diff --git "a/experiments/results/replogle_k562_forward_cell.json" "b/experiments/results/replogle_k562_forward_cell.json" new file mode 100644--- /dev/null +++ "b/experiments/results/replogle_k562_forward_cell.json" @@ -0,0 +1,4693 @@ +{ + "split": "cell", + "models": { + "PIVOT": { + "mse": 0.0011191630950634136, + "r2": 0.20920453891158103, + "pearson": 0.5100029533728957, + "spearman": 0.4549569012656951, + "de_corr": 0.5945503734285011, + "mmd": 0.2736271738874284, + "wasserstein": 0.5047475567593812, + "_per_pert": { + "mse": [ + 0.0002482385898474604, + 0.00045174386468715966, + 0.000490359088871628, + 0.0003910822852049023, + 0.001966833369806409, + 0.0007381021860055625, + 0.0011284874053671956, + 0.0002854544436559081, + 0.0006030005170032382, + 0.001687762443907559, + 0.0007548905559815466, + 0.0005599777214229107, + 0.0007528227288275957, + 0.0005102210561744869, + 0.0003791057097259909, + 0.0011518133105710149, + 0.0009723805706016719, + 0.00048360947403125465, + 0.0001663294096942991, + 0.00015586064546369016, + 0.00042490719351917505, + 0.0009113576961681247, + 0.0008905955473892391, + 0.0008297122549265623, + 0.0006384018925018609, + 0.0006737565854564309, + 0.0006215742905624211, + 0.00040664119296707213, + 0.000768364523537457, + 0.0009767693700268865, + 0.003173335688188672, + 0.0007590964087285101, + 0.0005342193762771785, + 0.0008727642707526684, + 0.0008634499972686172, + 0.00028478342574089766, + 0.0009055290138348937, + 0.0003967172233387828, + 0.0006361014675348997, + 0.0008400965598411858, + 0.000640920945443213, + 0.00018471747171133757, + 0.0007557278731837869, + 0.002429370069876313, + 0.0004084179818164557, + 0.0010379033628851175, + 0.0005447184084914625, + 0.0005065665463916957, + 0.0006548734963871539, + 0.00029585976153612137, + 0.0011924741556867957, + 0.0005116827669553459, + 0.017684947699308395, + 0.0013397781876847148, + 0.0005473991041071713, + 0.0005755973979830742, + 0.0008506292360834777, + 0.0005203686887398362, + 0.0004897243343293667, + 0.001290131825953722, + 0.002257241401821375, + 0.0007021107012405992, + 0.0005917736561968923, + 0.001284355646930635, + 0.0004400366742629558, + 0.00033880415139719844, + 0.0006660501239821315, + 0.0002739697811193764, + 0.0012263801181688905, + 0.0034628277644515038, + 0.0007947250851429999, + 0.004897534381598234, + 0.0004756851412821561, + 0.0011831138981506228, + 0.0005515989614650607, + 0.0008313640719279647, + 0.002382136881351471, + 0.0007333850953727961, + 0.0017490541795268655, + 0.001942841219715774 + ], + "r2": [ + -0.20588767528533936, + 0.8091425895690918, + -0.3445405960083008, + 0.9371975660324097, + 0.576246440410614, + 0.327006459236145, + 0.8424339294433594, + 0.686861515045166, + 0.3900236487388611, + -0.07255733013153076, + -0.43648481369018555, + 0.7702895402908325, + 0.20353597402572632, + -0.6973190307617188, + 0.3837941884994507, + 0.35406041145324707, + 0.3447573184967041, + -0.285636305809021, + 0.28360259532928467, + 0.6373168230056763, + -0.23032891750335693, + 0.15709614753723145, + 0.4600808620452881, + 0.03777611255645752, + 0.3655083179473877, + -0.11896657943725586, + 0.004921436309814453, + 0.066456139087677, + 0.39461636543273926, + 0.2339853048324585, + 0.5403043031692505, + 0.26136481761932373, + 0.38174140453338623, + 0.04237109422683716, + -0.09929919242858887, + -0.030287504196166992, + -0.02270209789276123, + 0.38719815015792847, + 0.31494754552841187, + 0.1296667456626892, + 0.025548040866851807, + -0.07647824287414551, + 0.41560155153274536, + 0.3751434087753296, + -0.004425406455993652, + 0.46141213178634644, + 0.45584404468536377, + 0.0982060432434082, + -0.16907238960266113, + 0.24153822660446167, + 0.5187370777130127, + -0.0938793420791626, + 0.5934585332870483, + 0.6157222986221313, + -0.06867766380310059, + -0.09785819053649902, + 0.339092493057251, + 0.4039953351020813, + -0.8705884218215942, + 0.387775719165802, + 0.1864757537841797, + -0.05910146236419678, + -0.018353700637817383, + 0.38129574060440063, + 0.1581493616104126, + 0.21893751621246338, + -0.05766630172729492, + -0.5318254232406616, + 0.3465535044670105, + 0.6707594990730286, + 0.06754028797149658, + 0.36049193143844604, + -0.2268468141555786, + 0.5062537789344788, + 0.5376465320587158, + 0.46998947858810425, + 0.4930293560028076, + -0.10991322994232178, + 0.4656425714492798, + 0.5459157824516296 + ], + "pearson": [ + 0.19717691838741302, + 0.9005478620529175, + 0.18589536845684052, + 0.9713582396507263, + 0.8110814094543457, + 0.6321790218353271, + 0.9293340444564819, + 0.8794742822647095, + 0.6346621513366699, + 0.34905537962913513, + -0.07565273344516754, + 0.8831305503845215, + 0.46894341707229614, + 0.156036838889122, + 0.6782864928245544, + 0.6093508005142212, + 0.5932121276855469, + 0.2508874237537384, + 0.5724385380744934, + 0.8149585723876953, + 0.46347522735595703, + 0.40686893463134766, + 0.6942399740219116, + 0.40639811754226685, + 0.7095261812210083, + 0.14735180139541626, + 0.3916641175746918, + 0.3746804893016815, + 0.6311635375022888, + 0.5156680345535278, + 0.7642084360122681, + 0.5351200699806213, + 0.6206784844398499, + 0.2578606903553009, + 0.1589634120464325, + 0.4066499173641205, + 0.19453977048397064, + 0.6635164022445679, + 0.5870082974433899, + 0.40200677514076233, + 0.23928773403167725, + 0.4867628514766693, + 0.6623163223266602, + 0.6331384181976318, + 0.4705985188484192, + 0.7325534820556641, + 0.7224423885345459, + 0.3827328383922577, + 0.21962767839431763, + 0.5692456364631653, + 0.7368344664573669, + 0.3163824677467346, + 0.8582233190536499, + 0.8286048173904419, + 0.2719399333000183, + 0.21844376623630524, + 0.5940831899642944, + 0.6630827188491821, + -0.21636082231998444, + 0.6426402926445007, + 0.4891781508922577, + 0.15080882608890533, + 0.2077670395374298, + 0.6181712746620178, + 0.480783611536026, + 0.482818603515625, + 0.17707064747810364, + 0.13104155659675598, + 0.6131221055984497, + 0.8468379974365234, + 0.35086092352867126, + 0.6239715814590454, + 0.1772345006465912, + 0.7369061708450317, + 0.7587236762046814, + 0.7093169093132019, + 0.7192721962928772, + 0.1854822188615799, + 0.7462291717529297, + 0.7881137132644653 + ], + "spearman": [ + 0.16866232216558052, + 0.856259152064788, + 0.22083861720965428, + 0.9546685051671262, + 0.7573857033464259, + 0.5751195612798903, + 0.902758556189639, + 0.8068046932011732, + 0.5413297098324275, + 0.31967923991981, + -0.016325303581325893, + 0.7949219002304752, + 0.45365457991364494, + 0.10292660573165142, + 0.6085034691258673, + 0.572748459687115, + 0.4457567389391847, + 0.26000556200139047, + 0.4046692551673138, + 0.6957858134464533, + 0.4398131254532814, + 0.13745187136296783, + 0.5842313045578261, + 0.30703617112418136, + 0.6573812888453222, + 0.1830912412728103, + 0.4546289486572372, + 0.28733177383294345, + 0.3747017691754423, + 0.3342555259392273, + 0.6910866332716582, + 0.34639829059957267, + 0.5731220572805142, + 0.15341616535404132, + 0.09341607685401922, + 0.36502501025625256, + 0.3456356004089001, + 0.4976741579185394, + 0.5572501303125326, + 0.3742400405600101, + -0.01096654624163656, + 0.4633375968343992, + 0.5491285822821456, + 0.5388305352076338, + 0.3343839190959798, + 0.5907347271836818, + 0.6101929675482418, + 0.32538313084578274, + 0.3081267005316751, + 0.5286397366599341, + 0.7291144900520404, + 0.19349538487384618, + 0.806189780047445, + 0.7510000952500238, + 0.31477875819468953, + 0.30267640716910177, + 0.5066870031717509, + 0.6020635595158899, + 0.0072096445551147565, + 0.5804600051150013, + 0.45200419850104956, + -0.0581443060360765, + 0.1855657468914367, + 0.5872103428025857, + 0.36594201148550287, + 0.44313890978472736, + 0.2568235092058773, + 0.08817904304476075, + 0.5390712342678086, + 0.8022655570663892, + 0.2806923461730865, + 0.5099824544956136, + 0.26928108817125246, + 0.7135502698875674, + 0.72951135987784, + 0.6812116073029018, + 0.6475992403998101, + 0.23473293168323292, + 0.6682944665736166, + 0.7848332877083218 + ], + "de_corr": [ + 0.3437618911266327, + 0.9735803008079529, + 0.11851970106363297, + 0.9928795695304871, + 0.9646739959716797, + 0.7963689565658569, + 0.9744515419006348, + 0.9806885123252869, + 0.7953635454177856, + 0.7012885212898254, + -0.3769508898258209, + 0.9811130166053772, + 0.5302207469940186, + -0.09953459352254868, + 0.9306344985961914, + 0.8591590523719788, + 0.7517970204353333, + 0.41018977761268616, + 0.7984139323234558, + 0.9667317867279053, + 0.7666957974433899, + 0.7438593506813049, + 0.9024503231048584, + 0.6619342565536499, + 0.8587373495101929, + 0.15117232501506805, + 0.12058426439762115, + 0.5688217878341675, + 0.8098616003990173, + 0.9100050330162048, + 0.9491345286369324, + 0.349025696516037, + 0.6825718283653259, + 0.43110179901123047, + -0.0034315120428800583, + 0.47583284974098206, + -0.369070827960968, + 0.9580983519554138, + 0.7099018692970276, + 0.7644200921058655, + 0.556671679019928, + 0.46315041184425354, + 0.9295991659164429, + 0.6248260140419006, + 0.8282192945480347, + 0.8415664434432983, + 0.9216052889823914, + 0.7120542526245117, + -0.5733141899108887, + 0.6905868649482727, + 0.713492751121521, + 0.4630085527896881, + 0.971298098564148, + 0.9192976951599121, + 0.054802581667900085, + 0.34102240204811096, + 0.7345413565635681, + 0.6364703178405762, + -0.5327271819114685, + 0.6061196327209473, + 0.01857166551053524, + 0.6311883330345154, + 0.40586143732070923, + 0.7135980725288391, + 0.7964053153991699, + 0.48196524381637573, + 0.02169019542634487, + 0.3784397542476654, + 0.7018744945526123, + 0.9654350280761719, + 0.5320989489555359, + 0.8798284530639648, + -0.043338190764188766, + 0.8886123299598694, + 0.866779088973999, + 0.9336277842521667, + 0.7747882604598999, + 0.2532675266265869, + 0.8504218459129333, + 0.7755652070045471 + ], + "mmd": [ + 0.2486573975698857, + 0.2710277069556468, + 0.24552850736524656, + 0.23868025983924268, + 0.33752896363288654, + 0.27630172339390824, + 0.27415056999638787, + 0.26716188049666745, + 0.261020037727818, + 0.2983943416531113, + 0.2708856740968154, + 0.2525625262736487, + 0.2921107687730986, + 0.2543344579695398, + 0.27137790907134596, + 0.2832064715279001, + 0.24857353135205595, + 0.2677570375808469, + 0.251386565137227, + 0.255074484500757, + 0.25012523646858464, + 0.2838898752065474, + 0.27201560390247503, + 0.2643692519549542, + 0.26504004673250936, + 0.2580900474252169, + 0.27280485587921466, + 0.26742934994803524, + 0.2597320899846097, + 0.26748492506085597, + 0.32227496126917543, + 0.24756374893517386, + 0.24087238237869468, + 0.2656759275160617, + 0.27077884571964494, + 0.2701214691674093, + 0.2622629246347177, + 0.24934182697509555, + 0.26264188227197993, + 0.2542210100167057, + 0.2815331202388366, + 0.24572992378629677, + 0.24665471392645788, + 0.29613049438647376, + 0.26419795824735093, + 0.22178242924550806, + 0.28883150873095487, + 0.26803943128968255, + 0.26201112916002023, + 0.25201859291087125, + 0.2832208640315248, + 0.2753893118741385, + 0.4265925808647473, + 0.3022646568119438, + 0.23909319254796235, + 0.24406205572145112, + 0.26185608970864105, + 0.24209915234021384, + 0.24780493127353942, + 0.3086340423927729, + 0.3254766342386216, + 0.27275301880046077, + 0.28243584778202646, + 0.28559129630454083, + 0.27023509521220446, + 0.27705856950283436, + 0.25016212934037807, + 0.2594566804443694, + 0.2721865422237648, + 0.32121593108486024, + 0.2714122581506796, + 0.3414189047959242, + 0.2633288450487624, + 0.29592255757872554, + 0.273466356000443, + 0.28814024295612883, + 0.3485198446866875, + 0.26831421577503745, + 0.3040850077803584, + 0.2885906774363758 + ], + "wasserstein": [ + 0.48828093287841, + 0.4471198151141752, + 0.4488112350434935, + 0.50217189398357, + 0.5968836226571762, + 0.5383439851391579, + 0.5802563629660061, + 0.5138755673862574, + 0.4806724820360704, + 0.449442950080591, + 0.46386784829037336, + 0.443125574672048, + 0.4957840913057273, + 0.492041819255636, + 0.46284955008658535, + 0.5415078696263617, + 0.46885357769862884, + 0.46119896218494216, + 0.4763700879166423, + 0.45517617479894346, + 0.45476123073566216, + 0.4739683057689913, + 0.47010894887135246, + 0.5227515170930609, + 0.5110464598170341, + 0.4843184130176394, + 0.5013767257407193, + 0.48044168267906634, + 0.4786165624571058, + 0.5313039844151587, + 0.5832563848014156, + 0.4093175025878733, + 0.4324551702817327, + 0.49671988551910057, + 0.5317294381110366, + 0.48104641311793045, + 0.5300306400171976, + 0.5043342192582557, + 0.5103185026936035, + 0.4392708565040615, + 0.5044502369017986, + 0.4840349287743596, + 0.5067842154099531, + 0.5940063248227425, + 0.47088037833207763, + 0.4580035247183092, + 0.4824495011996967, + 0.45678578676200954, + 0.4294297252127879, + 0.5013487833039562, + 0.5360978464884559, + 0.45248844986545406, + 0.9335867683151108, + 0.6581890182119657, + 0.4262248212325798, + 0.4681121735769381, + 0.4841912763029046, + 0.4714053614449054, + 0.47699760091961485, + 0.5198353897085543, + 0.6060066003428463, + 0.48718213226354423, + 0.47549552916597615, + 0.517845859220808, + 0.5036784842260127, + 0.44522289053903547, + 0.4750928965017518, + 0.48417069580406585, + 0.475192466120183, + 0.6037189499523952, + 0.4976485877033992, + 0.632561209430874, + 0.4771842439048742, + 0.532349431476453, + 0.5000863321007786, + 0.5354414300182885, + 0.5828147265372408, + 0.46497855540429534, + 0.539259707836504, + 0.5947644540882084 + ] + }, + "n_perts": 80 + }, + "MeanControl": { + "mse": 0.0022905822843313217, + "r2": -0.1224516473710537, + "pearson": 0.02966647447901778, + "spearman": 0.01992715045528407, + "de_corr": 0.04512151768431068, + "mmd": 0.03774984783844901, + "wasserstein": 0.27412720530288726, + "_per_pert": { + "mse": [ + 0.0003135530569124967, + 0.0023869420401751995, + 0.00045869467430748045, + 0.006298632826656103, + 0.004806647077202797, + 0.0014369032578542829, + 0.008517427369952202, + 0.000946979271247983, + 0.0012333106715232134, + 0.0019141276134178042, + 0.0005964463925920427, + 0.002873178105801344, + 0.0009904090547934175, + 0.0004019741900265217, + 0.0005515951779671013, + 0.0021324006374925375, + 0.0015554764540866017, + 0.00033043944858945906, + 0.0003248422872275114, + 0.0005623248289339244, + 0.0003560090553946793, + 0.0012256100308150053, + 0.0018651122227311134, + 0.0010445443913340569, + 0.0011137890396639705, + 0.0006109675741754472, + 0.0007604432757943869, + 0.0003866456972900778, + 0.0011687217047438025, + 0.001281142234802246, + 0.007101475726813078, + 0.001073954626917839, + 0.0009493547840975225, + 0.000846831826493144, + 0.0010421575279906392, + 0.00040319678373634815, + 0.0012662794906646013, + 0.000635273871012032, + 0.0009133966523222625, + 0.0010269922204315662, + 0.0007213311037048697, + 0.0002824447292368859, + 0.0012273142347112298, + 0.0037563221994787455, + 0.00044136185897514224, + 0.0020338541362434626, + 0.0013244912261143327, + 0.0006703351973555982, + 0.0005624775658361614, + 0.0004683740553446114, + 0.0026588367763906717, + 0.0004892455763183534, + 0.044183410704135895, + 0.003423706628382206, + 0.0005639897426590323, + 0.0005662624607793987, + 0.0016199243254959583, + 0.0007872314308770001, + 0.00031049130484461784, + 0.0022608372382819653, + 0.003007568884640932, + 0.000815203005913645, + 0.0006296854116953909, + 0.0015612709103152156, + 0.0006085234927013516, + 0.0005212764372117817, + 0.0006985863437876105, + 0.00026034287293441594, + 0.0019447391387075186, + 0.011613603681325912, + 0.0010304647730663419, + 0.00879842322319746, + 0.0004947177367284894, + 0.002385683823376894, + 0.0010427909437566996, + 0.002058811020106077, + 0.004687466658651829, + 0.0006942204781807959, + 0.003578119445592165, + 0.004758638795465231 + ], + "r2": [ + -0.5231711864471436, + -0.008460044860839844, + -0.2577183246612549, + -0.011473894119262695, + -0.035590410232543945, + -0.31015288829803467, + -0.18925392627716064, + -0.038819193840026855, + -0.24757802486419678, + -0.21641027927398682, + -0.13498079776763916, + -0.17861664295196533, + -0.047823309898376465, + -0.3372211456298828, + 0.10342627763748169, + -0.19585561752319336, + -0.04816412925720215, + 0.12155359983444214, + -0.399127721786499, + -0.30851292610168457, + -0.030832886695861816, + -0.13355207443237305, + -0.13071489334106445, + -0.2113661766052246, + -0.10696685314178467, + -0.014687299728393555, + -0.2173938751220703, + 0.11236071586608887, + 0.07918071746826172, + -0.004713773727416992, + -0.02873373031616211, + -0.045006513595581055, + -0.09869992733001709, + 0.07082521915435791, + -0.32682037353515625, + -0.4586822986602783, + -0.43013250827789307, + 0.01870405673980713, + 0.016313016414642334, + -0.06395578384399414, + -0.09670698642730713, + -0.646003007888794, + 0.050927579402923584, + 0.03383910655975342, + -0.08544468879699707, + -0.05540573596954346, + -0.3231234550476074, + -0.19333624839782715, + -0.0041283369064331055, + -0.20071721076965332, + -0.07306301593780518, + -0.0459134578704834, + -0.015688061714172363, + 0.01800614595413208, + -0.1010674238204956, + -0.08005321025848389, + -0.2586214542388916, + 0.09834378957748413, + -0.18597650527954102, + -0.07286691665649414, + -0.0839470624923706, + -0.22969591617584229, + -0.08359432220458984, + 0.24789905548095703, + -0.16418945789337158, + -0.20172536373138428, + -0.10933279991149902, + -0.45563483238220215, + -0.03620636463165283, + -0.10420417785644531, + -0.20905566215515137, + -0.14887666702270508, + -0.27593398094177246, + 0.004387915134429932, + 0.12592661380767822, + -0.31253111362457275, + 0.002404928207397461, + -0.05064129829406738, + -0.09315896034240723, + -0.1121973991394043 + ], + "pearson": [ + -0.21644580364227295, + 0.1042175143957138, + 0.13106493651866913, + 0.09760955721139908, + 0.007358158938586712, + -0.14829552173614502, + -0.3576577305793762, + 0.06429620832204819, + -0.15006688237190247, + -0.2385982722043991, + 0.092145636677742, + 0.02407045103609562, + 0.10666121542453766, + -0.04918693006038666, + 0.4433865547180176, + -0.13500572741031647, + -0.035410404205322266, + 0.38158494234085083, + -0.03492853417992592, + -0.2034790813922882, + 0.25720396637916565, + -0.11880083382129669, + -0.14922724664211273, + -0.21420618891716003, + 0.2990036904811859, + 0.253147691488266, + -0.03679570555686951, + 0.34075281023979187, + 0.30351197719573975, + 0.15207503736019135, + -0.01308598741889, + 0.06589823216199875, + -0.11117678135633469, + 0.2880307137966156, + -0.15887011587619781, + -0.2537006437778473, + -0.09232877939939499, + 0.2578761577606201, + 0.18827873468399048, + 0.03849196061491966, + -0.04920819401741028, + -0.09934255480766296, + 0.2885802090167999, + 0.18790365755558014, + 0.10903426259756088, + 0.12201783806085587, + -0.20839226245880127, + -0.1071806401014328, + 0.14567029476165771, + 0.1483369618654251, + -0.20555271208286285, + 0.14310581982135773, + 0.054714735597372055, + 0.3195492923259735, + 0.02492167241871357, + 0.02195236086845398, + -0.3668579161167145, + 0.34766048192977905, + 0.027576616033911705, + 0.10230936855077744, + -0.06371402740478516, + -0.16928501427173615, + 0.0031384737230837345, + 0.6421991586685181, + 0.02607305720448494, + -0.085452601313591, + -0.04037441685795784, + -0.06688378006219864, + -0.02383958362042904, + -0.43549561500549316, + -0.3370629549026489, + -0.12744681537151337, + -0.08400639146566391, + 0.2959127724170685, + 0.501526951789856, + -0.1336817741394043, + 0.16721303761005402, + 0.07728126645088196, + 0.006217338144779205, + 0.034800607711076736 + ], + "spearman": [ + -0.2851684687921172, + 0.09777964994491248, + 0.10182346795586697, + -0.004514770128692532, + 0.007072513768128442, + -0.08049392912348229, + -0.2362290695572674, + -0.028150691537672884, + -0.06101977225494307, + -0.2570101257525314, + 0.010396636099159026, + -0.07972070593017648, + 0.08710347080853151, + 0.049684201921050476, + 0.28505328226332055, + -0.13992541248135312, + -0.18330527632631907, + 0.24775457893864472, + 0.00496530124132531, + -0.09684809421202355, + 0.04394628048657012, + -0.17707416226854056, + -0.16246580861645213, + -0.19438462109615526, + 0.280123900030975, + 0.2282509980627495, + -0.10327789831947458, + 0.29164452241113054, + 0.18001067550266886, + 0.14672337668084418, + -0.05144382986095746, + -0.002147961536990384, + -0.08923866580966644, + 0.2658778174694544, + -0.1242450100612525, + -0.3370721147680287, + -0.008982972745743186, + 0.29263551115887776, + 0.2388225672056418, + 0.007832385458096364, + -0.12252070263017564, + 0.043791513447878364, + 0.013028610257152564, + 0.033908927477231864, + 0.10715351828837957, + 0.03793403898350974, + -0.18216283854070964, + -0.1352343848085962, + 0.14042754660688664, + 0.06335993933998484, + -0.17310380084086413, + 0.21100021225005305, + 0.049847199461799864, + 0.22253199463299864, + 0.058301228575307146, + 0.01756774789193697, + -0.24678717769679442, + 0.22874111118527782, + 0.2148393072098268, + 0.09783249495812374, + -0.04594179848544962, + -0.17413281303320327, + 0.08679603219900804, + 0.6014869083717271, + -0.12409024152256037, + 0.02761858740464685, + 0.11626595756648939, + 0.057246731311682834, + 0.09639752409938102, + -0.3985915866478966, + -0.3250261262565316, + -0.09425696806424201, + -0.1043312878719462, + 0.18919543579885895, + 0.5221075530268883, + -0.1304242024049597, + 0.18193299948324987, + 0.15696853674213418, + 0.11846008011502, + -0.00874754768688692 + ], + "de_corr": [ + -0.03622117266058922, + 0.20828865468502045, + -0.03621973097324371, + 0.45591089129447937, + 0.4728381335735321, + -0.41699478030204773, + -0.8033862709999084, + 0.4083835184574127, + -0.1466226726770401, + -0.608994722366333, + 0.5214008688926697, + -0.38360753655433655, + 0.20717477798461914, + -0.48103851079940796, + 0.6656442284584045, + -0.4428849518299103, + 0.5646765232086182, + 0.7292507886886597, + 0.09516989439725876, + -0.4726733863353729, + 0.6706956624984741, + 0.17503537237644196, + -0.16561850905418396, + -0.3443540930747986, + 0.7135056853294373, + 0.5684618949890137, + 0.172411248087883, + 0.30194059014320374, + 0.603882908821106, + -0.053448859602212906, + 0.2979581654071808, + 0.2559824287891388, + -0.26689234375953674, + 0.593704104423523, + -0.08733691275119781, + -0.12478853017091751, + -0.368988037109375, + 0.4716603755950928, + -0.1069912388920784, + 0.3471878468990326, + -0.09807274490594864, + -0.43367597460746765, + 0.6653913855552673, + 0.47266554832458496, + -0.01958230510354042, + 0.4013681709766388, + -0.21912091970443726, + -0.06988514959812164, + 0.2546762526035309, + 0.40011826157569885, + -0.7268434166908264, + 0.052366092801094055, + 0.13671278953552246, + 0.6884567141532898, + -0.10637510567903519, + -0.0608709454536438, + -0.44986432790756226, + 0.5261383056640625, + -0.12742769718170166, + 0.32255059480667114, + -0.21346139907836914, + -0.5204205513000488, + -0.40037015080451965, + 0.821496844291687, + 0.5258604884147644, + -0.39938032627105713, + -0.1941952258348465, + -0.43138375878334045, + -0.2626570463180542, + -0.7695042490959167, + -0.28996437788009644, + -0.3552553951740265, + -0.11542253196239471, + 0.600836992263794, + 0.6032857298851013, + -0.555926501750946, + -0.05847649276256561, + 0.12887315452098846, + -0.23754405975341797, + -0.029497560113668442 + ], + "mmd": [ + 0.010865961643706346, + 0.05054846452657813, + 0.01422797814673038, + 0.10684476369911045, + 0.06917327283658214, + 0.026565552992255714, + 0.1069428741974402, + 0.021347239900252002, + 0.027468319718501943, + 0.04392867467747663, + 0.018260191544575033, + 0.055195328636012064, + 0.024776832674219706, + 0.011371268103524512, + 0.013937829151025705, + 0.035460934167209524, + 0.035684153688181786, + 0.011888209474225309, + 0.009565067855383247, + 0.01513977092718477, + 0.012460190426496931, + 0.029818676972314218, + 0.039178074747819314, + 0.0204067942819125, + 0.023270166007833493, + 0.01701131694328495, + 0.02102455344241161, + 0.011638730985153223, + 0.029122536655155518, + 0.024780960453011813, + 0.11173807672932856, + 0.029495218385469424, + 0.024968154548761112, + 0.019917608768503348, + 0.024258711804634903, + 0.012360462845132258, + 0.027001708173204464, + 0.012124944835591123, + 0.01921798243528927, + 0.02931381434802216, + 0.01883548384246203, + 0.006639578873115504, + 0.023925340879753176, + 0.06282245587600355, + 0.014253139492391043, + 0.0381177992549262, + 0.029588154887629226, + 0.02085982407091136, + 0.020911521970735758, + 0.011122182566530081, + 0.052369751099481054, + 0.018377781101224122, + 0.3791615915445561, + 0.03536897931265082, + 0.01943580935877487, + 0.01608984434064953, + 0.034334627734487144, + 0.01666877323278415, + 0.009441982629030399, + 0.04589784364178906, + 0.05729250853390444, + 0.019322761084301754, + 0.021597821783511884, + 0.031073456240289565, + 0.012851529856980903, + 0.01618545703905938, + 0.01660552234340429, + 0.008210754476712823, + 0.04492233415454716, + 0.1587593155414726, + 0.026532058872810738, + 0.13117023029348718, + 0.014141944029925857, + 0.04816317541262982, + 0.02320142785712387, + 0.03607618039615024, + 0.07814315304558717, + 0.02191472779144843, + 0.06182874721860088, + 0.06947088304458082 + ], + "wasserstein": [ + 0.15711171303839613, + 0.3121499221192411, + 0.17834646191063253, + 0.3889794030141152, + 0.4102136933142445, + 0.23258250451573392, + 0.48766399335374466, + 0.21206108783173336, + 0.2626443660908406, + 0.3649056829461474, + 0.2485004868279747, + 0.3102982327789773, + 0.2816768179894778, + 0.16998563599856428, + 0.18993128185053795, + 0.31785639364189217, + 0.30405023458837976, + 0.19787415617765966, + 0.15405863233116132, + 0.19925227321365782, + 0.18098311048437432, + 0.24838140286217503, + 0.26952438674066015, + 0.2694212150322934, + 0.22393375308200117, + 0.21199874823244158, + 0.18880515483121, + 0.17103852416134602, + 0.2488377125084003, + 0.20439962780602636, + 0.48780347502186816, + 0.3025793674939964, + 0.2679925082943819, + 0.22353186595265417, + 0.22300177007790367, + 0.15814201542508396, + 0.2491484659055471, + 0.1720302669462278, + 0.2350301884036371, + 0.28089894245273217, + 0.21967908491481883, + 0.13948037854267153, + 0.20925351407938275, + 0.36213109971952895, + 0.18721203221572075, + 0.2606676806958279, + 0.24396448976596488, + 0.21059705973543763, + 0.2543436695268431, + 0.18145908484259288, + 0.3559556020310302, + 0.236737610208738, + 1.1055039334327073, + 0.32654301529633684, + 0.23982663877360738, + 0.20916558689978565, + 0.3231552914763818, + 0.16753448686240827, + 0.15194700862215424, + 0.3340856849186472, + 0.31651805195827065, + 0.21330888458450342, + 0.2578858669687515, + 0.27157019947639593, + 0.16833683641633898, + 0.2096001910844524, + 0.18138038526018666, + 0.14453342621857984, + 0.30795626668050263, + 0.5632831971215269, + 0.274359450170404, + 0.5746989971560678, + 0.20618389784808908, + 0.3210553154302969, + 0.23376340494909034, + 0.3099721782077547, + 0.4286447286497619, + 0.23731414076373514, + 0.43200462392154715, + 0.36093795355606567 + ] + }, + "n_perts": 80 + }, + "AvgPerturbationEffect": { + "mse": 0.0021959878715279045, + "r2": -0.5084860488772392, + "pearson": 0.21063763109559658, + "spearman": 0.17510878409035896, + "de_corr": 0.26164687089039945, + "mmd": 0.038276886467220064, + "wasserstein": 0.27949161117615606, + "_per_pert": { + "mse": [ + 0.000595998193603009, + 0.001810793881304562, + 0.0012213538866490126, + 0.005138915032148361, + 0.003084033029153943, + 0.0008304017828777432, + 0.005854329094290733, + 0.0007161229732446373, + 0.0015947161009535193, + 0.002487269463017583, + 0.0012451116926968098, + 0.0027573446277529, + 0.001322481781244278, + 0.0007396502769552171, + 0.0010641798144206405, + 0.0018826508894562721, + 0.001766084460541606, + 0.000934893439989537, + 0.0006674505420960486, + 0.0010260300477966666, + 0.0007958547212183475, + 0.0018833928043022752, + 0.002257050946354866, + 0.0011318533215671778, + 0.0010129103902727365, + 0.0009903139434754848, + 0.0011103046126663685, + 0.0007768788491375744, + 0.00170531973708421, + 0.0013174935011193156, + 0.00567611213773489, + 0.0019212891347706318, + 0.0012213800800964236, + 0.0012505111517384648, + 0.0010773635003715754, + 0.0006973157869651914, + 0.0013662608107551932, + 0.0005226401262916625, + 0.0010204825084656477, + 0.0018087675562128425, + 0.0007406367221847177, + 0.00047477419138886034, + 0.0012034514220431447, + 0.002795871812850237, + 0.000772701867390424, + 0.0027437505777925253, + 0.0013553125318139791, + 0.000983877805992961, + 0.0011673307744786143, + 0.0008264149655587971, + 0.0019357521086931229, + 0.0009961564792320132, + 0.039364658296108246, + 0.001976211555302143, + 0.0012652270961552858, + 0.0011407651472836733, + 0.0014164162566885352, + 0.0013028610264882445, + 0.0005143110756762326, + 0.001666258554905653, + 0.002467394806444645, + 0.0008912424673326313, + 0.0008407327113673091, + 0.0011855866760015488, + 0.0004853073332924396, + 0.0011527278693392873, + 0.001238119089975953, + 0.0007213957724161446, + 0.0018406407907605171, + 0.008790230378508568, + 0.0012271879240870476, + 0.007748774252831936, + 0.0008493165951222181, + 0.0018586268415674567, + 0.0009497959399595857, + 0.001483013853430748, + 0.0034490623511373997, + 0.0011269007809460163, + 0.003076439956203103, + 0.003370486432686448 + ], + "r2": [ + -1.895226001739502, + 0.2349570393562317, + -2.3488926887512207, + 0.17476075887680054, + 0.33554619550704956, + 0.2428486943244934, + 0.18258380889892578, + 0.2144259810447693, + -0.6131644248962402, + -0.5806366205215454, + -1.3693292140960693, + -0.13110017776489258, + -0.39914631843566895, + -1.460545539855957, + -0.7297389507293701, + -0.05579519271850586, + -0.19008326530456543, + -1.485337495803833, + -1.8747761249542236, + -1.3875410556793213, + -1.3044164180755615, + -0.7419278621673584, + -0.36832594871520996, + -0.31261909008026123, + -0.006706118583679199, + -0.6447007656097412, + -0.7774872779846191, + -0.7835142612457275, + -0.34359729290008545, + -0.03322172164916992, + 0.1777471899986267, + -0.8695012331008911, + -0.41351842880249023, + -0.372106671333313, + -0.3716423511505127, + -1.5227437019348145, + -0.5430512428283691, + 0.19268733263015747, + -0.0990133285522461, + -0.8738687038421631, + -0.12605905532836914, + -1.7668414115905762, + 0.06938052177429199, + 0.2808758020401001, + -0.9003115892410278, + -0.42378461360931396, + -0.35391318798065186, + -0.7515075206756592, + -1.08390474319458, + -1.1185860633850098, + 0.21876221895217896, + -1.1295912265777588, + 0.09508538246154785, + 0.43317925930023193, + -1.470080852508545, + -1.1758232116699219, + -0.10050320625305176, + -0.49223291873931885, + -0.9645018577575684, + 0.2092871069908142, + 0.11073505878448486, + -0.34439802169799805, + -0.4467751979827881, + 0.4288750886917114, + 0.07154005765914917, + -1.657442331314087, + -0.9660934209823608, + -3.033482551574707, + 0.019259989261627197, + 0.1642378568649292, + -0.4398730993270874, + -0.011815905570983887, + -1.1904852390289307, + 0.2243434190750122, + 0.20387542247772217, + 0.0545504093170166, + 0.2659643292427063, + -0.7054643630981445, + 0.06011015176773071, + 0.21224409341812134 + ], + "pearson": [ + 0.05672271177172661, + 0.4848932921886444, + 0.021013827994465828, + 0.4578694999217987, + 0.7130343914031982, + 0.5598609447479248, + 0.6942851543426514, + 0.5278257727622986, + -0.1066230833530426, + -0.038593653589487076, + 0.06997134536504745, + 0.2001589685678482, + 0.08039654046297073, + 0.14058801531791687, + 0.2669000029563904, + 0.24505901336669922, + 0.06796550750732422, + 0.0077692242339253426, + -0.07569713145494461, + -0.07698711007833481, + -0.002193011110648513, + -0.19049108028411865, + -0.05070196092128754, + 0.19075532257556915, + 0.3888321816921234, + 0.15095636248588562, + 0.131508007645607, + 0.19731159508228302, + -0.0777541771531105, + 0.32632315158843994, + 0.48728781938552856, + -0.14392368495464325, + 0.066754050552845, + 0.15657955408096313, + 0.1489914208650589, + 0.07345448434352875, + 0.044137146323919296, + 0.5609685778617859, + 0.40791982412338257, + -0.34436506032943726, + 0.36143824458122253, + 0.30871590971946716, + 0.4843851923942566, + 0.571428656578064, + 0.2000991851091385, + -0.0726737380027771, + 0.24507570266723633, + 0.052542172372341156, + -0.19413554668426514, + 0.07941228896379471, + 0.47271955013275146, + -0.08597005903720856, + 0.5830994844436646, + 0.7834280729293823, + -0.3917469382286072, + -0.16404463350772858, + 0.21568366885185242, + 0.08267325162887573, + 0.2513197064399719, + 0.49226945638656616, + 0.41893795132637024, + 0.22092637419700623, + 0.12559816241264343, + 0.6606823205947876, + 0.4686332643032074, + -0.1058088019490242, + -0.07133535295724869, + -0.16025127470493317, + 0.2797839641571045, + 0.6064351797103882, + 0.07631248980760574, + 0.26569613814353943, + 0.03630329295992851, + 0.5031899809837341, + 0.4850894510746002, + 0.42045989632606506, + 0.6024590730667114, + 0.022980021312832832, + 0.3208281993865967, + 0.5796067714691162 + ], + "spearman": [ + -0.013624797406199351, + 0.39509459077364767, + 0.05718138229534558, + 0.32829721307430326, + 0.616069828017457, + 0.47584961746240434, + 0.6839575709893927, + 0.410455904113976, + -0.006615661653915414, + -0.14278376219594055, + -0.020775630693907674, + 0.09478523969630993, + 0.06180683895170974, + 0.14846781411695353, + 0.1363634335908584, + 0.22846803011700753, + 0.09746879136719784, + 0.032382912595728154, + -0.05274027868506966, + -0.06326471631617908, + -0.03450006562501641, + -0.2403752475938119, + 0.014076647019161755, + 0.105370707882191, + 0.350446556111639, + 0.12437294659323664, + 0.041035831274346256, + 0.12966301891575474, + -0.11412552603138151, + 0.3379006474751619, + 0.3550448957612239, + -0.12216171804042951, + 0.10175316143829036, + 0.18929525182381296, + 0.18473918668479666, + 0.034236854559213645, + 0.2079045175540936, + 0.4821338645334662, + 0.3709759137439784, + -0.3611260892815223, + 0.286240180060045, + 0.30144287586071894, + 0.30904439176109794, + 0.46959588339897085, + 0.13912914778228694, + -0.14985411296352824, + 0.1934878143719536, + 0.07519247629811907, + -0.15743100185775044, + 0.07331899532974884, + 0.3960248311547171, + -0.09774134143533535, + 0.4694889483722371, + 0.6630154252538564, + -0.4064742566185641, + -0.1538770284692571, + 0.1998487609621902, + 0.0839622704905676, + 0.24212110253027563, + 0.4216612144153036, + 0.3399957894989474, + 0.15747556536889132, + 0.0364885096221274, + 0.5969580892395223, + 0.48057802664450666, + -0.06006062851515713, + 0.03156994689248672, + -0.06875929418982354, + 0.23882092170523042, + 0.45261309515327375, + 0.06643995910998977, + 0.22765737741434433, + 0.05775439671025709, + 0.40116729279182317, + 0.446841812210453, + 0.2959867099966775, + 0.5266668296667074, + 0.00994293548573387, + 0.29848927312231827, + 0.4903738675934669 + ], + "de_corr": [ + 0.6795547008514404, + 0.8173455595970154, + -0.19555197656154633, + 0.9086191058158875, + 0.9501972794532776, + 0.8444578647613525, + 0.6988091468811035, + 0.9087811708450317, + -0.6423086524009705, + -0.023008078336715698, + 0.6255181431770325, + 0.8040119409561157, + 0.12884576618671417, + -0.23136714100837708, + 0.5087198615074158, + -0.3248017430305481, + 0.4812922775745392, + -0.17621910572052002, + -0.41062310338020325, + -0.4986657202243805, + 0.037861838936805725, + -0.11219538748264313, + -0.20493629574775696, + 0.3347386121749878, + 0.6805623769760132, + 0.6117284893989563, + -0.056225672364234924, + 0.2569712996482849, + -0.002006791066378355, + 0.1194739118218422, + 0.7243301868438721, + 0.12780329585075378, + 0.0013009961694478989, + 0.014316813088953495, + 0.19244393706321716, + -0.2595793604850769, + -0.8286257386207581, + 0.8535451292991638, + 0.49598196148872375, + -0.056878361850976944, + -0.3241399824619293, + -0.013941076584160328, + 0.7050033211708069, + 0.6747863292694092, + 0.26943838596343994, + 0.11114496737718582, + 0.5434620976448059, + -0.03880246356129646, + 0.1550026834011078, + 0.34202873706817627, + 0.7708920836448669, + -0.15790432691574097, + 0.8224325776100159, + 0.8878723382949829, + -0.20048503577709198, + 0.011172322556376457, + 0.10067470371723175, + 0.29093605279922485, + 0.15547069907188416, + 0.5268821120262146, + -0.1996365636587143, + 0.44005754590034485, + 0.33619633316993713, + 0.8349352478981018, + 0.6264446377754211, + -0.2421439290046692, + -0.1860623061656952, + -0.11250001937150955, + 0.1581939309835434, + 0.8919805884361267, + 0.05610169842839241, + 0.29707416892051697, + 0.004912140779197216, + 0.8494806289672852, + 0.7245584726333618, + 0.6719977259635925, + 0.6575203537940979, + -0.07045873254537582, + 0.10349959135055542, + 0.6734530925750732 + ], + "mmd": [ + 0.015848980509615584, + 0.03975651672006264, + 0.023451659439274852, + 0.08970295232100933, + 0.0600596462476124, + 0.0206708232351156, + 0.08231619222319231, + 0.016316701674266354, + 0.03358604048958691, + 0.051770778811150664, + 0.0251241935747738, + 0.0519014745792411, + 0.028752291926166462, + 0.018104878321753004, + 0.021389159954941395, + 0.0356783369410677, + 0.036004181419953096, + 0.019559225062100394, + 0.014769385671107194, + 0.021501838571127196, + 0.016584049911963716, + 0.03976300854296222, + 0.04255633454514174, + 0.028253028442517758, + 0.023092694200297248, + 0.022436494234185034, + 0.022816475677379766, + 0.015586581287422185, + 0.03833514610588151, + 0.028200666915333072, + 0.09906996727720285, + 0.039393060004922265, + 0.02814589974928583, + 0.02527741091336111, + 0.027705428108879993, + 0.015452256565999911, + 0.027861983103570243, + 0.013215062711478542, + 0.01970766367275778, + 0.038671325070677054, + 0.019174020411628412, + 0.013845413025966424, + 0.021508593900489315, + 0.05709566906643715, + 0.017155895401377408, + 0.047626453169032024, + 0.030548991772054168, + 0.02727020661326951, + 0.029955297234213196, + 0.01787439527564727, + 0.041867104469072935, + 0.027590587090185803, + 0.35545822016586603, + 0.0290998770720311, + 0.027002240642055697, + 0.02344235667657435, + 0.03331925790316259, + 0.022525359888761254, + 0.013466125592154099, + 0.038137048261521644, + 0.05380634440108889, + 0.02532807867785114, + 0.025099592150722994, + 0.02599351414506701, + 0.014693159140602985, + 0.02351655249710305, + 0.022711605036701443, + 0.015569284922028581, + 0.04301531062823161, + 0.13115303359020025, + 0.03170057250558933, + 0.11584399296023862, + 0.018939874680683588, + 0.040413689342772896, + 0.022576100697451085, + 0.03226845042281279, + 0.0670847022311134, + 0.0288033738924095, + 0.05663740438591558, + 0.054643372703182425 + ], + "wasserstein": [ + 0.20194809898910374, + 0.27967290411329754, + 0.23789198578064333, + 0.35951457671341525, + 0.35370647725710486, + 0.19227499603821577, + 0.4062059040663462, + 0.17997236153882182, + 0.27806128536847075, + 0.41447135637637367, + 0.30263676742548323, + 0.31342080018961277, + 0.3045955522736588, + 0.1991131574522735, + 0.23248530758887453, + 0.3006288408883304, + 0.31911392293720753, + 0.23981822647065734, + 0.19654651842496082, + 0.23775711919699777, + 0.20839019852931207, + 0.26021123887004355, + 0.2904216461001441, + 0.2731785690565208, + 0.2222559349230698, + 0.2524683894605095, + 0.23414155857309057, + 0.20012712761537757, + 0.2766421173191392, + 0.2209759988653262, + 0.4245999657063124, + 0.33424080690849556, + 0.27913392445937074, + 0.2373863712829229, + 0.210657421851175, + 0.19491732808880566, + 0.2547876123520195, + 0.16623587377926768, + 0.24558639269240382, + 0.31083862534567414, + 0.22845042412610286, + 0.17011461050794907, + 0.22094418440179844, + 0.3574624610049989, + 0.20313442235037468, + 0.28681812906913534, + 0.25943440250494, + 0.22571705864129754, + 0.28274628042427796, + 0.1980740795821249, + 0.32266626971802426, + 0.26676125664525574, + 1.020193736203262, + 0.26990130281031, + 0.2826073057875583, + 0.2699029921253273, + 0.3088781771368151, + 0.17748467421377595, + 0.17985269714438903, + 0.31660295933810906, + 0.3240724722056379, + 0.23446872991732895, + 0.26037512294477755, + 0.23788943205005658, + 0.161699299943524, + 0.2538516222943231, + 0.2069481647949157, + 0.19432904266817283, + 0.30265179195057884, + 0.4983278004571953, + 0.28388016111092557, + 0.533420291763944, + 0.2250069545297918, + 0.28338448794154175, + 0.22156076244444636, + 0.2779816415024388, + 0.40054682440789696, + 0.250129390590885, + 0.4065195911992578, + 0.30750462477019075 + ] + }, + "n_perts": 80 + }, + "Additive": { + "mse": 0.00034133204599129385, + "r2": 0.5863893613219261, + "pearson": 0.8470813885331154, + "spearman": 0.8051852191744894, + "de_corr": 0.9229583293199539, + "mmd": 0.017067014377718525, + "wasserstein": 0.1988901412503695, + "_per_pert": { + "mse": [ + 0.00024666020181030035, + 0.0002835692139342427, + 0.0002478808455634862, + 0.0002530887140892446, + 0.0008113104850053787, + 0.00031414139084517956, + 0.0001556011411594227, + 0.00011543891014298424, + 0.00018039382121060044, + 0.0005247522494755685, + 0.000285469664959237, + 0.00031463391496799886, + 0.0002934891090262681, + 0.0001771973620634526, + 0.0001831721019698307, + 0.0003111836267635226, + 0.00034181663068011403, + 0.0002738374751061201, + 0.00020665943156927824, + 0.00018150197865907103, + 0.000694804941304028, + 0.0003870493092108518, + 0.00042090078932233155, + 0.0005266591324470937, + 0.0002580670698080212, + 0.0002574709360487759, + 0.00020162059809081256, + 0.00024779874365776777, + 0.00015485667972825468, + 0.00047555603669025004, + 0.0004128919681534171, + 0.00033290308783762157, + 0.00024150818353518844, + 0.0003065782075282186, + 0.0005201814346946776, + 0.00018012113287113607, + 0.00023756151495035738, + 0.00021429650951176882, + 0.00037766972673125565, + 0.0005346401012502611, + 0.00046765425940975547, + 0.0001525706029497087, + 0.00023469510779250413, + 0.00045847598812542856, + 0.00021582734188996255, + 0.0004265247262082994, + 0.0004218204121571034, + 0.00026694839471019804, + 0.0003895766567438841, + 0.00019685173174366355, + 0.0003251571033615619, + 0.0004144203558098525, + 0.0006686582928523421, + 0.0001693940139375627, + 0.00026813967269845307, + 0.00025309206102974713, + 0.0006148631800897419, + 0.0001430534030077979, + 0.0003080190217588097, + 0.0005426203715614974, + 0.0007035515154711902, + 0.000473168445751071, + 0.0003781112318392843, + 0.0006829269113950431, + 0.00024176001898013055, + 0.0003351293853484094, + 0.000161615593242459, + 0.00021044899767730385, + 0.0003129686519969255, + 0.0003514640557114035, + 0.0004350198432803154, + 0.0005762679502367973, + 0.00031753379153087735, + 0.00042344362009316683, + 0.0002516146923881024, + 0.00014651250967290252, + 0.0007338344003073871, + 0.00031683166162110865, + 0.00047412680578418076, + 0.00015693652676418424 + ], + "r2": [ + -0.1982201337814331, + 0.8801947236061096, + 0.3203226923942566, + 0.9593574404716492, + 0.8252034783363342, + 0.7135692834854126, + 0.9782740473747253, + 0.8733656406402588, + 0.8175193071365356, + 0.6665247678756714, + 0.45677846670150757, + 0.8709328770637512, + 0.6894972324371338, + 0.41052907705307007, + 0.7022684812545776, + 0.8254874348640442, + 0.7696654796600342, + 0.27202552556991577, + 0.10989713668823242, + 0.5776503086090088, + -1.011824369430542, + 0.6420226097106934, + 0.7448309659957886, + 0.3892292380332947, + 0.7435135841369629, + 0.5723954439163208, + 0.6772255301475525, + 0.43111783266067505, + 0.8779906034469604, + 0.6270532608032227, + 0.9401876926422119, + 0.6760702133178711, + 0.7204996347427368, + 0.6636111736297607, + 0.33773231506347656, + 0.34835904836654663, + 0.7316986322402954, + 0.6689801216125488, + 0.5932667255401611, + 0.44611722230911255, + 0.28898149728775024, + 0.11086416244506836, + 0.8185121417045593, + 0.8820757269859314, + 0.4692140221595764, + 0.7786681652069092, + 0.5786152482032776, + 0.5247761011123657, + 0.304532527923584, + 0.4953535795211792, + 0.8687719106674194, + 0.11404889822006226, + 0.9846288561820984, + 0.9514141082763672, + 0.47651559114456177, + 0.517268180847168, + 0.5222740173339844, + 0.8361536860466003, + -0.17653298377990723, + 0.742502748966217, + 0.7464355230331421, + 0.2862473726272583, + 0.3493272662162781, + 0.6710180044174194, + 0.5374797582626343, + 0.2274090051651001, + 0.7433596849441528, + -0.1766669750213623, + 0.8332423567771912, + 0.9665833115577698, + 0.48958641290664673, + 0.9247523546218872, + 0.1810438632965088, + 0.8232852220535278, + 0.7890951037406921, + 0.9065954685211182, + 0.843824028968811, + 0.5205032825469971, + 0.855148434638977, + 0.9633204936981201 + ], + "pearson": [ + 0.6622630953788757, + 0.9482947587966919, + 0.7638598680496216, + 0.9803251028060913, + 0.9218734502792358, + 0.8484968543052673, + 0.9895062446594238, + 0.9400838613510132, + 0.952268123626709, + 0.8506721258163452, + 0.7825549244880676, + 0.9471822381019592, + 0.862853467464447, + 0.791928231716156, + 0.8924075961112976, + 0.9179850220680237, + 0.9185068011283875, + 0.7556659579277039, + 0.599132776260376, + 0.7923889756202698, + 0.7520980834960938, + 0.8279823064804077, + 0.8709278702735901, + 0.7238227725028992, + 0.8980642557144165, + 0.8512991666793823, + 0.8481652140617371, + 0.8245766162872314, + 0.946467399597168, + 0.927772581577301, + 0.9711289405822754, + 0.934574544429779, + 0.8855801224708557, + 0.8632384538650513, + 0.6815758943557739, + 0.7021403908729553, + 0.8993551731109619, + 0.9136989116668701, + 0.861723005771637, + 0.823276937007904, + 0.6200095415115356, + 0.615280032157898, + 0.9335994124412537, + 0.9592396020889282, + 0.8497616648674011, + 0.9243088364601135, + 0.8281819820404053, + 0.7785792946815491, + 0.7988719940185547, + 0.8236978054046631, + 0.9329332709312439, + 0.7214899063110352, + 0.9955779910087585, + 0.9781326055526733, + 0.7653619647026062, + 0.7866364121437073, + 0.7645065188407898, + 0.9549956321716309, + 0.7164408564567566, + 0.9000207185745239, + 0.8839771747589111, + 0.7555385828018188, + 0.7390056252479553, + 0.8930636644363403, + 0.790571928024292, + 0.6510560512542725, + 0.8938482403755188, + 0.7096249461174011, + 0.9432356953620911, + 0.9882639646530151, + 0.7792956829071045, + 0.9726700186729431, + 0.536105215549469, + 0.9133987426757812, + 0.9362773895263672, + 0.9594414234161377, + 0.9417586922645569, + 0.7996209859848022, + 0.9248581528663635, + 0.9815547466278076 + ], + "spearman": [ + 0.5572901668225416, + 0.9144513426128354, + 0.71560855990214, + 0.9614981358745339, + 0.8917783314445829, + 0.8364303576075892, + 0.9839011150942417, + 0.880348268587067, + 0.9081236870309217, + 0.7932723088655544, + 0.6856410784102696, + 0.881486195871549, + 0.7742467560616889, + 0.7080133665033417, + 0.8519049944762485, + 0.9030076237519059, + 0.8813226448306613, + 0.7292154758038689, + 0.48943340185835044, + 0.6810150667537667, + 0.7162727825681956, + 0.7467115776778944, + 0.7734659653664913, + 0.7344892566223141, + 0.8778268774567194, + 0.8247502221875554, + 0.813524007881002, + 0.757526047881512, + 0.904790315697579, + 0.8888554637138659, + 0.9591585597896399, + 0.8730197302549325, + 0.8225327446331862, + 0.8297972869493218, + 0.6309029312257327, + 0.7045173666293417, + 0.8163245070811267, + 0.8789276827319206, + 0.794712188178047, + 0.787976251994063, + 0.46576784044196007, + 0.6591360432840108, + 0.8731878937969735, + 0.9424590091147523, + 0.7745397781349445, + 0.8747203451800861, + 0.8010643822660956, + 0.7602120460530114, + 0.6688201417050353, + 0.7908854307213578, + 0.9165395999786025, + 0.6489359327339832, + 0.9933628448407111, + 0.9634811393702848, + 0.6505098741274685, + 0.734998935749734, + 0.7517218234304558, + 0.9383035925758982, + 0.7301091880272971, + 0.8622200020550004, + 0.8301324155331039, + 0.682158446045421, + 0.6762637900659475, + 0.8475465708866426, + 0.7424297771074443, + 0.6224288876072219, + 0.836573888143472, + 0.6762609010652252, + 0.928051132012783, + 0.9836085074021267, + 0.7376251784062946, + 0.9515502653875664, + 0.6368560759528401, + 0.9029208097302023, + 0.9305236636309159, + 0.9417113609278402, + 0.9174386518596629, + 0.7721571325392831, + 0.8697788954447239, + 0.963754695938674 + ], + "de_corr": [ + 0.8233381509780884, + 0.9944189190864563, + 0.9492918252944946, + 0.9924170970916748, + 0.9667571187019348, + 0.9821245074272156, + 0.9963752031326294, + 0.9912564754486084, + 0.990851640701294, + 0.9379763007164001, + 0.8643018007278442, + 0.9939460754394531, + 0.9750210046768188, + 0.9391907453536987, + 0.9721632599830627, + 0.9803709387779236, + 0.887528657913208, + 0.8982088565826416, + 0.863335132598877, + 0.9438390731811523, + 0.913702130317688, + 0.974104106426239, + 0.9827861189842224, + 0.9112609624862671, + 0.9421620965003967, + 0.9721039533615112, + 0.9763815999031067, + 0.8823307156562805, + 0.981546938419342, + 0.9908109307289124, + 0.9816513061523438, + 0.9523004293441772, + 0.9762136936187744, + 0.8590486645698547, + 0.8789148330688477, + 0.7450559139251709, + 0.9780750274658203, + 0.9861814379692078, + 0.9468588829040527, + 0.9632684588432312, + 0.5080381035804749, + 0.38759344816207886, + 0.9810343384742737, + 0.9889212250709534, + 0.9669134616851807, + 0.9823195338249207, + 0.9283587336540222, + 0.7961477041244507, + 0.9765648245811462, + 0.9416943788528442, + 0.9919747710227966, + 0.8515219688415527, + 0.9992368221282959, + 0.9888402223587036, + 0.9446985125541687, + 0.9691312313079834, + 0.913862407207489, + 0.9544129967689514, + 0.8326265811920166, + 0.9443677663803101, + 0.7987475395202637, + 0.9190412759780884, + 0.9169807434082031, + 0.9866119623184204, + 0.9515770673751831, + 0.8060968518257141, + 0.9840064644813538, + 0.6230958700180054, + 0.9705268144607544, + 0.9957144260406494, + 0.9058505296707153, + 0.9926018714904785, + 0.6038965582847595, + 0.9730700850486755, + 0.9609211087226868, + 0.9932594299316406, + 0.9768669605255127, + 0.9145826697349548, + 0.9825996160507202, + 0.9948884844779968 + ], + "mmd": [ + 0.00861471026633287, + 0.015850958356578793, + 0.011168985170651236, + 0.012544080870102392, + 0.0403930227622622, + 0.014412037060329341, + 0.032646464798473884, + 0.006817389730260359, + 0.011241588480763953, + 0.02288264690680708, + 0.013795565817492084, + 0.015637990025116677, + 0.01586777019693053, + 0.008487530414388877, + 0.009985637072597364, + 0.02079829898480512, + 0.016078367830316243, + 0.014881184787551516, + 0.008292433259912024, + 0.010521919668421198, + 0.01915835885523387, + 0.014316713949633186, + 0.015621474676267733, + 0.018905761724313908, + 0.01470466894442135, + 0.013490490476648964, + 0.012594070475060115, + 0.009493048544520821, + 0.009926495473791541, + 0.016216025154012104, + 0.03748812800407797, + 0.01893581162382041, + 0.015191622378489589, + 0.010961317444988183, + 0.014562321510761422, + 0.00930285204774417, + 0.009570683629771759, + 0.01023162070263084, + 0.015944526053711883, + 0.022193966931672415, + 0.014124008674479493, + 0.00701235402884226, + 0.012097545179472924, + 0.03871183003279621, + 0.01036184856893585, + 0.01245642738497621, + 0.015778047502285952, + 0.015158481004360014, + 0.018789483934928075, + 0.009228166205351385, + 0.016934060405057183, + 0.017072986036436255, + 0.06629092512637202, + 0.03267826015478492, + 0.017604368955630778, + 0.011226106519970802, + 0.021845680969722392, + 0.005884412076189727, + 0.010575343915000923, + 0.02263752534523411, + 0.03880127410795908, + 0.014647104512315878, + 0.01577091581636736, + 0.021068085453773366, + 0.008908639946343166, + 0.014454257903358525, + 0.007708235540586861, + 0.007473751895319736, + 0.01697578779367237, + 0.03428144653769183, + 0.014242229095073222, + 0.023488148548916454, + 0.012774065042546301, + 0.017762771775204023, + 0.013327470834526012, + 0.015175104212474366, + 0.04110852609799254, + 0.016159519156740076, + 0.021996010214857864, + 0.013041402649269562 + ], + "wasserstein": [ + 0.15939027859748545, + 0.19767920056306879, + 0.16590432787470544, + 0.14541088616972087, + 0.30994768122481653, + 0.16518187871623816, + 0.20374154633488473, + 0.1272430576123276, + 0.16872819439257622, + 0.2868264855221191, + 0.22772281790030646, + 0.20960894426437776, + 0.24333675508432667, + 0.13350842177704125, + 0.16480392223938295, + 0.18906234350013307, + 0.21928059385522577, + 0.20929833607964102, + 0.13683644949441562, + 0.14818583986059422, + 0.22041934293620485, + 0.20129405947723794, + 0.17542537927499233, + 0.24329484918268016, + 0.1852426565183384, + 0.19322789751495761, + 0.16814322417083385, + 0.15889253730653194, + 0.16075345896635604, + 0.17026306802581712, + 0.23098168369504746, + 0.26484794061873584, + 0.2265387849697547, + 0.16687411010387346, + 0.19446466347578073, + 0.15178468529325925, + 0.14693544365141262, + 0.14783502029494097, + 0.1993589541319545, + 0.25912960735020446, + 0.19833153133818787, + 0.12915607592176745, + 0.1728180238139721, + 0.2793682596848274, + 0.17410488076615965, + 0.14335478845406693, + 0.21584624344964046, + 0.1951607052046777, + 0.2443581005087557, + 0.15270128685665038, + 0.20953142023713395, + 0.23470642394089128, + 0.326788704714795, + 0.21144523660205852, + 0.2157754898610451, + 0.18230257642021708, + 0.2640444521945328, + 0.11821254579768857, + 0.15550862039693983, + 0.2526096272298554, + 0.2501063160152313, + 0.19629777781579041, + 0.22986575849822194, + 0.21530863366929542, + 0.14011143895704886, + 0.20543652880828298, + 0.1446386059880904, + 0.13232971709253533, + 0.2243876066356031, + 0.22476518723686506, + 0.20957066181908865, + 0.27874416532393037, + 0.18719258165782984, + 0.22538776322129792, + 0.17463301533101577, + 0.17481109379300055, + 0.2950615632748853, + 0.2181881649437035, + 0.277562369456816, + 0.1532820290748621 + ] + }, + "n_perts": 80 + }, + "LinearResponse": { + "mse": 0.000659852591707022, + "r2": 0.4656556911766529, + "pearson": 0.730800811573863, + "spearman": 0.6756585862986254, + "de_corr": 0.8571043156087399, + "mmd": 0.02022720643205938, + "wasserstein": 0.21406553779618842, + "_per_pert": { + "mse": [ + 0.00020937240333296359, + 0.0004932541050948203, + 0.0003899661242030561, + 0.0014147398760542274, + 0.001287768711335957, + 0.00041565109859220684, + 0.0014939585234969854, + 0.000268590752966702, + 0.0003747372538782656, + 0.0007916538743302226, + 0.00040012525278143585, + 0.0008189975051209331, + 0.00038987546577118337, + 0.00029816414462402463, + 0.00029928734875284135, + 0.000703389523550868, + 0.00047704987809993327, + 0.00033865144359879196, + 0.0002781887596938759, + 0.00034494081046432257, + 0.0003724437556229532, + 0.0007346042548306286, + 0.0008385448600165546, + 0.00044596067164093256, + 0.00034873097320087254, + 0.0003482428437564522, + 0.00034695034264586866, + 0.0002632352989166975, + 0.00047769767115823925, + 0.0004404167702887207, + 0.001599853509105742, + 0.0004965020925737917, + 0.0003969034878537059, + 0.0004101562954019755, + 0.00046535232104361057, + 0.0002611697418615222, + 0.0004488748381845653, + 0.00021978456061333418, + 0.0002992495137732476, + 0.0005049233441241086, + 0.00035850543645210564, + 0.00021168473176658154, + 0.0004309353535063565, + 0.0006563083152286708, + 0.00022589215950574726, + 0.0007480778731405735, + 0.0006190811982378364, + 0.0004096655757166445, + 0.0003187180554959923, + 0.0003480443556327373, + 0.0007330236257985234, + 0.0003631313447840512, + 0.00859390664845705, + 0.00058763287961483, + 0.0004668178444262594, + 0.0003905901394318789, + 0.0005637231515720487, + 0.0003368728212080896, + 0.00024254870368167758, + 0.0006677373894490302, + 0.0009321564575657248, + 0.0003563944483175874, + 0.0002756761678028852, + 0.0004772970569320023, + 0.0002285419759573415, + 0.0004888479597866535, + 0.0004073601448908448, + 0.00026913287001661956, + 0.00046591495629400015, + 0.0020607549231499434, + 0.0004243199073243886, + 0.0022687087766826153, + 0.0004149610176682472, + 0.0008123211446218193, + 0.000319385202601552, + 0.0004266832838766277, + 0.0011387651320546865, + 0.0004230969352647662, + 0.0011370248394086957, + 0.000980006530880928 + ], + "r2": [ + -0.017084360122680664, + 0.7916048765182495, + -0.06926822662353516, + 0.7728122472763062, + 0.7225507497787476, + 0.6210137605667114, + 0.791404664516449, + 0.7053608894348145, + 0.6209276914596558, + 0.49691128730773926, + 0.23859959840774536, + 0.6640361547470093, + 0.5875234603881836, + 0.00811678171157837, + 0.5135325193405151, + 0.6055374145507812, + 0.6785379648208618, + 0.09972292184829712, + -0.198186993598938, + 0.19733315706253052, + -0.07841992378234863, + 0.320573091506958, + 0.4916364550590515, + 0.4828159213066101, + 0.6534050703048706, + 0.4216427803039551, + 0.4445669651031494, + 0.39567941427230835, + 0.6236287355422974, + 0.6546106338500977, + 0.7682421207427979, + 0.5168810486793518, + 0.5406587719917297, + 0.549961507320404, + 0.4075379967689514, + 0.055142104625701904, + 0.4930419921875, + 0.6605027914047241, + 0.6777218580245972, + 0.47690337896347046, + 0.45493072271347046, + -0.23363542556762695, + 0.6667611002922058, + 0.8311914205551147, + 0.4444615840911865, + 0.6118080615997314, + 0.38155806064605713, + 0.2707098126411438, + 0.4310283064842224, + 0.10775822401046753, + 0.704163670539856, + 0.22369486093521118, + 0.8024433255195618, + 0.8314540386199951, + 0.08863961696624756, + 0.255013108253479, + 0.5620079636573792, + 0.6141624450683594, + 0.07354241609573364, + 0.6831292510032654, + 0.6640448570251465, + 0.4623955488204956, + 0.5256025791168213, + 0.7700748443603516, + 0.5627676248550415, + -0.12696611881256104, + 0.3531249761581421, + -0.5047813653945923, + 0.7517486810684204, + 0.80406653881073, + 0.5021408200263977, + 0.7037575840950012, + -0.07023227214813232, + 0.6609958410263062, + 0.7322894930839539, + 0.7279813289642334, + 0.7576459646224976, + 0.35968029499053955, + 0.6526250839233398, + 0.7709511518478394 + ], + "pearson": [ + 0.5138034820556641, + 0.9208900332450867, + 0.5013998746871948, + 0.9460477232933044, + 0.926625669002533, + 0.8083833456039429, + 0.9797981977462769, + 0.8406901955604553, + 0.8030244708061218, + 0.7594410181045532, + 0.5788348913192749, + 0.8809172511100769, + 0.783146858215332, + 0.5420008301734924, + 0.7582314014434814, + 0.8008154034614563, + 0.8451504707336426, + 0.52269446849823, + 0.32313430309295654, + 0.5242363810539246, + 0.5991553068161011, + 0.5695352554321289, + 0.7175536155700684, + 0.6957017183303833, + 0.835363507270813, + 0.6816643476486206, + 0.7034434080123901, + 0.68125981092453, + 0.822049081325531, + 0.818467915058136, + 0.9482342004776001, + 0.7249173521995544, + 0.7373356223106384, + 0.7453157901763916, + 0.6464552283287048, + 0.4829002022743225, + 0.7577155232429504, + 0.8357207775115967, + 0.8252015113830566, + 0.6968631148338318, + 0.6770010590553284, + 0.5008049607276917, + 0.8326525092124939, + 0.9460806250572205, + 0.7197527885437012, + 0.8320439457893372, + 0.6891418099403381, + 0.5726849436759949, + 0.6613622307777405, + 0.5601784586906433, + 0.9012441039085388, + 0.5496571063995361, + 0.9937958121299744, + 0.9640278816223145, + 0.38293731212615967, + 0.5351413488388062, + 0.781030535697937, + 0.7837299108505249, + 0.6179688572883606, + 0.8483543395996094, + 0.8479949831962585, + 0.7031363844871521, + 0.7292076349258423, + 0.8818854093551636, + 0.7641108632087708, + 0.3457423448562622, + 0.6158385872840881, + 0.33373793959617615, + 0.889988899230957, + 0.9754258394241333, + 0.7133121490478516, + 0.929914116859436, + 0.3323092460632324, + 0.854766845703125, + 0.8625905513763428, + 0.8858919739723206, + 0.9278745055198669, + 0.6152197122573853, + 0.8667010068893433, + 0.9547058343887329 + ], + "spearman": [ + 0.3551002697750674, + 0.8752332028083006, + 0.5062283405570852, + 0.8925145106286274, + 0.8935718128929533, + 0.792958044239511, + 0.9731857742964434, + 0.7327176466794116, + 0.7422755515688879, + 0.6109911867477967, + 0.43073375968343997, + 0.7688560307140077, + 0.7029256652314162, + 0.4826749146687286, + 0.6749563747390938, + 0.8064968691242171, + 0.8116340809085203, + 0.5175743508935877, + 0.23827147306786825, + 0.4450527467631866, + 0.49655129363782335, + 0.45929787532446886, + 0.5966313426578357, + 0.6582983410745852, + 0.7928880422220106, + 0.6633843788460947, + 0.659426111856528, + 0.5687452961863241, + 0.6816125094031273, + 0.7674553303638325, + 0.9287862956965739, + 0.6377351749337936, + 0.6939198999799749, + 0.6853765623441406, + 0.6186321046580261, + 0.46948320487080125, + 0.6935735423933855, + 0.7820704655176163, + 0.7724341676085418, + 0.6184201336050333, + 0.529664755916189, + 0.5271334572833642, + 0.6894847213711803, + 0.9189160667290166, + 0.6217916094479023, + 0.7147584136896035, + 0.6316998124249531, + 0.5671401007850251, + 0.5090112132528033, + 0.5451680292920073, + 0.8761449536147928, + 0.4790990652747663, + 0.9920517575129393, + 0.9333241823310457, + 0.23214752653688162, + 0.46381490295372574, + 0.7526867226716807, + 0.716000984000246, + 0.6361008450252112, + 0.8073573938393483, + 0.7841329885332472, + 0.6250874942718735, + 0.6288450222112555, + 0.8351432867858217, + 0.7514602113650528, + 0.3678116404529101, + 0.5879786339946586, + 0.3434638128659532, + 0.8715287388821846, + 0.9652897033224257, + 0.6492152688038171, + 0.8916548664137166, + 0.37266453030588176, + 0.8250075832518958, + 0.8364779631194909, + 0.8372769263192315, + 0.9025774971443742, + 0.609701084425271, + 0.8071121422780355, + 0.9180863160215789 + ], + "de_corr": [ + 0.8400782346725464, + 0.9914580583572388, + 0.7413449287414551, + 0.9885497689247131, + 0.9731115698814392, + 0.9681177139282227, + 0.9870736598968506, + 0.9782699346542358, + 0.9791398048400879, + 0.9248965978622437, + 0.8754847645759583, + 0.9832534193992615, + 0.9064744710922241, + 0.8152456879615784, + 0.8907590508460999, + 0.9364259839057922, + 0.8897709250450134, + 0.7848345041275024, + 0.629766583442688, + 0.7820711731910706, + 0.8329855799674988, + 0.9202947020530701, + 0.9082382917404175, + 0.877228319644928, + 0.910660982131958, + 0.9573796391487122, + 0.8389540314674377, + 0.8317044377326965, + 0.944405734539032, + 0.9732319116592407, + 0.969050407409668, + 0.8457163572311401, + 0.9492238163948059, + 0.7779922485351562, + 0.7274694442749023, + 0.3676888048648834, + 0.82864910364151, + 0.9785706400871277, + 0.9349413514137268, + 0.9145183563232422, + 0.3266739547252655, + 0.1731509268283844, + 0.9493516683578491, + 0.9833021759986877, + 0.9222703576087952, + 0.9594581127166748, + 0.895564615726471, + 0.5758483409881592, + 0.9586327075958252, + 0.830090343952179, + 0.9847747087478638, + 0.8112952709197998, + 0.9977201223373413, + 0.9873412847518921, + 0.8129101991653442, + 0.8175467848777771, + 0.9162713289260864, + 0.8978613615036011, + 0.6783237457275391, + 0.9210202693939209, + 0.7652575969696045, + 0.8814684748649597, + 0.9248030781745911, + 0.9733914136886597, + 0.9390395879745483, + 0.49930518865585327, + 0.8518674969673157, + 0.41619256138801575, + 0.9679468274116516, + 0.9933686256408691, + 0.826414942741394, + 0.9752758145332336, + 0.35669320821762085, + 0.9769209027290344, + 0.9304039478302002, + 0.9810045957565308, + 0.9767888784408569, + 0.812245786190033, + 0.9756495356559753, + 0.9898675084114075 + ], + "mmd": [ + 0.00875419337673533, + 0.018901383864335486, + 0.011492099679396461, + 0.034464755788055745, + 0.041252565591309964, + 0.015188948665860513, + 0.04092113227976457, + 0.009152290670727536, + 0.014138724751968423, + 0.025848919709151263, + 0.014114231640869668, + 0.02274778585586934, + 0.016006847598730167, + 0.010728510545168213, + 0.010492992400500833, + 0.021958718787864484, + 0.01709879240528589, + 0.012592556644813513, + 0.008898535585350476, + 0.011471211308052509, + 0.012048292873706012, + 0.020088327242251625, + 0.020931044349346895, + 0.01776937962533276, + 0.014443102530596996, + 0.013375681014654028, + 0.012466334987934258, + 0.00818482788462327, + 0.016487445906067433, + 0.01573483508075424, + 0.049067608034404686, + 0.019120704453495008, + 0.016121854025002547, + 0.01209726707389236, + 0.016334373211004727, + 0.009390969488661471, + 0.01310053031946301, + 0.009434179023507072, + 0.01190225287162594, + 0.01926518244389086, + 0.01246917364323441, + 0.008709600298924758, + 0.01273073633088484, + 0.0363909765786834, + 0.009345628042090826, + 0.016699832667679493, + 0.01883854254764117, + 0.01741336400648963, + 0.016553545155983618, + 0.010839614658618824, + 0.023189381774259443, + 0.01639120708181141, + 0.1648764141565483, + 0.025404693363214603, + 0.016818986203552377, + 0.012208498967399617, + 0.020789653225791738, + 0.007904257896994782, + 0.009393915135102349, + 0.023880213252756355, + 0.03781358644071742, + 0.014734571712326283, + 0.014809083975840798, + 0.016719989281322123, + 0.009558056292536699, + 0.014532486107808662, + 0.010393870967796315, + 0.008205675031552673, + 0.01991491718804339, + 0.055293260392988874, + 0.016373491195037282, + 0.044176559316343345, + 0.0130623337711675, + 0.024023948458640643, + 0.013406675524519462, + 0.017832394796838846, + 0.04166550727997642, + 0.017570888327378076, + 0.03017051770014667, + 0.02348107622608131 + ], + "wasserstein": [ + 0.16064244934151706, + 0.20969929496721842, + 0.1731346195509874, + 0.21880669232161, + 0.3094637265628525, + 0.1663653983523223, + 0.25464071912319103, + 0.14231142083316442, + 0.19208573771346443, + 0.314121608648234, + 0.2405281543280589, + 0.2369466772209709, + 0.2502913147598597, + 0.15233191521118586, + 0.16960409749717975, + 0.21558755398439605, + 0.24135060791749918, + 0.20061193291072096, + 0.14989138933159513, + 0.17293271327237086, + 0.19211025463297143, + 0.21032085300316933, + 0.20790991197317002, + 0.23805397636642006, + 0.1893038485272561, + 0.19644391100896244, + 0.18100710963494357, + 0.1550818475776541, + 0.1975661911630335, + 0.17121191063510122, + 0.2795621061320265, + 0.27233217391565756, + 0.2336330206326581, + 0.1798729950948195, + 0.18665169204248686, + 0.15269859552670673, + 0.17746935036681927, + 0.14637146647001256, + 0.18283540746499793, + 0.2540156017667799, + 0.19211621848079935, + 0.14103494202863076, + 0.18368944337134205, + 0.27871893308602513, + 0.16607950922116757, + 0.17484437472935643, + 0.21872270460880874, + 0.19974842660947728, + 0.2298973741690009, + 0.16721705980257842, + 0.24406950531426216, + 0.22084741084055554, + 0.552503316538283, + 0.2139562806006162, + 0.22621678350845273, + 0.2052749709714062, + 0.2654241137837255, + 0.12300516015585018, + 0.15545339586408413, + 0.2672395563666953, + 0.26057486089304194, + 0.18769100590394483, + 0.2296301640479723, + 0.2103510200482025, + 0.13620993482011254, + 0.212030225573646, + 0.16161872858679963, + 0.14578356324227826, + 0.23659983680345423, + 0.3081912224849957, + 0.2205342132479629, + 0.35863110220031125, + 0.19367598930505026, + 0.2446940687218101, + 0.1766466440769793, + 0.20555768347079578, + 0.3093929980596797, + 0.2117477122679677, + 0.31810966897648063, + 0.195712653128428 + ] + }, + "n_perts": 80 + }, + "NearestPerturbationCentroid": { + "mse": 0.00034133204599129385, + "r2": 0.5863893613219261, + "pearson": 0.8470813885331154, + "spearman": 0.8051852191744894, + "de_corr": 0.9229583293199539, + "mmd": 0.017067014377718525, + "wasserstein": 0.1988901412503695, + "_per_pert": { + "mse": [ + 0.00024666020181030035, + 0.0002835692139342427, + 0.0002478808455634862, + 0.0002530887140892446, + 0.0008113104850053787, + 0.00031414139084517956, + 0.0001556011411594227, + 0.00011543891014298424, + 0.00018039382121060044, + 0.0005247522494755685, + 0.000285469664959237, + 0.00031463391496799886, + 0.0002934891090262681, + 0.0001771973620634526, + 0.0001831721019698307, + 0.0003111836267635226, + 0.00034181663068011403, + 0.0002738374751061201, + 0.00020665943156927824, + 0.00018150197865907103, + 0.000694804941304028, + 0.0003870493092108518, + 0.00042090078932233155, + 0.0005266591324470937, + 0.0002580670698080212, + 0.0002574709360487759, + 0.00020162059809081256, + 0.00024779874365776777, + 0.00015485667972825468, + 0.00047555603669025004, + 0.0004128919681534171, + 0.00033290308783762157, + 0.00024150818353518844, + 0.0003065782075282186, + 0.0005201814346946776, + 0.00018012113287113607, + 0.00023756151495035738, + 0.00021429650951176882, + 0.00037766972673125565, + 0.0005346401012502611, + 0.00046765425940975547, + 0.0001525706029497087, + 0.00023469510779250413, + 0.00045847598812542856, + 0.00021582734188996255, + 0.0004265247262082994, + 0.0004218204121571034, + 0.00026694839471019804, + 0.0003895766567438841, + 0.00019685173174366355, + 0.0003251571033615619, + 0.0004144203558098525, + 0.0006686582928523421, + 0.0001693940139375627, + 0.00026813967269845307, + 0.00025309206102974713, + 0.0006148631800897419, + 0.0001430534030077979, + 0.0003080190217588097, + 0.0005426203715614974, + 0.0007035515154711902, + 0.000473168445751071, + 0.0003781112318392843, + 0.0006829269113950431, + 0.00024176001898013055, + 0.0003351293853484094, + 0.000161615593242459, + 0.00021044899767730385, + 0.0003129686519969255, + 0.0003514640557114035, + 0.0004350198432803154, + 0.0005762679502367973, + 0.00031753379153087735, + 0.00042344362009316683, + 0.0002516146923881024, + 0.00014651250967290252, + 0.0007338344003073871, + 0.00031683166162110865, + 0.00047412680578418076, + 0.00015693652676418424 + ], + "r2": [ + -0.1982201337814331, + 0.8801947236061096, + 0.3203226923942566, + 0.9593574404716492, + 0.8252034783363342, + 0.7135692834854126, + 0.9782740473747253, + 0.8733656406402588, + 0.8175193071365356, + 0.6665247678756714, + 0.45677846670150757, + 0.8709328770637512, + 0.6894972324371338, + 0.41052907705307007, + 0.7022684812545776, + 0.8254874348640442, + 0.7696654796600342, + 0.27202552556991577, + 0.10989713668823242, + 0.5776503086090088, + -1.011824369430542, + 0.6420226097106934, + 0.7448309659957886, + 0.3892292380332947, + 0.7435135841369629, + 0.5723954439163208, + 0.6772255301475525, + 0.43111783266067505, + 0.8779906034469604, + 0.6270532608032227, + 0.9401876926422119, + 0.6760702133178711, + 0.7204996347427368, + 0.6636111736297607, + 0.33773231506347656, + 0.34835904836654663, + 0.7316986322402954, + 0.6689801216125488, + 0.5932667255401611, + 0.44611722230911255, + 0.28898149728775024, + 0.11086416244506836, + 0.8185121417045593, + 0.8820757269859314, + 0.4692140221595764, + 0.7786681652069092, + 0.5786152482032776, + 0.5247761011123657, + 0.304532527923584, + 0.4953535795211792, + 0.8687719106674194, + 0.11404889822006226, + 0.9846288561820984, + 0.9514141082763672, + 0.47651559114456177, + 0.517268180847168, + 0.5222740173339844, + 0.8361536860466003, + -0.17653298377990723, + 0.742502748966217, + 0.7464355230331421, + 0.2862473726272583, + 0.3493272662162781, + 0.6710180044174194, + 0.5374797582626343, + 0.2274090051651001, + 0.7433596849441528, + -0.1766669750213623, + 0.8332423567771912, + 0.9665833115577698, + 0.48958641290664673, + 0.9247523546218872, + 0.1810438632965088, + 0.8232852220535278, + 0.7890951037406921, + 0.9065954685211182, + 0.843824028968811, + 0.5205032825469971, + 0.855148434638977, + 0.9633204936981201 + ], + "pearson": [ + 0.6622630953788757, + 0.9482947587966919, + 0.7638598680496216, + 0.9803251028060913, + 0.9218734502792358, + 0.8484968543052673, + 0.9895062446594238, + 0.9400838613510132, + 0.952268123626709, + 0.8506721258163452, + 0.7825549244880676, + 0.9471822381019592, + 0.862853467464447, + 0.791928231716156, + 0.8924075961112976, + 0.9179850220680237, + 0.9185068011283875, + 0.7556659579277039, + 0.599132776260376, + 0.7923889756202698, + 0.7520980834960938, + 0.8279823064804077, + 0.8709278702735901, + 0.7238227725028992, + 0.8980642557144165, + 0.8512991666793823, + 0.8481652140617371, + 0.8245766162872314, + 0.946467399597168, + 0.927772581577301, + 0.9711289405822754, + 0.934574544429779, + 0.8855801224708557, + 0.8632384538650513, + 0.6815758943557739, + 0.7021403908729553, + 0.8993551731109619, + 0.9136989116668701, + 0.861723005771637, + 0.823276937007904, + 0.6200095415115356, + 0.615280032157898, + 0.9335994124412537, + 0.9592396020889282, + 0.8497616648674011, + 0.9243088364601135, + 0.8281819820404053, + 0.7785792946815491, + 0.7988719940185547, + 0.8236978054046631, + 0.9329332709312439, + 0.7214899063110352, + 0.9955779910087585, + 0.9781326055526733, + 0.7653619647026062, + 0.7866364121437073, + 0.7645065188407898, + 0.9549956321716309, + 0.7164408564567566, + 0.9000207185745239, + 0.8839771747589111, + 0.7555385828018188, + 0.7390056252479553, + 0.8930636644363403, + 0.790571928024292, + 0.6510560512542725, + 0.8938482403755188, + 0.7096249461174011, + 0.9432356953620911, + 0.9882639646530151, + 0.7792956829071045, + 0.9726700186729431, + 0.536105215549469, + 0.9133987426757812, + 0.9362773895263672, + 0.9594414234161377, + 0.9417586922645569, + 0.7996209859848022, + 0.9248581528663635, + 0.9815547466278076 + ], + "spearman": [ + 0.5572901668225416, + 0.9144513426128354, + 0.71560855990214, + 0.9614981358745339, + 0.8917783314445829, + 0.8364303576075892, + 0.9839011150942417, + 0.880348268587067, + 0.9081236870309217, + 0.7932723088655544, + 0.6856410784102696, + 0.881486195871549, + 0.7742467560616889, + 0.7080133665033417, + 0.8519049944762485, + 0.9030076237519059, + 0.8813226448306613, + 0.7292154758038689, + 0.48943340185835044, + 0.6810150667537667, + 0.7162727825681956, + 0.7467115776778944, + 0.7734659653664913, + 0.7344892566223141, + 0.8778268774567194, + 0.8247502221875554, + 0.813524007881002, + 0.757526047881512, + 0.904790315697579, + 0.8888554637138659, + 0.9591585597896399, + 0.8730197302549325, + 0.8225327446331862, + 0.8297972869493218, + 0.6309029312257327, + 0.7045173666293417, + 0.8163245070811267, + 0.8789276827319206, + 0.794712188178047, + 0.787976251994063, + 0.46576784044196007, + 0.6591360432840108, + 0.8731878937969735, + 0.9424590091147523, + 0.7745397781349445, + 0.8747203451800861, + 0.8010643822660956, + 0.7602120460530114, + 0.6688201417050353, + 0.7908854307213578, + 0.9165395999786025, + 0.6489359327339832, + 0.9933628448407111, + 0.9634811393702848, + 0.6505098741274685, + 0.734998935749734, + 0.7517218234304558, + 0.9383035925758982, + 0.7301091880272971, + 0.8622200020550004, + 0.8301324155331039, + 0.682158446045421, + 0.6762637900659475, + 0.8475465708866426, + 0.7424297771074443, + 0.6224288876072219, + 0.836573888143472, + 0.6762609010652252, + 0.928051132012783, + 0.9836085074021267, + 0.7376251784062946, + 0.9515502653875664, + 0.6368560759528401, + 0.9029208097302023, + 0.9305236636309159, + 0.9417113609278402, + 0.9174386518596629, + 0.7721571325392831, + 0.8697788954447239, + 0.963754695938674 + ], + "de_corr": [ + 0.8233381509780884, + 0.9944189190864563, + 0.9492918252944946, + 0.9924170970916748, + 0.9667571187019348, + 0.9821245074272156, + 0.9963752031326294, + 0.9912564754486084, + 0.990851640701294, + 0.9379763007164001, + 0.8643018007278442, + 0.9939460754394531, + 0.9750210046768188, + 0.9391907453536987, + 0.9721632599830627, + 0.9803709387779236, + 0.887528657913208, + 0.8982088565826416, + 0.863335132598877, + 0.9438390731811523, + 0.913702130317688, + 0.974104106426239, + 0.9827861189842224, + 0.9112609624862671, + 0.9421620965003967, + 0.9721039533615112, + 0.9763815999031067, + 0.8823307156562805, + 0.981546938419342, + 0.9908109307289124, + 0.9816513061523438, + 0.9523004293441772, + 0.9762136936187744, + 0.8590486645698547, + 0.8789148330688477, + 0.7450559139251709, + 0.9780750274658203, + 0.9861814379692078, + 0.9468588829040527, + 0.9632684588432312, + 0.5080381035804749, + 0.38759344816207886, + 0.9810343384742737, + 0.9889212250709534, + 0.9669134616851807, + 0.9823195338249207, + 0.9283587336540222, + 0.7961477041244507, + 0.9765648245811462, + 0.9416943788528442, + 0.9919747710227966, + 0.8515219688415527, + 0.9992368221282959, + 0.9888402223587036, + 0.9446985125541687, + 0.9691312313079834, + 0.913862407207489, + 0.9544129967689514, + 0.8326265811920166, + 0.9443677663803101, + 0.7987475395202637, + 0.9190412759780884, + 0.9169807434082031, + 0.9866119623184204, + 0.9515770673751831, + 0.8060968518257141, + 0.9840064644813538, + 0.6230958700180054, + 0.9705268144607544, + 0.9957144260406494, + 0.9058505296707153, + 0.9926018714904785, + 0.6038965582847595, + 0.9730700850486755, + 0.9609211087226868, + 0.9932594299316406, + 0.9768669605255127, + 0.9145826697349548, + 0.9825996160507202, + 0.9948884844779968 + ], + "mmd": [ + 0.00861471026633287, + 0.015850958356578793, + 0.011168985170651236, + 0.012544080870102392, + 0.0403930227622622, + 0.014412037060329341, + 0.032646464798473884, + 0.006817389730260359, + 0.011241588480763953, + 0.02288264690680708, + 0.013795565817492084, + 0.015637990025116677, + 0.01586777019693053, + 0.008487530414388877, + 0.009985637072597364, + 0.02079829898480512, + 0.016078367830316243, + 0.014881184787551516, + 0.008292433259912024, + 0.010521919668421198, + 0.01915835885523387, + 0.014316713949633186, + 0.015621474676267733, + 0.018905761724313908, + 0.01470466894442135, + 0.013490490476648964, + 0.012594070475060115, + 0.009493048544520821, + 0.009926495473791541, + 0.016216025154012104, + 0.03748812800407797, + 0.01893581162382041, + 0.015191622378489589, + 0.010961317444988183, + 0.014562321510761422, + 0.00930285204774417, + 0.009570683629771759, + 0.01023162070263084, + 0.015944526053711883, + 0.022193966931672415, + 0.014124008674479493, + 0.00701235402884226, + 0.012097545179472924, + 0.03871183003279621, + 0.01036184856893585, + 0.01245642738497621, + 0.015778047502285952, + 0.015158481004360014, + 0.018789483934928075, + 0.009228166205351385, + 0.016934060405057183, + 0.017072986036436255, + 0.06629092512637202, + 0.03267826015478492, + 0.017604368955630778, + 0.011226106519970802, + 0.021845680969722392, + 0.005884412076189727, + 0.010575343915000923, + 0.02263752534523411, + 0.03880127410795908, + 0.014647104512315878, + 0.01577091581636736, + 0.021068085453773366, + 0.008908639946343166, + 0.014454257903358525, + 0.007708235540586861, + 0.007473751895319736, + 0.01697578779367237, + 0.03428144653769183, + 0.014242229095073222, + 0.023488148548916454, + 0.012774065042546301, + 0.017762771775204023, + 0.013327470834526012, + 0.015175104212474366, + 0.04110852609799254, + 0.016159519156740076, + 0.021996010214857864, + 0.013041402649269562 + ], + "wasserstein": [ + 0.15939027859748545, + 0.19767920056306879, + 0.16590432787470544, + 0.14541088616972087, + 0.30994768122481653, + 0.16518187871623816, + 0.20374154633488473, + 0.1272430576123276, + 0.16872819439257622, + 0.2868264855221191, + 0.22772281790030646, + 0.20960894426437776, + 0.24333675508432667, + 0.13350842177704125, + 0.16480392223938295, + 0.18906234350013307, + 0.21928059385522577, + 0.20929833607964102, + 0.13683644949441562, + 0.14818583986059422, + 0.22041934293620485, + 0.20129405947723794, + 0.17542537927499233, + 0.24329484918268016, + 0.1852426565183384, + 0.19322789751495761, + 0.16814322417083385, + 0.15889253730653194, + 0.16075345896635604, + 0.17026306802581712, + 0.23098168369504746, + 0.26484794061873584, + 0.2265387849697547, + 0.16687411010387346, + 0.19446466347578073, + 0.15178468529325925, + 0.14693544365141262, + 0.14783502029494097, + 0.1993589541319545, + 0.25912960735020446, + 0.19833153133818787, + 0.12915607592176745, + 0.1728180238139721, + 0.2793682596848274, + 0.17410488076615965, + 0.14335478845406693, + 0.21584624344964046, + 0.1951607052046777, + 0.2443581005087557, + 0.15270128685665038, + 0.20953142023713395, + 0.23470642394089128, + 0.326788704714795, + 0.21144523660205852, + 0.2157754898610451, + 0.18230257642021708, + 0.2640444521945328, + 0.11821254579768857, + 0.15550862039693983, + 0.2526096272298554, + 0.2501063160152313, + 0.19629777781579041, + 0.22986575849822194, + 0.21530863366929542, + 0.14011143895704886, + 0.20543652880828298, + 0.1446386059880904, + 0.13232971709253533, + 0.2243876066356031, + 0.22476518723686506, + 0.20957066181908865, + 0.27874416532393037, + 0.18719258165782984, + 0.22538776322129792, + 0.17463301533101577, + 0.17481109379300055, + 0.2950615632748853, + 0.2181881649437035, + 0.277562369456816, + 0.1532820290748621 + ] + }, + "n_perts": 80 + }, + "EndpointMLP": { + "mse": 0.0003406599750633177, + "r2": 0.5871598266065121, + "pearson": 0.8471646890044212, + "spearman": 0.8052958114709275, + "de_corr": 0.9229515738785267, + "mmd": 0.017055392492700782, + "wasserstein": 0.19882559091841162, + "_per_pert": { + "mse": [ + 0.0002451569016557187, + 0.0002829641161952168, + 0.00024796664365567267, + 0.0002532804210204631, + 0.0008103779400698841, + 0.00031305133597925305, + 0.00015439529670402408, + 0.00011577622353797778, + 0.00017975654918700457, + 0.0005224926862865686, + 0.0002835539635270834, + 0.0003153712605126202, + 0.0002925387234427035, + 0.00017692046822048724, + 0.00018229828856419772, + 0.00031084546935744584, + 0.0003421083965804428, + 0.00027344899717718363, + 0.00020640023285523057, + 0.00018145015928894281, + 0.0006929700030013919, + 0.0003858937125187367, + 0.00042003183625638485, + 0.0005249707610346377, + 0.00025629528681747615, + 0.00025687640300020576, + 0.00020141601271461695, + 0.00024762540124356747, + 0.00015393098874483258, + 0.00047484523383900523, + 0.000412393274018541, + 0.0003312125336378813, + 0.00024105295597109944, + 0.0003058855654671788, + 0.0005189260118640959, + 0.0001801397738745436, + 0.00023799380869604647, + 0.00021429128537420183, + 0.00037747068563476205, + 0.0005325409583747387, + 0.0004665703163482249, + 0.00015260525105986744, + 0.00023390456044580787, + 0.00045639611198566854, + 0.00021505850600078702, + 0.0004254328378010541, + 0.0004213270731270313, + 0.00026760270702652633, + 0.00038825388764962554, + 0.0001974678598344326, + 0.0003239883226342499, + 0.00041435231105424464, + 0.0006666473345831037, + 0.0001693216327112168, + 0.0002679058234207332, + 0.0002528163022361696, + 0.0006145455408841372, + 0.00014397045015357435, + 0.0003069027152378112, + 0.0005418625078164041, + 0.0007006080122664571, + 0.0004735655675176531, + 0.0003761783882509917, + 0.0006832035724073648, + 0.00024111160018946975, + 0.00033473531948402524, + 0.00016173413314390928, + 0.00021033933444414288, + 0.0003120499604847282, + 0.00034852439421229064, + 0.00043340359115973115, + 0.0005776165635325015, + 0.00031696123187430203, + 0.0004206656594760716, + 0.0002525485760997981, + 0.00014610865036956966, + 0.0007339142612181604, + 0.0003167137037962675, + 0.0004724411992356181, + 0.00015652566798962653 + ], + "r2": [ + -0.19091784954071045, + 0.8804503679275513, + 0.3200874328613281, + 0.9593266248703003, + 0.8254044055938721, + 0.7145631909370422, + 0.9784424304962158, + 0.8729954957962036, + 0.8181639313697815, + 0.6679607629776001, + 0.4604237675666809, + 0.8706304430961609, + 0.6905027031898499, + 0.41145020723342896, + 0.7036888599395752, + 0.8256770372390747, + 0.7694688439369202, + 0.2730581760406494, + 0.11101353168487549, + 0.5777708292007446, + -1.0065109729766846, + 0.6430914402008057, + 0.745357871055603, + 0.39118731021881104, + 0.745274543762207, + 0.5733829140663147, + 0.6775529384613037, + 0.4315156936645508, + 0.8787199258804321, + 0.6276107430458069, + 0.9402598738670349, + 0.6777153015136719, + 0.7210264205932617, + 0.6643712520599365, + 0.33933067321777344, + 0.34829163551330566, + 0.731210470199585, + 0.6689881086349487, + 0.5934811234474182, + 0.4482918381690979, + 0.29062962532043457, + 0.11066210269927979, + 0.819123387336731, + 0.8826106786727905, + 0.4711049199104309, + 0.779234766960144, + 0.5791079998016357, + 0.523611307144165, + 0.30689382553100586, + 0.4937741160392761, + 0.8692436218261719, + 0.11419421434402466, + 0.9846751093864441, + 0.951434850692749, + 0.47697222232818604, + 0.517794132232666, + 0.5225207805633545, + 0.8351033926010132, + -0.17226898670196533, + 0.742862343788147, + 0.7474963665008545, + 0.28564828634262085, + 0.352653443813324, + 0.6708847284317017, + 0.5387202501296997, + 0.2283174991607666, + 0.7431714534759521, + -0.17605376243591309, + 0.8337318897247314, + 0.9668627977371216, + 0.4914829134941101, + 0.9245762228965759, + 0.18252050876617432, + 0.8244445323944092, + 0.7883123755455017, + 0.9068529605865479, + 0.84380704164505, + 0.5206819176673889, + 0.8556634187698364, + 0.963416576385498 + ], + "pearson": [ + 0.6628715395927429, + 0.9481897354125977, + 0.7639820575714111, + 0.9802577495574951, + 0.922028660774231, + 0.8490656614303589, + 0.9895695447921753, + 0.9396947026252747, + 0.9522976875305176, + 0.8510151505470276, + 0.7834555506706238, + 0.9469543695449829, + 0.8631741404533386, + 0.791841447353363, + 0.8927629590034485, + 0.9180622696876526, + 0.9182173609733582, + 0.755874752998352, + 0.5993704199790955, + 0.7923566699028015, + 0.751682460308075, + 0.8283665180206299, + 0.8710699677467346, + 0.724395215511322, + 0.8984379172325134, + 0.851213812828064, + 0.8481504917144775, + 0.8243175745010376, + 0.946657657623291, + 0.9277622699737549, + 0.9711458086967468, + 0.9348112940788269, + 0.8857949376106262, + 0.8631748557090759, + 0.6818594336509705, + 0.7017205357551575, + 0.8990825414657593, + 0.9132640957832336, + 0.8616408109664917, + 0.8232053518295288, + 0.6206115484237671, + 0.6156358122825623, + 0.933754026889801, + 0.9593169689178467, + 0.8496901988983154, + 0.9243282675743103, + 0.8283736109733582, + 0.7776526212692261, + 0.79877769947052, + 0.8237152099609375, + 0.933186948299408, + 0.7211769819259644, + 0.9955801367759705, + 0.9781747460365295, + 0.7655885815620422, + 0.7866921424865723, + 0.7645494341850281, + 0.9546882510185242, + 0.7166984677314758, + 0.9001299738883972, + 0.8844075798988342, + 0.75528484582901, + 0.7392101287841797, + 0.8930581212043762, + 0.7911680340766907, + 0.6508437991142273, + 0.8938544392585754, + 0.7092456817626953, + 0.9431127309799194, + 0.9883258938789368, + 0.7798099517822266, + 0.9725818634033203, + 0.5368213057518005, + 0.9140937328338623, + 0.9362403750419617, + 0.9595828056335449, + 0.9418078660964966, + 0.799859881401062, + 0.9251397848129272, + 0.9816086888313293 + ], + "spearman": [ + 0.5584368316092078, + 0.9142329620582406, + 0.7160659460164865, + 0.9613920738480185, + 0.8920277875069469, + 0.8368721257180314, + 0.9840161418730415, + 0.8792760728190182, + 0.9080878370219592, + 0.7935631953907987, + 0.6866569716642429, + 0.8810776767694192, + 0.7750106102526525, + 0.7075371613842903, + 0.8527601296900325, + 0.9030069907517477, + 0.8810898267724567, + 0.7296224304056076, + 0.489944307986077, + 0.6812548628137157, + 0.7159651594912898, + 0.7473076793269198, + 0.7737006614251652, + 0.7350175552543887, + 0.8783641745910437, + 0.824760867690217, + 0.8134063058515764, + 0.7569003347250837, + 0.9052531528132883, + 0.8890234967558741, + 0.9590625597656398, + 0.873687363921841, + 0.822863596715899, + 0.829755415938854, + 0.6314253048563262, + 0.7044369261092314, + 0.8160689320732588, + 0.8782855460713865, + 0.794879859719965, + 0.7878864829716208, + 0.4662944815736204, + 0.6600351795087949, + 0.8736703329175832, + 0.9425338696334674, + 0.774704100176025, + 0.8747426696856673, + 0.8011428157857038, + 0.7589627182406795, + 0.6683679860919965, + 0.7908602877150719, + 0.916877267313146, + 0.6481777065444266, + 0.9933780248445062, + 0.963381272345318, + 0.6508267282066821, + 0.7351547812886954, + 0.7518014464503616, + 0.9378173029543257, + 0.7300297570074392, + 0.8621180995295248, + 0.8303979980994995, + 0.6816626979156745, + 0.6768231942057985, + 0.8474011998502999, + 0.7433034223258556, + 0.6222626890656723, + 0.8365585626396407, + 0.675619208404802, + 0.9280245265061317, + 0.9836635919158979, + 0.7380711180177795, + 0.9513830393457597, + 0.6376320771471313, + 0.9036664914166228, + 0.9306986521746631, + 0.9419280734820182, + 0.9174206458551615, + 0.7721668615417153, + 0.8702459085614772, + 0.9638748129687033 + ], + "de_corr": [ + 0.8236453533172607, + 0.9944010972976685, + 0.9493169784545898, + 0.9923644065856934, + 0.9667429327964783, + 0.9822631478309631, + 0.9963963627815247, + 0.9912626147270203, + 0.9909237623214722, + 0.9380022287368774, + 0.8647262454032898, + 0.9939004182815552, + 0.9751684069633484, + 0.9392239451408386, + 0.9720357060432434, + 0.9804102182388306, + 0.8873279094696045, + 0.8980666399002075, + 0.8632408976554871, + 0.9438132643699646, + 0.9133414626121521, + 0.974026620388031, + 0.9827566146850586, + 0.9113296866416931, + 0.9422133564949036, + 0.972223162651062, + 0.9763030409812927, + 0.8821622133255005, + 0.9815057516098022, + 0.9908207058906555, + 0.9816794991493225, + 0.9523823857307434, + 0.9763120412826538, + 0.8586507439613342, + 0.8793909549713135, + 0.7441322207450867, + 0.9780510067939758, + 0.9859546422958374, + 0.9468039274215698, + 0.9632728099822998, + 0.5075690150260925, + 0.3869283199310303, + 0.9809654355049133, + 0.9890062212944031, + 0.9668359756469727, + 0.9823259115219116, + 0.9285085797309875, + 0.7959281802177429, + 0.9764617085456848, + 0.9414841532707214, + 0.9919409155845642, + 0.8515597581863403, + 0.9992383122444153, + 0.988921582698822, + 0.9447911381721497, + 0.9689820408821106, + 0.9137360453605652, + 0.9540570974349976, + 0.8328443169593811, + 0.9444842338562012, + 0.7999925017356873, + 0.9188260436058044, + 0.9168280363082886, + 0.9864639639854431, + 0.9518573880195618, + 0.8060646653175354, + 0.9839274287223816, + 0.6232530474662781, + 0.9704629182815552, + 0.9957499504089355, + 0.9061139225959778, + 0.9925869107246399, + 0.6038426160812378, + 0.9734526872634888, + 0.9609492421150208, + 0.9932650327682495, + 0.9768959879875183, + 0.9148581027984619, + 0.9826741814613342, + 0.9949469566345215 + ], + "mmd": [ + 0.008592572111500552, + 0.01583778380696166, + 0.011166188059412052, + 0.012565370504396212, + 0.040354258290568046, + 0.014392359022403323, + 0.0326176286547305, + 0.006818267295846336, + 0.011232094989096497, + 0.022839813851338597, + 0.013769709215589399, + 0.01564794098226585, + 0.015854934371383078, + 0.008479852755235884, + 0.00997117513264234, + 0.020793888150104523, + 0.01608683553919621, + 0.014866556705694478, + 0.008287362074898441, + 0.010521602245037287, + 0.019132536329887095, + 0.01429591229622773, + 0.015600712198181155, + 0.01889091837561374, + 0.014673131396402805, + 0.013470507012409483, + 0.012585225530219568, + 0.009482579446779327, + 0.009913108412193838, + 0.016199254909137206, + 0.03746839625766896, + 0.018907725790868968, + 0.015181339469893196, + 0.01094541585680553, + 0.014546885470368864, + 0.009298483083221232, + 0.009578040758489448, + 0.01022366667831176, + 0.015938331657148752, + 0.022162149321894642, + 0.014097144483408486, + 0.007020470084501018, + 0.01208382166337818, + 0.03868865631682972, + 0.010346415562236144, + 0.012442952912122274, + 0.015768403163165856, + 0.015167501859085664, + 0.018760761950598392, + 0.00923762883908541, + 0.0169180046266727, + 0.01707205147992641, + 0.06628409646662226, + 0.03268278307529948, + 0.017593058294775643, + 0.011228943414138493, + 0.021844837109567194, + 0.005898460814273587, + 0.010557304067710493, + 0.02260788938568048, + 0.03876828088517714, + 0.014646965930447786, + 0.015743741906847464, + 0.021077680318573266, + 0.008892937008624702, + 0.014444899679759593, + 0.007709419470510515, + 0.007464978882816609, + 0.0169670933233933, + 0.03424505240493503, + 0.01421850549783854, + 0.023488415645581906, + 0.012758988671291105, + 0.017722458882563963, + 0.013343791734074184, + 0.015163128840328, + 0.041113880531238434, + 0.016162182246443613, + 0.021973714531461463, + 0.013033583445053454 + ], + "wasserstein": [ + 0.15927880699330216, + 0.19755147321324665, + 0.16583885378333058, + 0.1454632929170672, + 0.30974732187004117, + 0.16512614522713853, + 0.20365949122843527, + 0.12725214878254051, + 0.16862660454297485, + 0.286649932340666, + 0.22755546682804367, + 0.20968361447617312, + 0.2433444749649729, + 0.13350880414915287, + 0.16472592020859922, + 0.1891404863394678, + 0.2193880689867119, + 0.20923723819609985, + 0.13680359849676843, + 0.1480977277839393, + 0.22013730147449795, + 0.20120322472575766, + 0.1752495435269127, + 0.24315923454494764, + 0.18508663134909656, + 0.19325272786118744, + 0.16819908925733654, + 0.158873750811319, + 0.1607213555387905, + 0.17030760661192848, + 0.23097020061405857, + 0.26477848576462554, + 0.22648715750550774, + 0.16678573155509852, + 0.19433864550119395, + 0.15169737073666564, + 0.1469980540410782, + 0.14791047779128724, + 0.19926189560921106, + 0.25893719703157886, + 0.1982072025794242, + 0.12916563664647113, + 0.1727768204496147, + 0.27917370524150603, + 0.1739228260948291, + 0.14318717936749517, + 0.21568415387584072, + 0.19524417372230246, + 0.24421098705212302, + 0.1526884422135434, + 0.20935953609213256, + 0.23456020112727238, + 0.32675985104954924, + 0.2115601158638255, + 0.21567680995526572, + 0.18228307007982028, + 0.2638983114455887, + 0.11832243087259264, + 0.15539130997582545, + 0.2525637135937998, + 0.25003620723528713, + 0.1962838102320079, + 0.2297744006617648, + 0.2153004541427901, + 0.14009001468275098, + 0.2053067531609029, + 0.14470361316491437, + 0.1323018533724196, + 0.2244121580603714, + 0.2246111410431569, + 0.2093653204861599, + 0.27860443947722635, + 0.18709217928127458, + 0.22514618392944782, + 0.17475729445989546, + 0.17465363343148682, + 0.2950911047051416, + 0.21820104077647653, + 0.2773898310121564, + 0.15325420967772463 + ] + }, + "n_perts": 80 + }, + "Random": { + "mse": 0.004570414199406514, + "r2": -3.855829080939293, + "pearson": 0.04383660850580782, + "spearman": 0.03590088170271198, + "de_corr": 0.045302987471222876, + "mmd": 0.07370423095827724, + "wasserstein": 0.3674525313352839, + "_per_pert": { + "mse": [ + 0.006647543981671333, + 0.005887101404368877, + 0.008411294780671597, + 0.007480265107005835, + 0.004157226532697678, + 0.0013040736084803939, + 0.009739981032907963, + 0.0021522727329283953, + 0.004157081712037325, + 0.0047319079749286175, + 0.002457860391587019, + 0.007022047881036997, + 0.0049921320751309395, + 0.0009228716953657568, + 0.0010590632446110249, + 0.011609440669417381, + 0.005191118456423283, + 0.0007321974844671786, + 0.000921351951546967, + 0.007144860457628965, + 0.0022514229640364647, + 0.001953399507328868, + 0.005162539426237345, + 0.003987716045230627, + 0.001288212020881474, + 0.005121036432683468, + 0.0017310412367805839, + 0.0028983743395656347, + 0.006063160020858049, + 0.007058603223413229, + 0.008321576751768589, + 0.005358923692256212, + 0.0078752301633358, + 0.0030519168358296156, + 0.002866151509806514, + 0.004637082107365131, + 0.001677048858255148, + 0.0010902169160544872, + 0.005489823874086142, + 0.0030639739707112312, + 0.001556138857267797, + 0.0011088679311797023, + 0.003925140015780926, + 0.005548982415348291, + 0.000844137801323086, + 0.0044260635040700436, + 0.002326725050806999, + 0.0008745187660679221, + 0.001267372746951878, + 0.0012252229498699307, + 0.008209612220525742, + 0.0010155851487070322, + 0.04107152670621872, + 0.0035108549054712057, + 0.001100932597182691, + 0.0015187911922112107, + 0.0033025427255779505, + 0.00554728414863348, + 0.0011073772329837084, + 0.0025435336865484715, + 0.0046948217786848545, + 0.0025769853964447975, + 0.008849868550896645, + 0.003339171875268221, + 0.002806962002068758, + 0.004540368914604187, + 0.0016704525332897902, + 0.007994311861693859, + 0.0035793003626167774, + 0.007685457356274128, + 0.0011718485038727522, + 0.009129468351602554, + 0.0013741027796640992, + 0.004828084725886583, + 0.009334889240562916, + 0.005703842267394066, + 0.004972162190824747, + 0.0022107684053480625, + 0.005789923947304487, + 0.0036799912340939045 + ], + "r2": [ + -31.292282104492188, + -1.487243413925171, + -22.06336212158203, + -0.20122790336608887, + 0.10432708263397217, + -0.18904006481170654, + -0.35995399951934814, + -1.3610045909881592, + -3.2051730155944824, + -2.0070836544036865, + -3.677074432373047, + -1.8805396556854248, + -4.281527996063232, + -2.070056915283203, + -0.7214221954345703, + -5.510603427886963, + -2.4980556964874268, + -0.9464870691299438, + -2.9683547019958496, + -15.625875473022461, + -5.51904821395874, + -0.8066760301589966, + -2.129763603210449, + -3.6245851516723633, + -0.28032171726226807, + -7.504952430725098, + -1.7712247371673584, + -5.653923034667969, + -3.7770776748657227, + -4.535589218139648, + -0.20548009872436523, + -4.214475631713867, + -8.114102363586426, + -2.348674774169922, + -2.649033784866333, + -15.7760009765625, + -0.8940542936325073, + -0.6840386390686035, + -4.91229248046875, + -2.174252510070801, + -1.365943193435669, + -5.462149143218994, + -2.035280227661133, + -0.4272499084472656, + -1.0759944915771484, + -1.296769142150879, + -1.3243227005004883, + -0.5568256378173828, + -1.2624986171722412, + -2.1409645080566406, + -2.3132643699645996, + -1.171126365661621, + 0.05584794282913208, + -0.00699007511138916, + -1.1493315696716309, + -1.8968462944030762, + -1.5659539699554443, + -5.353586196899414, + -3.229823112487793, + -0.20701873302459717, + -0.6920437812805176, + -2.887263298034668, + -14.22929859161377, + -0.6085575819015503, + -4.370105266571045, + -9.467144966125488, + -1.6526250839233398, + -43.697975158691406, + -0.907142162322998, + 0.26927828788757324, + -0.3749428987503052, + -0.19210350513458252, + -2.54396915435791, + -1.0148940086364746, + -6.824558734893799, + -2.636308193206787, + -0.05818450450897217, + -2.3458025455474854, + -0.7688922882080078, + 0.13990598917007446 + ], + "pearson": [ + -0.20589673519134521, + -0.04912915453314781, + -0.17215953767299652, + -0.11280805617570877, + 0.42215317487716675, + 0.5063994526863098, + -0.33061185479164124, + 0.3224865198135376, + -0.3463473320007324, + 0.11055134236812592, + -0.23863480985164642, + -0.11885271221399307, + 0.041105687618255615, + -0.1102423220872879, + 0.12255921959877014, + -0.1631145477294922, + -0.03508380427956581, + 0.27608683705329895, + -0.32377132773399353, + 0.08569736033678055, + -0.18390727043151855, + 0.06238039210438728, + -0.2056450992822647, + 0.2615281045436859, + 0.2500225007534027, + 0.12598486244678497, + -0.17105147242546082, + 0.3489246666431427, + 0.19657115638256073, + -0.04498099908232689, + 0.2612016201019287, + -0.13688945770263672, + -0.1727815419435501, + 0.10675923526287079, + -0.18124715983867645, + 0.0052176592871546745, + -0.20436039566993713, + 0.12995079159736633, + -0.009443649090826511, + -0.21220959722995758, + -0.10272880643606186, + 0.030981453135609627, + -0.027137352153658867, + 0.23472602665424347, + 0.18289971351623535, + 0.05331848934292793, + 0.09874836355447769, + 0.03985300660133362, + 0.08344502002000809, + 0.022404294461011887, + 0.1364443451166153, + 0.10810792446136475, + 0.26106971502304077, + 0.3301801383495331, + -0.13146694004535675, + 0.09178832173347473, + 0.017772506922483444, + 0.08196956664323807, + -0.19513081014156342, + 0.31531012058258057, + 0.12687456607818604, + 0.11849027872085571, + 0.03124854899942875, + 0.3377266526222229, + 0.02338779903948307, + 0.22752687335014343, + -0.254217267036438, + -0.06700445711612701, + -0.2774626612663269, + 0.6161667108535767, + 0.2671074867248535, + 0.19863183796405792, + 0.259273886680603, + -0.1474999189376831, + 0.14214354753494263, + -0.13336877524852753, + 0.10000039637088776, + -0.4508238732814789, + 0.4063456952571869, + 0.44341450929641724 + ], + "spearman": [ + -0.21253047213261803, + -0.01759778539944635, + -0.0781530180382545, + -0.07772661143165287, + 0.3868809787202447, + 0.4566812956703239, + -0.2889251297312824, + 0.1845822851455713, + -0.28782625795656447, + 0.0017553469388367346, + -0.20445409511352375, + -0.18334434983608747, + 0.12710052627513155, + -0.13884052221013055, + 0.2468096057024014, + -0.1367490296872574, + -0.1698644059661015, + 0.3063287385821846, + -0.3021076685269171, + -0.017076032769008192, + -0.10980901095225273, + 0.032857482714370674, + -0.08031403557850889, + 0.22095811623952902, + 0.30548675387168844, + 0.007770274942568735, + -0.04132654033163508, + 0.2974423268605817, + 0.08928245082061269, + 0.04125663131415783, + 0.26493235073308763, + -0.06513219728304932, + -0.13663724815931205, + 0.16512205728051432, + -0.26483096420774105, + 0.015502838375709595, + -0.09044484311121079, + 0.13732390333097585, + 0.05127470931867733, + -0.06010028102507025, + -0.13247654861913716, + 0.14303943575985892, + -0.19051629712907428, + 0.2054320428580107, + 0.09992810801950004, + -0.0656446124111531, + -0.0236095004023751, + 0.08853106463276615, + 0.06630357907589476, + -0.0830765547691387, + -0.012992633503030614, + 0.09053796613449153, + 0.08663203865800966, + 0.24924802890547526, + -0.16183876045969012, + 0.11508868527217131, + -0.10854949513737379, + 0.04786546796636699, + -0.03136841134210284, + 0.2114087133521783, + 0.1753995708498927, + 0.10886941821735455, + -0.02816417954104488, + 0.33614658903664724, + 0.005719633429908357, + 0.2590778072694518, + -0.2392735408183852, + -0.009911238977809744, + -0.28008195852048956, + 0.5635117873779468, + 0.21797335549333885, + 0.26516846129211535, + 0.1953490156605098, + -0.11998694549673637, + 0.10780298695074673, + -0.1050269647567412, + 0.02056176364044091, + -0.33938055084513774, + 0.3812376173094043, + 0.38757741839435456 + ], + "de_corr": [ + -0.06991409510374069, + -0.2783658504486084, + -0.3373911380767822, + -0.3189454674720764, + 0.4513323903083801, + 0.7092305421829224, + -0.5768485069274902, + 0.6220636367797852, + -0.5247228741645813, + 0.4144252836704254, + -0.23817110061645508, + 0.1804094761610031, + -0.1269863247871399, + 0.2127237319946289, + -0.20395003259181976, + -0.7087032198905945, + 0.48737937211990356, + 0.3027157783508301, + -0.5586394667625427, + 0.2280016392469406, + -0.7551730275154114, + 0.15953680872917175, + -0.5616952180862427, + 0.16191959381103516, + 0.6431093811988831, + 0.6383596658706665, + -0.26369717717170715, + 0.40792593359947205, + 0.5201324224472046, + -0.5504587292671204, + 0.24455992877483368, + -0.16370420157909393, + -0.614254891872406, + -0.41632574796676636, + -0.40115535259246826, + -0.05870254710316658, + -0.6217166185379028, + 0.23225374519824982, + -0.14819709956645966, + -0.5091150999069214, + -0.08810608088970184, + -0.1275816112756729, + 0.027489017695188522, + 0.18707288801670074, + 0.6027622222900391, + 0.24422971904277802, + 0.4340241551399231, + 0.02436957135796547, + 0.2650553286075592, + -0.06008575111627579, + 0.3321959376335144, + 0.15375573933124542, + 0.7904263734817505, + 0.5716975331306458, + -0.024184811860322952, + -0.0783996656537056, + -0.07074395567178726, + 0.26354655623435974, + -0.5646301507949829, + 0.811008632183075, + 0.347667932510376, + 0.23200711607933044, + 0.2966429591178894, + 0.6245260834693909, + -0.05450102686882019, + 0.3211802542209625, + -0.42361268401145935, + -0.10520084202289581, + -0.3438662886619568, + 0.8839427828788757, + 0.5226710438728333, + -0.03694850951433182, + 0.40940845012664795, + -0.5932114124298096, + 0.35271307826042175, + -0.3986108899116516, + 0.27721744775772095, + -0.6475280523300171, + 0.2503073811531067, + 0.40628698468208313 + ], + "mmd": [ + 0.10881842346077797, + 0.102339340740363, + 0.13405531846923302, + 0.12192501676589262, + 0.07354260240879584, + 0.02637084528510747, + 0.120354418769275, + 0.036495671075919, + 0.07554846257213188, + 0.08624695698458973, + 0.04494634050034274, + 0.11378038022390446, + 0.08132332478909543, + 0.01973266917360994, + 0.021095758420324073, + 0.17078312288189113, + 0.09054851254529439, + 0.019601514363143724, + 0.019888020684785013, + 0.12084628028343081, + 0.04218839801774554, + 0.04157454461789922, + 0.08750366629929629, + 0.07724215425069836, + 0.02514454260830279, + 0.08514205048409595, + 0.040244797966954016, + 0.051908424987485935, + 0.10934466756902372, + 0.11074376752738768, + 0.13193383819407645, + 0.09183694884241433, + 0.13121738819650675, + 0.05409520595580619, + 0.04758813064736922, + 0.07982830469739055, + 0.03421892302240159, + 0.019064100944049533, + 0.0843936788223465, + 0.0617975932833954, + 0.032901124144746885, + 0.020923399279994204, + 0.06200135542664886, + 0.09055223181124972, + 0.02121553772206486, + 0.07443114035066323, + 0.04636970755895109, + 0.025592385577160037, + 0.031917372983860215, + 0.02099980737511753, + 0.13472706998879758, + 0.0272073474288671, + 0.3648494592626542, + 0.045378783232280284, + 0.02868901835008064, + 0.03284345369347508, + 0.06364797771803332, + 0.08540593953537101, + 0.022330767143274532, + 0.05037102195401755, + 0.07774381825661936, + 0.05437357680648236, + 0.15137290957449345, + 0.06022918122255527, + 0.0489827351455101, + 0.07549853003428775, + 0.029261182796350593, + 0.13231636435521, + 0.06968062607598757, + 0.11890606720820729, + 0.028172128944229602, + 0.13057088412816065, + 0.02618862254427179, + 0.08385692682430612, + 0.153090413713449, + 0.08989867635139526, + 0.08110114873888963, + 0.04780083172942262, + 0.09809613321987243, + 0.06158871112261721 + ], + "wasserstein": [ + 0.4542324245734609, + 0.3410277469102676, + 0.4896113544975815, + 0.4266147689466922, + 0.4152864105381011, + 0.2244260000238162, + 0.5077183816443375, + 0.23692938506256087, + 0.37271264549401484, + 0.4780569573924292, + 0.35111673760002576, + 0.4734299890449927, + 0.39752850580159055, + 0.20592982841064233, + 0.24402767562651106, + 0.5841402399832065, + 0.4250507532447047, + 0.23908281698243294, + 0.1879361464033955, + 0.474783671966303, + 0.3245319817626008, + 0.2745011751985593, + 0.3861980852173738, + 0.3837521644131286, + 0.22862086033283685, + 0.4119694673556088, + 0.2556511320263827, + 0.265746265066652, + 0.42773738640556014, + 0.41108588922282463, + 0.49249222937085707, + 0.4276763089623828, + 0.48233955402354495, + 0.33311410218083737, + 0.3248953455992931, + 0.3725501153099598, + 0.2798730171589734, + 0.18654529693816127, + 0.4512839454540909, + 0.37382769519794673, + 0.26720431336417666, + 0.22715781287938713, + 0.3637392165091287, + 0.4959008859396732, + 0.2250653792531341, + 0.3351927207807685, + 0.30678319219354483, + 0.22473691975923235, + 0.31726713217939906, + 0.21215472204195673, + 0.49144224358085664, + 0.27832470544832455, + 1.03102774378163, + 0.35029322008109937, + 0.28837285829801645, + 0.2498915303340465, + 0.38490119271098217, + 0.3980972432522007, + 0.19725443419603836, + 0.3455933373880469, + 0.3875441247894322, + 0.303391909753405, + 0.5341081057179089, + 0.3634664009764177, + 0.2803803015940536, + 0.4168902478886767, + 0.25426737266518745, + 0.406167668063315, + 0.3696430535843871, + 0.458185810987369, + 0.27068228340522915, + 0.5952451335993421, + 0.23871126940254797, + 0.43748856254258817, + 0.5294993684393158, + 0.40972632418899146, + 0.41974041394335543, + 0.30010457643994, + 0.4985993062931714, + 0.30792501123179306 + ] + }, + "n_perts": 80 + } + } +} \ No newline at end of file