diff --git a/data/ADA.csv b/data/ADA.csv
index 92755a9..a149e47 100644
--- a/data/ADA.csv
+++ b/data/ADA.csv
@@ -1,1502 +1,1502 @@
-time,high,low,open,close,returns,vol_10,vol_20,vol_30,mom_10,mom_20,mom_30,mom_60,mom_90
-2017-10-01,0.08806,0.01497,0.03925,0.02519,,,,,,,,,
-2017-10-02,0.03063,0.01972,0.02519,0.02588,0.02739182215164737,,,,,,,,
-2017-10-03,0.02683,0.02066,0.02588,0.02084,-0.19474497681607417,,,,,,,,
-2017-10-04,0.02308,0.02033,0.02084,0.02189,0.05038387715930903,,,,,,,,
-2017-10-05,0.02269,0.02096,0.02189,0.02152,-0.016902695294655046,,,,,,,,
-2017-10-06,0.02186,0.01814,0.02152,0.01849,-0.14079925650557623,,,,,,,,
-2017-10-07,0.02182,0.01774,0.01849,0.0208,0.12493239588966998,,,,,,,,
-2017-10-08,0.0244,0.02015,0.0208,0.02052,-0.013461538461538414,,,,,,,,
-2017-10-09,0.0237,0.02107,0.02052,0.02207,0.07553606237816757,,,,,,,,
-2017-10-10,0.02229,0.0211,0.02207,0.02148,-0.026733121884911615,,,,,,,,
-2017-10-11,0.02263,0.02123,0.02148,0.02253,0.04888268156424602,1.5472063765740158,,,-0.10559745930924969,,,,
-2017-10-12,0.02743,0.0232,0.02253,0.02635,0.16955170883266746,1.781388870591114,,,0.018160741885625997,,,,
-2017-10-13,0.03456,0.02537,0.02635,0.03354,0.27286527514231507,1.8393563307547625,,,0.609404990403071,,,,
-2017-10-14,0.03955,0.02953,0.03354,0.03221,-0.039654144305307004,1.8994480234735427,,,0.47144814984010974,,,,
-2017-10-15,0.03293,0.02958,0.03221,0.03003,-0.06768084445824285,1.9621680024710393,,,0.395446096654275,,,,
-2017-10-16,0.03139,0.0288,0.02992,0.02891,-0.037296037296037254,1.7521787139379965,,,0.5635478637101137,,,,
-2017-10-17,0.02878,0.02475,0.02891,0.02721,-0.05880318228986514,1.7767949898852344,,,0.30817307692307705,,,,
-2017-10-18,0.02766,0.02587,0.02721,0.02665,-0.020580668871738372,1.7822821555460095,,,0.29873294346978563,,,,
-2017-10-19,0.02758,0.02616,0.02666,0.02701,0.013508442776735352,1.766607289569879,,,0.2238332578160398,,,,
-2017-10-20,0.03164,0.02799,0.02701,0.0305,0.12921140318400592,1.8106371635564955,,,0.4199255121042831,,,,
-2017-10-21,0.03093,0.02763,0.0305,0.02841,-0.06852459016393442,1.8904897389888158,1.70642854517127,,0.2609853528628494,0.12782850337435492,,,
-2017-10-22,0.02842,0.02752,0.02841,0.0277,-0.024991200281591075,1.7318479017310564,1.710025645980378,,0.05123339658444026,0.07032457496136013,,,
-2017-10-23,0.02757,0.0245,0.0277,0.0258,-0.06859205776173283,0.9525313068302131,1.5632630905895575,,-0.23076923076923073,0.23800383877159303,,,
-2017-10-24,0.02839,0.02266,0.0258,0.02701,0.046899224806201456,1.0108784506451967,1.5622668534866526,,-0.16144054641415717,0.23389675650982178,,,
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-2017-10-29,0.03012,0.02754,0.02588,0.02834,0.09505409582689328,1.044057919524611,1.4205137220359438,,0.04924102184376156,0.28409605799728155,,,
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-2017-10-31,0.03174,0.02897,0.02854,0.03051,0.06902592852137346,0.7870590562513469,1.4197336686218083,1.4493456377659208,0.07391763463569156,0.35419440745672426,0.21119491861849937,,
-2017-11-01,0.032,0.02298,0.03057,0.02304,-0.2448377581120943,1.4988693984359045,1.5879769608932208,1.6255262708879208,-0.1682310469314079,-0.12561669829222,-0.10973724884080371,,
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-2017-11-11,0.0284,0.02568,0.02659,0.0272,0.03069344448654787,2.0078910329700355,1.7511129426571046,1.7149957639567273,0.18055555555555536,-0.018050541516245522,0.032258064516129004,,
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-2017-11-16,0.03008,0.0271,0.02658,0.02749,0.03423626787057943,2.0037118371218385,1.7904190118784093,1.5394583475869326,0.25812356979405027,0.038926681783824524,0.01029033443586913,,
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-2017-11-18,0.02708,0.02544,0.02572,0.0263,0.02255054432348369,1.9606640232786925,1.776770392237915,1.5516885882608435,0.04822638501394971,-0.07198306280875089,-0.026286560533135828,,
-2017-11-19,0.02919,0.02662,0.0263,0.02807,0.06730038022813689,1.3071409012498139,1.791713518380115,1.518210741011612,-0.12907229289481847,-0.016468114926418975,-0.0796721311475409,,
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-2017-11-21,0.02965,0.02786,0.0296,0.02835,-0.042229729729729715,0.9576257651317781,1.5378718783213783,1.5144855521579526,0.04227941176470584,0.23046875,0.023465703971119245,,
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-2017-11-24,0.02846,0.02706,0.02741,0.02821,0.0291864283108354,0.7002056284071708,1.5018983677932054,1.502139576895643,0.0771286750668192,0.2857793983591612,0.0291864283108354,,
-2017-11-25,0.03152,0.02959,0.02822,0.03047,0.08011343495214462,0.7883047622941152,1.491453230284906,1.516788831571125,0.1463506395786307,0.47269212179797004,0.12269712601326455,,
-2017-11-26,0.03914,0.03159,0.03047,0.03653,0.19888414834263202,1.2178780202024009,1.6138306339875752,1.6099401497334975,0.32884685340123676,0.6718535469107549,0.3805744520030234,,
-2017-11-27,0.05791,0.0366,0.03671,0.05042,0.3802354229400493,2.0203677147549532,2.031981203446577,1.9200860281879977,0.9603421461897357,1.2824807605251247,0.9482225656877898,,
-2017-11-28,0.1661,0.04834,0.05012,0.1194,1.368107893692979,6.759859097532535,5.1082248831940635,4.330935428823297,3.5399239543726235,3.758868074930251,3.2131263232180665,,
-2017-11-29,0.1361,0.07694,0.1114,0.08993,-0.24681742043551091,7.1202790850392,5.215611194681396,4.425313069295659,2.2037762736017097,1.7902575240459195,2.1510161177295024,,
-2017-11-30,0.1305,0.09149,0.0899,0.1205,0.3399310574891583,7.124786306708112,5.191828336517117,4.497483287820295,3.0709459459459456,3.5661235316407724,2.949524745984923,3.783644303294958,
-2017-12-01,0.162,0.1205,0.1206,0.1329,0.10290456431535255,7.018826595772024,5.1834637798234455,4.396247435447229,3.6878306878306875,3.8860294117647056,4.768229166666666,4.135239567233384,
-2017-12-02,0.1373,0.1286,0.1329,0.1333,0.003009781790820343,7.025608430256158,5.13162650233085,4.377227047597027,3.6510816468946263,4.531120331950207,5.261155472052607,5.3963531669865645,
-2017-12-03,0.1356,0.1282,0.1333,0.1335,0.0015003750937734317,6.981506942145111,5.14572733429778,4.383488359850442,3.870485224370668,4.19455252918288,4.9254327563249,5.098675194152581,
-2017-12-04,0.1507,0.128,0.1335,0.1358,0.017228464419475564,6.991183079867262,5.1461930308571455,4.375756890485684,3.8138957816377177,4.185185185185185,5.189608021877849,5.310408921933085,
-2017-12-05,0.1341,0.1253,0.1358,0.1253,-0.07731958762886604,7.125606002657587,5.180616552145506,4.381926522122661,3.1122415490646533,3.714070729872084,5.056065732237796,5.776636019469984,
-2017-12-06,0.1325,0.108,0.1262,0.1186,-0.05347166799680769,7.246981460118988,5.207322095287285,4.399744968196196,2.2466465918423215,3.314296107675518,4.4279176201373,4.701923076923077,
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-2017-12-08,0.1215,0.09938,0.1031,0.1172,0.1356589147286822,2.5410792855276085,5.233058439055099,4.438153859836012,-0.018425460636515956,3.4562737642585546,3.6711837385412514,4.310376076121432,
-2017-12-09,0.1333,0.1106,0.1167,0.1205,0.028156996587030747,2.1021376172933883,5.239116857470667,4.3959455634848466,0.3399310574891583,3.2928393302458137,2.7387527148619295,4.609869646182496,
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-2017-12-12,0.1552,0.1149,0.1181,0.1344,0.13801862828111755,1.49152709024819,5.247930853462079,4.325450613117038,0.008252063015753874,3.689462665736217,4.576763485477178,3.0071556350626114,
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-2017-12-14,0.2509,0.1235,0.1328,0.2466,0.8569277108433735,4.544131307113962,5.846369647406265,4.879374764077742,0.8159057437407953,7.741580999645517,8.415807560137457,7.211788211788212,
-2017-12-15,0.2437,0.1914,0.2455,0.2144,-0.13057583130575834,4.605631003711446,5.929856610626106,4.92120618140438,0.7110933758978453,6.036429274696423,7.066215199398044,6.416118989968869,
-2017-12-16,0.4717,0.2015,0.2154,0.3984,0.8582089552238805,5.936093946645812,6.447917182736663,5.3807401902463345,2.359190556492411,9.906104571584997,13.492542742815568,13.641675854465268,
-2017-12-17,0.5991,0.3811,0.4006,0.4855,0.21862449799196781,5.690587311129321,6.406199958280955,5.354642269603082,3.704457364341085,8.629115430384768,17.876360808709176,17.21763602251407,
-2017-12-18,0.561,0.4692,0.4855,0.5261,0.08362512873326478,5.715072396061027,4.584296699748634,5.346039462007257,3.488907849829352,3.4061976549413737,19.00380228136882,18.47797112180674,
-2017-12-19,0.6367,0.4981,0.5281,0.5281,0.0038015586390420797,5.737186356889717,4.411476477391165,5.356786005912806,3.3825726141078842,4.8723451573446015,17.813680085500533,16.314754098360655,
-2017-12-20,0.5261,0.4219,0.528,0.493,-0.06646468471880329,5.699483617426466,4.376782984086749,5.384712249609369,3.5146520146520146,3.0912863070539416,15.655405405405403,16.353044702569516,
-2017-12-21,0.5128,0.4525,0.4891,0.4744,-0.037728194726166286,5.801272073447639,4.4032049090847005,5.383442726280838,3.016934801016088,2.5696012039127165,15.733686067019399,16.12635379061372,
-2017-12-22,0.4245,0.3555,0.4756,0.4125,-0.13048060708263076,6.022616231996014,4.4637687691367,5.427149368845929,2.0691964285714284,2.0945236309077266,13.392882065596648,14.988372093023255,
-2017-12-23,0.4402,0.4078,0.4099,0.4139,0.0033939393939395046,6.0105537476459885,4.463306348740813,5.415770893430589,2.1167168674698793,2.1003745318352056,14.100328347318497,14.323954091077379,
-2017-12-24,0.4011,0.3808,0.4139,0.3828,-0.07513892244503506,4.685322801578646,4.493758794381023,5.441308992226451,0.5523114355231142,1.8188512518409423,12.569656150301311,12.965705946734767,
-2017-12-25,0.435,0.3536,0.3829,0.4114,0.07471264367816088,4.5472042376861515,4.45538000134133,5.441746321645743,0.9188432835820894,2.2833200319233837,12.501805054151625,14.158437730287398,
-2017-12-26,0.4344,0.3917,0.4118,0.4262,0.03597472046669914,1.5784910560097811,4.429035280693755,5.443797318895649,0.06977911646586366,2.5935919055649244,10.667122912674515,15.107331821617535,
-2017-12-27,0.4235,0.4011,0.4262,0.4119,-0.03355232285312071,1.0782302977879483,4.377917885737617,5.405592818404256,-0.15159629248197737,2.9912790697674416,7.169377231257437,14.915765069551776,
-2017-12-28,0.4155,0.3806,0.4119,0.4074,-0.010924981791696986,0.9327230889008021,4.3916264710050905,3.874760352300768,-0.22562250522714322,2.4761092150170647,2.4120603015075375,13.375441072688778,
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diff --git a/data/BNB.csv b/data/BNB.csv
index 909b8c3..d6f2026 100644
--- a/data/BNB.csv
+++ b/data/BNB.csv
@@ -1,1502 +1,1502 @@
-time,high,low,open,close,returns,vol_10,vol_20,vol_30,mom_10,mom_20,mom_30,mom_60,mom_90
-2017-10-01,1.55,1.263,1.28,1.522,,,,,,,,,
-2017-10-02,2.004,1.478,1.522,1.973,0.2963206307490145,,,,,,,,
-2017-10-03,1.995,1.685,1.973,1.837,-0.06893056259503305,,,,,,,,
-2017-10-04,1.849,1.503,1.837,1.622,-0.11703864997278168,,,,,,,,
-2017-10-05,1.743,1.443,1.622,1.674,0.0320591861898889,,,,,,,,
-2017-10-06,1.801,1.556,1.674,1.556,-0.07048984468339303,,,,,,,,
-2017-10-07,1.633,1.504,1.556,1.566,0.006426735218509005,,,,,,,,
-2017-10-08,1.609,1.216,1.566,1.216,-0.22349936143039595,,,,,,,,
-2017-10-09,147.52,1.167,1.216,1.427,0.1735197368421053,,,,,,,,
-2017-10-10,1.488,1.338,1.427,1.422,-0.0035038542396637062,,,,,,,,
-2017-10-11,1.469,1.363,1.422,1.439,0.011954992967651235,2.32087739220785,,,-0.05453350854139283,,,,
-2017-10-12,1.439,1.278,1.439,1.345,-0.06532314107018766,1.6600451829023504,,,-0.31829700963000507,,,,
-2017-10-13,1.515,1.273,1.345,1.502,0.11672862453531607,1.8015075863838994,,,-0.18236254763200865,,,,
-2017-10-14,1.521,1.295,1.502,1.508,0.003994673768308976,1.7075240249983414,,,-0.07028360049321836,,,,
-2017-10-15,1.674,1.404,1.508,1.548,0.02652519893899208,1.704673832358763,,,-0.07526881720430101,,,,
-2017-10-16,1.556,1.344,1.548,1.437,-0.07170542635658916,1.706044382245939,,,-0.07647814910025708,,,,
-2017-10-17,1.391,1.315,1.437,1.386,-0.03549060542797511,1.7128744303172903,,,-0.11494252873563227,,,,
-2017-10-18,1.411,1.311,1.386,1.331,-0.03968253968253965,1.2464063155964638,,,0.09457236842105265,,,,
-2017-10-19,1.353,1.245,1.331,1.265,-0.04958677685950419,0.8866503776464494,,,-0.11352487736510175,,,,
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-2018-01-01,8.48,8.184,8.629,8.48,-0.017267354270483204,2.585243506721239,2.468392573323971,2.098606757457781,0.9294653014789536,2.15946348733234,3.0788840788840783,5.538164996144951,3.616222101252042
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-2018-12-23,6.18,5.851,5.971,6.072,0.01691508959973209,0.8382032106046441,1.1942316672643762,1.0695615966819183,0.30664945125887666,0.18825831702544016,0.0905172413793105,-0.3762071091021163,-0.3946161515453639
-2018-12-24,6.327,6.045,6.072,6.205,0.02190382081686426,0.787067090131598,1.0743013383246836,1.0356564086952786,0.3688506507831457,0.054017326312213454,0.21786064769381763,-0.36077057793345013,-0.36754663133217813
-2018-12-25,5.833,5.484,6.205,5.576,-0.10136986301369866,1.0364025676660116,1.1357618222099923,1.0833585997980932,0.21986436228396422,-0.07329233837460536,0.07873863416521565,-0.4250953706567687,-0.42515463917525775
-2018-12-26,5.742,5.577,5.576,5.715,0.024928263988522215,1.0364262089991598,0.8946990477245024,1.0750976846484572,0.22586872586872575,0.17134658741545405,0.15547917509098275,-0.4087523277467412,-0.4313432835820896
-2018-12-27,5.422,5.25,5.715,5.294,-0.07366579177602806,1.046011154187554,0.8977787428093535,1.0998586043931906,0.03479280688037534,0.16813768755516323,0.07689178193653357,-0.453099173553719,-0.46847389558232944
-2018-12-28,6.119,5.673,5.294,6.04,0.1409142425387231,1.1609086858459488,1.0099623792314254,1.1457257422971334,0.07225279602343337,0.2889457959880495,0.13150992881228918,-0.3571048430015965,-0.3966033966033966
-2018-12-29,5.847,5.756,6.04,5.817,-0.03692052980132443,1.1664614059524694,1.0235756556784255,1.1526817980936876,0.0663611365719523,0.20185950413223153,0.08384572386808276,-0.3807749627421758,-0.4194610778443113
-2018-12-30,6.039,5.907,5.817,6.039,0.038164002062919034,1.1409733331395882,1.0131377270704094,1.1419436897283446,0.04174573055028463,0.2920410783055196,0.1906545741324921,-0.36054637865311323,-0.39318729903536975
-2018-12-31,6.243,5.797,6.039,6.191,0.02516973008776291,1.1121614194167486,1.0032818834557962,1.138675690870005,0.11348920863309364,0.2562905844155845,0.17142857142857126,-0.3528120426510559,-0.3983479105928085
-2019-01-01,6.418,6.084,6.191,6.115,-0.012275884348247446,1.0630383315779661,1.0068981075014474,1.1394961627645648,0.024116563389716905,0.2157057654075547,0.16387514274838222,-0.362489574645538,-0.4051556420233462
-2019-01-02,6.286,6.128,6.115,6.211,0.01569910057236301,1.0626541877284017,0.9519055276637334,1.1348274556456592,0.022891963109354485,0.33656122229395313,0.21545988258317017,-0.35017786147729646,-0.3952288218111002
-2019-01-03,6.018,5.88,6.211,5.9,-0.05007245210111089,1.0902508281698975,0.970566724295983,1.0623666789252675,-0.04915390813859788,0.3015662916390911,0.002208255478172383,-0.3974057808191196,-0.4470477975632614
-2019-01-04,6.191,5.947,5.9,6.09,0.0322033898305083,0.9497457424995103,0.97209058252928,1.0644073573353698,0.09218077474892405,0.332312404287902,0.012132291839787257,-0.37190594059405935,-0.41554702495201534
-2019-01-05,6.153,6.011,6.09,6.092,0.0003284072249589709,0.9472447714203327,0.973584345087271,0.8961307824655322,0.0659667541557305,0.3067353067353067,0.24861651977864319,-0.3790010193679919,-0.4231060606060607
-2019-01-06,6.634,6.339,6.092,6.441,0.05728824688115575,0.8549097308792812,0.9384780510681082,0.8734185710753735,0.2166603702304497,0.25899139953088346,0.42122683142100614,-0.3441604724569799,-0.38831908831908835
-2019-01-07,6.379,6.258,6.441,6.319,-0.018941158205247666,0.5493728761618123,0.8846378648971985,0.8759585483257213,0.046192052980132514,0.12178235398544301,0.3484848484848484,-0.3442980180554115,-0.39123314065510606
-2019-01-08,6.837,6.295,6.319,6.647,0.05190694730178835,0.5401851048405333,0.885696396754684,0.8817201212108478,0.14268523293794044,0.2185151237396883,0.3733471074380166,-0.30332250288229745,-0.35528612997090203
-2019-01-09,6.922,6.464,6.676,6.691,0.006619527606438913,0.5235420302021855,0.8647379365799127,0.8709175718333708,0.10796489485014082,0.15421769880972924,0.4315361574668377,-0.2974590508189836,-0.28022805507745263
-2019-01-10,6.063,5.814,6.692,5.946,-0.11134359587505605,0.796122488574063,0.9501566534670983,0.9334841177608791,-0.03957357454369248,0.06942446043165473,0.20657467532467533,-0.3726524583245411,-0.3741711398800126
-2019-01-11,6.244,5.798,5.951,6.062,0.019508913555331464,0.801565895553402,0.9169101352461569,0.9333492955386502,-0.00866721177432539,0.015240328253223856,0.2051689860834991,-0.35400682011935203,-0.3674214755295836
-2019-01-12,6.029,5.812,6.062,5.983,-0.013032002639393081,0.7991028594089329,0.916761886680793,0.9013389796747308,-0.03670906456287237,-0.014657444005270137,0.28749731009253265,-0.34953250706675376,-0.3704755892255892
-2019-01-13,5.835,5.501,5.991,5.586,-0.06635467156944663,0.8298037507624553,0.9430332766300878,0.9231525094099462,-0.0532203389830509,-0.09975825946817074,0.23229649238914618,-0.336815861332067,-0.4597678916827853
-2019-01-14,6.186,5.815,5.586,6.182,0.10669530970282848,0.9900464328903389,0.9460231777023189,0.9659210847913652,0.015106732348111773,0.10868005738880937,0.35243929118354855,-0.2471075386676409,-0.3817999999999999
-2019-01-15,6.058,5.816,6.182,5.91,-0.043998705920414105,1.0183335578851846,0.9600787305759323,0.9789822571420012,-0.02987524622455673,0.034120734908136496,0.26769626769626775,-0.2528445006321113,-0.4082306999098828
-2019-01-16,6.275,5.918,5.91,6.187,0.046869712351945925,1.0028133823777932,0.9265117102052828,0.950219813802161,-0.03943487036174498,0.1686815262561392,0.20934323690383128,-0.20250064449600413,-0.3639354374421713
-2019-01-17,6.449,6.143,6.187,6.446,0.04186196864393077,1.0206958918495743,0.7978412672565501,0.9147130114087354,0.020098116790631337,0.06721854304635766,0.1443280667495117,-0.19495441488697385,-0.3427143876822678
-2019-01-18,6.661,6.293,6.446,6.574,0.019857275829971988,0.9907044169916457,0.7841127549973828,0.9084180505531503,-0.010982398074319333,0.1301358088361697,0.2051329055912008,0.001370906321401355,-0.32788058480727944
-2019-01-19,6.736,6.438,6.574,6.639,0.009887435351384255,0.9913896491000441,0.7757337434684256,0.8934684441591267,-0.007771633537587697,0.09935419771485354,0.14524754183198207,0.1524040965110225,-0.32192830150137886
-2019-01-20,6.543,6.322,6.639,6.458,-0.027263142039463784,0.795020597167867,0.7807643665690124,0.8881060901567054,0.08610830810629011,0.04312712001292196,0.1615107913669065,0.04312712001292196,-0.3368248100225919
-2019-01-21,6.587,6.394,6.458,6.558,0.015484670176525217,0.7938440997141075,0.7796497695248708,0.8654241815049728,0.08182118112834047,0.07244480784955032,0.0983084910400267,0.14992109416096788,-0.3300643579528042
-2019-01-22,6.624,6.448,6.558,6.527,-0.004727050930161569,0.7884666165289289,0.7791852475920872,0.8650135665769342,0.09092428547551412,0.050877475446788,0.07493412384716724,0.172234195402299,-0.3294637353605917
-2019-01-23,6.548,6.433,6.527,6.526,-0.00015320974413979283,0.6705812208704263,0.7532627403330245,0.8633726166789014,0.16827783745076963,0.10610169491525423,0.051732473811442414,0.28086359175662423,-0.32770165859688893
-2019-01-24,6.578,6.477,6.526,6.506,-0.0030646644192460215,0.4456238427409438,0.7474551512542221,0.8050400615815874,0.05241022322872846,0.0683087027914615,0.16678622668579646,0.25865738053782183,-0.32920919682441485
-2019-01-25,6.782,6.46,6.506,6.711,0.03150937596065173,0.3647720255491123,0.7533893230672455,0.8065817442470486,0.13553299492385795,0.10160866710439942,0.17427821522309728,0.35685402345329575,-0.30571073867163256
-2019-01-26,7.031,6.621,6.711,6.995,0.04231858143346745,0.3534899321794599,0.741636965947103,0.7757380872953386,0.13059641183125903,0.08601148889923937,0.32130714015867023,0.4229048006509357,-0.2773760330578512
-2019-01-27,7.051,6.595,6.997,7.045,0.0071479628305932685,0.3136586628225848,0.7361433550747204,0.669944079974596,0.09292584548557259,0.11489159677164107,0.16639072847682113,0.31978269014612204,-0.25013304949441184
-2019-01-28,7.188,6.116,7.045,6.201,-0.11980127750177438,0.7111694113503034,0.8405483580323423,0.7539015900089722,-0.05673866747794343,-0.06709793891981353,0.06601340897369767,0.15539407490217982,-0.3398978071109219
-2019-01-29,6.249,6.043,6.189,6.143,-0.009353330108047064,0.7065369300532091,0.8402631786308072,0.7473293207941135,-0.07471004669377923,-0.08190106112688689,0.017221394270574564,0.2111593059936907,-0.34953409572215166
-2019-01-30,6.238,6.057,6.143,6.151,0.0013022952954582223,0.6978591625209355,0.7361244684810943,0.7440005448690539,-0.047537937441932576,0.03447695930036998,-0.0064609917622354684,0.16385998107852395,-0.3569935187121055
-2019-01-31,6.264,5.975,6.151,6.23,0.012843440091042213,0.6959246109218288,0.7344883859721641,0.7437055928637065,-0.0500152485513875,0.02771362586605086,0.018806214227309992,0.18576322801674938,-0.35050041701417844
-2019-02-01,6.681,6.193,6.23,6.518,0.04622792937399667,0.7404257931104522,0.7479708891263807,0.7538901580634247,-0.0013788876972575803,0.08942002339963229,0.04942843342456915,0.27553816046966717,-0.3180581711655158
-2019-02-02,6.944,6.582,6.518,6.881,0.0556919300398897,0.7896420140816627,0.717603770023459,0.7518415003297911,0.054397793441618214,0.23182957393483705,0.16627118644067784,0.16884661117717026,-0.2972117250536207
-2019-02-03,6.892,6.623,6.881,6.779,-0.014823426827496045,0.7958048842663673,0.6277365450016966,0.7500876218056582,0.041961266523209195,0.09657068909737943,0.11313628899835804,0.1266411833139438,-0.30084570957095713
-2019-02-04,7.11,6.633,6.779,7.044,0.039091311402861706,0.8036663212367671,0.61006944540949,0.7565178880064165,0.04962002682163602,0.19187817258883233,0.1562705187130664,0.44373847099815533,-0.28195718654434254
-2019-02-05,7.936,6.926,7.059,7.84,0.11300397501419646,0.9567114521454145,0.7019771069823081,0.8050350318082572,0.12080057183702642,0.26717310489736534,0.21720229777984779,0.7299205648720211,-0.20171062009978613
-2019-02-06,8.45,7.313,7.809,8.1,0.03316326530612246,0.961058062790273,0.697876350013789,0.8041404161437552,0.14975159687721784,0.2565932361154204,0.2818483937331855,0.7285531370038412,-0.15948946767666294
-2019-02-07,8.388,7.871,8.1,7.871,-0.028271604938271522,0.6633543935459778,0.711842153563885,0.8010284881609456,0.26931140138687315,0.19729236385762094,0.18414322250639392,0.6262396694214878,-0.17503406351535478
-2019-02-08,8.839,8.294,7.871,8.59,0.09134798627874474,0.7088668596621808,0.7681563604922615,0.8375807377587748,0.39833957349829086,0.2938695586684741,0.2838140786130623,0.837826272999572,-0.0980680386392272
-2019-02-09,8.901,8.451,8.59,8.868,0.03236321303841683,0.684298242107561,0.7546283618116933,0.7567388731191627,0.44171679401723307,0.3731805512542583,0.49142280524722515,0.7995129870129871,-0.06435956952943656
-2019-02-10,9.434,8.866,8.868,9.172,0.03428055931438889,0.6704985008510693,0.7570517796474798,0.7587948699341763,0.4722311396468699,0.39859713327233925,0.5130320026393929,0.8234592445328033,-0.022591645353793655
-2019-02-11,9.711,8.956,9.172,9.473,0.03281726995202794,0.6705065546697839,0.7538229616466408,0.7557038217580503,0.45335992635777855,0.4513559062356367,0.583319404980779,1.0385194749300624,0.029897803870406747
-2019-02-12,9.763,8.935,9.473,9.239,-0.024701784017734596,0.7325989851316427,0.7673909506604614,0.7250245219522877,0.34268274960034883,0.41572172847073263,0.6539563193698532,1.0381645709243328,0.096877597055681
-2019-02-13,9.209,8.715,9.239,8.921,-0.034419309449074675,0.7723169716830758,0.7869819330419424,0.689357647112253,0.3159758076412449,0.37119581924377476,0.4430604982206403,0.9516517173485013,0.08646937035683822
-2019-02-14,8.972,8.401,8.921,8.746,-0.019616634906400532,0.806049689622283,0.7954343438554192,0.6752503979415917,0.24162407722884738,0.30323349724333193,0.479864636209814,0.8760188760188761,0.10568900126422265
-2019-02-15,9.437,8.729,8.746,9.235,0.05591127372513127,0.6663984815853173,0.803158221209519,0.6795662110999439,0.1779336734693877,0.3202287348105788,0.4926458703733634,0.8051211884284597,0.19038411961845836
-2019-02-16,9.38,9.032,9.235,9.105,-0.014076881429344823,0.676997290655594,0.8094927783550705,0.6792125387654913,0.12407407407407423,0.2924059616749468,0.4125038783741857,0.6163678324161195,0.137130011240165
-2019-02-17,9.306,8.968,9.105,9.232,0.013948380010982753,0.6377287903542307,0.6367411470298138,0.678869591015169,0.17291322576546797,0.4887921303015643,0.40432004867660476,0.6923923006416131,0.40624523990860606
-2019-02-18,9.961,9.429,9.232,9.641,0.0443024263431544,0.5157846847455849,0.6314626478394428,0.6851192636567088,0.12235157159487775,0.5694286179391177,0.45217653261033286,0.6631016042780749,0.67349418503732
-2019-02-19,10.99,9.552,9.641,10.51,0.09013587802095224,0.6447963235192516,0.6677005802324341,0.7086347391240128,0.18516012629679746,0.7086652576816779,0.6274388355528027,0.8902877697841727,0.6976255855273785
-2019-02-20,11.4,10.56,10.51,10.93,0.039961941008563207,0.6494617985590159,0.6664948782551938,0.7116257374360453,0.1916703009158307,0.754414125200642,0.6666666666666667,0.8305141517333778,0.9165351569349465
-2019-02-21,10.85,10.07,10.93,10.46,-0.04300091491308311,0.7110264444182107,0.7102865421126664,0.7307053795277755,0.10419085822864993,0.6047867444001229,0.6025739237015475,0.7226613965744402,0.8785919540229887
-2019-02-22,11.05,10.51,10.46,10.82,0.03441682600382401,0.689892773202394,0.7020025177651001,0.7305763237977345,0.17112241584587062,0.5724458654265367,0.6579834508121363,0.7437550362610799,1.1236506378802749
-2019-02-23,11.27,10.62,10.82,10.8,-0.001848428835489746,0.6397992100121539,0.6940016173182418,0.7302797254049531,0.210626611366439,0.593155332644933,0.6600061481709192,0.9368723098995699,1.0893789901334885
-2019-02-24,10.18,9.508,10.8,9.995,-0.07453703703703718,0.7792537195204525,0.7747012958494722,0.7765246957725493,0.14280814086439508,0.4189381033503692,0.4893458500968557,0.7489063867016621,1.0208249090173878
-2019-02-25,10.69,9.374,10.02,9.752,-0.024312156078038827,0.7638545266092589,0.7031769066059488,0.7798088032254917,0.05598267460747164,0.2438775510204083,0.3941386704789136,0.8420853796751042,0.983726606997559
-2019-02-26,9.724,9.384,9.729,9.445,-0.03148072190319939,0.7817673729497926,0.714589414090968,0.7899994781818347,0.03734211971444257,0.1660493827160494,0.3406671398154719,0.5637417218543046,0.7693892843761709
-2019-02-27,10.02,9.416,9.445,9.891,0.04722075172048701,0.8100498448388047,0.7130833125804728,0.6918766459556887,0.07138214904679385,0.25663829246601444,0.5950653120464442,0.7003610108303249,0.8429290106204583
-2019-02-28,10.46,9.78,9.891,10.3,0.04135072287938546,0.8064824085346887,0.6597934444847926,0.6909637025719181,0.06835390519655649,0.1990686845168801,0.6767051929024908,0.7055803941049845,1.0307570977917981
-2019-03-01,11.48,10.26,10.34,11.41,0.10776699029126213,0.8599711272108435,0.7428503262166039,0.7356871990267264,0.08563273073263566,0.2866486242670274,0.8549829296049423,0.8429979001776773,1.1589403973509933
-2019-03-02,11.93,10.79,11.41,11.89,0.04206836108676604,0.8621189490688356,0.7462178846287992,0.7374605921894875,0.08783165599268083,0.2963366768425644,0.9085072231139646,0.9443990188062144,1.2630376855728973
-2019-03-03,11.82,11.21,11.82,11.46,-0.03616484440706469,0.8510153318434187,0.763243400366519,0.7532092046900751,0.09560229445506696,0.20975403779161828,0.7582080392758517,0.8451135082917405,1.2426614481409004
-2019-03-04,11.49,10.9,11.46,11.46,0.0,0.8413565858809865,0.7530385337502408,0.7475847643820756,0.05914972273567476,0.24039398203268747,0.6654556023833746,0.9423728813559322,0.94666213691184
-2019-03-05,14.19,11.88,11.46,13.71,0.19633507853403143,1.2646663093576709,0.9770248018940167,0.9012463581547714,0.2694444444444444,0.5368232260957293,1.0224221861631508,1.251231527093596,1.2785441249792253
-2019-03-06,14.72,13.02,13.71,14.63,0.06710430342815465,1.140595132771886,0.9748524497956331,0.9086157118376117,0.4637318659329668,0.6727646924308255,1.0769449176604207,1.4015101772816814,1.9985652797704452
-2019-03-07,15.45,14.38,14.63,15.12,0.03349282296650702,1.0834096319651598,0.9694978133922215,0.8710307881058563,0.5504511894995896,0.6372495939361127,0.9285714285714286,1.3474615742897065,2.3362753751103265
-2019-03-08,15.15,13.41,15.12,14.3,-0.05423280423280419,1.1342491371889274,1.001802597019664,0.899002397679558,0.5140285865537322,0.57056562328391,0.7654320987654322,1.2630163000474761,2.051643192488263
-2019-03-09,15.12,14.22,14.3,14.47,0.011888111888111785,1.1456813330491393,1.0021204984586873,0.8874904203037375,0.4629461126276413,0.5673743500866553,0.8383941049421928,1.1769219196630059,1.9896694214876036
-2019-03-10,14.49,13.96,14.47,14.43,-0.0027643400138217533,1.1664755955298016,1.0037249192895636,0.8651713960772852,0.4009708737864077,0.4967327040763405,0.6798603026775321,1.1566283066806156,2.0872913992297812
-2019-03-11,14.69,14.1,14.43,14.42,-0.0006930006930007115,1.1065932225136275,0.9734774619777228,0.8659747988044267,0.2638036809815951,0.37202664129400564,0.6260712674785747,1.4251597712748065,1.9261363636363638
-2019-03-12,15.44,14.37,14.42,15.35,0.06449375866851592,1.1215048474372982,0.9847712207415098,0.8753763231665052,0.29100084104289303,0.40439158279963405,0.6735717400784997,1.532167601451666,2.05168986083499
-2019-03-13,15.38,14.98,15.35,15.08,-0.017589576547231256,1.095344319553838,0.9675822181050046,0.8804943483417008,0.3158813263525304,0.44168260038240903,0.5918927478095639,1.5204746782550562,2.2451043684097267
-2019-03-14,15.1,14.62,15.08,14.92,-0.010610079575596787,1.1046828412896752,0.9719524816333089,0.8756241023229626,0.3019197207678883,0.3789279112754158,0.6148933867301654,1.6709631220909413,2.29141848665343
-2019-03-15,15.31,14.92,14.92,14.95,0.002010723860589758,0.5900463965534417,0.9710099233553431,0.8631297231863979,0.09044493070751258,0.3842592592592591,0.6758210962896536,1.4183112261404074,2.270619120542551
-2019-03-16,16.08,14.97,14.95,16.03,0.07224080267558541,0.6045194801754101,0.9239904836243463,0.8687205260496721,0.09569377990430628,0.6038019009504754,0.8328378687399955,1.712351945854484,2.4384384384384385
-2019-03-17,15.96,15.59,16.03,15.68,-0.02183406113537123,0.6076580150326797,0.9222621992791513,0.8713943917544468,0.03703703703703698,0.607875307629204,0.6978884677855983,1.5343462097947307,2.064894448788116
-2019-03-18,15.72,15.29,15.68,15.54,-0.008928571428571508,0.5220092478078273,0.9071221320497187,0.8698129823670989,0.08671328671328671,0.6453149814716781,0.7067545304777594,1.410797393732547,1.7587431208947275
-2019-03-19,15.97,15.09,15.54,15.54,0.0,0.5234629592361267,0.9084101391920846,0.8715046069483046,0.0739460953697304,0.5711252653927812,0.6832755632582324,1.3638576209309399,1.8487626031164068
-2019-03-20,15.68,15.14,15.54,15.18,-0.02316602316602312,0.5444087042298513,0.9211239202578373,0.8763350802126877,0.05197505197505192,0.4737864077669902,0.5745254641634685,1.2864889290555803,1.618595825426945
-2019-03-21,15.13,14.16,15.18,14.42,-0.050065876152832645,0.6125265477859626,0.8940793337790599,0.8683359817137548,0.0,0.2638036809815951,0.37202664129400564,1.2328894394549397,1.5935251798561154
-2019-03-22,15.25,14.29,14.42,15.2,0.05409153952843271,0.5837191144350329,0.9002293578763473,0.8732456638843412,-0.009771986970684043,0.27838519764507974,0.39066788655077755,1.3177798109179628,1.5456372466923463
-2019-03-23,15.43,15.03,15.2,15.16,-0.002631578947368318,0.5761553717150766,0.8832634666015587,0.8586904247852515,0.0053050397877985045,0.32286212914485146,0.44933078393881454,1.3226597211582658,1.4967061923583662
-2019-03-24,17.42,14.67,15.19,17.16,0.13192612137203175,0.8662430708736816,0.9722956689979845,0.9231340795273053,0.15013404825737275,0.4973821989528795,0.5859519408502771,1.6294820717131473,1.765511684125705
-2019-03-25,17.04,16.05,17.13,16.75,-0.02389277389277389,0.8869366885738197,0.7337151954266637,0.9292438345508667,0.12040133779264228,0.2217359591539021,0.5509259259259258,1.5745465723947123,2.0039454806312773
-2019-03-26,16.83,15.63,16.75,16.16,-0.03522388059701487,0.8484162180595339,0.7197904562726651,0.9024474732695312,0.008109794135994886,0.10457963089542033,0.6168084042021011,1.4079868872001193,1.8276465441819774
-2019-03-27,17.03,16.3,16.16,16.63,0.029084158415841443,0.8468210727333669,0.7177181399410258,0.8941223428897147,0.06058673469387754,0.09986772486772488,0.7052912223133714,1.377412437455325,2.1412920287117494
-2019-03-28,16.78,16.49,16.63,16.71,0.004810583283223258,0.8423275301203953,0.6820333216445278,0.8822873482620123,0.07528957528957547,0.1685314685314685,0.7691900476442564,1.3718949609652236,1.7665562913907285
-2019-03-29,17.08,16.45,16.71,16.52,-0.011370436864153288,0.8474560233397245,0.6855598126814711,0.8832685270203992,0.06306306306306309,0.14167242570836214,0.670205237084218,1.6640864376713433,1.839951865222623
-2019-03-30,17.04,16.17,16.52,17.02,0.030266343825665842,0.8359421223025078,0.6890215386816158,0.8813752198823585,0.1212121212121211,0.17948717948717952,0.6524271844660192,1.7706332410874164,1.8183474085113431
-2019-03-31,17.78,16.81,17.02,17.56,0.031727379553466495,0.7615110719962092,0.6924831452913707,0.8409121830522364,0.21775312066574193,0.21775312066574193,0.5390008764241891,1.8548203544139161,1.8363753836213856
-2019-04-01,18.34,17.45,17.56,17.93,0.021070615034168627,0.7388914428888713,0.6643835542870694,0.8373954185751783,0.17960526315789482,0.16807817589576546,0.5079899074852816,1.8780096308186192,1.9321340964840554
-2019-04-02,21.24,19.25,17.93,19.92,0.11098717233686561,0.8617975489532297,0.7485979889805785,0.8672693517312893,0.31398416886543545,0.32095490716180386,0.7382198952879582,2.056152193924517,2.2072130091772664
-2019-04-03,20.38,17.98,19.92,18.71,-0.06074297188755029,0.7529756386427674,0.7913006209116428,0.8967782610867591,0.09032634032634035,0.25402144772117974,0.6326352530541011,1.7190815288475512,2.171186440677966
-2019-04-04,19.62,18.3,18.71,19.05,0.018172100481026243,0.7297240261655382,0.7905334879675681,0.7200193838135548,0.13731343283582098,0.274247491638796,0.38949671772428873,1.8101489895264788,2.12807881773399
-2019-04-05,19.76,19.19,19.05,19.55,0.026246719160105014,0.6772682971010942,0.7613926455506547,0.7023625331873998,0.2097772277227723,0.21958827199001862,0.33629528366370476,1.7754116978989214,2.209126723571898
-2019-04-06,19.6,18.58,19.55,19.12,-0.021994884910485957,0.7060653626423479,0.7614849119016458,0.705070118811561,0.1497294046903188,0.2193877551020409,0.26455026455026465,1.4387755102040818,1.968483154789629
-2019-04-07,19.66,18.93,19.12,19.07,-0.0026150627615063593,0.7100144734455209,0.7596189369513615,0.6804270093093524,0.14123279473369243,0.22715572715572718,0.33356643356643345,1.354320987654321,2.0178825763570187
-2019-04-08,19.44,18.13,19.07,18.16,-0.04771893025694807,0.7677321404325242,0.787438223721332,0.7009881813566146,0.09927360774818417,0.16859716859716878,0.2550103662750518,1.3072036590013973,1.7320595757484578
-2019-04-09,18.68,17.24,18.16,18.46,0.016519823788546217,0.7609132970720067,0.7785219744218658,0.7005211107231014,0.08460634547591073,0.2160737812911726,0.2792792792792793,1.1490104772991852,1.758929905843671
-2019-04-10,18.99,17.87,18.46,18.27,-0.010292524377031542,0.7552433941649332,0.7494485282032258,0.702243848032561,0.04043280182232345,0.2669902912621358,0.2669902912621358,1.0602165087956696,2.0726538849646823
-2019-04-11,17.75,16.66,18.27,17.64,-0.03448275862068961,0.7733396930454315,0.7508614555008342,0.6925966792255769,-0.01617401003904062,0.16052631578947385,0.14918566775244302,0.9232446576537288,1.9099307159353347
-2019-04-12,18.93,17.2,17.64,18.43,0.044784580498866244,0.5429893421923725,0.7603486752972337,0.6980724737223781,-0.07479919678714864,0.21569920844327184,0.22214854111405824,0.9455293993455081,2.0803944509443424
-2019-04-13,18.74,18.04,18.43,18.73,0.016277807921866616,0.4619986165969143,0.6125856857783686,0.6963209405606491,0.001068947087119243,0.09149184149184153,0.25536193029490617,1.0272756791860589,2.3530254206945935
-2019-04-14,20.27,18.81,18.73,19.5,0.04111051788574471,0.49941585796575383,0.6152583172321957,0.7023455545050139,0.023622047244094446,0.16417910447761197,0.30434782608695654,1.1858536038560703,2.1543189906179228
-2019-04-15,19.51,18.59,19.5,19.3,-0.01025641025641022,0.48480076672673256,0.5979558993882247,0.6789335444637814,-0.012787723785166238,0.19430693069306937,0.20399251403618202,1.206723073404985,2.265651438240271
-2019-04-16,20.2,19.29,19.3,19.77,0.024352331606217525,0.4840725185227786,0.5961418881271742,0.6750370484287408,0.03399581589958145,0.18881539386650625,0.26084183673469385,1.1407688142934491,2.195409730079198
-2019-04-17,19.96,19.45,19.77,19.6,-0.008598887202832528,0.4872036786339841,0.5993854032348703,0.6749633234201283,0.02779234399580499,0.17295032914422515,0.2612612612612615,1.1526633717737509,2.0406453614644744
-2019-04-18,22.16,19.64,19.6,22.02,0.12346938775510186,0.6985840837850532,0.7187940963567018,0.7517646462942635,0.2125550660792952,0.3329297820823245,0.41698841698841704,1.3851819757365686,2.349558868268938
-2019-04-19,24.98,21.49,22.02,24.5,0.11262488646684843,0.8369525481631299,0.7966034517948853,0.7970762869794267,0.32719393282773557,0.43948296122209163,0.6139657444005271,1.541230162846178,2.6903148064467537
-2019-04-20,25.63,24.1,24.5,25.03,0.021632653061224527,0.8089000058591529,0.7953586780347716,0.7711201851929261,0.37000547345374946,0.42539863325740335,0.7357836338418864,1.3815413891531878,2.8758129451842676
-2019-04-21,24.94,22.89,25.03,24.24,-0.0315621254494608,0.8021733314767746,0.8152590055771847,0.7778016297757455,0.37414965986394555,0.3519241494701617,0.5947368421052632,1.2177493138151876,2.696248856358646
-2019-04-22,25.2,22.73,24.24,23.96,-0.011551155115511413,0.8291510421845394,0.7391722182089023,0.7801629464683708,0.30005425935973973,0.20281124497991954,0.5804749340369393,1.2906309751434035,2.670905469587866
-2019-04-23,24.89,22.51,23.96,22.72,-0.05175292153589328,0.9207752502488488,0.7283265334891464,0.7235764244689322,0.21302722904431382,0.214323890967397,0.32400932400932403,1.099815157116451,2.4814587802635613
-2019-04-24,23.38,21.07,22.72,23.19,0.020686619718309984,0.9139348414113941,0.7287224334598221,0.7167366567965737,0.1892307692307693,0.21732283464566926,0.3844776119402986,1.1472222222222221,2.5644020903781124
-2019-04-25,22.43,21.22,23.19,22.21,-0.04225959465286766,0.9556925606302054,0.7497862849817413,0.7210297498322221,0.15077720207253886,0.13606138107416887,0.37438118811881194,1.2221110555277641,2.3094918790046193
-2019-04-26,23.24,21.9,22.21,22.73,0.023412877082395367,0.9554661342066904,0.7434583562701522,0.7200228024475562,0.14972180070814378,0.18880753138075312,0.3668069753457608,1.3308039376538146,2.2494639027877055
-2019-04-27,22.79,22.03,22.73,22.17,-0.024637043554773363,0.9701240061383096,0.7523486681377987,0.7273964538382736,0.1311224489795919,0.16255899318301004,0.32675044883303417,1.3472736897829543,2.1469127040454223
-2019-04-28,23.02,22.3,22.15,22.85,0.03067207938655847,0.767662292174904,0.7255146332810323,0.7266426423511163,0.03769300635785666,0.2582599118942732,0.38317191283292984,1.310180972601355,2.684889533946138
-2019-04-29,22.76,21.36,22.85,21.67,-0.05164113785557989,0.5260610415509257,0.7600365304184499,0.7470946875925969,-0.1155102040816326,0.17388949079089921,0.273207990599295,1.1038834951456309,2.527592381572522
-2019-04-30,22.47,21.86,21.67,22.17,0.023073373327180402,0.5286603957465058,0.7579706775397418,0.7452379519391733,-0.11426288453855371,0.2134646962233171,0.2625284738041005,0.9430324276950046,2.604291985043083
-2019-05-01,22.36,21.63,22.17,21.89,-0.012629679747406475,0.517014025497878,0.744517208752192,0.7468280184790649,-0.09694719471947189,0.24092970521541957,0.22085889570552153,0.8410428931875524,2.513643659711075
-2019-05-02,24.14,22.01,21.89,23.64,0.07994518044769294,0.6845370945457748,0.7749778088918183,0.7142333646551304,-0.013355592654424098,0.2826912642430819,0.1867469879518071,1.06282722513089,2.626879410862228
-2019-05-03,24.94,22.9,23.64,23.63,-0.0004230118443316888,0.6226549422001982,0.7764836331480882,0.6855780752985654,0.040052816901408494,0.26161238654564856,0.26296098343132,1.0619546247818499,2.4340938817032405
-2019-05-04,24.04,22.79,23.63,22.92,-0.030046550994498378,0.6378981312712289,0.7831068524007102,0.6939724615831709,-0.011642949547218562,0.17538461538461547,0.20314960629921264,0.6717724288840263,2.3810296503909134
-2019-05-05,23.18,22.64,22.92,23.05,0.005671902268760798,0.5937966100258365,0.7798856315372761,0.6915919956346865,0.03782080144079236,0.19430051813471505,0.17902813299232734,0.5755297334244702,2.2722884724588304
-2019-05-06,22.88,21.89,23.05,22.21,-0.03644251626898043,0.6155863553849907,0.7947838086780179,0.6979832437875221,-0.022877254729432472,0.12341932220536167,0.16161087866108792,0.46891534391534395,1.8329081632653064
-2019-05-07,22.58,20.22,22.21,20.58,-0.07339036470058546,0.7082475765381627,0.8434181701462002,0.7346730111709792,-0.07171853856562938,0.04999999999999982,0.07918196119559506,0.43916083916083903,1.5407407407407407
-2019-05-08,22.06,19.59,20.58,20.68,0.004859086491739717,0.6816464839225675,0.7154862115180859,0.7184123657469934,-0.0949671772428885,-0.060853769300635796,0.13876651982378863,0.42916378714581893,1.6273662812857324
-2019-05-09,21.29,18.55,20.68,18.79,-0.09139264990328821,0.7740526004986709,0.6442241296476556,0.7700006051837729,-0.1329026303645594,-0.23306122448979594,0.017876489707475463,0.302148302148302,1.1874272409778812
-2019-05-10,20.24,18.57,18.79,19.58,0.04204364023416707,0.8041334086029746,0.6623399011152132,0.777814033091771,-0.11682453766350942,-0.21773871354374763,0.0717022441160371,0.35783633841886253,1.2079386558412266
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diff --git a/data/BTC.csv b/data/BTC.csv
index 9160ec4..b81ec3e 100644
--- a/data/BTC.csv
+++ b/data/BTC.csv
@@ -1,1502 +1,1502 @@
-time,high,low,open,close,returns,vol_10,vol_20,vol_30,mom_10,mom_20,mom_30,mom_60,mom_90
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diff --git a/data/DOT.csv b/data/DOT.csv
index 5f47329..4586dbb 100644
--- a/data/DOT.csv
+++ b/data/DOT.csv
@@ -1,1502 +1,1502 @@
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diff --git a/data/ETH.csv b/data/ETH.csv
index a6f3523..c7e044f 100644
--- a/data/ETH.csv
+++ b/data/ETH.csv
@@ -1,1502 +1,1502 @@
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-2019-05-09,176.21,168.37,171.26,170.41,-0.004963213826929769,0.4667947775756476,0.4719066376081496,0.4932657666508122,0.09871050934880721,-0.020125352193663404,-0.03324445452998248,0.2540289940392966,0.4291345186179134
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diff --git a/data/FIL.csv b/data/FIL.csv
index 9139d41..2ca29e6 100644
--- a/data/FIL.csv
+++ b/data/FIL.csv
@@ -1,1502 +1,1502 @@
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diff --git a/data/GLD.csv b/data/GLD.csv
index 3ba0518..cb3ad11 100644
--- a/data/GLD.csv
+++ b/data/GLD.csv
@@ -1,1006 +1,1007 @@
-,open,high,low,close,adj_close,volume,returns,vol_10,vol_20,vol_30,mom_10,mom_20,mom_30,mom_60,mom_90
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-2017-11-29,122.24,122.33,121.74,122.04,122.04,6138941.0,-0.006269847732269351,0.11279434434673544,,,0.003948667324777944,,,,
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diff --git a/data/IEF.csv b/data/IEF.csv
index f44ab09..4857265 100644
--- a/data/IEF.csv
+++ b/data/IEF.csv
@@ -1,1006 +1,1007 @@
-,open,high,low,close,adj_close,volume,returns,vol_10,vol_20,vol_30,mom_10,mom_20,mom_30,mom_60,mom_90
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+2021-10-13,114.74,115.05,114.68,114.808373191,11662372.0
+2021-10-14,115.02,115.205,114.895,115.078181362,9518151.0
+2021-10-15,114.74,114.77,114.53,114.508586335,8689690.0
+2021-10-18,114.25,114.52,114.07,114.348700011,8703263.0
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+2021-10-20,114.02,114.21,113.94,113.889026831,6229997.0
+2021-10-21,113.9,113.95,113.63,113.589239974,7104090.0
+2021-10-22,113.78,114.05,113.67,113.879033936,10204559.0
+2021-10-25,113.98,114.22,113.98,114.018934469,4835094.0
+2021-10-26,114.12,114.24,113.9,114.158835002,5603077.0
+2021-10-27,114.64,115.06,114.32,114.798380296,16140262.0
+2021-10-28,114.76,114.91,114.46,114.498593439,9940418.0
+2021-10-29,114.27,114.86,114.19,114.548557915,11254318.0
+2021-11-01,114.22,114.63,114.19,114.54,14476744.0
+2021-11-02,114.67,114.96,114.66,114.82,12191000.0
+2021-11-03,114.84,114.88,114.27,114.46,17031092.0
+2021-11-04,114.66,115.17,114.66,115.08,12665429.0
+2021-11-05,115.335,115.81,115.22,115.71,12955126.0
+2021-11-08,115.52,115.52,115.16,115.21,7404312.0
+2021-11-09,115.695,115.98,115.65,115.74,12276897.0
diff --git a/data/LTC.csv b/data/LTC.csv
index 789cf63..d1649b1 100644
--- a/data/LTC.csv
+++ b/data/LTC.csv
@@ -1,1502 +1,1502 @@
-time,high,low,open,close,returns,vol_10,vol_20,vol_30,mom_10,mom_20,mom_30,mom_60,mom_90
-2017-10-01,55.55,53.58,55.41,54.8,,,,,,,,,
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-2017-10-03,53.54,51.34,53.29,52.15,-0.021392381309814246,,,,,,,,
-2017-10-04,52.98,50.53,52.15,51.22,-0.017833173537871505,,,,,,,,
-2017-10-05,51.87,50.17,51.22,51.64,0.00819992190550578,,,,,,,,
-2017-10-06,52.75,51.34,51.64,52.08,0.008520526723470034,,,,,,,,
-2017-10-07,52.9,51.61,52.08,52.57,0.009408602150537737,,,,,,,,
-2017-10-08,54.79,52.32,52.57,53.3,0.013886246908883404,,,,,,,,
-2017-10-09,53.44,48.12,53.3,50.08,-0.06041275797373358,,,,,,,,
-2017-10-10,51.63,49.69,50.08,50.58,0.009984025559105492,,,,,,,,
-2017-10-11,51.05,50.18,50.58,50.79,0.004151838671411667,0.3811798015121349,,,-0.07317518248175181,,,,
-2017-10-12,59.72,50.73,50.79,59.72,0.17582201220712745,0.9782573938929826,,,0.12066053668605736,,,,
-2017-10-13,60.76,55.11,59.72,59.05,-0.011219022103148069,0.9695271852950385,,,0.13231064237775647,,,,
-2017-10-14,66.48,58.34,59.05,63.94,0.08281117696867057,1.0077400888919321,,,0.24834049199531427,,,,
-2017-10-15,69.95,62.08,63.94,65.57,0.02549264935877371,1.0038244667254868,,,0.26975213013168076,,,,
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-2019-02-16,44.09,42.39,42.44,43.37,0.021913289349670073,1.667451819538294,1.238221815956075,1.0391235340456022,0.32548899755501215,0.3406491499227202,0.3540430846081797,0.42383453709783314,0.02748163942193793
-2019-02-17,44.71,43.43,43.37,43.9,0.012220428867881106,1.6663042246500874,1.2209713852218278,1.0331992044480633,0.329497274379164,0.4111218257794922,0.40569964777457557,0.49268956137368236,0.20936639118457312
-2019-02-18,49.1,46.21,43.9,48.01,0.09362186788154903,0.816218931158345,1.2435257596223006,1.0561316720511333,0.11314630187804298,0.5547279792746114,0.47450859950859936,0.4601581508515813,0.46193666260657706
-2019-02-19,48.78,47.17,48.01,47.4,-0.012705686315350961,0.8143174904346544,1.2505241212473814,1.0403956107982226,0.06254203093476796,0.4924433249370277,0.5359688917692806,0.5404614884627883,0.36875541438059467
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-2019-02-22,50.15,48.8,48.9,49.48,0.011860940695296529,0.7731244265513252,1.2854615379586558,1.079252582701152,0.13226544622425607,0.42840646651270187,0.5525572638845309,0.4858858858858859,0.6985925163062134
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-2019-02-25,46.72,44.53,44.01,45.61,0.036355373778686806,1.1228818646531091,1.4137936505473305,1.1876049993734175,0.07469368520263897,0.33714453239519204,0.3779456193353474,0.6168025522864231,0.4618589743589743
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-2019-03-01,48.7,45.75,45.77,47.13,0.029713786322918878,1.0272057573504045,0.903432187208391,1.1741366085401133,-0.005696202531645489,0.05648957632817764,0.4839420654911839,0.5549323655559222,0.376862401402279
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-2019-03-06,56.5,52.04,52.81,55.57,0.052262829009657175,0.8290579465066755,0.9670295051146771,1.234529020947168,0.2626675755510113,0.34780499636187256,0.6440828402366865,0.5904407555809961,1.0914565299209635
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-2019-03-14,57.33,54.57,55.5,56.01,0.009189189189189095,0.8661153987332799,0.8963090196947836,0.8448597876208608,0.2184033065042419,0.13197251414713018,0.2816933638443935,0.8534083388484448,1.3915456874466265
-2019-03-15,58.98,56.63,56.01,58.51,0.044634886627388015,0.5285827190315714,0.89527296502921,0.8325806746568892,0.10793410338950937,0.12997296253379687,0.4061523672194183,0.8064217351034269,1.463578947368421
-2019-03-16,63.02,59.96,58.51,61.49,0.0509314647068877,0.5256927695977128,0.6853061037432696,0.8370415402772041,0.10653230160158356,0.39718245853215195,0.49138976473441676,0.9626556016597512,1.397270955165692
-2019-03-17,61.33,60.21,61.49,60.73,-0.01235973328996598,0.5250101375466466,0.6895287619463161,0.8394526195709332,0.06097134870719767,0.3315062486296865,0.43096135721017914,0.9145649432534677,1.0741120218579234
-2019-03-18,61.79,58.8,60.73,59.19,-0.025358142598386313,0.5197398640502789,0.6961808347007611,0.8464259987705064,0.06418554476806904,0.31826280623608016,0.36476827299976944,0.8479550421479862,0.9432042022324358
-2019-03-19,60.24,59.2,59.19,59.64,0.007602635580334471,0.48504051163029066,0.6963897138749511,0.8465118579545753,0.030585795749092926,0.3159752868490733,0.35854214123006845,0.909702209414025,1.027881672900374
-2019-03-20,60.93,58.34,59.64,60.53,0.014922870556673296,0.47233790839469036,0.6961619899639861,0.8102385090758215,0.06510645785676594,0.3224819750928556,0.26077900437408874,0.8590294840294839,0.8409367396593672
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-2019-03-23,61.51,59.31,59.45,60.95,0.025231286795626584,0.4247593991298667,0.6994349995285474,0.7633225650392218,0.0981981981981983,0.2719115191986645,0.2464212678936606,0.9233196591984854,0.8123699078203983
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-2019-03-26,59.29,58.15,58.87,58.74,-0.002208255478172161,0.2957160763454798,0.43289002109890784,0.6026390746133792,-0.04472271914132375,0.05704516825625339,0.3346966598500343,0.7892171794090772,0.9052870580603309
-2019-03-27,61.82,60.2,58.74,61.54,0.047667688117126295,0.38925843746324307,0.4515357096875728,0.6077533968206186,0.013337724353696734,0.07512229210342403,0.3492655119491339,0.8592145015105739,1.1814959234314073
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-2019-04-01,61.36,60.32,60.62,60.57,-0.0008248102936324608,0.33979083135326466,0.38331089334400603,0.6055958365063718,0.018839360807401118,0.06900811860218847,0.24195201968423197,0.929595412551768,0.882224984462399
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-2019-04-19,83.56,81.34,82.2,82.61,0.004987834549878389,0.8032934996731138,1.2182982205276154,1.0177310851633032,-0.05013222950442686,0.3636513700891384,0.3647777961341483,0.7206831910018747,1.5371621621621618
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-2019-04-21,81.6,75.02,81.7,77.3,-0.05385556915544687,0.6627471999102703,1.246078303703844,1.030873006921881,-0.02718348854769692,0.2762093445600131,0.3002523128679562,0.4998059759410167,1.4775641025641026
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diff --git a/data/QQQ.csv b/data/QQQ.csv
index 063d634..b837e4e 100644
--- a/data/QQQ.csv
+++ b/data/QQQ.csv
@@ -1,1006 +1,1007 @@
-,open,high,low,close,adj_close,volume,returns,vol_10,vol_20,vol_30,mom_10,mom_20,mom_30,mom_60,mom_90
-2017-11-10,153.36,153.8,153.06,153.68,149.226193273,20150762.0,,,,,,,,,
-2017-11-13,153.12,154.0693,153.1,153.87,149.410686875,12468169.0,0.0012363352420614593,,,,,,,,
-2017-11-14,153.31,153.5,152.57,153.31,148.866916259,25050308.0,-0.0036394358874374255,,,,,,,,
-2017-11-15,152.61,153.0,151.78,152.59,148.16778261,24762217.0,-0.004696366838431887,,,,,,,,
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diff --git a/data/SOL.csv b/data/SOL.csv
index 1c5b161..171defe 100644
--- a/data/SOL.csv
+++ b/data/SOL.csv
@@ -1,1502 +1,1502 @@
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-2020-08-02,1.76,1.41,1.53,1.73,0.130718954248366,1.9986050492636631,2.0427860624688257,1.7689384247722464,0.644486692015209,0.4773697694278394,1.2493823950071512,1.9431779516842465,1.59720762648251
-2020-08-03,1.845,1.665,1.73,1.802,0.04161849710982657,1.910916936561052,2.0351444447956752,1.7683095615771258,0.8038038038038038,0.5710549258936355,1.3052321862607141,2.079815416168177,1.7821522309711284
-2020-08-04,1.96,1.785,1.802,1.86,0.03218645948945609,1.5934415773192787,2.009836663784004,1.7122882838728977,0.4820717131474106,0.45199063231850145,1.6824343813094895,1.8254595169375665,2.0087350372047883
-2020-08-05,1.994,1.704,1.873,1.749,-0.05967741935483872,1.1731193427366096,1.5833166925314135,1.7358522679792838,0.11401273885350327,1.0052740197202477,1.4616467276565799,1.7992957746478875,1.8742810188989316
-2020-08-06,2.232,1.75,1.758,2.19,0.2521440823327614,1.6336381448058455,1.7337276923713725,1.8443767028183848,0.2600690448791714,1.2394927906738928,1.9079803478953656,2.572011091175991,2.626428216592151
-2020-08-07,2.208,1.87,2.19,2.083,-0.04885844748858437,1.6780390433691448,1.7569497155306197,1.8629965393624988,0.1636871508379889,1.1454320733340202,1.6237561405718606,2.1136023916292976,2.4549676563277494
-2020-08-08,2.578,2.018,2.083,2.465,0.183389342294767,1.7669026888669113,1.788355767528194,1.9077149683630676,0.4894259818731117,1.6640008645844588,1.9047843506952624,2.7473396169048336,3.5530107129663833
-2020-08-09,2.717,2.283,2.465,2.663,0.08032454361054775,1.7665487828380315,1.7426209363847336,1.9086037833163727,0.582293523469994,2.0399543378995433,1.9202763460905796,3.141524105754277,4.164856477889837
-2020-08-10,3.397,2.498,2.663,3.12,0.17161096507698104,1.6457804394617692,1.7748152547524447,1.9414833411829158,1.049934296977661,2.1817254741994696,2.3810143042912877,4.478489903424056,4.814386880357809
-2020-08-11,3.51,2.75,3.12,3.277,0.050320512820512864,1.6043672179508859,1.7755642169862569,1.934659164228477,1.141830065359477,2.132887189292543,2.219056974459725,4.518693162681037,4.920505871725385
-2020-08-12,3.928,3.078,3.277,3.708,0.1315227342081171,1.6050362481506837,1.7767519849697533,1.9267034864360946,1.1433526011560695,2.5247148288973382,2.1665243381725023,5.070726915520629,5.485919188385517
-2020-08-13,4.135,3.5,3.708,3.72,0.003236245954692629,1.644139982380874,1.7381409499123075,1.9207584336067207,1.0643729189789122,2.7237237237237237,2.2432432432432434,5.368772470467387,5.677436725901992
-2020-08-14,3.777,3.315,3.72,3.4,-0.08602150537634412,1.835568462090433,1.6837911971544572,1.9466843261161992,0.8279569892473118,1.709163346613546,1.6541764246682282,4.960729312762973,4.670446964643095
-2020-08-15,3.735,3.143,3.4,3.167,-0.06852941176470595,1.8532344114210615,1.5714526783041816,1.6586164819429579,0.8107489994282444,1.0171974522292992,2.6310479247878926,4.419233401779603,4.158820654829777
-2020-08-16,3.49,3.13,3.167,3.39,0.07041364066940337,1.5432634102754843,1.5560820885970914,1.64584389058621,0.5479452054794522,0.9505178365937861,2.466612128029451,4.801814136573678,4.190629306384934
-2020-08-17,3.397,3.095,3.39,3.105,-0.08407079646017701,1.6141136658637605,1.6156623210928436,1.682572776443031,0.49063850216034544,0.7346368715083798,2.1980636522813883,3.991961414790997,3.9847487558195533
-2020-08-18,3.69,2.86,3.105,3.335,0.07407407407407396,1.4355038341615556,1.569623235738814,1.6618007457703423,0.3529411764705883,1.0151057401812689,2.604236463849562,3.860807462469028,4.737140891106141
-2020-08-19,3.5,2.855,3.335,2.93,-0.12143928035981999,1.6019905202934495,1.6702685615005268,1.7091760119496515,0.1002628614344725,0.7409387997623291,2.3447488584474887,3.515333641547234,3.8270181219110384
-2020-08-20,3.458,2.93,2.93,3.22,0.09897610921501698,1.434812873548231,1.6131297005344347,1.7025978616409971,0.03205128205128216,1.1156373193166886,2.2837038547827864,3.7795754786997184,4.058121269242853
-2020-08-21,3.245,2.938,3.22,3.0,-0.06832298136645965,1.4575935040411694,1.656440955720959,1.7327924057948434,-0.08452853219407996,0.9607843137254901,1.8680688336520075,3.110715264456015,3.9374588545095452
-2020-08-22,3.22,2.79,3.0,3.047,0.015666666666666718,1.2557759405986078,1.6221025678876544,1.7312675815280987,-0.1782632146709816,0.7612716763005782,1.8963878326996197,3.303672316384181,4.567330531701078
-2020-08-23,3.46,3.022,3.047,3.275,0.07482769937643585,1.3362875867538435,1.6285968321897242,1.7114614997872724,-0.11962365591397861,0.8174250832408434,2.278278278278278,3.456388624302626,4.499580184718724
-2020-08-24,3.63,3.223,3.275,3.33,0.016793893129771087,1.2693062154899677,1.6298766721015099,1.5919424176172539,-0.020588235294117574,0.7903225806451613,1.6533864541832672,3.662559507140857,4.795335885833624
-2020-08-25,3.37,2.99,3.33,3.26,-0.021021021021021102,1.2179751190277412,1.605908243823136,1.4653680981383552,0.02936532996526675,0.8639222412807317,1.0764331210191083,3.420338983050847,4.517007953968522
-2020-08-26,3.8,3.19,3.26,3.55,0.08895705521472386,1.2487768883912387,1.4071018946109963,1.4578903607022426,0.0471976401179941,0.6210045662100456,1.0425776754890679,3.981756946393488,5.167477414871438
-2020-08-27,3.86,3.26,3.55,3.442,-0.030422535211267476,1.1649180969957404,1.3952012103760045,1.4676552543543928,0.10853462157810001,0.6524243879020644,0.9229050279329609,3.308963445167752,4.927329085586361
-2020-08-28,4.31,3.442,3.442,3.995,0.16066240557815226,1.357587339767451,1.3638283090695478,1.4853056086008625,0.19790104947526244,0.6206896551724139,1.4138972809667676,3.6768906579255445,5.822062841530054
-2020-08-29,4.115,3.77,3.995,3.95,-0.01126408010012514,1.1257112218008785,1.3558403289023042,1.4903351815307262,0.348122866894198,0.4832895230942549,1.346999405822935,3.5919553592187867,5.9128456422821145
-2020-08-30,4.7,3.91,3.95,4.42,0.11898734177215187,1.1626816362911252,1.2907999619454151,1.4589297897048452,0.37267080745341596,0.4166666666666665,1.9040735873850196,4.3093093093093096,6.6749435665914225
-2020-08-31,4.88,4.085,4.42,4.81,0.08823529411764697,1.033506510931779,1.3092367225079775,1.4615440045411294,0.6033333333333333,0.46780592004882493,2.143790849673202,5.188086967708735,7.4877360155284975
-2020-09-01,4.963,4.31,4.81,4.317,-0.10249480249480236,1.2837865835570268,1.3144387888753852,1.4955842200951006,0.41680341319330494,0.1642394822006472,1.4953757225433528,4.613054219217267,6.3443348077577415
-2020-09-02,4.353,3.6,4.317,4.185,-0.030576789437109286,1.3086736040770104,1.3224958096041721,1.5074237563675896,0.27786259541984726,0.12499999999999978,1.322419533851276,4.353716259434566,6.152623483165271
-2020-09-03,4.455,3.417,4.185,3.493,-0.16535244922341696,1.6311997556926683,1.4242935873569071,1.61298302704919,0.04894894894894897,0.02735294117647058,0.8779569892473116,4.0374963945774445,4.306091447668236
-2020-09-04,3.822,3.08,3.493,3.553,0.01717721156598917,1.622387923739769,1.397688562212699,1.592733253260259,0.08987730061349697,0.12188190716766667,1.031446540880503,4.000703729767769,4.686619718309859
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-2020-09-06,3.125,2.25,2.567,3.038,0.1834826645890142,2.352210299723772,1.8105055447801348,1.7457649966199027,-0.11737361998837892,-0.02157809983896941,0.4584733557369176,2.8266784229751853,3.541106128550074
-2020-09-07,3.145,2.345,3.038,2.947,-0.02995391705069117,2.171086866298366,1.7958225228252407,1.679128925483013,-0.2623279098873592,-0.1163418290854572,0.1955375253549696,2.4727786943200565,3.4800851322590454
-2020-09-08,2.869,2.409,2.934,2.466,-0.16321683067526294,2.2832543871166564,1.8389804917329167,1.7397863306931962,-0.3756962025316456,-0.15836177474402724,-0.07397671798723227,1.7042438863910516,2.835147744945568
-2020-09-09,3.837,2.373,2.465,3.6,0.45985401459854014,3.3319752122622823,2.446970891029865,2.1370425818433105,-0.18552036199095023,0.11801242236024834,0.15384615384615374,2.901170351105332,5.321334503950834
-2020-09-10,3.853,3.298,3.6,3.445,-0.043055555555555625,3.2973837701711273,2.4370150308915077,2.1400441320405257,-0.28378378378378377,0.1483333333333332,0.05126640219713141,2.3840864440078584,4.801616705961603
-2020-09-11,3.512,3.093,3.48,3.403,-0.012191582002902712,3.261381847713774,2.4392964858026764,2.109437528741815,-0.2117211026175585,0.11683623235969809,-0.08225458468176916,1.9060631938514088,4.571381794368042
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-2020-09-14,3.522,3.078,3.215,3.265,0.0006129328838493375,3.1393450043667337,2.4325669311955793,2.0829540785493,-0.08105826062482402,0.0015337423312884457,0.03094411114619522,2.7434074753496906,4.586926762491444
-2020-09-15,3.315,2.902,3.265,2.902,-0.11117917304747316,2.8100792798350107,2.4506421363221005,2.1027324454769185,0.13050253213868324,-0.18253521126760552,-0.14395280235988195,1.9675835975048575,3.966626732842718
-2020-09-16,2.908,2.445,2.902,2.547,-0.1223294279807029,2.7435080326660968,2.487467208154951,2.1193289071856323,-0.16161948650427904,-0.26002324230098783,-0.17971014492753623,1.6233391698424144,3.094855305466238
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-2020-09-18,3.287,2.75,2.9,3.124,0.0772413793103448,2.671448733212984,2.4862867067350667,2.123049924448893,0.2668288726682886,-0.2091139240506329,0.06621160409556315,2.5662100456621006,3.8143011249807364
-2020-09-19,3.26,2.985,3.124,3.009,-0.03681177976952632,1.234966149705607,2.4479723620501437,2.110214353264876,-0.16416666666666668,-0.3192307692307692,-0.06552795031055914,2.0685294717519884,3.4663796942259166
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-2020-09-24,3.255,2.799,2.832,3.144,0.11016949152542388,1.4435638924922207,2.3789576684086815,2.128408975440008,-0.03705972434915772,-0.11511398817900365,-0.035582822085889476,1.002547770700637,3.2630508474576274
-2020-09-25,3.266,2.91,3.144,3.193,0.015585241730279975,1.303880081694127,2.1342028562857105,2.1144318737143255,0.10027567195037901,0.24386443319049467,-0.1005633802816901,0.8371691599539701,3.4807746281223686
-2020-09-26,3.241,3.041,3.193,3.143,-0.015659254619480145,1.0866552538731413,2.0451584988563694,2.1127427505287857,0.2340007852375341,0.034562211981566726,-0.08686809994189437,0.7558659217877093,2.93465197796695
-2020-09-27,3.197,3.031,3.133,3.163,0.006363347120585505,0.8760549414794744,2.040162356611765,2.060663994122056,0.09068965517241367,0.07329487614523233,-0.20826032540675854,0.9111782477341388,2.702879887614142
-2020-09-28,3.158,2.889,3.163,2.952,-0.06670882073980389,0.864863433593291,1.958421193500228,2.0695186415034406,-0.055057618437900135,0.1970802919708028,-0.2526582278481013,0.7540106951871657,2.4317600558009764
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-2020-10-01,2.93,2.693,2.896,2.865,-0.010704419889502659,0.7984372945158708,1.0291424169821768,1.998735811853679,0.03094638359122004,-0.15809579782544803,-0.33634468380820015,0.6560693641618498,2.7251332726563517
-2020-10-02,2.887,2.457,2.865,2.626,-0.08342059336823748,0.8374160229239813,1.0635503675867457,2.0101169840270243,-0.10983050847457632,-0.2095123419626731,-0.372520908004779,0.4572697003329633,2.3593450172700523
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-2020-10-06,2.663,2.14,2.662,2.172,-0.18068653338362872,1.006011509080707,1.1218433738742186,1.7777813066789012,-0.3089405027044224,-0.14723203769140158,-0.28505595786701765,0.042726836293806914,1.7358609396649451
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diff --git a/data/SPY.csv b/data/SPY.csv
index ef25e94..5f9ebfb 100644
--- a/data/SPY.csv
+++ b/data/SPY.csv
@@ -1,1006 +1,1007 @@
-,open,high,low,close,adj_close,volume,returns,vol_10,vol_20,vol_30,mom_10,mom_20,mom_30,mom_60,mom_90
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diff --git a/data/TLT.csv b/data/TLT.csv
index 6fe8def..1debe28 100644
--- a/data/TLT.csv
+++ b/data/TLT.csv
@@ -1,1006 +1,1007 @@
-,open,high,low,close,adj_close,volume,returns,vol_10,vol_20,vol_30,mom_10,mom_20,mom_30,mom_60,mom_90
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diff --git a/data/TRX.csv b/data/TRX.csv
index a49ac15..e452bd8 100644
--- a/data/TRX.csv
+++ b/data/TRX.csv
@@ -1,1502 +1,1502 @@
-time,high,low,open,close,returns,vol_10,vol_20,vol_30,mom_10,mom_20,mom_30,mom_60,mom_90
-2017-10-01,0.002401,0.00152,0.00195,0.001884,,,,,,,,,
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diff --git a/data/UNI.csv b/data/UNI.csv
index 8a76f52..fa9bb38 100644
--- a/data/UNI.csv
+++ b/data/UNI.csv
@@ -1,1502 +1,1502 @@
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diff --git a/data/XRP.csv b/data/XRP.csv
index 824990c..7f75e59 100644
--- a/data/XRP.csv
+++ b/data/XRP.csv
@@ -1,1502 +1,1502 @@
-time,high,low,open,close,returns,vol_10,vol_20,vol_30,mom_10,mom_20,mom_30,mom_60,mom_90
-2017-10-01,0.2085,0.1965,0.1999,0.2083,,,,,,,,,
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+2021-08-06,0.7527,0.7233,0.7336,0.7473
+2021-08-07,0.8183,0.7422,0.7473,0.817
+2021-08-08,0.8399,0.7731,0.817,0.7795
+2021-08-09,0.8279,0.7603,0.7795,0.8178
+2021-08-10,0.8621,0.8005,0.8178,0.8517
+2021-08-11,1.087,0.8487,0.8517,1.012
+2021-08-12,1.044,0.9227,1.012,0.966
+2021-08-13,1.096,0.9526,0.966,1.091
+2021-08-14,1.31,1.072,1.091,1.281
+2021-08-15,1.348,1.23,1.281,1.285
+2021-08-16,1.329,1.148,1.285,1.186
+2021-08-17,1.224,1.087,1.186,1.098
+2021-08-18,1.194,1.052,1.098,1.145
+2021-08-19,1.235,1.093,1.145,1.234
+2021-08-20,1.289,1.2,1.234,1.264
+2021-08-21,1.283,1.206,1.264,1.217
+2021-08-22,1.256,1.182,1.217,1.227
+2021-08-23,1.303,1.211,1.227,1.247
+2021-08-24,1.264,1.127,1.247,1.136
+2021-08-25,1.178,1.109,1.136,1.175
+2021-08-26,1.186,1.065,1.175,1.073
+2021-08-27,1.192,1.052,1.073,1.191
+2021-08-28,1.197,1.134,1.191,1.145
+2021-08-29,1.168,1.114,1.145,1.141
+2021-08-30,1.15,1.096,1.141,1.101
+2021-08-31,1.242,1.093,1.101,1.187
+2021-09-01,1.238,1.16,1.187,1.237
+2021-09-02,1.295,1.223,1.237,1.254
+2021-09-03,1.322,1.222,1.254,1.291
+2021-09-04,1.297,1.237,1.291,1.256
+2021-09-05,1.312,1.238,1.256,1.307
+2021-09-06,1.415,1.307,1.307,1.391
+2021-09-07,1.392,0.9589,1.391,1.127
+2021-09-08,1.148,1.017,1.127,1.099
+2021-09-09,1.15,1.076,1.099,1.087
+2021-09-10,1.243,1.031,1.087,1.055
+2021-09-11,1.112,1.052,1.055,1.079
+2021-09-12,1.126,1.059,1.079,1.119
+2021-09-13,1.126,1.027,1.119,1.064
+2021-09-14,1.098,1.058,1.064,1.097
+2021-09-15,1.13,1.08,1.097,1.121
+2021-09-16,1.13,1.067,1.121,1.091
+2021-09-17,1.103,1.052,1.091,1.066
+2021-09-18,1.094,1.058,1.066,1.076
+2021-09-19,1.084,1.04,1.076,1.049
+2021-09-20,1.05,0.8775,1.049,0.9208
+2021-09-21,0.959,0.8593,0.9208,0.8738
+2021-09-22,1.008,0.869,0.8738,1.004
+2021-09-23,1.017,0.9693,1.004,1.002
+2021-09-24,1.003,0.888,1.002,0.9449
+2021-09-25,0.9567,0.9184,0.9449,0.9415
+2021-09-26,0.957,0.8936,0.9415,0.9448
+2021-09-27,0.9816,0.9213,0.9448,0.9229
+2021-09-28,0.9431,0.8918,0.9229,0.8939
+2021-09-29,0.991,0.8878,0.8939,0.9279
+2021-09-30,0.9635,0.9228,0.9279,0.953
+2021-10-01,1.066,0.9452,0.953,1.043
+2021-10-02,1.072,1.009,1.043,1.037
+2021-10-03,1.089,1.023,1.037,1.055
+2021-10-04,1.06,1.008,1.055,1.043
+2021-10-05,1.088,1.039,1.043,1.085
+2021-10-06,1.106,1.02,1.085,1.078
+2021-10-07,1.094,1.045,1.078,1.068
+2021-10-08,1.092,1.052,1.068,1.063
+2021-10-09,1.208,1.058,1.063,1.16
+2021-10-10,1.229,1.128,1.16,1.136
+2021-10-11,1.181,1.106,1.136,1.137
+2021-10-12,1.137,1.066,1.137,1.102
+2021-10-13,1.138,1.076,1.102,1.128
+2021-10-14,1.157,1.118,1.128,1.134
+2021-10-15,1.164,1.095,1.134,1.141
+2021-10-16,1.185,1.13,1.141,1.134
+2021-10-17,1.14,1.023,1.134,1.094
+2021-10-18,1.106,1.065,1.094,1.083
+2021-10-19,1.1,1.067,1.083,1.091
+2021-10-20,1.153,1.088,1.091,1.145
+2021-10-21,1.164,1.086,1.145,1.089
+2021-10-22,1.127,1.075,1.089,1.089
+2021-10-23,1.102,1.077,1.089,1.094
+2021-10-24,1.096,1.054,1.094,1.082
+2021-10-25,1.103,1.079,1.082,1.095
+2021-10-26,1.159,1.092,1.095,1.107
+2021-10-27,1.125,0.9559,1.107,0.9954
+2021-10-28,1.081,0.9819,0.9954,1.058
+2021-10-29,1.091,1.054,1.058,1.082
+2021-10-30,1.116,1.062,1.082,1.085
+2021-10-31,1.153,1.07,1.085,1.113
+2021-11-01,1.132,1.072,1.113,1.093
+2021-11-02,1.147,1.087,1.093,1.135
+2021-11-03,1.235,1.128,1.135,1.21
+2021-11-04,1.256,1.165,1.21,1.202
+2021-11-05,1.202,1.134,1.202,1.16
+2021-11-06,1.177,1.101,1.16,1.152
+2021-11-07,1.237,1.147,1.152,1.22
+2021-11-08,1.295,1.22,1.22,1.283
+2021-11-09,1.288,1.226,1.283,1.257
+2021-11-10,1.301,1.221,1.257,1.291
diff --git a/exploration.ipynb b/exploration.ipynb
index 37e76a9..a6498d3 100644
--- a/exploration.ipynb
+++ b/exploration.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -10,54 +10,33 @@
      "output_type": "stream",
      "text": [
       "<class 'pandas.core.frame.DataFrame'>\n",
-      "Index: 1501 entries, 2017-10-01 to 2021-11-09\n",
-      "Data columns (total 42 columns):\n",
-      " #   Column         Non-Null Count  Dtype  \n",
-      "---  ------         --------------  -----  \n",
-      " 0   BTC_close      1501 non-null   float64\n",
-      " 1   BTC_returns    1501 non-null   float64\n",
-      " 2   TRX_close      1501 non-null   float64\n",
-      " 3   TRX_returns    1501 non-null   float64\n",
-      " 4   XRP_close      1501 non-null   float64\n",
-      " 5   XRP_returns    1501 non-null   float64\n",
-      " 6   IEF_close      1005 non-null   float64\n",
-      " 7   IEF_adj_close  1005 non-null   float64\n",
-      " 8   IEF_volume     1005 non-null   float64\n",
-      " 9   IEF_returns    1005 non-null   float64\n",
-      " 10  QQQ_close      1005 non-null   float64\n",
-      " 11  QQQ_adj_close  1005 non-null   float64\n",
-      " 12  QQQ_volume     1005 non-null   float64\n",
-      " 13  QQQ_returns    1005 non-null   float64\n",
-      " 14  FIL_close      1501 non-null   float64\n",
-      " 15  FIL_returns    1501 non-null   float64\n",
-      " 16  GLD_close      1005 non-null   float64\n",
-      " 17  GLD_adj_close  1005 non-null   float64\n",
-      " 18  GLD_volume     1005 non-null   float64\n",
-      " 19  GLD_returns    1005 non-null   float64\n",
-      " 20  TLT_close      1005 non-null   float64\n",
-      " 21  TLT_adj_close  1005 non-null   float64\n",
-      " 22  TLT_volume     1005 non-null   float64\n",
-      " 23  TLT_returns    1005 non-null   float64\n",
-      " 24  SPY_close      1005 non-null   float64\n",
-      " 25  SPY_adj_close  1005 non-null   float64\n",
-      " 26  SPY_volume     1005 non-null   float64\n",
-      " 27  SPY_returns    1005 non-null   float64\n",
-      " 28  ETH_close      1501 non-null   float64\n",
-      " 29  ETH_returns    1501 non-null   float64\n",
-      " 30  UNI_close      1501 non-null   float64\n",
-      " 31  UNI_returns    1501 non-null   float64\n",
-      " 32  DOT_close      1501 non-null   float64\n",
-      " 33  DOT_returns    1501 non-null   float64\n",
-      " 34  ADA_close      1501 non-null   float64\n",
-      " 35  ADA_returns    1501 non-null   float64\n",
-      " 36  BNB_close      1501 non-null   float64\n",
-      " 37  BNB_returns    1501 non-null   float64\n",
-      " 38  LTC_close      1501 non-null   float64\n",
-      " 39  LTC_returns    1501 non-null   float64\n",
-      " 40  SOL_close      1501 non-null   float64\n",
-      " 41  SOL_returns    1501 non-null   float64\n",
-      "dtypes: float64(42)\n",
-      "memory usage: 504.2+ KB\n"
+      "Index: 1501 entries, 2017-10-02 to 2021-11-10\n",
+      "Data columns (total 21 columns):\n",
+      " #   Column       Non-Null Count  Dtype  \n",
+      "---  ------       --------------  -----  \n",
+      " 0   BTC_returns  1500 non-null   float64\n",
+      " 1   TRX_returns  1500 non-null   float64\n",
+      " 2   XRP_returns  1500 non-null   float64\n",
+      " 3   IEF_volume   1006 non-null   float64\n",
+      " 4   IEF_returns  1005 non-null   float64\n",
+      " 5   QQQ_volume   1006 non-null   float64\n",
+      " 6   QQQ_returns  1005 non-null   float64\n",
+      " 7   FIL_returns  504 non-null    float64\n",
+      " 8   GLD_volume   1006 non-null   float64\n",
+      " 9   GLD_returns  1005 non-null   float64\n",
+      " 10  TLT_volume   1006 non-null   float64\n",
+      " 11  TLT_returns  1005 non-null   float64\n",
+      " 12  SPY_volume   1006 non-null   float64\n",
+      " 13  SPY_returns  1005 non-null   float64\n",
+      " 14  ETH_returns  1500 non-null   float64\n",
+      " 15  UNI_returns  420 non-null    float64\n",
+      " 16  DOT_returns  447 non-null    float64\n",
+      " 17  ADA_returns  1500 non-null   float64\n",
+      " 18  BNB_returns  1500 non-null   float64\n",
+      " 19  LTC_returns  1500 non-null   float64\n",
+      " 20  SOL_returns  580 non-null    float64\n",
+      "dtypes: float64(21)\n",
+      "memory usage: 258.0+ KB\n"
      ]
     }
    ],
@@ -65,14 +44,16 @@
     "from load_data import load_files\n",
     "import pandas as pd\n",
     "from pandas.plotting import lag_plot\n",
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt\n",
     "\n",
-    "data = load_files('data')\n",
+    "data = load_files('data', False)\n",
     "data.info()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -81,13 +62,13 @@
        "<AxesSubplot:xlabel='y(t)', ylabel='y(t + 1)'>"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -99,7 +80,72 @@
     }
    ],
    "source": [
-    "lag_plot(data['BTC_close'])"
+    "lag_plot(data['SPY_returns'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='y(t)', ylabel='y(t + 1)'>"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "lag_plot(data['BTC_returns'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1440x1440 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(20,20))\n",
+    "sns.heatmap(data.corr(), annot=True, ax=ax)"
    ]
   },
   {
diff --git a/fetch_data.py b/fetch_data.py
index 9509200..64c5c78 100644
--- a/fetch_data.py
+++ b/fetch_data.py
@@ -7,8 +7,6 @@ crypto_tickers = ["BTC", "ETH", "BNB", "ADA", "SOL", "XRP", "DOT", "LTC", "UNI",
 etf_tickers = ["GLD", "IEF", "TLT", "SPY", "QQQ"]
 tickers = crypto_tickers + etf_tickers
 
-add_features = True
-
 #%%
 for ticker in tickers:
     print("Fetching ", ticker)
@@ -16,20 +14,6 @@ for ticker in tickers:
         df = get_crypto_price_crypto_compare(ticker, "USD", 1500)
     else:
         df = get_stock_price_av(ticker, "2017-11-10")
-    df['returns'] = df['close'].pct_change()
-    
-    if add_features:
-        # volatility (10, 20, 30 days)
-        df['vol_10'] = df['returns'].rolling(10).std()*(252**0.5)
-        df['vol_20'] = df['returns'].rolling(20).std()*(252**0.5)
-        df['vol_30'] = df['returns'].rolling(30).std()*(252**0.5)
-
-        # momentum (10, 20, 30, 60, 90 days)
-        df['mom_10'] = df['close'].pct_change(10)
-        df['mom_20'] = df['close'].pct_change(20)
-        df['mom_30'] = df['close'].pct_change(30)
-        df['mom_60'] = df['close'].pct_change(60)
-        df['mom_90'] = df['close'].pct_change(90)
 
     df.to_csv(f"data/{ticker}.csv", index=True)
 
diff --git a/load_data.py b/load_data.py
index 57ba478..3c05baf 100644
--- a/load_data.py
+++ b/load_data.py
@@ -2,18 +2,29 @@
 import pandas as pd
 import os
 
-
 #%%
 
-def load_files(path):
-    dfs = [__load_df(os.path.join(path,f), f.split('.')[0]) for f in os.listdir(path) if os.path.isfile(os.path.join(path,f))]
+def load_files(path, add_features):
+    dfs = [__load_df(os.path.join(path,f), f.split('.')[0], add_features) for f in os.listdir(path) if os.path.isfile(os.path.join(path,f))]
     return pd.concat(dfs, axis=1)
 
-def __load_df(path, prefix):
+def __load_df(path, prefix, add_features):
     df = pd.read_csv(path, header=0, index_col=0).fillna(0)
-    df = df.drop(columns=['open', 'high', 'low'])
+    df['returns'] = df['close'].pct_change()
+    
+    if add_features:
+        # volatility (10, 20, 30 days)
+        df['vol_10'] = df['returns'].rolling(10).std()*(252**0.5)
+        df['vol_20'] = df['returns'].rolling(20).std()*(252**0.5)
+        df['vol_30'] = df['returns'].rolling(30).std()*(252**0.5)
+
+        # momentum (10, 20, 30, 60, 90 days)
+        df['mom_10'] = df['close'].pct_change(10)
+        df['mom_20'] = df['close'].pct_change(20)
+        df['mom_30'] = df['close'].pct_change(30)
+        df['mom_60'] = df['close'].pct_change(60)
+        df['mom_90'] = df['close'].pct_change(90)
+
+    df = df.drop(columns=['open', 'high', 'low', 'close'])
     df.columns = [prefix + "_" + c for c in df.columns]
     return df
-
-# %%
-load_files("data/")
diff --git a/model_lstm.py b/model_lstm.py
index 20d9dd4..27dfb62 100644
--- a/model_lstm.py
+++ b/model_lstm.py
@@ -1,5 +1,72 @@
+#%% Import all the stuff, load data, define constants
 from load_data import load_files
 import pandas as pd
+import keras
+from utils.normalize import normalize
 
-data = load_files()
+data = load_files('data/', False)
 
+ticker_to_predict = 'ETH_returns'
+
+learning_rate = 0.001
+batch_size = 256
+epochs = 10
+
+split_fraction = 0.715
+train_split = int(split_fraction * int(data.shape[0]))
+
+past = 720
+future = 72
+
+start = past + future
+end = start + train_split
+
+#%%
+
+x_train = data.loc[0 : train_split - 1].drop(ticker_to_predict, axis=1).values
+y_train = data.iloc[start:end][ticker_to_predict]
+
+
+dataset_train = keras.preprocessing.timeseries_dataset_from_array(
+    x_train,
+    y_train,
+    sequence_length=past,
+    sampling_rate=1,
+    batch_size=32,
+)
+
+for batch in dataset_train.take(1):
+    inputs, targets = batch
+
+print("Input shape:", inputs.numpy().shape)
+print("Target shape:", targets.numpy().shape)
+inputs
+
+# %%
+inputs = keras.layers.Input(shape=(inputs.shape[1], inputs.shape[2]))
+lstm_out = keras.layers.LSTM(32)(inputs)
+outputs = keras.layers.Dense(1)(lstm_out)
+
+model = keras.Model(inputs=inputs, outputs=outputs)
+model.compile(optimizer=keras.optimizers.Adam(learning_rate=learning_rate), loss="mse")
+model.summary()
+
+# %%
+path_checkpoint = "model_checkpoint.h5"
+es_callback = keras.callbacks.EarlyStopping(monitor="val_loss", min_delta=0, patience=5)
+
+modelckpt_callback = keras.callbacks.ModelCheckpoint(
+    monitor="val_loss",
+    filepath=path_checkpoint,
+    verbose=1,
+    save_weights_only=True,
+    save_best_only=True,
+)
+
+history = model.fit(
+    dataset_train,
+    epochs=epochs,
+    validation_data=dataset_val,
+    callbacks=[es_callback, modelckpt_callback],
+)
+# %%
diff --git a/utils/get_prices.py b/utils/get_prices.py
index 283c117..6054777 100644
--- a/utils/get_prices.py
+++ b/utils/get_prices.py
@@ -38,11 +38,11 @@ def get_stock_price_av(symbol: str, start_date: str = None) -> pd.DataFrame:
     api_url = f'https://www.alphavantage.co/query?function=TIME_SERIES_DAILY_ADJUSTED&symbol={symbol}&outputsize=full&apikey={AV_API_KEY}'
     raw_df = requests.get(api_url).json()
     df = pd.DataFrame(raw_df['Time Series (Daily)']).T
-    df = df.rename(columns = {'1. open': 'open', '2. high': 'high', '3. low': 'low', '4. close': 'close', '5. adjusted close': 'adj_close', '6. volume': 'volume'})
+    df = df.rename(columns = {'1. open': 'open', '2. high': 'high', '3. low': 'low', '5. adjusted close': 'close', '6. volume': 'volume'})
     for i in df.columns:
         df[i] = df[i].astype(float)
     df.index = pd.to_datetime(df.index)
-    df = df.iloc[::-1].drop(['7. dividend amount', '8. split coefficient'], axis = 1)
+    df = df.iloc[::-1].drop(['4. close', '7. dividend amount', '8. split coefficient'], axis = 1)
     if start_date:
         df = df[df.index >= start_date]
     df.sort_index(inplace = True, ascending= True)
diff --git a/utils/normalize.py b/utils/normalize.py
new file mode 100644
index 0000000..a8dcf94
--- /dev/null
+++ b/utils/normalize.py
@@ -0,0 +1,5 @@
+
+def normalize(data, train_split):
+    data_mean = data[:train_split].mean(axis=0)
+    data_std = data[:train_split].std(axis=0)
+    return (data - data_mean) / data_std