5751359511011056,1185 "IWF": 0.454782834014605,1186 "XSD": 0.48937365119192605,1187 "XBI": 0.1987821269352038,1188 "IWM": 0.0,1189 "IWD": 0.7254697049418956,1190 "IWO": 0.62087851379872991191 }1192 },1193 {1194 "window": 1008,1195 "top_etfs": [1196 {1197 "ticker": "IWD",1198 "hd_score_norm": 1.0,1199 "raw_score": 0.10581200 },