fuckLotus.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "2414189a-4e9c-4033-aca3-582e271b7e92",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "id": "68a3a30c-95eb-497a-b2d6-f09527315482",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('data.csv')\n",
    "X = df.iloc[:, 0:25]\n",
    "y = df.iloc[:, 25:29]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "id": "1bf68b3f-ba71-4c39-93bf-20bb9c6e5b17",
   "metadata": {},
   "outputs": [],
   "source": [
    "def tansig_apply(n):\n",
    "    a = np.divide(2, (1 + np.exp((-2) * n))) - 1\n",
    "    return a\n",
    "\n",
    "def mapminmax_apply(x, settings):\n",
    "    y = x - settings.xoffset\n",
    "    y = y * settings.gain\n",
    "    y = y + settings.ymin\n",
    "    return y\n",
    "\n",
    "def mapminmax_reverse(y, settings):\n",
    "    x = y - settings.ymin\n",
    "    x = np.divide(x, settings.gain)\n",
    "    x = x + settings.xoffset\n",
    "    return x\n",
    "\n",
    "def fuckLotus(X):\n",
    "    X = X.T\n",
    "    \n",
    "    class Steps:\n",
    "        def __init__(self, xoffset, gain, ymin):\n",
    "            self.xoffset = xoffset\n",
    "            self.gain = gain\n",
    "            self.ymin = ymin\n",
    "\n",
    "    xoffset = []\n",
    "    gain = []\n",
    "    ymin = 0\n",
    "\n",
    "    x1_step1 = Steps(xoffset, gain, ymin)\n",
    "    x1_step1.xoffset = [3819,-323,187.89,4179,-390,175.28,4062.16,-723.5,167.1,3922.5,-420,373.03,4172,-420,373.03,4066.5,-695.5,374.1,4030.5,-740.5,208,3960.5,-310,227,-60]\n",
    "    x1_step1.gain = [0.00865800865800866,0.00314465408805031,0.00648445352267938,0.00904977375565611,0.00678241996744438,0.00645744543458608,0.0145095763203714,0.00652592423401964,0.0142612664004564,0.0117647058823529,0.0066862797539449,0.00700599012155393,0.0116822429906542,0.0066862797539449,0.00742252737056968,0.0586510263929612,0.00707714083510262,0.025,0.00854700854700855,0.0052317672909909,0.0126462219411951,0.00701754385964912,0.00823960779466897,0.00579710144927536,0.00769230769230769]\n",
    "    x1_step1.ymin = -1\n",
    "\n",
    "    b1 = [-0.043503453232940150763,-0.15761087340022975067,0.20050801277667729128,0.13692168766303464134,-0.39828666753840347159,-0.74470930098011423048,-0.15713676317883587541,-0.023827872221089323873,0.15205234086317057085,0.048304252225034233215,0.19862148506167312534,-0.75503353628002378706,-0.087991380234920729686,-0.07976394209973235172,0.023878448375591672381,0.080985345610736794719,-0.03613718125566710293,-0.12306384609630235949,-0.072805769240335951875,0.21310676157210869941,0.0571021657579907152,-0.2938836866972076578,-1.6975679108155885544,0.20608405879504032576,-0.22627331230153271968,-0.017967438477906869099,0.26795810162014377376,0.001355597794638701897,0.58664085280641609099,0.12615624198016289759,-1.8402521121917747582,0.084248537488846447774,0.033144474396138219607,0.0041444387209338623759,0.22085110623121795292,-0.00088099014064103690902,0.068351172412973545955,-0.11656568153059633508,-0.01460539188614663926,-0.069669137896101074325,0.037813775703456883881,0.5407551809084147898,0.020785016737842668816,-1.7283269432062042803,0.95919933117822675506,0.12850718078376804909,0.071533820278718268648,0.24313714966613605983,-0.20482023404287377777,1.9424929451130124036,0.034129006696579922142,2.4411548479056639493,1.1418793148631198875,0.26045555438512757451,-0.19738713352672104806,-0.53166958762496718816,0.30733397786117683248,-0.048974073377886132019,0.047013878050895074878,-0.15291376293542266462,0.34168452958641926109,0.27320951491473205452,-0.42207504577899196407,-1.3227026381732922555,-0.16790095959510176193,1.1609508554003795666,-0.43815833332305376135,1.0396823424723531382,0.054187045821362300746,0.056184229036571060878,0.051687019445601826984,0.10504358439486008447,0.058187130716152737908,0.016058610121613133698,0.77833014507982445362,0.12824578361724975339,0.39771349701538694088,0.71063062068634741397,-0.0028936222865869956622,-0.17451558399792421739,-2.4099715965622174885,0.15151651737695973066,-0.11477164380648051389,-0.33302064158555866324,0.046324975438860556409,-0.077538495396530640602,0.35351318118796581924,0.14628090028030166225,0.1888746263494565647,0.015074433624459168332,0.032053064187199650781,-0.015588302901376031168,0.022223830434925369998,-0.50499186232402537566,0.27363275092921057752,3.1730877331483577919,-0.066864977499234951042,-0.047034629538242576918,0.23072923801237127384,0.61303734810211019113];\n",
    "    IW1_1 = [[-0.019154213936668027657,0.046268771474775774455,0.10336255595188130474,-0.067087391647390873239,-0.037598977033338081,0.1054470201384752337,0.10410528510883440556,-0.090707636379473793875,0.076896155597796556069,-0.087508574637542385632,-0.023425334125572395277,-0.14888878712005992888,0.071982580600715828645,0.060339571948900889986,0.012493876033826956107,-0.023024920412392048397,-0.03126913598596877536,-0.0056843567874791138192,0.030257743877124466947,-0.075315077468068911126,0.087559082313383648777,0.083857266566682575615,0.071571008746063549677,0.10400819652320258957,0.041202036022644772384],[-0.32905742193417109043,0.065381088039980495008,-0.10867281824025440407,-0.15442075357689746817,-0.05354793422853809659,-0.24436688434835882044,-0.08567050815900770222,0.35087038410624715734,-0.058086501054440742298,0.11002977917683584574,0.52596160130532976229,-0.042593133656629339479,0.086020960345823627158,0.67046818749432357532,0.28932160375926013751,0.1530574262307222988,-0.17856729855696770737,-0.16510049637931811795,0.21278281113894673138,0.086217317684202474104,0.23935122987530921268,0.48643106119451218206,-0.21090587603185476095,-0.25694712062252589302,0.14791996571363300039],[-0.14693475928138194364,-0.11360951038873884356,-0.11798607563837298917,0.15153390079005138458,-0.4055002659322988201,-0.49981481069297178932,-0.25434816452578995483,0.032465546871788486527,-0.43342768604796438892,0.24074927398034168258,0.47638563365396568994,-0.27891986209212077386,-0.10590396666950285809,0.14177205415481963779,0.31791543149690815184,0.42502917477467555551,-0.043901069977790335708,0.13303223188360679963,-0.4636957984039408176,-0.058774859145954455597,-0.035070725769365554414,0.098740728873246128017,-0.18487600879200666304,-0.40088475019717401127,0.17232668246654497812],[0.042183901278397932522,0.015578703854945771465,0.13072613118198422866,0.13623759585280259543,0.14484693853813229714,0.014500595636462165761,-0.11556609271492042368,0.097735698436230075692,0.034395888446304881403,-0.039246626798636656541,-0.13655586573835759578,0.026774270109486457414,-0.10828524490199706309,0.041304085969442801141,-0.18738414466188746399,0.088046937115376852634,-0.10258432379860715766,0.029370001307979936439,-0.17441915468776578169,-0.079419978536134208658,0.061827735643187151093,-0.016155394478912864231,-0.10927363164866044087,-0.014344946992461325708,-0.00092257123867703198263],[0.070605391536145548081,-1.0812217776779753375,0.036575944717473045376,-0.0019396422250358641773,0.1831264377806899879,-0.35458497169494845869,0.094676036209468072968,0.12231071902953412345,-0.19375541989544278754,-0.0069729278406039894855,-0.14619173557897108262,0.37844118835416601376,-0.23189051631850121638,-0.049624492486993312945,-0.26179448038076408301,0.10526950042122901197,0.005769667534195681638,0.11192146377846837191,0.22963093691720773415,0.10491560811888470117,-0.13061229550084635376,-0.091858386588247520343,0.15297240136525142029,0.19406418953864926213,0.59098334607702507348],[-0.08876774266044014372,-0.77588976534216047565,-0.36569450083629884141,-0.13220687990611143525,0.15434280934852395717,-0.19354202726919550459,0.2979847810620452897,-0.35104833380910571705,0.27820388819317842799,-0.15956460555066800944,0.57976286624653305957,0.1639136346983420256,0.10702895955819784202,-0.12333087723748685505,-0.11504457905458412292,-0.44878418995925373203,0.69343525312325238197,0.14582947745994781497,0.019063953339736053327,-0.42032370706889088385,0.28368021169191676156,0.23026665184303782286,-0.17237476515499433605,-0.50996185760908752105,-0.8970946209797873161],[-0.3643723677263844829,0.16864286503064601641,-0.0072972210241927870991,-0.20857259532110297706,0.50532301702736315274,-0.1205680237835139168,-0.069404561853706067676,-0.19112981476318005591,-0.19735082272970952411,0.045440665113628722627,0.056147950571729388081,-0.3436120087536999046,-0.12852515248423612704,0.14151189175836245693,-0.2449293095599814063,-0.11976479277875033691,0.3313020731095184801,0.078337452900402906875,-0.21167680636354552215,0.083328913891219130727,0.17985981252739877134,0.051108200441611413567,0.47787263888234343678,-0.12752594556748930721,-0.064562231379075268878],[-0.046844310488161185202,0.077612418648355968598,0.15572272765985911702,-0.081951570022458078424,-0.091771503206801829933,0.12060418761704443102,-0.070013063948371839773,0.21837757155807790976,0.44623669544687061261,-0.40375896512118197856,0.0078594998640507830051,0.15677017549424529519,0.040045826668251953417,0.041783814144660355594,0.1828301052987729991,-0.12331842529528451446,-0.073535995346343960288,-0.23967556707193135579,0.078694803804739796305,0.078937077857518009316,0.068456168628098321149,-0.33386251810751171876,-0.24367260918805089265,0.021153301243382195695,-0.23425274798344802862],[-0.55483360861446662238,-0.1195046862316567482,0.19888292979195482113,-0.35587912351153533352,0.10176118477087144065,-0.1810607590289654012,0.068760472579636841561,-0.21303649788476314297,-0.29596311653916573814,0.442579591978222886,-0.096906997995186011652,-0.41133028583195624384,-0.07199243001165844813,-0.053418072417705804444,-0.20805877727273372479,0.24827087201585390508,0.21117132575626387792,0.3287380263133813374,-0.26363730383568312332,-0.11026296570416653509,-0.0028724734305757559927,0.34277962356929880805,0.15864302112869674288,-0.0060758010214489888839,0.10991166872293729739],[-0.059850050113495582849,-0.018611316399903994612,-0.055489085978287354395,0.067046660569793414819,0.018981609451747861322,-0.033751658929030071976,-0.13311266239853289384,0.13756410922159378885,-0.0053270602823851567059,0.050114417106611186536,0.11691084191354550459,0.096159325962599517812,-0.0021175808816810063988,-0.039275670540589384394,-0.056692042334397785286,-0.015727560310841111335,0.0068948472536956790027,-0.035854471971621518223,0.049203086131088924482,0.097527887897683629426,-0.061108204487197864685,-0.016938005353831196015,-0.059551125027186901928,0.0094808309779437147102,-0.048751004244002686672],[0.047206629889341655826,-0.24773324895075335417,0.022187945677247043752,0.05129817232217340206,-0.5421572447056245414,0.049145187263865859617,0.079559261857005403318,0.26880140710077793376,0.092670381089244399653,-0.11456625238973901226,0.047517713868498998031,0.21702241601363483903,0.23186781215118199007,-0.061292508928213459973,0.046195504959697174241,0.059195190878426576231,-0.21796852804467919951,-0.24150108667798200757,0.18376859076036575202,0.086076829474139582299,-0.084249576930905428762,0.010248464230146114504,-0.26027042105943826167,0.21704997541304332787,0.25517020626805558825],[-0.061351338864786462979,-0.85986487575443593112,0.76302688671957297206,0.12828802163888006205,1.01003189927559478,0.072141302361298731416,0.086759669977884687486,-0.1715213006792290773,-0.150543889449381324,0.034223763742237650609,0.30446874865358131146,-0.91888057122731925386,-0.25516816086931204399,-0.97924284288603313797,0.44317149523319671056,-0.25588866648889779798,-0.079519866693717924933,0.44685303029720074841,-0.047856388819373950338,0.13603065904842362444,0.024172002720283133209,-0.14865632972482772933,-0.12436700032749847811,0.43558810793917535076,0.50555251985528892877],[-0.026301785018251411935,0.15915289403609969576,-0.13837957843140991088,-0.24431638288957965854,-0.17706345715569746235,-0.018250701905806764047,0.27468962214576020386,-0.093697318933272322194,-0.10789515213092108759,-0.10490707449332234424,-0.12360834394723091423,-0.068315286117522258658,0.05640047576202539964,0.14705902088809733042,0.10018201707285728785,0.088995203914641524134,-0.12118989083194524337,0.30284249765624771111,0.056160098952392857596,-0.14772440702443120908,0.025719222919607397093,0.25143656135948522223,-0.009566104499160269295,-0.089667256678903003997,-0.17297062696156578765],[0.054142252590446117433,-0.028716261565344999851,-0.087077750413246585159,-0.17355351910263311366,8.6679411035896021987e-05,-0.019530615770845027868,0.15304474491752065313,-0.12549444582689278649,-0.049345458865470190335,0.016441795529419052369,-0.0029062229899582069613,-0.0061646164381790680489,-0.033525674867670572643,0.022565873959939919402,0.17643347922541879891,0.055974402851527264857,0.14474743390006214461,0.083224402358126919887,0.069438299903081923681,0.0042265087837673387047,-0.024490601100844021365,0.041700463993979496047,0.10430977479274557151,-0.058660728085299582157,-0.11971575416118483692],[-0.037066195422624265143,-0.0209749715983091993,-0.043181880598477134781,0.09889405357430064436,-0.019641294215720979388,-0.023703691675207309159,-0.057885766040868431859,0.15081922668087324735,0.020322638650099190266,0.034523868339666023697,0.1440889895592233072,0.047290210662858392365,0.057987928565207381981,-0.0010725027127277578058,-0.053366788668022968611,-0.048895177644572622444,-0.073802079163214448498,-0.072723166986559575897,0.070837195171571623598,0.076349041482537877146,-0.03090276540434018851,0.01208311885494162824,-0.059070218675244839934,-0.026989518729918067497,-0.026614459557770139136],[-0.043757104885687084228,-0.35322237747186763235,-0.18314867794244044097,-0.19574840901253187653,-0.59342436188952318865,-0.11797547777439874872,0.055795140142243744574,0.47412204468639057575,-0.045487965412072714488,-0.048305480071384659935,0.20080100634539088666,-0.27879128694639054853,0.19212912631605558178,0.16872952647255776149,-0.073383342709602047971,0.0019550324165406411658,-0.32293050839645942585,0.0079588602348466645775,0.051550705995930846959,0.14278852438912603695,-0.16814291916162549256,0.134504668755899226,-0.25272805964444283733,-0.026303421270723478798,-0.23568084387353288589],[0.14943427471604142642,-0.28341251423556579336,0.070071483191172234672,0.15699827699096796652,0.048903783610862103237,0.095078553868194651266,-0.25825320088492464965,-0.34201584550394298345,0.17177096049960069446,-0.093744550325256678636,0.39512254502989496707,0.30738568811980460094,0.35302551652660901782,1.0798069964040277746,-1.0885737815831335595,0.44350913738881309056,-0.41877509119526556969,-0.14601409079847355033,-0.47673035906733429723,-0.051270813339287402144,-0.11636410763832612247,-0.58324574130536233074,-0.88241437826724467008,0.49656105804846639717,0.62140969833238313136],[0.074436601939160657038,0.15976199409295396836,0.3389689101601474075,0.35802588545076097226,0.26733054049907944982,0.15203739963695214743,0.17301276624779329816,-0.10694666194000727877,0.16828760447279170198,0.12951418263567698874,-0.10889315369108706899,-0.23296629471845767267,-0.2653777580501211486,-0.11316787660976868057,-0.067092851305481301938,0.065222059944611956994,0.19624993398467593941,0.25728871465088593018,-0.056627448990818805841,-0.07237422603076013039,0.13690885826036977568,0.050184668621135242184,-0.16330487844843880052,0.021768577976782509803,0.066800316246088495276],[0.38860845351534539782,-0.35912153846165034699,0.044402158995750756754,-0.32251068243613933983,-0.25475485006902048868,-0.053243960569780292291,0.18921767818451076804,-0.16846326062280853053,0.26224614309803606638,-0.53678804716722383628,0.20326835790312744456,-0.34426259280465670853,-0.31873943404742954844,0.4069537654365779078,-0.10486739389706242753,0.2991311642369763879,-0.34031605831922812078,0.37876636924839351961,0.2403640999999912542,-0.18815042824691741163,-0.38427342832779592952,0.17153285235731080549,0.4598460568624866962,0.077236679659714604917,0.62098708275892200437],[-0.23965894298916012861,0.99157336702083087587,0.066057619526469990578,0.14321216803912209525,0.23369416750163954366,1.0199953952307148075,-0.32214935330464866681,-0.035995036265926962094,-0.40548168583486865479,0.053109113541372675316,-0.0045605283256508720446,-0.037311457733380931634,0.41535831495072922381,-0.071333302546259885757,-0.035131547810848200164,0.39364470043595828352,0.29554482555068534166,-0.2839835498349833065,0.043672165223644990317,-0.24888185769607604203,-0.079846812307180894952,-0.48947092339040099152,0.11849812577709112338,0.10705009259604285343,0.8549662217753648541],[0.14428900417489259889,-0.045873297757577972955,-0.13656620645851216822,0.067491087937272487007,0.0052275980877453118514,-0.15313892996984068695,-0.077145153767861379679,0.10505610416910723948,-0.10562216011044428532,0.1510353419860664681,-0.030186840355519023449,0.12339468559757409138,-0.11617991171598063271,-0.042542797377904201239,-0.0013445392878626081633,0.06784371117143110641,0.042335862689515030288,0.03372199915767492423,-0.09056154811244918057,0.068974988089817709791,-0.072103921206571858216,-0.097317414541413488349,-0.1098054889655598193,-0.18819240612575988125,-0.098695712930178952638],[0.14429084764100574834,0.23795672535812478765,0.03659808217400242758,0.29048259355220978906,0.33232033315016074049,-0.064689180939586338193,-0.019265336374389006868,0.031927527500995388221,-0.29551211316565978438,-0.2613866489520165759,0.053459291623931738668,0.7279649724739309935,-0.35122514822053035877,0.24496922620756908517,-0.078245407402865008173,-0.40034830334663273899,-0.45837389252099686177,0.1243358095673083169,-0.044995704766670918673,-0.14915577142326735816,-0.11354562430414631702,-0.047168652456240536819,0.30181992705687704648,-0.17976433320856893827,-0.064797685858703449324],[-0.30405191379252821671,1.3603557847639349276,-0.34201536858568570842,-0.91049676052088956979,0.065704020632077642095,-0.32636187656589898953,0.15206298201224247024,0.44363960724226547683,-0.50590622562915954497,0.3579679128583967973,-0.33382587989678691454,-0.21420119664444717267,1.3268611093070250551,0.11385915390685118209,-0.15098919450627296124,-1.6431828536851849076,-0.28494825585659505629,-0.52843710456581938217,0.24073849169717476126,0.48625804867867705727,0.67357739357379686762,1.2761334308974234819,-0.15456107769400645457,-1.9240039306801244301,-3.4306271892220205899],[-0.52798725001712976113,0.2928495188539009253,-0.30067047634117166632,-0.057487723482818810228,-0.45723499298814340719,0.34658796164514033,-0.60731885924056061565,0.06450347859793238714,0.22010503022814933982,-0.18565493055671764,0.2691722350491240201,-0.27371320448269820247,-0.017917086001903653053,-0.30528754754193804244,0.432824283735367632,0.16773973952564594225,-0.050191079323034334947,-0.099489414124481714841,-0.43545974609827781121,0.1076734260707733204,-0.32830872089350265908,-0.36111314687044143712,-0.57551727692066034781,0.316422062866667686,0.74524558413658748002],[-0.23759040411840359752,-0.0330231196447949224,0.034240296604762000821,0.46325486371112473138,-0.31958238664491661618,-0.075451962226375152154,-0.13342979614942954147,0.050728867651878395417,-0.093308097065847084295,-0.063649931407551083029,0.26997531035194310967,0.21365850069878472572,0.39046063495830113377,0.1682095623103748161,0.17156361412843768033,-0.049673310266178986871,0.48950054988475732998,-0.62775799333820758719,0.11235533224700113009,0.35294637803926875996,-0.10813334047373505953,0.03645276032649388126,-0.26882814932002113695,0.56515793867435037967,-0.22213827492125859386],[0.06925337638765013959,-0.14713312027510364044,0.28017153528342908508,-0.26294908808190858851,-0.15631648455009211629,-0.083546622008655230252,-0.35511622380793667064,0.27733554601391413597,0.38855431381819255376,-0.15176750679961825696,0.036758269416068488356,-0.27415447722874364267,0.12944999194318723701,-0.47985582558343337078,0.45882060110307121281,0.34178793714996491548,0.24908742107077549988,0.16023469027670411702,0.42957573128790055295,-0.011371209251551318148,-0.53057269883046198622,-0.070874277915664057881,0.4043122610682641227,0.24738709418089238623,-0.43858743737899902326],[0.27087076564402406964,-0.12578123771796953512,0.33627485228981573995,-0.18847899225253908484,0.38743004592644786355,-0.093158851290217170593,0.15118576752859522183,-0.24086065251711749613,0.44860360061869397619,-0.36244222657571989465,-0.41603579590905842567,-0.12385149024426218844,-0.092631989488324559257,-0.50947712821534085759,-0.27693959131432438481,0.21136757417709087226,0.26766673566194532086,0.85149177405342868497,-0.18768219561760510206,-0.19331577042045156034,-0.15826723026489786239,-0.037832140611552468601,-0.04159644168204266329,0.11712785176843731882,0.1593974358291764537],[-0.053644202940612777109,-0.097945051149714315586,-0.2571769917121297655,-0.25204299910646282834,-0.2072920449930760467,-0.13222941293637574534,-0.099323010678284626152,0.13415650755862304488,-0.097129464218304095713,-0.05237316260956231817,0.17594693799050842298,0.13594607811047498824,0.1798277804923871237,0.039123087397704474355,0.10276413195358961861,-0.10865093107624027025,-0.061916690111043996836,-0.17477583013244840648,0.096822317434052798668,0.14110492861664206132,-0.047512954547629583646,-0.036253332062679624603,0.032605232446304505123,-0.02208076318576628061,-0.041415784856681792103],[0.10085718390595715954,-0.32076257550485787196,-0.026145992368542054357,-0.55182729769327554248,0.85373448264943385677,-0.43642285462557539599,-0.27003918031106444175,0.28262562112960198935,0.49226721932231326528,0.34395110936498612952,-0.28389165119617315591,-0.19493152849578926356,0.48138955968833296861,-0.77768325160137263818,-0.49053399450909690449,0.97545108969458049764,-0.39899549588097527053,-0.59615690473457172427,-1.5762354128744948678,0.14720860860608406262,0.12364977191265651146,-0.69014242775586354117,0.25567279371666634669,0.33275478444095729635,-0.78836708425771973019],[0.073268372806817555487,0.081912194304733343397,-0.18320863789546748546,0.18574902513057189868,-0.16836892470238387642,0.026988407247841673248,0.11249383022221953743,-0.25667063600202250084,0.22075908335143792915,0.14340852748480018009,-0.11961057170703566499,0.030002940251999184185,-0.32157241114019607942,0.28681280150009702545,0.32861857395447674479,-0.32593281493455389386,-0.59421461173007183998,-0.065488675589378111952,0.63340786466042564573,-0.51035360320002087775,0.15656159090134511014,0.50011088457371588589,0.27439473734566938168,0.37847715262485059906,-0.96496172521598111427],[-0.048598453171163208397,0.34891262504992220927,-0.68494692914666288619,-0.16229141154523232804,0.74373557983444016362,-0.75267371613238731598,0.60206053424487859793,0.30871359592252872739,-0.19104894099990107903,0.025737624871884575567,-0.049245736837599592139,0.21311904949028651068,2.4121288835808480933,-0.075846953708138820094,0.32535170549251107852,-0.3361294481236430931,-0.29081996222757966475,-0.81755181231549300946,0.68526758897172002083,0.49291356300334343565,0.55765198894941048202,0.57129425435785641252,-0.39516509534611843346,-1.6142894891348011921,-3.3729802437973370743],[-0.045539476789975615045,-0.15250741165027090207,-0.040446652954543624303,-0.22906712901000259031,-0.39078139370836922906,-0.01151455945234476988,-0.32259211827212719292,-0.12300958382912813294,-0.34553161298288254111,-0.10554596036461046105,0.14266770548780749461,-0.21153111552698922182,0.03566327730892573239,-0.15798136056887776557,-0.13494952433932083657,0.58420103413944646231,0.27446464880299104028,-0.34972287601914370248,0.15148737975069551109,0.077003793883804239062,-0.24217283572686723603,0.077281840166015663973,0.29308449517329643319,0.026002324921745520458,-0.48897394723659864946],[0.043528075566826959775,-0.010278737727460775242,0.074546017397431288409,-0.025783099573974722213,-0.17089534280929649657,0.021433363559471407117,0.20990426266086803508,0.13383468287934921492,0.19713073318742233009,0.058882105260279392345,-0.071051686959779439268,-0.32780007091263640984,0.029062568217024870726,0.028150424574918522791,-0.27612980249374663444,0.12536311848550779624,-0.21918551351641499259,-0.26745000964009640887,-0.0594784160017332586,-0.047036308994540136641,0.20165176724378111595,0.22966886431118008205,-0.093968175176321083741,0.021168715412735229081,0.22289278379465296553],[-0.016999610995175783862,0.3586285663837742721,-0.5831529161574892095,-0.081030673238820044579,-0.41683873339981436512,-0.54706314758095431205,0.2886626101170695069,-0.081556028565476709757,-0.052139078592378346189,0.01128771589712146417,-0.28914253057106364952,0.70917405287612844678,0.40009304771894799169,-0.087207248956839414356,0.47830732076365733985,-0.22197524447929692371,0.28185552659396334585,-0.0040846185436280340111,0.29723691336400276386,0.44455154948712805041,0.21638381387178223791,0.55684955745917019687,-0.047760372061001754584,-0.60991124447821443155,-1.0022253226847603891],[-0.32721619760684567124,-0.86175716141806069093,0.72715467112652587556,0.23422798843910483391,0.4215548354834616207,0.91849636125975087086,0.25229032102762039003,0.29744422334359865712,-0.25333900079257559712,-0.20805346438854172009,0.089452863667940266112,0.6349852772495898634,0.20501753720669271819,-0.2088623032567478166,0.52298237203546937835,0.3106003058202703726,-0.18805137311572367453,0.7406963253910572309,0.12917271843600897085,0.2151685775029897052,-0.44597057729049399688,0.0080537250602746267292,-0.019935318471477246616,-1.2646166454913621013,-0.61176019786739921358],[0.067074420111449567505,0.021321962934111614307,0.10587600358773932574,0.090514490087260521256,0.10583224452001095683,0.026778755440029999857,0.0053098219570308670401,-0.1053280305508069864,-0.00016366331716818888339,-0.018700222762754230288,-0.17416656274352723677,-0.047349337044432018851,-0.13482159086360384626,-0.037162465682183898341,-0.05735391921449459196,0.069027689743792808308,-0.0091880043745140183714,0.094084971958093094324,-0.13626863554795834443,-0.11475126727277147609,0.021275599971500080976,-0.070288229856333137024,-0.018102470503893179632,-0.043629899217021518576,0.074113408234421460086],[0.41058117350860667827,0.031273857959872003454,-0.090048733496267241438,0.1033089098335862599,0.32006192235608704744,-0.16865905591278829156,0.37861838446361456567,0.044149706309742978161,-0.010015929912616208103,0.33896871450920901259,-0.21174158028396850018,-0.23662751628564945849,-0.040875161594269175669,0.13713772563535661653,-0.097233082898746839295,-0.048829597146220399262,0.015949546131905568275,0.57504948815662282335,-0.30374029722868495229,-0.021503478083614881861,0.38394280888573961708,0.028282460146100699833,1.6623976906308973343e-05,-0.21383895179723000357,0.055406316482419885883],[0.27043611869770645129,0.017233640727497796102,0.058315022347693375171,0.19446743777296535138,-0.37493186695900343475,0.54527624106641015,0.48228072400281135623,0.38762263629749482696,-0.0340543026753098374,0.36060708015620618339,-0.26872235269626276732,-0.12453932852182431068,0.40970838649380536545,-0.38351575768755125084,0.5084362955880502577,-0.63904859864693464022,-0.21345393595036177281,-0.5074748317211998927,0.10480772943313343415,-0.079347027180355120257,0.40080624142567039536,-0.13485932682019896589,0.031318554902935120954,-0.06014841198564101904,0.22488942552876101111],[0.21901915064434754332,0.34121272602360280812,0.23397701273338816774,0.029110390169078112499,0.33872568861501456405,-0.1895848322947362441,0.040942611104691419011,0.20983406054437003796,0.31861433645062303688,-0.21012128427329132552,-0.22813861742848004499,-0.43447702716328934214,-0.19407597267458842616,-0.14225708473413306576,-0.20921178126749340187,0.53901989764639235414,0.032569726058654914491,-0.08141413892166061983,0.11569914372356480958,0.056108144872797471869,-0.38165820627888363825,0.13940159767112725309,0.379577405798518841,-0.19013693132542006103,0.58589474821550058259],[0.050057487988919749378,-0.35428571423371862936,-0.4806647032957095389,0.03561085413463366961,-0.059612485896475157776,-0.40949794678262207981,0.096253990573865078062,0.33870307332145260792,0.29221335487070460024,0.02232638237428858502,-0.47706484195239112767,0.26151513563072859014,-0.26569099846589427916,-0.22338178780975909143,0.28497712363007687841,-0.14804193020156375393,-0.65920889584145181406,-0.071772462875740003496,0.092304542144537649051,0.042673799497208696196,0.094685997693392601193,-0.021771018970718671731,-0.12204627340780989375,-0.12253428149605503916,0.59618643809733173899],[-0.0088385395173088548981,0.002164669088552516156,0.21059670683906547839,0.089473723611880717765,-0.097075100778872089324,0.074171843618985905389,0.2095883726486684473,-0.11024330758665168428,0.065925519086922790279,-0.11417735479436340318,-0.13723199558660642561,-0.19213934271044402768,0.13722814427436538787,0.10397936356931328228,-0.054342337365341712718,-0.091416162208395920774,-0.15966894757052724207,0.069776724660555275448,-0.1765790452708777547,-0.19708341609838939124,0.21039680879430891491,0.050404808073344901931,-0.13464877893378440765,0.021504710264178467094,0.16191269394700877338],[-0.088071091037700957593,1.416196693599484524,-0.76828605723138998496,0.2121838352659182747,-0.24956750154803758468,-0.35238059469973009863,-0.22674210070770259295,-0.22115033145573956275,0.91877753548135998596,0.34493393217720086374,-0.35056121151110525291,0.29369690635156087133,-0.27770729642901870182,-0.17601107290037285025,0.33369916795355325512,-0.35692242346451041879,-0.18364427317094292325,-0.1523490768766184722,0.068791180921388223046,0.26254583658538116486,-0.38756617895656220174,-0.079730635640082481164,-0.32547454533166197965,0.84055074513444560935,0.28570226445774710156],[-0.049308043248731149577,-0.04044094689223738659,-0.087404219482500628002,-0.034820299190239080434,-0.0038609435301831577202,-0.04644952362825709169,-0.090041668709166924889,0.0768840257826866047,-0.039353347369990285265,0.041161059162988677951,0.1154645752192241942,0.08652271974145875344,0.031412342728383634005,-0.016733592278127353004,0.033286727029661275501,-0.025914991031289975887,0.049707308998958518731,-0.0438858686981702939,0.054175149688813914461,0.09709576123708014983,-0.063895544893026137712,-0.0093861863143078986399,0.0044035939099917667527,-0.002955324724510243091,-0.057672350020469775878],[-0.041718371652602649624,0.51496002644439087259,-0.67186832984445621353,-0.16287064144286833578,0.64410922447360374754,-0.80098271110355734326,0.60348387825604377088,0.48937963674940732073,-0.16618925772107778771,0.022275786996400682993,-0.1591949929525894869,0.28024133017967456372,2.4733577460339346565,-0.045619441378012957899,0.3311442026723150911,-0.33080996362694098378,-0.3719365084284444456,-0.84426597601905617463,0.70203391718189023241,0.49672191995058551095,0.54901843876348355167,0.55118511871864028784,-0.35676262598332236786,-1.7127816075557880104,-3.3905801443830929642],[-0.05168307235282157408,0.23222187080349945831,-0.21782721382230804674,0.12525222917321199301,0.33023553427907215152,1.1398413224018300038,-0.23976520558279537654,-0.32853482085631452447,0.12167170915235471507,0.059123374829056676849,0.11378849563981099924,-0.091145109616585354151,-0.093992022274184974795,0.037799259690843349524,-0.13836491049159352351,0.11850345548500663961,-0.11273874344904835643,-0.081197485575019601178,0.6321932725321393054,-0.092712887577736033395,0.28196858627896126404,-0.3440100922297252839,0.2172796370900030305,-0.042193130680524458531,0.67175012219161467364],[0.20167659709006671709,-0.15648839836236555501,-0.0048672223365045039906,-0.050726810287826454293,-0.12159574195889830128,-0.23898735226156159195,-0.045187966132114558426,0.060881224478162423996,-0.18972472647640889476,-0.02617603105236327582,-0.18854011441219151179,0.046293068869779713248,-0.23581395414208361494,-0.0069135773058349525924,-0.12091667019539927008,0.18865827884886401944,0.006854852830743440005,0.046545478494463131403,-0.25664411555057137226,-0.051242595940754108452,-0.056441471814689052333,-0.13741314252724134981,-0.12171288536499141886,-0.09755435923732971859,-0.35250812751968396697],[0.17937133530997470543,0.046197191531036616019,0.052602014705751418133,0.10707950473695029836,-0.11102369105441184383,-0.034594269378917213986,0.051966338915686270672,0.21185719460990737328,-0.042497701197484638591,0.042970806473205280795,-0.070646175165166719134,0.038137033118913671315,-0.076866462296146423339,-0.01922346294857479182,-0.084967862926749446184,0.040157562890274937917,-0.13001536237321592582,-0.070563125364794365701,-0.20064657819506884207,0.012715226676333695258,0.019921962777071890865,-0.085269134402698398834,-0.18033479203332278273,-0.068575457379033755156,-0.27593507041891257581],[-0.044189501390703551931,-0.61802193568001195789,0.8661103776735559201,0.094459095531360309783,0.82054303131706030072,1.2460338005446554011,-0.083882968095778054352,0.78234472079508599052,0.040449949316535865895,-0.17310090631801880456,-0.091500858484139940829,-0.85595276627676641912,-0.65453653512446563489,-0.80855695230454549538,-0.2778029776842694254,-0.53943176810753334927,-0.60252173297703237598,0.33060953495472478192,-0.60519455307656155885,0.089463085739977049604,0.0654501082225600328,-0.75986716503871243322,0.18845539591070531449,-0.40486264394319632087,1.0697522827920662447],[0.35087299081544987001,0.038087125118839465499,0.083371187820434122795,-0.19948825218667634585,-0.70785658111615690213,0.42473502722714662205,0.42883281317545690614,-0.36019976625526967107,0.10942915734337750611,-0.014752690491149508811,-0.28452058276834313322,-0.55567553666442792704,0.061718921746142331453,-0.24150480739339935665,-0.18330075035868895195,-0.30297808637991696656,0.48413075131823840591,-0.25800072774978155543,-0.049576112325631450928,-0.045508727735930780411,-0.033158993370496846198,0.0096745965323018628945,-0.40828720070699464628,0.17245685741665120472,0.19170867133194643972],[0.47531582896951168893,-2.2431743758189277571,0.05944242627395219386,-0.23163657667230447279,-0.87190752766975376797,0.00056581242162515379968,-0.32413162429514541518,0.061124571841544933504,0.34133297637763720944,-0.18242465011291564281,0.15794219344201432254,0.69047951744230717797,-1.0911659772583190975,0.49420770327488017237,1.1295667044449582139,1.4898629834742147526,0.16441485415198806019,0.028089463430168642305,-1.0268108523993564329,-0.2121619992199982041,-0.3450713921111872029,-0.16609199209726618895,0.099823140561890302824,1.1707643846767172846,3.2910871553204228412],[-0.24318446539491683778,0.08098173048161375065,0.28823362161463172981,0.2870909349737078009,0.17340395964316210331,-0.084347801953255502339,0.099846455587761118178,-0.083791874069328892149,-0.066385583104190321047,0.4680572783808021331,-0.0056038689505016701237,0.23301086984976232541,0.423098808545597449,0.16468895590070531387,0.27074426219237240909,0.2246807259762608755,-0.18124830694084873017,0.095143476883537470012,-0.093785650296505651546,-0.20072923999240771531,-0.090585857627797139457,-0.02350637170613320906,0.089376245442583920897,0.12261144917935373755,-0.24355302759988448069],[0.086648493050652725112,-1.1241829185867480145,1.7429863213459835247,-0.013120653879418072568,-1.6517440055951342348,0.49719920053575156205,-0.46770201802937605429,0.65376682831461130352,-0.19339922207821755307,-0.049780097213066476503,0.086553893281027999285,-0.95541914241997216717,-2.0185758581297683634,0.39262946197106768365,-0.22196515345739911695,0.076129523362146761523,-0.21495433435438354719,0.82052778594903930109,-0.15800818724240150992,-0.18933784022361044297,-0.27289664793760487482,-0.29334276782900331471,0.53249838656626680145,0.37785000613404784442,3.2414083660399164444],[-0.33299715798828044555,-0.89746493218530110081,0.74290343419323401353,-0.07573655175221011282,-0.59274805480982761807,-0.057203689748601412035,-0.18887256220725406886,-0.26473304416932880168,-0.86792786408699484912,0.22052076210126536626,1.5523592722692916013,-0.45862956633496815284,-0.0859888709890326286,1.0700725678082665393,-1.0328583334005350114,0.72435647691544702287,-0.75503550589953194461,0.63921165248841071982,-0.27506270234859553359,0.36315983443338634151,-0.28446661437374920478,-0.24872856817780480965,-0.60702274180642279422,0.0069221367951989827907,1.2957795582976159299],[-0.15010878975471816932,0.84715689613573097461,0.28599730453879457226,-0.14257334907659455214,-0.35745262295024693433,-1.0100622382368980023,-0.22334407771849265623,0.16410442554251544744,-0.30260307135192837658,0.24971036203767285611,-0.13741844524566157459,-0.38242852004033034419,-0.14968901542095980339,0.080716572728913402179,0.60976742947081341573,-0.32611920131270460965,-0.17877811347467931213,-0.26266923205967868116,0.49861472781877086424,0.10313199802962827456,0.28240871851156995609,-0.14912208042756255888,-0.051132964289874814623,-0.16741935504725904971,0.61086393944385974919],[-0.083076190716859052432,0.16278290801212844108,0.34210156610751668582,0.35726018907742079778,-0.42328071166686337401,0.30623920570356299997,-0.28065032393308791958,-0.29192439157445743136,-0.30144799302638164429,0.11985718817312387974,-0.22368897534429693641,-0.52087357185637661594,-0.0052414154774914215387,-0.041093273090277833426,-0.24094003566810506811,0.48528205522436940189,0.25929671121654856991,0.23000451270513416757,0.24354306308413348203,0.11688926570607824362,0.0015630021384344574414,0.14478956018840846709,0.16373097914704323741,-0.29321056066145761987,0.38547321618609137195],[0.29677639247101605946,0.096444098462106789271,-0.069394023287490405605,-0.2259550189904668549,-0.58487916491951508213,0.68139452496643282409,0.41041342736241442912,-0.1548493303490870443,0.11325117872066370328,-0.44408582150705916414,0.210512122728593154,-1.0345242494111428488,0.35844194538341828116,0.60675952750219441789,0.094482305474827568692,-0.028228755329955904085,-0.60177711319985449645,0.091468683753614526966,0.33971093916102174104,0.15635160078389334637,0.21103797618328729024,-0.066328091148701237567,-0.21702309791798451988,0.7029625563806953803,-0.40776227832849254451],[-0.060921329082516607889,1.2153508037731632907,-0.94722594685619854182,-0.051392840561782927866,-0.71184912326045102215,0.30334768298020564625,-0.43682950972387030175,-0.2279460852659161707,-0.43828226262433611637,0.35784690748690728412,0.0052611330930160361483,0.79921575915948617208,-0.13057464989652892151,0.53014801575648706766,-0.8254260656565198806,-0.43376417875290407267,-0.034488928889714581816,-0.41682276475836033125,0.31758095823144105729,-0.00070631628896176696774,0.45880465026912659043,-0.13640957892914476468,-0.12417287680281832718,-0.31729006331826392628,0.59471132543784088753],[-0.46097989425825031118,0.12967619194368354418,-0.4973323169389518017,-0.40686707757337037261,-0.0088833343358438576071,0.10047737490589528364,0.06237227556453347338,-0.31559163187611699586,0.63728901623069267313,0.19058618707518645841,0.46741255427112798904,-0.87175408373534557516,0.27462221063981523406,0.00036162557481633729115,1.0450475085844326273,0.027358224362160111359,-0.33971690013839378475,-0.5871350392915023475,-0.12721913924954861286,0.02276815880799326966,0.32050982232264435545,0.15296168908279123011,-0.29559005077507455317,-0.076844734637474806926,-0.29886962651228593524],[0.038960195732233311727,-0.029822153433929972366,0.013225212995978685021,0.015759175574000815895,0.060458618383068360447,-0.042407255173888457056,-0.049076131490117948231,-0.061654274241842783877,-0.057698009093167967887,0.013136333580712464264,-0.16989484690408568346,0.053745766701070903093,-0.095662326757977228509,-0.048759916903050239123,-0.037606968652662796371,0.030732074742665000527,-0.0067347627833554872881,0.12050906355120688529,-0.12238107924737370857,-0.068270637544868784108,0.0016259468115872696865,-0.10887804504917444892,-0.085850104438883093061,-0.066218868327198643353,0.092190362355783012083],[0.45355517706769998831,-0.43657340006147521416,-0.42788902623558361382,-0.37119097827085589802,-0.19424158142762126822,-0.35992511226963785909,0.69990745312664826017,0.24418258691533087368,-0.38379822289408221936,-0.27678795451246918091,0.27996611635351259517,-0.094358927721283542001,-0.072563158872971170177,0.26603276876235287807,0.032626339796320263931,0.12937825804239375116,-0.00068979822519240686137,0.087569082148398535992,0.50666231809310069423,0.19446809272876319774,-0.08312489657811673871,0.27234782646274646734,-0.12004767137386089526,-0.25564832787553087856,-0.27179536465415471413],[-0.0015270219970986956444,0.59832189228178256357,-0.49388063550281630087,0.089200743871211157776,-0.11243973598898236721,0.54043677534810730112,0.20079746254375635539,-0.37373103584042827174,-0.020214941249526462153,0.10211396395073783772,-0.45743734346764630683,0.14144436558807685356,-0.10312958204255265326,0.21694980132923497029,0.20068983896525133259,-0.3453693010125361007,-0.21199392234962954884,-0.13231231769506274221,0.58473728623981902075,-0.49151656630699436246,0.21817080552922318848,0.47667257877074564743,0.27115874868986061808,0.13480112650797024254,-0.93038334456896376601],[0.0084070326494779246129,0.24887823432034572591,0.41318265018909205999,0.092031476921770341559,0.5518804373867327584,0.40182312291246286007,0.24685397458967092699,-0.2043720896095042594,-0.025839160118053500909,0.093392018114256486472,-0.39942835495055956097,-0.81519614908400195308,-0.19291631567607567255,-0.23953077539613179536,0.35360229244598373466,-0.62081735890793987576,0.039015308737925122329,0.47308932007235221517,-0.18371837696958520647,-0.22687582837576258932,0.023848200377852436793,-0.14923182627414649515,0.14405676749388990343,0.41128289962676206626,0.49845911444833751469],[0.27851361765916926583,0.33391927948413024918,-0.37764024072067131632,-0.31146676749396212669,0.10387122569515797044,-0.61442051269510455924,-0.16267295509418142063,0.046665409791254934546,0.5934447783359217965,-0.50344797107000616165,-0.48886804381196230507,0.27407120604678142373,0.40861598497283124765,-0.12174678273376232651,1.0564178744019541156,-0.22615547537105248899,0.8343022514956811575,-0.54072770006086534611,-0.29280940860796367264,0.58475807914269517518,-0.45390942626937885729,-0.32612369543125491189,-0.14858912828867382183,0.42412014120882124413,0.50460920643655959861],[0.08417589842829693858,0.051292435538404464179,0.052280675870314347042,-0.3057722071263450081,0.095413073876156467845,-0.60872915443045239048,-0.072317962222518211712,0.45147616750576291533,-0.37886434847986977248,0.29482527548940412609,0.14442022927557096601,-0.17759352957070714818,1.8278267874966076523,-0.11654346622556187307,-0.01131518030101528148,-0.41442934375339884889,-0.059340157134138364625,-0.50695893902025168654,0.96380348323391684673,0.060214698562593364783,0.90292197689812991879,0.050384240595813575836,0.25227764510338590576,-2.620850332096876123,-2.1340922821524013209],[0.3075525966856990645,0.090488423725445937817,0.21449913154035690765,-0.16212299615410091791,0.72923715280063128308,-0.094497494202798834606,0.068288919390859320613,0.26948084389600673871,0.45408399562469164978,0.10591931357373178535,-0.94493329800889291903,0.072171118919678103887,-0.11469033811884297991,-0.30600701996430307306,-0.10537718009702756738,0.28107738398705889304,0.086590567471237028796,-0.46929722705915494219,-0.44458304037067775116,-0.046009740545960742253,-0.18634270407090217092,-0.17014707397728306981,0.085065956011807261627,-0.22443552703929325887,0.64427563686188260572],[-0.28047855739470961556,-0.064313510919183372594,-0.7857514309105951833,0.07712110905233660052,1.9112726198233178643,-1.3739174102890558959,-0.25570061737039251337,-0.16877621097844677789,0.10522883589432212303,0.75745406933941539229,0.017375865351059543301,0.2539556315778232487,1.9774760894805809563,0.54744064068524900257,-0.1259709852460817181,1.3099252845061271078,-0.0081504990053611336975,-0.10030276457407041879,-2.4332072681790180013,-0.24635211888629482413,-0.45771260619585812934,-3.1231495782403468908,-1.5066119456647868446,1.3278057456980825179,-3.3625918158943490788],[0.054977475117241082769,1.1880621860541178414,-1.3029572050403335215,-0.14076866897070774987,0.86039110408970986832,-1.0500489617726487257,0.062330160658751021518,-0.91329320245479528317,-0.094790343480093963713,0.3401600749735652629,-0.27308035306284633714,0.97728444518860069223,1.8205555290365205146,0.21415464646486975786,-0.17163459019887034041,-0.022465550156335094972,0.068460513717182355786,-0.67726288606470919085,1.1362997860880375001,1.0314847415421144472,0.77952569359728196563,-0.17479736214857635734,-0.37664596299530833656,-1.8422204505646451178,-2.2211407602754347224],[1.2695934752727564554,-0.9576454605226222272,0.012912713785723216667,-0.21638190317620356606,-0.092289744918470514867,-0.32058905501756268519,0.92501217746905661787,0.14499595336886417218,0.24440148604419220657,0.089697879739256192178,-0.30372211276586019713,0.31169340532128653187,0.1348824666950328155,0.66574443592988408192,-0.081406987374713024597,0.27120803929934922394,0.3170228847989542964,0.63594663883196123066,0.21705247172566186076,-0.081483175468818599962,0.021637244433305058422,0.27440188136773946415,-0.085997557039925134892,0.10592645920994160635,0.33083723045850849109],[-0.27453520277541376693,0.11066728012888496502,-0.016681778234646213455,-0.077084789227291672375,0.28994389977327211794,-0.13218321827896978293,0.3644886575907303472,-0.098602976911537909555,0.022332612555378491409,0.27541517338180598884,-0.54788466853416584179,0.82566974171936791116,0.32531517397622911059,0.069570595875894494786,0.20690234916356928241,-0.00053938488312895295322,0.13900397112008663902,-0.27592540372346097133,-0.27723010237682454981,-0.3201710093122737133,0.62643029152845253194,0.030958230736710803249,0.33636634150839067603,-0.50314945539462174739,-0.25461368636640235863],[-0.087437825098448426764,-0.057374192114296763967,-0.091950733930940609095,0.032409669239709809618,0.0071251696813316956966,-0.061792922511954742615,-0.14742829545503133293,0.16962360380019644857,-0.018710769097458345572,0.19903676854271099006,0.11682510613687149825,0.02884050107743292915,-0.063612033786811031377,-0.13850950031227243775,-0.058233830377861207916,0.12652936512312101813,0.04924751839972820594,-0.025873173588963523095,0.032606314449816077572,0.15331127076561651412,-0.17759862722086658393,0.007158172374227982776,0.00074297868381264652211,0.028163430922868670087,-0.17976221815481310817],[0.12152246039008125778,0.62179570260872529808,-0.96570155706962046427,-0.051542060871193957905,-0.16643960674690425061,-0.84285968956708912092,-0.052177004133144980202,-0.30862862882350078353,0.24177423992885008208,0.22768929582299693437,0.072255728589983289623,1.0918324046014615814,0.66837584924643878015,0.062368104063118059988,0.2885970749120053136,0.025693285454827054226,0.25770182228705218463,-0.54029454099875950934,0.72684466500712829884,-0.1033317281710122576,-0.021357772958207545122,0.71930397716402616481,0.057276319279190718303,0.19541781058045024078,-1.2112224079500604201],[0.10947459597537519127,-0.00036174312854297680907,0.052936008167356836396,0.097816632928086857945,0.22354494197811700107,-0.038268094382796595532,-0.26517049916605761606,0.015135637078237420411,-0.0029276737385001598904,0.069527428379386843615,-0.14588879154196035537,0.15353848580367729371,-0.078257580488000938468,-0.097862444782913157737,-0.16718192093451034186,0.046405949371052399033,0.0077812865108453218785,0.086456998554650305033,-0.028876483745444374296,-0.028719389172672558225,-0.058527155826603449729,-0.106238472135584891,-0.15657599947302699994,0.017302132355461987551,0.066401907676617855092],[-0.043478224717581830105,0.0033266201919992599914,0.061466951478641049245,0.15679410018686310013,0.042271410670402624621,0.0080006790073032501426,-0.16299870497394894353,0.052201294240528897661,0.036480220904219172462,0.030148881376002717447,-0.022223434872922935568,0.040599334677006528038,-0.0045696669241134827907,-0.084999994325744190893,-0.11618507994178177423,-0.0076305618853346798142,-0.057850110957869391171,-0.070803535274636758556,-0.050358712714194828197,0.010228269409053983297,-0.0069971410115001967528,-0.052181563956032163409,-0.10274817116934426009,0.06123047221394781886,0.1314235856919329648],[-0.076401091031306336832,-0.048336055077684278447,-0.12916544826323667072,-0.083611824696678882507,0.002165441851956530217,-0.061658378698305212062,-0.14318134848108640678,0.070553688060191341314,-0.048060136811982949456,0.042436688520151220894,0.1412333012493754425,0.11992362114792966266,0.038220490946163608592,-0.033016942188970388461,0.06898246984719877406,-0.023478364148524704519,0.10298546451529126677,-0.050882189516154190112,0.096564960523453299834,0.13318636672055866876,-0.077073262513914497784,-0.00608241567817023078,0.028983903066110552893,0.041333922517910043348,-0.10957530593216480153],[-0.092317228241037996295,-0.31942084560460348719,0.30008375970411010902,-0.55093263308253581645,-0.15869303990290528628,0.49749167781399789012,-0.10409339873747081029,0.209446192635070777,0.39163325902888274088,0.0029997175463108540286,-0.1025017107742413891,-0.81998668157865284289,0.50700458225851652294,0.073906973657175981107,-0.83994747124116098114,1.1691921357510255408,0.19201062197663554265,0.69421019484327572968,-0.54413626687123217707,-0.36955915183567661364,-0.67607955112341688864,-0.42288205558089653202,-0.18963217732318207731,0.80104477608069535322,-0.6526794849905981355],[-0.32354104491514795727,-0.19743049990867553301,0.53081628286088344826,0.02094643755983149197,-0.31715617407645391168,-0.006815033788903367834,0.16773107826884850469,-0.030923127552052297878,-0.75670252995306519495,-0.047466646337746679074,0.055090182938004918223,0.26686826173341116064,-0.29344228971969538167,0.13397751065362495382,0.434983811943607801,0.28101161285470355189,0.54851734637175364462,0.14165937513317591878,-0.62366618988282906955,-0.8162070831042219643,0.71102986888930908016,-0.24256172911920853563,0.30285697860370119905,-0.33040860761088641784,0.87228002619309052967],[-0.28190952197179730554,1.0358452668345805581,-0.27141362931179185969,-0.057799060959748613242,0.10685232385880899519,0.22571349921011329975,-0.26943176381715311374,0.34410865450725991455,-0.084676201169953488335,0.049141668952802537718,-0.15951995454206141511,-0.15850222705146352342,-0.051128090434375092488,-0.29721142996191551866,-0.10931256234079551881,-0.18964686140257305813,0.21215464606789696811,0.41126704317365408992,0.076788447074165280815,-0.31478120590731928363,-0.31054798083491047533,0.031625991175886304652,0.67737762354467700998,0.36453058807324395518,-0.4074236556616543381],[-0.027013348179896728984,-0.23241036354200242386,0.51729140630353065422,0.10624994259093499538,0.014227855307397814857,0.95189332794447034658,-0.045954688864016629557,-0.38211526527336642234,-0.3385958292969015182,-0.13038462567610309417,-0.4265962093570108693,-0.86908417285128991558,-0.73718122616408787717,0.23891107462959648711,-0.35571157392746166614,0.051707214794758121768,0.24892626816094806652,0.29704790351110010871,-0.4206931997159188974,-0.056656505890170863471,-0.047942637485545135101,-0.46242330249457536118,0.084560468933653709644,0.18160022117904653371,1.0774117863044834209],[-0.080428942127749661339,0.11523774727357183334,0.12317188536749336392,0.078793262981195336114,-0.06840421295417135894,0.036761317637115591139,0.015979270844234675503,0.12970850011541218416,0.098157708549137787091,-0.054473436922779443214,-0.066720840539360837251,0.016123811244654458197,-0.048103147636421025868,0.021171624785510215899,-0.25270783864940132846,-0.064586850293365111186,-0.25837635553033844182,0.00056556968607979739034,-0.0011073363071389015488,-0.062539993999725526641,0.11109422732932745792,-0.022414882981235190879,-0.14076886089796683543,-0.04450857003864478606,-0.08361271885539768578],[0.11492393729514477352,1.0359802770898520752,-0.41770686529321265912,-0.16537372337639794084,-0.15766412248316313827,-0.69787991228071433181,0.02366492810127534055,0.31691870133864891157,-0.25944575023792132429,0.27718613654911061772,-0.63645223326681343856,0.34145417347109546791,1.7499176048719589094,0.25829261883381054998,-0.023013685849950109297,-0.30352632746450403101,0.092515228043682104508,-0.61546930524708842736,1.2524803319943640378,0.35272885539951565059,0.86183467608642816415,-0.16143546565599078968,0.31674996238654490321,-2.6889336335293356761,-2.139367300044912934],[0.55705726248792331035,1.3853037096242226678,-0.73358707880065587847,0.11624708147738870012,-0.42781826896908831115,0.090616007307955853678,0.036017738202853019636,-0.026259435402066981513,-0.54515000088347165264,-0.10499554837694831388,-0.29724859729367647532,-0.41289090914720139036,-1.3890213199914385189,-0.70445505798215291016,0.58972630219020916176,-1.7949052091529911213,-0.32787899977531942408,-0.31645917273299051242,0.69995974447114528427,0.82968679729850414173,0.82632097210714339219,-0.44379494534155139451,0.650106988068414271,-0.28785713190533102068,-3.1686474724507176504],[0.098535418911976591083,-0.42304059751269817991,-0.15110486222781757681,-0.1991643456467931117,-0.24816142926954048997,-0.38826204430961014369,0.2504893137824568683,0.07642455404092142468,0.48869189676924873478,0.43955728016059231189,0.20515209004503004442,-0.35092336025383213949,0.28224214699193739264,0.0082103033987527777177,-0.20827491502173217652,0.11213910997334369801,0.086315895251686439171,-1.1702060367709421485,0.32843777886444897041,-0.022630692360245948519,0.25917288593323134505,0.32347205278922630534,0.42467541164682376387,0.0037897357741489136156,-0.080300309593477336989],[0.15741202054170691516,0.22963897049370052272,-0.63704173573484246251,0.0037306102901874462104,-0.184352305103450409,-0.67260856141574287825,0.015588041941272822236,-0.11778835048684759002,0.32115410055431675707,0.13343828728145781803,-0.14557041941354126324,1.1223052572203235933,0.46583508610364654512,-0.21366614206955400479,0.28304475813938362316,-0.28694173257909333374,0.48376619530609454856,-0.48095395962666320777,0.55675606360867546663,0.25909428362105330068,-0.13532244286884817508,0.56442524788456616136,-0.0091008391669741908747,-0.39906025901999192529,-1.1115645196744354806],[-0.0029208099428369564167,-0.098498119913506793077,0.097854989002533962483,0.090606595238922518765,0.67036301414132848375,0.0062514213297323152976,-0.12578779625100719453,-0.14511881314741531535,0.1114743760888131513,0.23254840835510601216,0.055500497769746331977,-0.58525991104266816834,-0.15295166299398590959,-0.61623102000140295154,0.19723727987507236326,-0.11360393041745457665,-0.29759957867693381806,0.086955730885315746237,-0.24822324484791882804,0.019638062062617062109,-0.10791362448684868602,0.0081894901802404169999,-0.28937292809327058718,0.22554419222328883632,-0.51292144448621346253],[0.042776509520430154587,-0.29634828722834294368,-0.43243392334502045449,-0.031155486714462637954,-0.2909299885764028426,0.36897335005471898484,-0.21202158018390113159,-0.21790546310917480177,0.5098603818530238474,0.066939869061585333121,-0.039292997816215619045,0.063634877866981853778,0.23092563873997776214,-0.022617519043074588159,-0.10319072674639523379,0.16622684970433238005,0.17944109628490484409,-0.18668984986805503556,0.1963886647114055084,0.12725187918879929394,-0.026569098955282696023,-0.037622693462763881489,-0.70323355250869457045,0.10454945982999790111,-0.49585255800595057218],[-0.038623520214247107629,0.0097465119188978252551,0.099696145031532720782,0.29709907525193302025,0.12875881574100303539,-0.034622645234949740722,-0.24339263256858945095,-0.22255905985392102076,0.11221733171102911408,-0.029960240880686300757,-0.070122673676822386279,0.098666718457763882832,-0.1833922947014179905,-0.18124296691983338148,-0.011600727256569569323,-0.071991261572866824259,0.014690307168067169227,0.088453521505152052362,0.028449776516372062701,-0.090867556129010512711,-0.10339402327655901337,-0.16072325549336705097,0.0078868864419924609305,0.053475669416313868776,-0.027408227093270225161],[-0.43915155303833491862,-1.0092537979895743749,-0.44645969634449100827,-0.023204529481502620541,-1.007833597231388767,1.5060572786772172815,0.23391663130113121705,1.055551223378796033,-0.85789678917413758619,-0.0040386021825145656042,0.93614834107113664707,0.18742996021516722394,-0.19598618548830123998,0.31656789491236825285,0.73469353048683616603,-0.71080419621011847742,-0.22532359294623321988,-0.42015031217958676013,0.40525619701642889847,1.3791412487713221591,-0.37634878896501317014,0.048393107789773091854,-0.25633757082793601212,0.66322084754816090779,0.87782268985596867417],[0.10298854576885628498,-0.23215094336916825002,-0.18286842490994914545,-0.21877662417010648732,-0.40310335836781746588,-0.20620196977261592841,-0.099683072390980259625,0.10325725038733625516,-0.084126672811613609215,-0.38191108062976403259,0.14653353100063526426,0.26994390579139282416,0.29083545615704187171,0.088640323227749381885,0.1510225934442342155,-0.20146030396363526216,-0.18412368443007609553,-0.012319964605043851047,0.085767274984055300036,0.065025342365697347269,-0.081990948228181495527,-0.06632854187086127673,-0.28524271486177593671,0.056864970837543868387,-0.14934822003255848744],[0.17930667721105014722,0.18189037515469200224,-0.17461775194726475435,0.60810527791757240657,-0.17284191092446776761,0.29256192009822973299,0.1681402321621128515,-0.23244361455904305469,-0.049243046795182127129,0.13150345387074080516,-0.065609376336493899218,0.66912747299713171145,0.091539638301960130073,-0.085536710815255170837,-0.025326100059170617018,-0.66211855790696672042,0.3547681024949938533,-0.10868289794361377099,-0.072215632339044322219,-0.0071431753659647306137,-0.29222800355778028036,-0.1527595816607813517,-0.27818011495693317769,0.068997461320233502424,0.31498346370440399866],[-0.044406090742169862517,-0.03751658039505695319,-0.094394072173689350103,-0.054837402478503327607,-0.0076864555757479120432,-0.051642950161744381743,-0.083082797914604850087,0.056310537990926438912,-0.045628353558125417377,0.038208813609819709811,0.11120319616411936114,0.092353845086273575471,0.034043515642525119802,-0.012181581290334685466,0.053681862263164500937,-0.026453253552160532064,0.063788465543202235719,-0.045408954241751564584,0.05770247700080898684,0.094846041919779730534,-0.066700607517555618453,-0.0089675764623843596396,0.021302871005073407973,0.0027237778392709172288,-0.061713946277284194297],[-0.15846403359642091679,0.093574758765355176005,0.10012279407111043805,0.051296789573754678071,-0.015772019832294075642,0.0080726103633323564174,0.018157708091572345027,0.063316643128701693977,0.12090501588323794568,-0.13319422741292666346,-0.13758560176216391713,-0.023467260223668105074,-0.068945501839975414926,-0.005654306192436896715,-0.29620369248449890387,0.001972627067847045057,-0.22157873750354842302,0.037226511077640259129,0.012091928683297283389,-0.090323728536242944842,0.17829689012108027035,0.030688130538192893992,-0.10076410582219452738,-0.047673349434486068932,-0.01383847861128372457],[-0.00012755829233323764168,0.039902229360819808923,0.10213009335290075541,0.083226761464226611809,0.074042328394083437026,0.070395884926830284978,0.013662994850189921422,-0.081576225241120250975,0.087867271181935588387,-0.038529881311557497015,-0.085883085592527885765,-0.10561077052514460106,-0.04288669446817969938,-0.021524174785718882402,-0.071483401783083488912,0.04425380183727847111,-0.017136812935587504569,0.044398147257176806546,-0.033356888320649979995,-0.086113421735335274332,0.053929560701628125041,0.013531804881139444102,-0.0034681090228274396269,0.045543805142434563848,0.041527248842221642366],[0.041817502192434276298,0.0016496283755028846342,-0.028389018420845880952,0.013052349360290531333,0.078477284422551071841,-0.10980042707179581141,-0.010801977244863538233,-0.039233407828389632588,-0.097721229211090790412,0.14901415799115230731,-0.21543788915205164258,-0.018146815140660826904,-0.15933056264412473468,-0.056185443583402175372,-0.17494704617386208634,0.041640852836200295539,-0.065062577835525978176,0.12318205494738147798,-0.072838252806102024572,-0.088806007940387995947,-0.037235210414733592443,-0.011080811253170584629,-0.14119443865954875439,-0.17900159588388817045,-0.075065872367850172697],[-0.036661897410529026287,-1.845317125108383749,0.16680075488743784096,0.1575487237421682174,0.34950876744327852297,0.19936602147372042837,0.076660219143601424086,-0.5599387766757628615,0.11379659211562292986,-0.14394258347822322386,0.41223126601151599546,0.18424693120185556272,-0.80196521467667769567,-0.46796866883646842661,-0.27218021950805115772,0.20482563672895570672,0.9197276158923661793,0.044894684869075607292,-0.12311627261488501672,-0.1087441224749726848,-0.26417204184016229718,-0.39936910966529615141,-0.12428891526297566883,0.259505528566137178,1.0318668400589714462],[0.3445279836437203369,0.25305318591896097669,-0.37761087394973225084,0.24273586452593434726,0.10842256876780043129,-0.4268466221454840781,0.04596393347799471174,-0.21246786437658002344,0.019361712577650604106,-0.1309350952216273567,-0.88824188754268051937,-0.6868324077375091985,0.016626748584943059489,-0.92186726499981574978,-0.090559055281506706248,0.64867428200038079744,0.024499533669592322982,0.18658995854876656018,-0.20809714658879660543,-0.31559029887320988461,-0.42151343072955754776,0.11428381171761645141,-0.28874774361098470843,-0.025891299695039681622,-0.75012161458530968172],[0.4799474631595816998,-1.2929655066712442135,1.6425790649050704406,0.66593961570003290529,-1.3971049680154306039,1.4950482162221596649,0.10283693848910274715,0.31239646197420861684,-0.95038630315165351092,-0.60037856624709773357,0.89581869353193499528,-2.6742151605619177701,-1.4541638777911023439,0.28464825745619248831,-0.45024535995489356477,1.7650287355355602781,-0.23847858166401988966,1.4966692686814262458,-0.63574003826620029134,-0.67912999370524740339,0.09105156200955709378,-1.2772617259347864849,0.3064248620113854682,0.84559091841784395083,3.287026797514996268],[-0.13249025682696002892,-0.034692887660367162372,-0.20871097491330617424,-0.23769247487734965207,-0.17658391284949112587,0.038337715702871803802,-0.15509125191280753731,0.16576254210480151352,0.0045384545844956939581,-0.21077867460489080331,0.30668769866723949447,0.036699960440689807784,0.18731375148514520235,0.016997340445109958978,0.20912071746675756079,-0.012623836132714024924,0.25605265891609069184,0.16077387103169682447,0.16634423388045613268,0.25143454405675763619,0.084336913640144034465,0.12690276178606463287,-0.030617800162655625651,0.34619737886492313317,-0.27410680547596233403],[-0.0086072025187421876552,0.6247119632711395365,-0.0051761647990840441852,0.067089519391017329863,-0.15013990962946444085,0.19591391601277763357,-0.10221244414180342963,0.035689319212553700933,-0.22336062560288022505,0.23737960508245614655,-0.44600157632680131892,0.19676959518552439299,-0.087871372045330797818,-0.016475359428626459163,-0.23229911910673556319,-0.13959378041789222147,-0.047395172466021727453,-0.39272356988185647131,-0.1571963195599868357,0.034490117671008430067,-0.22250481962258433777,-0.093465923422349203586,0.019381042963462890433,0.042161930353057652798,-0.4937040465052395799],[0.0070856105502559683929,0.23732783797927070601,-0.47445943148872560258,0.44895193467894950468,-0.53767879629794734786,0.2815320215469287457,0.071956775865388025726,-0.15089972615064781158,-0.030619240926788651724,-0.21671376617971913059,0.015445371735216817388,0.30046901958641414332,-0.14989745884356864281,0.19811541998260448483,-0.3125926233447843261,-0.039064309939845019704,0.19135298326773517164,0.40741597899071180233,0.25851667580357851062,-0.024521859709077796496,-0.05922210442877708092,0.24828240680419264019,-0.10196009689607007931,-0.030484269784992173297,-0.57165959947583699918],[-0.53161319056379863213,2.9838174375972887908,-0.21259665763830587482,-0.02984415773694901533,-0.93981442552170879612,-0.25947290004827799903,-0.55549391983012708085,-0.20344023631596364066,0.6650950488997194876,0.011996998022349599639,-0.62128320501586942193,0.62665126810096560828,0.36374872980004996359,0.23734861424290906728,-0.008008373792660457291,-0.44034682922039986019,-0.03838827575729045205,-0.44940328595383016719,0.038518149322971137472,0.40477883050568708168,-0.015972938422191326063,0.056816499910608005142,0.19904104278132067618,-0.37787249837279429654,-0.80971418881868595374]]\n",
    "    \n",
    "    b2 = [0.21974969029931837317,-0.45237834934562021205,-0.10344110204006344567,-0.20907913358648139157]\n",
    "    LW2_1 = [[-0.19615813324719855171,0.25481901426374781172,0.32493263313450782004,-0.41784413013101145973,-1.2606624989784225299,-0.42508490754085226371,-0.44897981551863008765,0.30059159969937165879,-0.45920474571100627914,0.09806198809425811791,0.14398728648222586246,0.83888986952758037852,-0.12407024242657746504,0.24599781532246686733,0.045580178321611181103,-0.10247896421514895993,0.91265370278529056591,-0.67391321334890064154,0.24103400264459293179,0.43479378765994519673,0.22988851340985536065,-0.75892907055962388618,0.099650924378516012037,0.86230295002884649325,0.089209792223529441046,-1.166574553926037261,0.34686638510651474077,0.57054289225697740751,-0.02424130061856099444,1.6740516639118507847,1.3183776580023289782,0.16822524807280161974,-0.48287503492501376856,0.53949667480790419738,-0.60259973179787618136,-0.23927886360717526282,-0.24227740945542738937,-0.91346706440329972221,0.37642966708223551953,0.15208227527331077966,-0.51412367125388669375,2.0005318161585843306,0.22267618788014681419,-1.3890999285965950349,-0.78125147541959361064,0.14086179783618496542,-0.065492834116238851649,1.0011037379140135251,-0.16157915338324640997,-1.0174401560448593784,-0.082851699407477552572,-0.14001853861914734245,0.44057045438521352798,0.041990866419230311879,0.040545896776045371734,0.65358344299635739993,-1.2947475194225546158,-1.2595064370640696172,-0.067736220098782565224,1.0632065953368809996,-1.4709741522227226529,0.68020583897120645567,-1.1787777416631490812,0.6221971831243665596,0.74741351832979585623,0.0013945931456532910386,-1.5253829401156857593,-2.0675838591502637698,1.7006420459009397028,0.28062301236683107053,0.11563650491962997047,-0.23939351797918814735,-0.15259852267784418389,0.31391322881946631673,-0.93566827194198765039,0.1068490623200557682,-0.20778444973282128583,0.27844089530936039223,-0.34785995075895514983,1.4370571952495405643,-0.1956589424836806812,1.0521491918848029368,0.31696297089723890483,-0.34450025208734086357,0.55062356984864857523,-0.12194996383293897624,-0.73378864208417127202,0.56644113024345721374,-0.099545076640378718502,0.2527965239414094456,-0.46579472238370128734,-0.27348373099312378587,-0.072665648957414341602,-0.93879698302636227503,-1.1646506508961582682,1.1558455323166436646,0.20447974006268185287,-0.34668737711712038774,0.72907397385068051232,-1.5974111944783926376],[0.28906874789267883452,-1.092896618179229673,-0.087536418382170591568,-0.33306962038880388866,-0.47666456547190416693,0.32217054898882557801,0.36936730070453960284,-0.71460523195887981629,0.28781387290489585107,-0.14809758982611817557,-0.090754031050841552086,-0.1248658340999181382,0.31466357246374443424,0.18075845716880237224,-0.056640858983606108545,0.36176750242007277292,-1.2940939712486891899,-0.081733241795164682242,-0.17661164117178815292,-0.53286903273463948061,-0.33447510312397593646,-0.47738419988617525336,-1.2054176977231501056,0.18892455652728096238,0.59841992485282402559,-0.20046292397811446562,-0.71271520721205638971,0.076870059281695060638,-1.5237650688451875869,-0.50596268550349721149,-0.51255362721075392596,-0.6917297378128559604,0.28712771890092481097,-1.6017352612011768187,-1.2222835958783642152,-0.16586894516988393011,-0.1529368500339284842,-0.050237405817358110616,0.46841924688532754484,0.31976467127757468578,0.12890443410314303407,0.76670757767941333238,-0.047541455247714303756,0.43516621443545017156,1.090695304146662048,-0.2390515222356182079,-0.15934092005533267988,-0.54991199380552646669,-0.56090592079661871772,2.7521880625606169879,0.69805796831251076817,-0.077684971106117314821,-0.79403927287386355527,-0.098680086585342940975,-0.79836111388756780816,-0.50927698898085815848,-0.80379533975710915072,-0.66683141529131129133,-0.24406848436737632602,0.26754131579716849965,0.18864314530814160764,-0.20049394767840730824,0.11711362452812663915,1.2801426191853217951,0.16685591996523174707,1.3791356755492139019,-0.97587126342798413692,-0.66113430399272110627,-0.89751975476232748186,-0.15635650427745576008,-0.99597654607509245039,-0.48249896260358277056,-0.22855233766134713802,-0.034798933455185573904,3.1899088852360661939,1.5196002750660528857,-0.74263726788901684994,-0.13128865372747197671,-0.063960484173047879586,0.42136380050092264726,1.1753097050450533878,-0.49448759883292686679,1.5455446490582294139,0.25285383373255665429,0.41707960161054313808,-0.28478867784824979381,-1.0585865909313758593,-0.08757539098447177095,-0.70667167534776809124,-0.028166853824087945829,-0.099994282838835046867,-0.012660282382859294747,-0.27486534391797073917,-0.69848786988997657588,0.034659297863606441936,-2.6917386819787094687,0.36194636877823327392,0.077463383495609230978,0.49441857663751465068,-0.9292526614926350792],[-0.013636960848795020435,0.095618607141263467497,0.74911973160457079324,-0.075886495518600299848,-0.24472304968402761038,0.26798586378643096673,0.15719249079947852921,-0.32020364313580379489,-0.36693945437108987928,0.19454178522717710531,0.26997947713024039729,-1.1675319076515864314,-0.55760384237909699223,-0.15895781579768283875,0.17869756615901769004,-0.20848498135856122215,-0.87535037341003585354,-0.19351338913423934973,0.032474602710400396477,0.26444515433562576501,-0.14542897356264106179,-0.41582212813067631618,-0.02217004846873228685,0.044783841436522704715,-0.73446066172941970596,-0.59707044311102563938,0.15045629040610694616,0.064126030726403229765,-0.16497246384729000179,0.73951294991646232546,0.2675072145872487428,0.20416869720676331101,-0.38631670165539566675,0.018313253832213334527,0.13002665557645329275,-0.15437473793415040779,-0.81306768069819079781,0.20485536362828790646,0.13248821350405473596,-0.094461020621747521231,-0.31844148735730065658,0.51259347378490760505,0.12361445848808838566,-0.26876745946516267249,-0.19799667122894776261,-0.34417961346250558474,-0.17250075606737635958,0.057835395904884977225,0.080410293234413274255,-0.071987727472750284718,-0.23690788280457178439,-0.0082051429322783902415,-0.27383159851487143266,-1.1030387548765308026,0.067494193186489609415,0.20426143305176641674,0.90527200564306753439,-0.96515552469966703342,-0.18202093374391931091,-0.25877924843707744706,-0.97402260653489891595,1.1098021154353796547,-0.034718267641024765091,0.4363840364712904818,-0.040896456857485240233,0.031998083341603617002,0.087711260183252814926,-0.24483144595621994521,0.46425118878625798446,0.31731831685307293478,0.090215587878551189993,0.11542831703098060947,0.17653724032224851759,0.20800622151801123616,0.1507476402906924029,-0.11760481459558735917,-0.66698561331818229103,0.20797955019981079205,-0.017701231353841020283,-0.48762929005645233582,0.057889725553979011485,-0.069378456371113547685,0.023167806814599196247,0.90338342939076765603,0.6285742601667979601,0.37464929609733721438,-0.24483069164734544421,-0.31857906060049928643,-0.73004207582906688323,0.11225393037282527242,-0.037412381121524111716,0.0050368404257885310629,-0.26600074473079138304,-0.22721250369867762586,0.0057657497137657536673,0.080975287668767811922,0.62837201921246199632,-0.65931883044775985159,-0.42274312166899280507,-0.36569355966290750803],[0.14615711520231211562,-0.70943023329568444257,-0.51630620073765987055,0.0043420286083529326462,0.57623134253535313043,1.3052677895428765886,0.55471811098346057722,-0.16873659125731954589,0.49339639387713551955,-0.20592997504242810392,-0.63980317575106648853,-0.94843069951520164729,0.03750695730177470294,0.18673855221640597857,-0.27288887965909164324,-0.9719599719728813092,-0.84694490626286389467,0.47572499778852933572,0.28101463805466891932,0.84191461908415898829,-0.1440619752589186453,-0.16703046514284244917,0.037211980370458405676,-0.57836758897907836197,0.5434764753135356008,0.031637567321059059666,0.60762285152141792821,-0.3807368960951294512,0.30167927958119827858,-0.045139271655902375724,0.96341035902545291147,0.51419879894160824829,-0.20801884753761271107,-0.070728427622250025775,0.1900441778981599994,0.23146818057794199541,0.14659029882341059747,-0.31669640706265073105,-0.95197974508668548044,-0.87351017288614229983,0.08037094401524917664,-1.2813863613072968839,-0.13981767688204174704,-0.77440313950023487166,0.57731269305714294493,-0.40175577151503061302,-0.4085877300711374116,-1.0320150678054913485,1.2206660823267496685,1.674493583867933566,0.073277299887104921372,0.2177814128763807533,-1.1863023626785969,0.43540635565135793472,0.74997873120181846041,-1.0670302190999449987,0.22857315913633571847,1.087602342606412309,0.13223914283537230308,-0.67154122905758206752,-0.48504471659387760063,0.15541307670586712586,1.0390312122406919482,-1.6234141061724263189,-1.2484694502382562842,-0.22139871953532039295,0.95813108089306642245,1.5102424838740704516,-1.3858125999186368116,-0.17735625948087760384,0.032247052209932229594,-0.014228872133693875462,-0.078730564834805144558,-0.12200405751191301107,-0.087195006876002595364,0.2698329500816947224,-1.0537572770736136629,0.98527208207170180465,-0.31754667921917473228,0.2534093822139987795,-0.73945751415149585384,0.0017978579334610052514,0.1588814827907466809,0.21082523288675591999,-0.1272128797017080537,0.30241195483003663336,-0.060139245894718286467,-0.45375043225347327924,0.77221908836122832298,-0.11824300681711165384,-0.16640617783913899674,0.19634159853254651296,0.10813346642689927735,0.40751823007204546201,1.0181169780210013176,-1.8873957523816062842,-0.093398301809403172502,0.3387280698297532866,-0.68745022219864937441,1.3830743291904115111]]\n",
    "    \n",
    "    y1_step1 = Steps(xoffset, gain, ymin)\n",
    "    y1_step1.ymin = -1\n",
    "    y1_step1.gain = [0.0686659914510841,0.0162136439435149,0.0332810820345391,0.0755478161015061]\n",
    "    y1_step1.xoffset = [-10.3156,-72.196,-32.8459,-5.8542]\n",
    "    \n",
    "    if X.shape == (0, ) or X.shape == (0, 0):\n",
    "        Q = 0\n",
    "    else:\n",
    "        Q = X.shape[0]\n",
    "    \n",
    "    TS = X.shape[1]\n",
    "    Y = np.zeros((4, TS))\n",
    "    \n",
    "    for i in range(TS):\n",
    "        \n",
    "        Xp1 = mapminmax_apply(X.iloc[:, i], x1_step1)\n",
    "        \n",
    "        a1 = tansig_apply(np.tile(np.array(b1).reshape(len(b1), 1), [1, Q]) + np.array(np.matmul(IW1_1, Xp1)).reshape(100, 1))\n",
    "        \n",
    "        a2 = np.tile(np.array(b2).reshape(len(b2), 1), [1, Q]) + np.array(np.matmul(LW2_1, a1)).reshape(4, 25)\n",
    "    \n",
    "        Y[:, i] = mapminmax_reverse(a2[:, 0], y1_step1)\n",
    "    \n",
    "\n",
    "    return Y.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "id": "8d5c0362-1f37-4280-b040-474f2b54ddf5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ -7.04701029, -26.41442889,   1.09667267,   8.24301868],\n",
       "       [ -5.76107611, -23.29243849,   0.50000684,   6.95133102],\n",
       "       [ -4.67246803, -20.4350608 ,   0.03047746,   5.85325676],\n",
       "       ...,\n",
       "       [ -0.26071016,  -0.29244266,   4.67321148,   5.3458324 ],\n",
       "       [ -0.63204051,  -0.28824754,   4.72041892,   5.71927886],\n",
       "       [ -1.19589757,   0.1936077 ,   4.75791583,   6.32211863]])"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pred = fuckLotus(X)\n",
    "y_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "id": "cc7819dc-652b-4113-afec-50a49c0c74b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "errors = y_pred - y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "id": "88330db6-7773-48d9-ae78-6232b7452491",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>25</th>\n",
       "      <th>26</th>\n",
       "      <th>27</th>\n",
       "      <th>28</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.000290</td>\n",
       "      <td>-0.000329</td>\n",
       "      <td>-0.000327</td>\n",
       "      <td>0.000019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.001076</td>\n",
       "      <td>-0.000138</td>\n",
       "      <td>0.001007</td>\n",
       "      <td>-0.000069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.001732</td>\n",
       "      <td>-0.000561</td>\n",
       "      <td>-0.000623</td>\n",
       "      <td>-0.000643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.000903</td>\n",
       "      <td>0.000083</td>\n",
       "      <td>-0.000885</td>\n",
       "      <td>0.001384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.000104</td>\n",
       "      <td>-0.000415</td>\n",
       "      <td>0.000432</td>\n",
       "      <td>-0.001330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1087</th>\n",
       "      <td>0.001043</td>\n",
       "      <td>0.000639</td>\n",
       "      <td>0.000895</td>\n",
       "      <td>-0.000998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1088</th>\n",
       "      <td>0.000509</td>\n",
       "      <td>-0.000883</td>\n",
       "      <td>0.000660</td>\n",
       "      <td>-0.001073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1089</th>\n",
       "      <td>-0.002510</td>\n",
       "      <td>0.001057</td>\n",
       "      <td>-0.000489</td>\n",
       "      <td>0.002132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1090</th>\n",
       "      <td>-0.003241</td>\n",
       "      <td>0.020152</td>\n",
       "      <td>-0.000781</td>\n",
       "      <td>0.006179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1091</th>\n",
       "      <td>0.000702</td>\n",
       "      <td>-0.000192</td>\n",
       "      <td>-0.000184</td>\n",
       "      <td>-0.000581</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1092 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            25        26        27        28\n",
       "0     0.000290 -0.000329 -0.000327  0.000019\n",
       "1    -0.001076 -0.000138  0.001007 -0.000069\n",
       "2     0.001732 -0.000561 -0.000623 -0.000643\n",
       "3    -0.000903  0.000083 -0.000885  0.001384\n",
       "4     0.000104 -0.000415  0.000432 -0.001330\n",
       "...        ...       ...       ...       ...\n",
       "1087  0.001043  0.000639  0.000895 -0.000998\n",
       "1088  0.000509 -0.000883  0.000660 -0.001073\n",
       "1089 -0.002510  0.001057 -0.000489  0.002132\n",
       "1090 -0.003241  0.020152 -0.000781  0.006179\n",
       "1091  0.000702 -0.000192 -0.000184 -0.000581\n",
       "\n",
       "[1092 rows x 4 columns]"
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "errors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2e1dfa82-566d-4258-b65e-3caeb1c6c111",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}