PatientID,RHOA,ERBB3,CHD4,CTNNB1,CEP76,STAG2,SMARCA4,NFE2L2,MAP3K1,ZNF782,BAP1,MGA,MTM1,MAP4K3,SETDB1,PIK3CA,MTOR,NCOR1,MAPK1,CNBD1,MAP2K1,OMA1,ARID1A,ATP6V1C1,CDK12,ELF4,ACVR1B,CPT1A,DSG4,SMC3,SPATA12,RBM10,NPM1,TP53BP1,FAT1,EPHA2,POLE,ZNF483,FGFR3,EIF2S2,UBN2,GPS2,OTUD7A,PSTPIP2,NSD1,EZH1,MYD88,PBRM1,CTCF,EPS8,NF1,SOX6,CBFB,IDH2,HIST1H4E,ASXL2,POLR2B,IDH1,COL4A6,RPL5,ARID2,KDM6A,SMARCB1,VHL,HLA-A,BCOR,CREBBP,HSP90AB1,APC,FLT3,TBC1D12,MTF1,IRF6,HLA-B,ODAM,PIK3R1,GATA3,STK11,DDX3X,KLHL8,RBM11,KEAP1,FGFR2,DNAH12,CHD8,RAC1,BHMT2,NRAS,PTEN,SMAD4,ASXL1,BRAF,ELF1,CNKSR1,MBD1,EP300,CDKN1B,PDCD2L,ATM,RUNX1,BCLAF1,DNMT3A,FGFBP1,SPEN,RBM5,TIMM17A,TBL1XR1,PLCG2,RASA1,SEPT12,TRAF3,SF3B1,KDM5C,EGFR,USP7,ZNF180,FBXW7,SAMSN1,PPP2R1A,APOL2,U2AF1,NOTCH1,SLC38A8,TP53,ZNF750,ERBB2,AKT1,B2M,CDKN2A,INTS12,LCP1,IPO7,TGFBR2,FAM166A,HIST1H3B,KRAS,CASP8,MAP2K4,SETD2,EIF4A2,GNPTAB,SPOP,RPS2,STIP1,CDH1,GPR156,SERPINB13,RB1,HRAS,label
TCGA-WA-A7GZ-01,0.9705065305442712,0.7561537726620897,0.9838857634985876,0.9814366973638624,0.5663227537659794,0.9202833775296122,0.968652021549869,0.881729621389662,0.6892270201154096,0.3755503202088004,0.8920527634298558,0.77397045033482,0.6822340877581597,0.6497534523614791,0.7125173998217513,0.705217496693899,0.8742719373032981,0.8678752708850912,0.9376194785154718,0.007008915966953,0.8611839796737144,0.5151242017156077,0.9028252310320138,0.7755885379113516,0.8611912545025945,0.8267875500080656,0.7815594650966761,0.8589542799885558,0.3542984479820117,0.8587818522103157,0.2038952014424626,0.8288953178795285,0.9822378655255704,0.7271076443887465,0.996104212227825,0.9480475741263024,0.8153484279994953,0.2423834436698169,0.9287468566981576,0.9396527214440792,0.6032832792112612,0.7723326896225151,0.2789379401811798,0.7631680785575896,0.8708279330155209,0.6615246431010778,0.7622106244192061,0.7909116144620302,0.8332548270338471,0.5499148315702117,0.8742470015313245,0.5957590912636708,0.8464217461678932,0.8429058254477776,0.3396631479484567,0.72197281690574,0.9072087024526728,0.8061061442333821,0.732579010277079,0.9888724502919582,0.7220935786879737,0.6756108234304388,0.8809515846769993,0.7046394275118244,0.9980358176575131,0.7421803515625797,0.8984298475815666,0.997298675028206,0.671097789927543,0.2259864709041825,0.4558658676714157,0.670636571940103,0.95468701811942,0.9988740060787452,0.1288025566924707,0.7727658952989018,0.6817989448313555,0.7304607487844443,0.976386223136462,0.5496830690715028,0.3556025169643244,0.9296946133223364,0.7537052418754661,0.2071686741177593,0.8182467534999648,0.9615142366212852,0.2476261959659687,0.7965409896011713,0.8156880217119705,0.8197026137384927,0.8676678458058109,0.4979498477554483,0.8785572025510215,0.6899926618282933,0.8810495764997108,0.9012937756029724,0.7039474402496613,0.5061494521850439,0.7700744871820768,0.922876545257432,0.9113063684785774,0.6734419944279074,0.982673511896959,0.9275133202412336,0.7963312805470651,0.7471539573848861,0.9568542644371264,0.6394957510929077,0.6499318777172388,0.209261831118715,0.7216969883257138,0.9481493442749052,0.9328677972527476,0.9709789824664072,0.9502531932944362,0.5001645190822912,0.6671064615326912,0.4197742118497831,0.9764995510680624,0.7688219675252839,0.8062896357432651,0.9270852719857902,0.1347351830967604,0.9111111865694604,0.8056455566997203,0.9275620288255912,0.959194359092688,0.9989969206877372,0.2586793183050074,0.5709627879765519,0.9676912561787177,0.9721811704729916,0.8570061937919865,0.1289734105071829,0.3132655903070083,0.6988021029833618,0.5806569583017739,0.7780704003068878,0.7447193219265736,0.9838360491087912,0.794076912618352,0.7732937162586396,0.9911761612029188,0.9689458718271722,0.9840113140651005,0.2514894946004988,0.974618142603502,0.8818684321841748,0.9072792732823338,1.0
TCGA-CV-A463-01,0.9837278452542082,0.8816196917287515,0.9631062713434836,0.9745717700919272,0.5335623473013014,0.8956355977534508,0.9181254335383274,0.9645557763300951,0.8081911871723748,0.4555137197030772,0.8939670057650593,0.7249595347004087,0.6608065089215245,0.6813581744216539,0.7306350850870372,0.6877595892703027,0.8692457055188194,0.8767861720948497,0.9413955128202978,0.007008915966953,0.8542238647953869,0.6153574675546034,0.9016256034085928,0.7845365757118706,0.8767880682802259,0.7993746739498011,0.8270022987743347,0.6175011181330732,0.3257031944034926,0.867594470201294,0.2589751913420793,0.7515235951198036,0.9904689685295224,0.6151128101498802,0.9512625994228088,0.9531594851421836,0.7665821529991905,0.3196982207879595,0.9791463245713784,0.9137385163712896,0.7065319032483921,0.7331672563423237,0.3028064603363025,0.754188517872532,0.9323751170189152,0.6298869134948871,0.9148005288183472,0.8316537079813685,0.7740947934892101,0.5185436665626629,0.8137541478380403,0.5040260623516355,0.8261785034345834,0.9356036329204648,0.311128202296614,0.713558289282074,0.9158199721453476,0.849609303036017,0.687200225701931,0.99343877757534,0.723968638086923,0.7731742438183827,0.7925164014221008,0.6894246643739497,0.9971709705356124,0.7075249569585945,0.8514138333884946,0.9935944985526532,0.8064480070544215,0.2688503218916335,0.556786949552486,0.7478683009995596,0.9326730576081456,0.9977286096536944,0.0127128087323002,0.8490254850675165,0.4255125108149479,0.842418429289754,0.9901894320881036,0.5958130299939449,0.0159116032010034,0.8668959877046193,0.6958863195131887,0.2054017014371262,0.8725191030475764,0.9842326075480466,0.2756963744866612,0.8771122317616382,0.8758748416503225,0.8016203738950531,0.8157378207133195,0.5599430549905776,0.9311885369369648,0.6369601773421617,0.9353026861376622,0.8807727471551782,0.7220824654510267,0.4773393932349844,0.6881503940993714,0.8831418419562125,0.9385892590912872,0.5114709227182289,0.9823719796293352,0.900507812677218,0.8626346375265664,0.8020570213328254,0.916905248165196,0.5822994797238705,0.8221346877294627,0.0068946673693457,0.6201902992183722,0.9737674921940712,0.9542467319304088,0.9417236602796792,0.9296396153888008,0.4529992858754063,0.7336523815910462,0.4737797675404562,0.961574036210068,0.9159725947052044,0.8449739576461343,0.9507104417331932,0.0012313848213037,0.7456953373068643,0.9339804681358478,0.9518926333812416,0.9162305687760376,0.9988200398771018,0.2943217705787283,0.6306585724196562,0.7173609750668213,0.9677646737770128,0.9440392014943504,0.0241134443078545,0.2020372649113052,0.8435652341749398,0.6921300751870637,0.8106036817552755,0.884024899496105,0.9427833239455652,0.8007602940646724,0.7114281957795358,0.9835844592963968,0.9411476750670724,0.988785619899956,0.2018199751552885,0.972326573349475,0.9419278598053982,0.8345498026825368,1.0
TCGA-CQ-6220-01,0.9786712624869748,0.910294055025204,0.9726393657211448,0.9754384706629096,0.5231895438613151,0.920279077727507,0.8962599941740959,0.951446400331294,0.7457861565361211,0.404627920024901,0.8715123517328134,0.767757341418951,0.6670806973849674,0.6697489169072157,0.6666576807300383,0.7380275814499121,0.9092984061652212,0.8249220355605376,0.9586508383404672,0.007008915966953,0.8386946657892649,0.5125928046491889,0.90268886152358,0.8401176669776704,0.9124731351510824,0.8443591834488464,0.8229911453639754,0.8649044107436085,0.2912073329436917,0.8485303221577298,0.2651441502108363,0.7792861764078686,0.9844442414254572,0.718455850424932,0.9893172692409454,0.9624446295117456,0.7939700067207189,0.3406591159177671,0.9333806573839728,0.96252997964224,0.6504844616939867,0.7183381587550055,0.3524529822589578,0.6295397473584919,0.923949618788132,0.5954400283901596,0.8698889883344425,0.7857451585651837,0.8408890545906073,0.4617987651519495,0.8341382255026852,0.4930112988733563,0.8217198158544521,0.9162136227191694,0.3499544398228918,0.7653154158885944,0.8502439676456005,0.8465828064589584,0.863550000746268,0.9852851695695009,0.738416834014639,0.6370200352411062,0.8351489354303236,0.6670277696524443,0.9981172234056078,0.6666440065720096,0.9136541872344118,0.9963846050370698,0.7856683067809326,0.247418396397908,0.5592367255019453,0.8045451067883416,0.9272020413587968,0.9986264257739998,0.0127128087323002,0.6634339026106707,0.3974612791123834,0.7684553599048553,0.9737057026663316,0.5434289330706117,0.1862288530184462,0.8206109391365699,0.7159794201922779,0.1947998653533275,0.92477985337961,0.9765154953657594,0.3058613424491965,0.9248416673831648,0.8601451495272651,0.7554048159595047,0.9021419074005492,0.5409513088094136,0.8203953544906906,0.5688650057760049,0.8837404963387184,0.9236159598488204,0.7483504235411378,0.4390400076505702,0.7168468134199618,0.7288503632714576,0.901418096150314,0.58537456533019,0.9837964813492058,0.9043019168372036,0.795411154643393,0.7553152435424978,0.9570629877155784,0.5065230698555873,0.7888137963459851,0.0068946673693457,0.6210753894636649,0.9653353949732578,0.8936043473693246,0.9492237343104124,0.9488203647433556,0.4439132000087447,0.6526870225121882,0.4860821754050839,0.957174843269503,0.9411833485091012,0.8129257029048241,0.6559029674522688,0.2134321589222928,0.773090832658044,0.929356814773548,0.9535611556154948,0.9309523004177206,0.9985859929306828,0.8303403328426509,0.5736451393248247,0.803019647906037,0.952990623121748,0.8660773313371342,0.2063076355791876,0.2945566784316941,0.8320573223348986,0.7618743396862224,0.7995288338289954,0.8222636588073616,0.9522980481118708,0.7899811366682342,0.7749668521593163,0.9765124199071876,0.9657155450946108,0.9897438798252374,0.2627354235314899,0.9426731847346252,0.8863537496873003,0.8601468820077705,1.0
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TCGA-CV-7104-01,0.9781627239223772,0.8067526038079975,0.9750076535084536,0.9809914196033298,0.4708517566721656,0.904111194749002,0.9602752953463292,0.9491811590252132,0.7348063999392974,0.3893967963117055,0.8169848945725741,0.7526458524295472,0.6735732520836333,0.6679115659614022,0.7570630337503209,0.7014711618485736,0.9040758403148392,0.9048440620886444,0.9487077463452632,0.007008915966953,0.798204310065929,0.471620668970369,0.910268435237259,0.9109282860512312,0.8938808911162212,0.8724608536651095,0.8454360131528403,0.8031865942739399,0.2825833675787415,0.8370859121060644,0.1937604833009331,0.7868748831707274,0.978315961540654,0.7668385529841301,0.9909809092607328,0.76316992421033,0.7205261005803539,0.2836179914661597,0.8997190566550008,0.8557437242357007,0.6763327282916697,0.7483760370422708,0.3285844621038351,0.6117727415914651,0.8900722713752599,0.5896863618820545,0.8551591161920866,0.7997468840326583,0.8074053402847022,0.5628323701027319,0.8826189781331214,0.4215000410963505,0.7904230806189012,0.929345323391122,0.2935862275106451,0.7731633772742724,0.9020774580376012,0.8753398168354262,0.8773450433969641,0.9743382815916912,0.7367478408317963,0.7055678926187604,0.8613346437802728,0.5908941404310613,0.9987668497884428,0.8090116841679503,0.9129710274274636,0.9970923854053024,0.8052699531584181,0.3193344130546312,0.4844480803989466,0.6885586051240277,0.9670168504690384,0.9989341019915828,0.2298973788744524,0.8739031657849426,0.4361001037734579,0.7454203249293524,0.9800519281704558,0.5410350763875678,0.1966082976056588,0.8988302428290593,0.7134586411982753,0.1722709636752555,0.9269147577255497,0.9704046481388444,0.3146594581049359,0.904951293483459,0.9096597954211054,0.6303139016950385,0.845032205308225,0.5399811244816449,0.8841573022231102,0.6656451189826874,0.726560044583603,0.94234921079849,0.70218002374258,0.462675006932024,0.6629851945447051,0.9044157890041254,0.9215925279747016,0.5440141058693635,0.9517395391865884,0.940336642989698,0.7652086598305707,0.7398476742825464,0.8997825623850177,0.6274316887350766,0.6888450594787305,0.0068946673693457,0.603397003867525,0.9687536235623896,0.9147699002424344,0.9559047004225796,0.9187419669405528,0.4520988092168354,0.640532614889635,0.5517680568889979,0.9664123416864464,0.9472667052440216,0.785875085107998,0.7877253283074243,0.0012313848213037,0.6257264989479929,0.7914667066231845,0.9247396071432604,0.9239726909416076,0.99834392669622,0.3574185441984236,0.546960349489524,0.9440039951162462,0.9561780122278374,0.9370208942908462,0.0241134443078545,0.292506386719331,0.7816540981121542,0.7636511359662597,0.8087701160787303,0.8392823096504357,0.91185586676266,0.8897489511161134,0.7514132254845933,0.955399079138889,0.9603599524079948,0.9761950415174432,0.3334910597223082,0.8872068815434665,0.9068806396999368,0.787634182133882,1.0
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TCGA-CV-7433-01,0.9837165389196276,0.6748802916432406,0.9677857226902132,0.9814620236588442,0.4425652339873215,0.8692856859940092,0.930110262235139,0.9229769084990824,0.672074432982942,0.3430111013669735,0.8289579497997887,0.7867689962298956,0.592727855472256,0.5959037795629624,0.7190524693518742,0.7795659382882946,0.8598913378701226,0.8862340609776258,0.9518412981872468,0.1724195396710849,0.8756279081078034,0.4928290868324972,0.9027920548161448,0.8542961178179763,0.8633817228482012,0.8247845739838465,0.7857165636926858,0.9507670848820704,0.2353785045284877,0.8286652805846205,0.2382651151398234,0.8198770018838356,0.9867406373894584,0.7916403121619255,0.9851340593253208,0.945952826245526,0.7209243325695652,0.2544101867770835,0.9021822914976476,0.8929211673320628,0.5937182695842748,0.674208229060619,0.2627073464756964,0.7269647020315924,0.8997690796516082,0.5863998281280126,0.8802070934026873,0.770030775368008,0.8527117153322257,0.5750997253918128,0.8414132122673404,0.443830611553663,0.8543411910902144,0.9346068762199976,0.3342836090140929,0.7015048514722737,0.8967431815302048,0.8583700409159372,0.3590819665291704,0.9760790029735136,0.6969505566101575,0.6584542048060118,0.8656640040570807,0.6275954029290058,0.9986544302945468,0.7311089211187484,0.9042215973554304,0.996753451983242,0.706195129240996,0.2998075476047924,0.4835457741049946,0.6583563762167148,0.960407399617724,0.9988723333907128,0.2386041099714652,0.7475644331084272,0.4422479415188771,0.756897478930749,0.9691317761715696,0.6367293116260169,0.2810592331107067,0.8712519874880494,0.5526825600181392,0.1590186685705071,0.8977188409168694,0.961409099506252,0.3192679948769899,0.8333884350040427,0.8803078024817564,0.7435773532395847,0.8085935028433133,0.5230092549714666,0.8452760607313644,0.6358637375872248,0.7976583025573435,0.9208535978659904,0.6999488828666078,0.4548630043890348,0.6835216358691347,0.9223826645974366,0.914066151884645,0.5757759951549553,0.9680914966456258,0.8995401812661015,0.7539824471218692,0.7730076033598349,0.9574094874155336,0.7199713354905716,0.7004051825687991,0.0068946673693457,0.6505496787794086,0.9537736944733632,0.8970094110485164,0.9211865441292276,0.9337519680270184,0.417766852545394,0.5528264009988314,0.6153694408064718,0.9730838798979664,0.8859327825914753,0.8159596439402522,0.893424038949692,0.0012313848213037,0.8800664909279567,0.7962023922765906,0.8892353892196001,0.9475859968784204,0.999099164122596,0.2957667348600954,0.6067839229333818,0.9776259548151636,0.9302819012258636,0.8996808916534498,0.1652374821511173,0.284817792797969,0.7787407412837297,0.6479453854411377,0.7701296743557898,0.8415546686091636,0.9659030388222528,0.8830155723116129,0.7459676271495254,0.9799387791699212,0.9710765682564956,0.9901692000222876,0.2608611020429913,0.8518750691422512,0.8600767933246954,0.7626162896357641,1.0
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TCGA-CV-7430-01,0.976303731040844,0.9520350003869116,0.9786739791955988,0.9902759223786262,0.4985274411030724,0.9258982464537936,0.940972490587428,0.967388082330552,0.7745327790983725,0.4110896312564929,0.7935144418118961,0.800067622311978,0.7292232233509846,0.7167333371643098,0.7592010303727592,0.8814797913751147,0.8244759232735674,0.9058281771985628,0.9592293634798484,0.007008915966953,0.8871531084996018,0.4955072562822476,0.8583676199641546,0.7936393764031753,0.9329674364279368,0.8160879746453721,0.8846176897098572,0.9249992239876093,0.4027103042445388,0.879822123585709,0.266906709887624,0.7450951541053535,0.9846589755394864,0.7894918256510001,0.9846052259978794,0.9706623887081636,0.7629255127228047,0.3145439023134166,0.904374794860875,0.9114117418770846,0.6934042243271628,0.6470855593472766,0.3954163185381787,0.7263553492714211,0.9231434358106352,0.5598539783686094,0.8294488870401387,0.7588909470443848,0.8674053523784955,0.6319300222606604,0.8974365178290984,0.2880020655363307,0.8999075056019172,0.908485514929683,0.3165077412309778,0.8191232829150918,0.8831137575392328,0.8927071703621373,0.4906434112369248,0.9919509967492988,0.8419187650850478,0.7149554682804998,0.8403041418680082,0.8391076045725371,0.9916330571859896,0.7860975042236114,0.9173322482989112,0.997548054533922,0.7225964622111861,0.2245576758712675,0.5134515885711285,0.8035607330402287,0.9731671662131132,0.98827569193155,0.0127128087323002,0.6438610704097933,0.3652660729678073,0.6648230707574599,0.977594321091966,0.8052386594659307,0.3730587869438765,0.9014695681062792,0.7750600922029812,0.0353305809261896,0.9071944463112708,0.981332461219529,0.06579847241402,0.888776048746386,0.8503250371036691,0.7792355145941304,0.8072108026117587,0.6236332074050691,0.908953516500258,0.5488617602005506,0.7630664681113368,0.9397578046178025,0.7119612766066126,0.4925942332558952,0.6441910329273056,0.9159792066774828,0.9408111555877072,0.6367913478455246,0.955678430055088,0.8971378432504153,0.7123360792109488,0.8517687773023571,0.9876477041364048,0.6228485298326623,0.7342987183179845,0.0068946673693457,0.6451389157846863,0.9734400168351076,0.9384357333699708,0.8894765045176027,0.9496960569849696,0.4358902293625573,0.6193938034959375,0.4108390961933951,0.9336856815007224,0.7033951366582718,0.8340542050846006,0.9327523028040002,0.156283164572799,0.8694898568376751,0.9327137578410964,0.9312292047068136,0.9349961153029784,0.9967812558341644,0.3689782584493601,0.5399689592288018,0.6771501918120343,0.9444638923455324,0.8382622894023676,0.0241134443078545,0.2989135483204659,0.9219029578675364,0.6516991512658483,0.8137348121534812,0.8138189964857652,0.9641503504721516,0.8179171968965142,0.7807741074342218,0.9760939726496456,0.9748621017745304,0.993571595724228,0.3372397026993052,0.9085531457203356,0.8969218980765943,0.6844567462057485,1.0
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TCGA-CV-7236-01,0.982813106547054,0.7974916669189867,0.9794179430528658,0.9882841594674632,0.4374132364767783,0.946226365033278,0.9392378459060826,0.9504948434422834,0.7666744739642248,0.3932045772400044,0.8353814779929749,0.813801035626899,0.7376732143102895,0.6628882978081239,0.6995250025976103,0.7807974765148996,0.9252033500354186,0.9017080208159128,0.9503123794358171,0.007008915966953,0.8497956492396251,0.5366422142440458,0.9275549594758178,0.8843887433001223,0.8826006706053661,0.908125867516276,0.7833810795315079,0.8825086574495989,0.1731951753180572,0.8411590238011757,0.2215207982103399,0.8171084579509862,0.9710999427182344,0.829132122902875,0.9886811216815984,0.9486600147942292,0.7773311066166293,0.2891159311723387,0.8554230401355041,0.8667563104801079,0.6839591060335549,0.6680963120037116,0.2440899007547006,0.5586922964395744,0.905733178777584,0.6012801355799976,0.8541757830849559,0.8185506257566534,0.7908157259036124,0.7012345686654474,0.8983456609484761,0.508002894891666,0.7713451065850618,0.8851238815597178,0.3144027042566615,0.7782484036899953,0.919137022141407,0.8619019617042946,0.7296916410890169,0.9846953253741147,0.7441646552114063,0.7264121454273933,0.8367434801721715,0.6441128572975084,0.9972076872405788,0.7190500106882229,0.8997682222322502,0.9968979662258473,0.7572009860070404,0.2664689968367751,0.4746242833534042,0.7486956125275862,0.9631477344011912,0.9981566442361042,0.2797192290406923,0.7958749136602015,0.4682743822918855,0.7569816943175687,0.981916439133193,0.5977699760205588,0.2782284754960124,0.8881157636621024,0.6512815938255572,0.1638778434422482,0.8785207223702096,0.9813467999934272,0.3071182161143021,0.8965862044530228,0.8946591307742828,0.7101838966289429,0.8225353131462217,0.5283968451478606,0.8844430103984567,0.6686087577782154,0.7876696301197798,0.9243381563997176,0.67251198560027,0.4552886296450593,0.753001053341606,0.9296724360734576,0.9319342892714844,0.5333878731097237,0.8689909823868476,0.9368089998422562,0.7659668382062981,0.798153818556263,0.9521170756013942,0.6030269325293048,0.7945581438994656,0.0068946673693457,0.6237595790721031,0.964539877045584,0.9406330312218262,0.9984419068201476,0.9334942559557572,0.4624590985285444,0.7380448351902049,0.4564552129654814,0.9677153071531576,0.839070468841191,0.7979813351881613,0.9313153751441844,0.0012313848213037,0.875781832836805,0.7425993886128919,0.9269244694813976,0.9474418012554466,0.9989072935473222,0.5288709118237722,0.6102397005994187,0.9094064776631468,0.963517413479928,0.9378142337297876,0.0241134443078545,0.3086524339541911,0.8283953738205821,0.6712616053792864,0.7709656700775814,0.8507427343438407,0.9701848770011772,0.8938065631059495,0.7864147059830553,0.9718570962521628,0.9588521342083446,0.9636318559987984,0.2683583879969853,0.7689322747752757,0.9001359683079423,0.8193336998495416,1.0
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