59 lines
34 KiB
Plaintext
59 lines
34 KiB
Plaintext
id,diagnosis,radius_mean,texture_mean,perimeter_mean,area_mean,smoothness_mean,compactness_mean,concavity_mean,concave points_mean,symmetry_mean,fractal_dimension_mean,radius_se,texture_se,perimeter_se,area_se,smoothness_se,compactness_se,concavity_se,concave points_se,symmetry_se,fractal_dimension_se,radius_worst,texture_worst,perimeter_worst,area_worst,smoothness_worst,compactness_worst,concavity_worst,concave points_worst,symmetry_worst,fractal_dimension_worst
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899147,0.0,0.23517440484641955,0.17754480892796753,0.23108285536590423,0.1201272534464475,0.5702807619391532,0.3104717501993743,0.027436738519212744,0.08881709741550696,0.7065656565656566,0.3338247683235047,0.09034944776389642,0.15244872701555873,0.08000753899071764,0.0370714870059283,0.1389332698779617,0.1646138132003485,0.019737373737373737,0.19928016669823828,0.2737941126808127,0.07666901593355721,0.17360369975097834,0.15191897654584224,0.1627571094177997,0.07643531262288634,0.3838737370402166,0.15640674874601004,0.024936102236421728,0.16378006872852235,0.30731322688744345,0.1368227731864095
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894089,0.0,0.2607316957735813,0.24146094014203578,0.24462718540529338,0.14341463414634148,0.29322018597093086,0.05815594135329121,0.010480318650421743,0.031923459244532805,0.07828282828282829,0.1425863521482731,0.021763534311062822,0.07843440594059405,0.013664420675682042,0.010997426213769942,0.10929054628276166,0.005707934028299333,0.006616161616161615,0.06421670770979351,0.08510159284065964,0.015518980694553847,0.19245819992885094,0.20495735607675913,0.16967976492853232,0.08823240267400707,0.25906359373968163,0.021577359296019248,0.015479233226837063,0.09567010309278351,0.06938695052237337,0.04394595303686216
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899667,1.0,0.4150220076671873,0.32160973960094674,0.4374956810172068,0.26091198303287383,0.6470163401643043,0.6656646831482731,0.6827553889409559,0.617296222664016,0.6641414141414141,0.5490732940185343,0.1480717001629549,0.21300388967468176,0.12816284219950055,0.08296258110788608,0.25889791617092156,0.4756962177426623,0.2513383838383838,0.4324682705057776,0.6690493611752125,0.2223235631469121,0.335467805051583,0.32382729211087435,0.34359280840679324,0.17943865513173413,0.553589117083801,0.46308855061074417,0.5488817891373803,0.7336769759450172,0.5282870096589789,0.32769250951069134
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9047,0.0,0.2820294382128828,0.21846466012850863,0.272199571556907,0.15444326617179216,0.4167193283379977,0.21158211152690018,0.07722586691658856,0.11878727634194831,0.34090909090909094,0.2535804549283911,0.012420785804816224,0.1204031117397454,0.011332045422419078,0.008513292914803567,0.03990889621647346,0.07959563793673208,0.040732323232323224,0.1384353097177496,0.1522204086227275,0.03721515138952227,0.2109569548203486,0.2931769722814499,0.19562727227451565,0.09725226110892644,0.3039688304827313,0.16348924527752715,0.14456869009584666,0.28824742268041237,0.34141533609304164,0.15282697100878923
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9011494,1.0,0.6256330162336126,0.5789651673993911,0.6213115886946305,0.46256627783669135,0.41906653426017876,0.45248757744923623,0.38448922211808806,0.628727634194831,0.41161616161616166,0.21566975568660496,0.31309071156979895,0.33853429985855726,0.30019318663713895,0.1807963421604115,0.22864330149233436,0.33412443296181693,0.14909090909090908,0.4803940140178064,0.41112737096864976,0.11715932175282948,0.5784418356456777,0.5807569296375268,0.545794113252652,0.3651690916240661,0.3739681701116027,0.3049451349070059,0.2957667731629393,0.7395189003436426,0.3362901636112754,0.13957759412304865
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88147202,0.0,0.2668843769227128,0.48224551910720315,0.25955358993849764,0.14969247083775183,0.2383316782522344,0.17149254646954173,0.12741330834114337,0.10119284294234591,0.22929292929292933,0.21545914069081729,0.0483070794857867,0.15598479490806227,0.03241766008575602,0.021867844108494995,0.11748308801033414,0.15537597260191668,0.07616161616161615,0.1646334533055503,0.08116170428322171,0.08679159238837528,0.22305229455709707,0.5141257995735607,0.20050799342596742,0.10784506488399527,0.34028924255431553,0.30863191392341205,0.31238019169329073,0.4054982817869416,0.24857086536566142,0.2676767676767678
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89263202,1.0,0.6204269014151167,0.47852553263442665,0.6282219611637067,0.4680805938494167,0.4998645842737203,0.5043248880436783,0.5349109653233364,0.6361829025844931,0.6005050505050504,0.5208508845829827,0.34781821473836677,0.30560466760961813,0.33204542241907364,0.2315996697783705,0.21249617568072882,0.33848048787815066,0.19315656565656564,0.3667361242659594,0.27407553329205825,0.17388720755082018,0.5602988260405549,0.46401918976545853,0.5398177200059764,0.37131340935902474,0.4195337779832265,0.30251962239621233,0.3939297124600639,0.6608247422680412,0.34082397003745324,0.2600682146136692
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857793,1.0,0.3658005584741351,0.4017585390598579,0.35768087899937806,0.21777306468716862,0.5513225602599983,0.35924176430893817,0.3029522024367385,0.403727634194831,0.48838383838383836,0.3711036225779276,0.112656165127648,0.17454915134370574,0.09320077274654856,0.06217430771127274,0.06615222490396709,0.19750953825817888,0.06494949494949495,0.2409547262739155,0.14476276242471997,0.11100977018642122,0.35361081465670585,0.49786780383795315,0.32516559589621,0.19669189933149822,0.433401571683286,0.38974105228434774,0.2865015974440895,0.6302405498281788,0.42046126552335905,0.35655253837072026
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915186,0.0,0.10823985990818308,0.10686506594521467,0.12231359270264675,0.04462354188759278,1.0,0.6273234770872952,0.22797563261480785,0.2610337972166998,0.6656565656565658,0.9490311710193766,0.10722433460076045,0.16195190947666194,0.10634688781039439,0.02472553128700518,0.27433116905190874,0.32421065280740236,0.08795454545454545,0.41447243796173516,0.24677773400123826,0.33011345577159595,0.08360014229811452,0.11620469083155649,0.0928333084316948,0.028263861580810068,0.7860397543419402,0.3073706474177994,0.16765175718849842,0.35223367697594504,0.290360733293909,0.4601862783680966
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905520,0.0,0.19210563680249887,0.24078457896516725,0.1874784050860342,0.09743372216330858,0.4971562697481268,0.17992761180295688,0.07136832239925023,0.12326043737574552,0.3303030303030303,0.283066554338669,0.03085279739272135,0.22692715700141441,0.027564434811289652,0.012585030201831158,0.11710915457048646,0.05334665184606604,0.026666666666666665,0.14175033150217844,0.1308324421680644,0.04502300899631027,0.1593738882959801,0.3843283582089553,0.14701927386822056,0.0703401494298073,0.4340619428118602,0.11730748707201832,0.08522364217252397,0.25536082474226807,0.2824758525527302,0.1559097468188378
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894335,0.0,0.25789199678167446,0.24653364896854912,0.24055006564853842,0.14159066808059384,0.20709578405705514,0.04650021471075395,0.03144329896907216,0.08444333996023858,0.2080808080808081,0.11899747262005067,0.0964330979540105,0.4066036067892504,0.08151533713424117,0.04549512698964135,0.1918618485909508,0.06412413254423649,0.0251489898989899,0.21216139420344762,0.3721506163111386,0.07138316542984674,0.17680540732835293,0.21828358208955234,0.15613327356940088,0.0812770349980338,0.0853199498117942,0.019239165235614288,0.017867412140575082,0.09731958762886599,0.06623299822590184,0.028072937163846234
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9010333,0.0,0.08978181646078848,0.19546838011498135,0.08948932347453531,0.04135737009544008,0.2735397670849508,0.176676277528986,0.11061387066541704,0.11833996023856859,0.43939393939393945,0.34224936815501295,0.15448126018468222,0.18559936350777934,0.16585779578758897,0.04366471297987665,0.3133222286433015,0.20081413164298376,0.08116161616161616,0.2852813032771358,0.2882872741599595,0.1132899409919434,0.07296335823550337,0.15138592750533053,0.07400766970466655,0.028706252457727094,0.20029056329657274,0.09460468997099088,0.0754073482428115,0.1636426116838488,0.17129903410210923,0.12639380821199003
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874839,0.0,0.251739315632543,0.20933378424078453,0.242139451316426,0.13582184517497348,0.2543107339532364,0.16302680817127782,0.09006560449859419,0.08220675944333995,0.3065656565656566,0.10067396798652073,0.04588086185044359,0.10504331683168318,0.04382038354615276,0.021512967922928367,0.1455960838970663,0.14921741220296214,0.05345959595959596,0.12186020079560524,0.174030505994259,0.028681784890068132,0.19281394521522588,0.20175906183368875,0.18048707604960412,0.08884683444750295,0.2537806247110876,0.13360693114455086,0.11365814696485624,0.1654639175257732,0.18076089099152381,0.052603961694870804
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9113816,0.0,0.23943395333427991,0.6232668244842745,0.22845691382765532,0.1299681866383881,0.3149769793265325,0.12459358321575362,0.05545923149015932,0.11814115308151094,0.40101010101010115,0.14785172704296556,0.17910555857323915,0.504508486562942,0.1574706686142393,0.07127034467816465,0.1973008804432811,0.09987382461621655,0.03699494949494949,0.22409547262739155,0.17712613271796024,0.10323646062214115,0.20170757737459977,0.5679637526652452,0.18342546939588622,0.09398348407392844,0.21746021263950338,0.06788524415208934,0.044121405750798724,0.19061855670103092,0.16538537354622518,0.07444575626393812
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8860702,1.0,0.4883808982914479,0.24923909367602282,0.4782668785847558,0.3328525980911983,0.4348650356594746,0.2598613581988835,0.2966260543580131,0.4151590457256461,0.38030303030303025,0.1299494524010112,0.07162773854789062,0.1097507072135785,0.06766244169061869,0.05010851740200748,0.10347758099058366,0.09596839607053806,0.058888888888888886,0.2390604281113847,0.08524230314628244,0.05068888796760775,0.42404838135894707,0.3483475479744137,0.40086657702076806,0.2548171451042076,0.4650993858548504,0.20685740897051547,0.2698083067092652,0.6381443298969073,0.31007293514685597,0.17112685294503477
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867387,0.0,0.41312887500591605,0.14271220831924242,0.4022527814249188,0.2622269353128314,0.379073756432247,0.2307833875222379,0.16717432052483597,0.2948807157057654,0.38181818181818195,0.15311710193765826,0.07249683143219263,0.10062323196605376,0.05724921076190926,0.03948090952898592,0.11911479756603324,0.09686964881184848,0.04237373737373737,0.2401970070089032,0.12393763719254798,0.04958335060735459,0.34044823906083244,0.19269722814498935,0.31819313710842173,0.18128195045222179,0.3376477580400185,0.16261606077364146,0.13650159744408946,0.47216494845360824,0.22826729745712593,0.10278105732651183
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871149,0.0,0.18547967248804959,0.10990869124112274,0.1720682744799945,0.09471898197242841,0.20330414372122413,0.05459787743083246,0.0072399250234301766,0.03274353876739563,0.19292929292929295,0.15732940185341215,0.06166938258193009,0.08866690240452617,0.049521745276351135,0.021923877190426558,0.1505592004623177,0.02915552618139213,0.004633838383838383,0.06774010229210078,0.11943490741261888,0.06115694484750494,0.15759516186410527,0.16471215351812368,0.13775586433587328,0.06999606763664962,0.303308459354157,0.053991908490264,0.014808306709265178,0.13584192439862544,0.23122412773506806,0.14305391578118848
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919537,0.0,0.18831937147995653,0.267500845451471,0.18658005666505434,0.09420996818663839,0.3993861153741988,0.23967854732838476,0.12331302717900655,0.13856858846918488,0.2823232323232323,0.29738837405223273,0.014195183776932824,0.2702439886845827,0.019224426329925083,0.006141225779700334,0.2647448754121766,0.2367891369002914,0.11113636363636363,0.25497253267664327,0.07511116114144202,0.09117919378688003,0.13127001067235855,0.38619402985074636,0.12958812689875,0.05463527329925284,0.47302383939774156,0.2170445615158483,0.16956869009584666,0.3388659793814433,0.14271634141533612,0.1819493637675456
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866458,0.0,0.38425860192152966,0.2259046330740615,0.38552968004975474,0.22523860021208908,0.5630585898709037,0.4948162689405558,0.2666354264292408,0.424155069582505,0.47525252525252526,0.3098146588037072,0.11566177801919245,0.15642680339462517,0.09607501295764032,0.061707365361842965,0.2479178706190298,0.29739838375341726,0.0809090909090909,0.42773252509945064,0.22018348623853207,0.1412738554233517,0.2909996442547136,0.1681769722814499,0.2763583843816923,0.1419091624066064,0.4452882519976226,0.25323320817688777,0.15654952076677317,0.4890034364261169,0.2020500689927065,0.1492194674012856
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903507,1.0,0.4027166453689242,0.34697328373351355,0.40501693041254927,0.255015906680806,0.5720863049562157,0.4196675050610393,0.44306466729147137,0.4529324055666004,0.4388888888888889,0.3681550126369,0.19391634980988592,0.21455091937765203,0.18461103519766292,0.11226788295809845,0.18887038107216914,0.20299215910115062,0.12555555555555556,0.3104754688387952,0.1496876231215174,0.11529372745740224,0.47207399501956593,0.46348614072494676,0.45664624732307385,0.28848800629178134,0.6400977349270289,0.35316432362158123,0.4435303514376997,0.7288659793814434,0.31973191405479995,0.30735930735930744
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874373,0.0,0.2238156088787922,0.2529590801487994,0.21346140556976034,0.11741251325556733,0.4072402274984201,0.12891847125943193,0.0892455482661668,0.1609840954274354,0.23030303030303045,0.2314658803706824,0.04837950389281188,0.0895730198019802,0.046411911605333846,0.020653793999977584,0.17649658360811774,0.048457355724456995,0.049949494949494945,0.22447433225989769,0.1560195868745427,0.02681619059464091,0.1807186054784774,0.24973347547974423,0.1693809452661985,0.08265336217066456,0.40368487089744437,0.0744244258811887,0.1214856230031949,0.3776632302405498,0.19850187265917607,0.10448642266824087
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854039,1.0,0.433006767949264,0.27629354075076085,0.43680464377029926,0.2815270413573701,0.46375372393247266,0.4187473161155758,0.317244611059044,0.3852882703777336,0.4737373737373738,0.31992417860151656,0.08057215281549882,0.07193688118811882,0.06719125477076757,0.05272339455881419,0.0840330421185029,0.19848589539459852,0.06727272727272728,0.17175601439666605,0.12872178758372266,0.100956289816619,0.43685521166844543,0.4061833688699361,0.4098311668907814,0.26440228077074324,0.48491051971207816,0.5366300899380039,0.4212460063897764,0.6405498281786942,0.5332150601222156,0.4477239931785388
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8712729,1.0,0.46377017369492174,0.3074061548867094,0.45269850044917426,0.31507953340402967,0.32517829737293497,0.22219495736457887,0.1973289597000937,0.3268389662027833,0.4207070707070707,0.11331086773378285,0.1765344921238457,0.22781117397454032,0.1588842293737926,0.11307102379911765,0.14991331542985348,0.1685943461411362,0.06631313131313131,0.30384542526993746,0.18331738616536275,0.08976272404405566,0.43116328708644613,0.38059701492537323,0.3998705114796553,0.2641565080613449,0.3013273459684343,0.1791095458470375,0.18514376996805113,0.5065292096219932,0.2454169130691899,0.11307884035156762
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892604,0.0,0.259311846277628,0.34426783902603986,0.2531960472669478,0.13904559915164366,0.28780355691974363,0.25157965768971235,0.1600281162136832,0.1540258449304175,0.3641414141414142,0.2639005897219884,0.09150823827629911,0.15023868458274398,0.08585025679687133,0.04019066190011916,0.16374885270421863,0.23611319734430858,0.11898989898989899,0.2657700322030688,0.2746383745145494,0.12976935726821717,0.19672714336535047,0.2945095948827293,0.18785796105383734,0.08997738891073533,0.22340355279667173,0.1828933453638754,0.15207667731629396,0.2620274914089347,0.22077666075300617,0.14823560278105735
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84610002,1.0,0.4164418571631407,0.2766317213391951,0.4133093773754405,0.2704135737009544,0.40146248984382066,0.3368504999693271,0.233223992502343,0.3283300198807157,0.39494949494949505,0.22872788542544242,0.14278471845011767,0.1380613507779349,0.13226216840220517,0.08845382313718017,0.13794744535472686,0.28808543875987624,0.07047979797979798,0.2428490244364463,0.1716384307986717,0.11225349971670606,0.44432586268231955,0.4067164179104479,0.4287564121719209,0.27374164372788046,0.4518919632833653,0.5177110923538143,0.31669329073482433,0.6219931271477663,0.4389907352651291,0.3263806900170538
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862717,1.0,0.313739410289176,0.5164017585390598,0.3058530854813074,0.18629904559915167,0.3814209623544282,0.20161339795104596,0.2020852858481724,0.22311133200795227,0.2772727272727272,0.18428812131423777,0.1249321021184139,0.2054897454031117,0.0991377279366725,0.06787100437431592,0.14138083421151032,0.09484183014390005,0.06684343434343434,0.18793332070467889,0.09523273484550009,0.050447051670052374,0.3223052294557096,0.6196695095948829,0.2898052691867125,0.17727585528902867,0.36538334544013734,0.16203393777105105,0.2531150159744409,0.40687285223367703,0.2140745121230042,0.12416371507280594
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922576,0.0,0.3142126934544938,0.4572201555630706,0.29991016515790203,0.18226935312831388,0.35957389184797334,0.147506287957794,0.06968134957825678,0.12142147117296223,0.305050505050505,0.1695450716090987,0.08491761723700886,0.2156559405940594,0.06167836780850964,0.04564454854145888,0.14124485841520207,0.14073061555562236,0.05103535353535353,0.17169918545179008,0.18275454494287158,0.05832400536185619,0.263963002490217,0.45495735607675913,0.23492205787140796,0.13384781753834052,0.33302516013999867,0.12070320458712927,0.08378594249201278,0.24652920962199315,0.2123004139562389,0.09504132231404955
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8610862,1.0,0.624686449902977,0.48224551910720315,0.6904153133853914,0.4672322375397667,0.6858355150311455,0.9999999999999999,0.8795688847235238,0.7972166998011928,0.9323232323232324,0.6625947767481046,0.2970124932102118,0.336987270155587,0.371860717146492,0.20470379045121573,0.2946255566509161,0.49642503079280204,0.2755050505050505,0.4911915135442319,1.0,0.17592554205878697,0.5492707221629314,0.5250533049040512,0.5970914886199512,0.35337200157294535,0.6123621475269099,0.5715574700934307,0.6134984025559106,0.8618556701030929,0.7638478218016954,0.2925357470812017
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901288,1.0,0.6464574755075962,0.258369969563747,0.6289129984106144,0.5054082714740191,0.37762932201859717,0.2705968958959573,0.35777881911902526,0.44438369781312126,0.25808080808080813,0.10151642796967164,0.18185768604019553,0.06570456152758132,0.1584130424539415,0.13115103156903835,0.15290478294863513,0.12540931895334517,0.0677020202020202,0.23337753362379238,0.06863848708279395,0.02819811229495737,0.6204197794379225,0.29717484008528794,0.5796603416504806,0.43275658670861183,0.561513570626692,0.26992073425114727,0.33218849840255593,0.7257731958762887,0.22156514882712397,0.10173160173160173
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88147101,0.0,0.16370864688343034,0.19445383834967866,0.15776380346900704,0.07893955461293743,0.47548975354337825,0.17741242868535673,0.015564667291471412,0.06043737574552684,0.3676767676767676,0.3062342038753161,0.02889733840304181,0.11989480198019802,0.02125053008528483,0.009447177613663106,0.16317095556990854,0.04362814311893533,0.007113636363636364,0.0941845046410305,0.1004390161535431,0.06654643947873914,0.12771255780860902,0.20735607675906187,0.11484635689028339,0.05166142351553282,0.41557155121178097,0.08538774242997546,0.02107827476038339,0.1534020618556701,0.20697811945594324,0.1813590449954086
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91485,1.0,0.6440910596810072,0.38992221846466,0.6496441158178426,0.4990455991516437,0.5043784418163764,0.4448193362370407,0.5126522961574508,0.5571570576540755,0.397979797979798,0.25821398483572033,0.17342024262176353,0.18913543140028288,0.16251236865664614,0.12754623663144052,0.1683720297786994,0.19270285697119,0.10257575757575758,0.2801666982383027,0.046265548488771305,0.09784696599090695,0.5667022411953041,0.49946695095948834,0.5617311619104537,0.3870428627605191,0.49679720002641486,0.32250584548515104,0.41365814696485625,0.7261168384879725,0.18036664695446486,0.22924045651318387
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889403,1.0,0.4083960433527379,0.32702062901589435,0.3884320364867667,0.26091198303287383,0.2326442177484878,0.11281516471382125,0.09861761949390815,0.14150099403578528,0.24595959595959604,0.094144903117102,0.04283903675538656,0.1411333097595474,0.03661122367243085,0.028722557798124014,0.03783526532277254,0.051469041968335995,0.033106060606060604,0.09801098692934267,0.03163167670400181,0.015553528737061763,0.3550337958022056,0.523720682302772,0.32616166143732256,0.19745379473063313,0.24585617116819652,0.14883914971233422,0.1805111821086262,0.2944329896907217,0.22038241671594716,0.08690804145349601
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861799,1.0,0.39703724738511054,0.44132566790666217,0.38981411098058194,0.24801696712619303,0.3554211429087298,0.25832770995644444,0.2628865979381443,0.3719184890656063,0.3318181818181818,0.23188711036225795,0.07293137787434364,0.10632514144271572,0.06210243603637564,0.04228256362556453,0.2776965700105381,0.16664163186829695,0.11441919191919192,0.3339647660541769,0.23678730230202055,0.043088318615867226,0.3023834934187122,0.36833688699360345,0.28432690871059313,0.15869543845851353,0.3601003764115433,0.16727304479436506,0.22731629392971248,0.5072164948453609,0.19534792036270454,0.08684245047881406
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859983,1.0,0.32273179043021444,0.20561379776800803,0.32229977195770865,0.18689289501590667,0.43396226415094347,0.3331697441874732,0.18249765698219306,0.2519383697813121,0.304040404040404,0.3306655433866892,0.060546804273039996,0.057527404526166906,0.0565424303821326,0.03090784799345534,0.10211782302750108,0.1381770661219095,0.04441919191919192,0.17438908884258383,0.06075870996791806,0.07722178461368379,0.3073639274279616,0.23560767590618337,0.2982718262861696,0.15414864333464412,0.46179753021197917,0.31716971796140525,0.22196485623003195,0.4752577319587629,0.2018529469741771,0.31457431457431456
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