PIVOT / experiments /results /replogle_k562_forward_gene.json
bryan7264's picture
pivot: code + trained checkpoints (norman, replogle k562)
3b4941f verified
Raw
History Blame
144 kB
{
"split": "gene",
"models": {
"PIVOT": {
"mse": 0.00352818784340343,
"r2": -0.26236898452043533,
"pearson": 0.2231441641575657,
"spearman": 0.183619250538228,
"de_corr": 0.2637165174470283,
"mmd": 0.29977669859486583,
"wasserstein": 0.5616400440952315,
"_per_pert": {
"mse": [
0.0004183893615845591,
0.006474472116678953,
0.0021709862630814314,
0.0006202924996614456,
0.0009933121036738157,
0.0019236196530982852,
0.0004073556629009545,
0.0006712346221320331,
0.0006953433039598167,
0.04155607521533966,
0.00046265037963166833,
0.0015052490634843707,
0.000834540231153369,
0.000529815093614161,
0.0018011053325608373,
0.0006414663512259722,
0.014269738458096981,
0.0009946534410119057,
0.001527434098534286,
0.0006342097767628729,
0.004901292733848095,
0.0008148839115165174,
0.0005767702823504806,
0.002867396455258131,
0.00048795592738315463,
0.003248463151976466,
0.005023881793022156,
0.0027576470747590065,
0.0018078493885695934,
0.0007328210049308836,
0.0014346985844895244,
0.008179746568202972,
0.000413593283155933,
0.0010515680769458413,
0.0005035088397562504,
0.02628696896135807,
0.000950124638620764,
0.0005435735220089555,
0.002285960130393505,
0.0019694166257977486,
0.0005853448528796434,
0.013186083175241947,
0.007174076046794653,
0.001900749746710062,
0.003274191403761506,
0.001431853510439396,
0.0010490906424820423,
0.0039128754287958145,
0.0015086133498698473,
0.0010007931850850582,
0.0009671663865447044,
0.0017109570326283574,
0.0005051845801062882,
0.0010319313732907176,
0.0037170208524912596,
0.0037441106978803873,
0.0008641124004498124,
0.011496526189148426,
0.0005824683466926217,
0.0009100291645154357,
0.0012185433879494667,
0.0004599977401085198,
0.00038920564111322165,
0.0012212364235892892,
0.00043449123040772974,
0.0008360805222764611,
0.012305818498134613,
0.0005984247545711696,
0.002723759040236473,
0.0010364840272814035,
0.014385532587766647,
0.0008350104326382279,
0.01552374567836523,
0.0018040752038359642,
0.0005669324309565127,
0.0015236969338729978,
0.0019257930107414722,
0.005395359825342894,
0.007736751809716225,
0.004810845945030451
],
"r2": [
-1.0324418544769287,
0.09599572420120239,
-0.46292805671691895,
-0.7960715293884277,
-0.15195178985595703,
-0.5155925750732422,
-0.4737282991409302,
-0.03684389591217041,
-0.7100632190704346,
0.044709086418151855,
-0.7671747207641602,
0.27488601207733154,
-0.32522332668304443,
-0.28429150581359863,
-0.2757863998413086,
-1.419585943222046,
0.05404055118560791,
0.29645633697509766,
0.22873777151107788,
-0.8365613222122192,
0.0906299352645874,
-1.3037564754486084,
-1.0992012023925781,
0.02845001220703125,
-0.23344552516937256,
0.07899123430252075,
0.07019364833831787,
0.15899884700775146,
0.012782096862792969,
-0.10454106330871582,
-0.17030417919158936,
0.04218137264251709,
-2.0922248363494873,
-0.09042787551879883,
0.04335963726043701,
0.028685808181762695,
-0.7753041982650757,
-0.6994646787643433,
0.01287919282913208,
0.2813159227371216,
-1.2588398456573486,
-0.10245001316070557,
0.08401632308959961,
0.17237091064453125,
0.13634920120239258,
0.128001868724823,
-1.145512342453003,
0.17450487613677979,
0.22091853618621826,
0.2385130524635315,
0.24240869283676147,
0.09446454048156738,
-0.30651843547821045,
0.3070296049118042,
-0.1477450132369995,
-0.02627706527709961,
-0.0325319766998291,
-0.022925496101379395,
-0.053505659103393555,
0.28819555044174194,
-0.2946740388870239,
-2.5369017124176025,
0.1741756796836853,
-0.20651960372924805,
-1.0263948440551758,
-0.08526194095611572,
0.030261099338531494,
-1.32771635055542,
-0.1271423101425171,
-0.13943397998809814,
0.07004070281982422,
-0.532806396484375,
0.105319082736969,
0.05822038650512695,
-1.2686951160430908,
-0.3265988826751709,
0.08249664306640625,
0.09807652235031128,
0.09886741638183594,
-0.011677145957946777
],
"pearson": [
0.16414739191532135,
0.4989616274833679,
-0.1675606071949005,
0.003922448027879,
0.1354316622018814,
-0.3585653305053711,
0.32153239846229553,
0.261723130941391,
0.010550487786531448,
0.3558017313480377,
0.055892206728458405,
0.5579474568367004,
0.1291331797838211,
0.3601835370063782,
-0.1302056610584259,
-0.10786620527505875,
0.3345814347267151,
0.5656357407569885,
0.5699748396873474,
-0.18960949778556824,
0.46970510482788086,
-0.13831304013729095,
-0.11814968287944794,
0.3234124183654785,
0.26916369795799255,
0.2887971103191376,
0.27842316031455994,
0.4875914752483368,
0.2589651644229889,
0.22267106175422668,
0.10029973834753036,
0.22005757689476013,
-0.09251335263252258,
0.20090582966804504,
0.3527199327945709,
0.436358243227005,
-0.020324796438217163,
0.24640128016471863,
0.19398383796215057,
0.6015207767486572,
-0.1979515552520752,
0.3586641848087311,
0.4839131534099579,
0.43712034821510315,
0.4048866033554077,
0.3776278495788574,
-0.2505618929862976,
0.5619581341743469,
0.5449535250663757,
0.5935354232788086,
0.5395822525024414,
0.4047049880027771,
0.25122806429862976,
0.6491894721984863,
-0.046344030648469925,
0.06821976602077484,
0.20278547704219818,
0.11460965871810913,
0.3494391143321991,
0.7098778486251831,
-0.173472061753273,
-0.007686627563089132,
0.48192858695983887,
0.1110503077507019,
-0.08441612869501114,
0.2892584204673767,
0.32772988080978394,
-0.12613089382648468,
0.18163706362247467,
0.16075372695922852,
0.3511885702610016,
0.0692998468875885,
0.4989047646522522,
0.3027234673500061,
-0.05527155101299286,
-0.20598319172859192,
0.2976270318031311,
0.34562772512435913,
0.3778499662876129,
0.19818833470344543
],
"spearman": [
0.19500354825088706,
0.4529395552348888,
-0.04354929488732372,
0.08892857973214494,
-0.06984462846115712,
-0.354507650509853,
0.3071099792774948,
0.10545516836379208,
0.0049012557253139315,
0.18652063063015764,
0.0053519038379759585,
0.5242329515582378,
0.19764810891202725,
0.2594848593712148,
-0.0753141248285312,
-0.06389538847384713,
0.2837583169395792,
0.39353628988407247,
0.4839611964902991,
-0.19213664853416212,
0.366361368090342,
-0.1364307356076839,
-0.08511558777889694,
0.28329732482433123,
0.11664485616121402,
0.21454300463575118,
0.2820125550031387,
0.40526782281695567,
0.1836386844096711,
0.17775256743814186,
0.21892713073178266,
0.08742895885723972,
-0.07033255908313978,
0.2073253748313437,
0.2820072285018071,
0.3367572571893143,
0.05966614641653661,
0.2515906213976553,
0.03553832388458097,
0.5647535656883914,
-0.037791844947961235,
0.3221265085316271,
0.47062548365637086,
0.3780540015135004,
0.30596903699225925,
0.30671069417767355,
-0.2938075994518998,
0.5741244055311013,
0.531724545380533,
0.5279104694776173,
0.4484631536157883,
0.195911583977896,
0.19416827611488213,
0.5423528255882064,
-0.04238940609735152,
0.03553223088305772,
0.2622323380580845,
-0.05703288225822056,
0.2928208992052248,
0.5965598811399703,
-0.06984657096164273,
0.048349095087273766,
0.3073825203456301,
0.013076892269223067,
0.012179892044973011,
0.29090738622684653,
0.2804367551091888,
-0.0653264488316122,
0.007022913255728315,
0.054850986212746554,
0.3058415669603917,
0.09056008517398133,
0.4758455869613968,
0.336596532149133,
-0.07161950540487634,
-0.1601723020430755,
0.25189674897418723,
0.26429585257396315,
0.24542148735537184,
0.04635745158936289
],
"de_corr": [
0.5172263979911804,
0.6299213171005249,
-0.35112079977989197,
-0.3620549440383911,
0.586102306842804,
-0.6215607523918152,
0.27611038088798523,
0.4157406985759735,
-0.036084115505218506,
0.6332446336746216,
-0.20287896692752838,
0.626244843006134,
0.08699708431959152,
0.5968127846717834,
-0.07892541587352753,
-0.44097986817359924,
0.25776076316833496,
0.7474575638771057,
0.8176789283752441,
-0.00892728567123413,
0.6782980561256409,
-0.19397002458572388,
-0.05449830740690231,
0.3541225790977478,
0.70524662733078,
0.09701266884803772,
-0.03643452003598213,
0.514058530330658,
0.17007248103618622,
0.1708168238401413,
-0.43114370107650757,
0.44162142276763916,
-0.10717208683490753,
0.11801306903362274,
0.31071287393569946,
0.5152987241744995,
-0.05768194794654846,
0.3590278625488281,
0.3173027038574219,
0.7634254693984985,
-0.37272799015045166,
0.5877619981765747,
0.6803731322288513,
0.5156942009925842,
0.5294910669326782,
0.6640853881835938,
-0.5807622075080872,
0.5576549172401428,
0.5960761904716492,
0.72491854429245,
0.8085029125213623,
0.7927160263061523,
-0.015301848761737347,
0.9109399318695068,
-0.3996136486530304,
-0.10053883492946625,
0.0633142739534378,
0.347936749458313,
0.6271618604660034,
0.8943688273429871,
-0.3035609722137451,
0.07784861326217651,
0.8186551928520203,
-0.0653189942240715,
-0.21100136637687683,
0.1857006549835205,
0.5893077254295349,
-0.1655719131231308,
0.3887280523777008,
0.3897906243801117,
0.04508250579237938,
0.29942387342453003,
0.4987005591392517,
0.1734967827796936,
-0.2324758768081665,
-0.1111326813697815,
0.44189462065696716,
0.5295796990394592,
0.5145438313484192,
0.6786841154098511
],
"mmd": [
0.2637751565563232,
0.3327816178431864,
0.28487319580146053,
0.2564313652877962,
0.304060684573064,
0.30350342728223934,
0.26508931002836367,
0.2729289502474749,
0.26439543823856626,
0.5605459742549644,
0.25671149246312175,
0.29379970222127594,
0.2804467748478304,
0.25902966296832663,
0.2943604554837832,
0.26711000566714493,
0.3748210737958869,
0.3060696945286516,
0.313490295731519,
0.2673918193417575,
0.3221545923971919,
0.251399921121628,
0.26907292300615526,
0.29879568168755155,
0.2709868817094523,
0.3215575202590478,
0.34128452885850136,
0.30683729523492287,
0.3065857639371635,
0.2580797384959871,
0.2720843824920236,
0.34655619748097444,
0.24194306653647135,
0.27265723257060814,
0.2847676689986959,
0.4371051522149597,
0.25993227985076905,
0.2541569245196217,
0.29462263862853655,
0.3219330491900718,
0.25341900289867125,
0.36046582755357015,
0.355984427726858,
0.30571135597913723,
0.3137095176072179,
0.2653423910277867,
0.273312125815276,
0.33834286627456467,
0.28706939011231125,
0.27223350558495063,
0.2511807539293367,
0.2949774162597506,
0.2665108043624975,
0.27966145229678396,
0.3191885082773468,
0.312969863994229,
0.26923170554015885,
0.3623046381000432,
0.26683529296328734,
0.2873808348038053,
0.2716406431484787,
0.25675791027015316,
0.2924891016371197,
0.29341268671909904,
0.2542671940429796,
0.2813896100810972,
0.4277591142548317,
0.24830454632125554,
0.31151755395685654,
0.27675291878026087,
0.37538374793824214,
0.2513335537814929,
0.41052755712310607,
0.29502420475779845,
0.256546751257841,
0.29489687666205777,
0.3010744153217735,
0.35558028718154877,
0.3165416809671322,
0.320974315925489
],
"wasserstein": [
0.504971348653227,
0.6915582339515605,
0.5236566024836322,
0.4620975811783563,
0.5520300926863395,
0.5318937116695857,
0.47716443621068416,
0.5326099511069252,
0.46963005567327976,
1.2144304710253824,
0.4858217069810306,
0.5310436970682288,
0.5050074880802223,
0.4759531535943184,
0.48584571393793474,
0.4975596544464278,
0.836683424570048,
0.5835653856106403,
0.6881183258346425,
0.4887959806954183,
0.5953587559174789,
0.46531574544208243,
0.4808050737153314,
0.5465136460051212,
0.5039070904236772,
0.6030071464688648,
0.5323700014552653,
0.5223591668819354,
0.6228476145586396,
0.4346819317638373,
0.5077667405635412,
0.7709346481412567,
0.44910030697475234,
0.4778339562654449,
0.5129201134274733,
1.0416273800583655,
0.43298661985796477,
0.4706968879459956,
0.49135007007457054,
0.5536442021159496,
0.46715107868321654,
0.8204094870690518,
0.6675939346065207,
0.47480456366809326,
0.563530999914838,
0.49262303567396465,
0.5091830865295424,
0.6303367952312375,
0.5374674629668412,
0.4863399808728275,
0.47716180617341514,
0.5967257647987994,
0.4988841996695186,
0.5218639767930601,
0.5303603171613455,
0.5419473266435604,
0.47285136714396103,
0.7635607740109869,
0.4512973029981016,
0.5300901258524773,
0.4807950452853621,
0.49168125794752404,
0.5293536855542618,
0.5303333816774678,
0.48417018596633155,
0.5222816896524769,
0.7072950488424047,
0.4452566660910638,
0.6274641450557323,
0.5381004545889828,
0.8636244718913106,
0.41095721380618144,
0.8587718692336938,
0.5298586686730209,
0.4956691748376463,
0.41501201222527856,
0.4710748789552381,
0.6192738478119133,
0.7033800570324976,
0.6182022725133383
]
},
"n_perts": 80
},
"MeanControl": {
"mse": 0.0037895372535786008,
"r2": -0.14595426246523857,
"pearson": 0.004628284195496235,
"spearman": -0.0007950709341632556,
"de_corr": 0.04540404016152024,
"mmd": 0.05126164886924247,
"wasserstein": 0.315581765298599,
"_per_pert": {
"mse": [
0.0003135530569124967,
0.007565529551357031,
0.00159974314738065,
0.00041434390004724264,
0.001057824119925499,
0.0012700867373496294,
0.00038360542384907603,
0.0007954876637086272,
0.00036734045716002584,
0.043578583747148514,
0.0003190361603628844,
0.0018691866425797343,
0.0007922602817416191,
0.0005640173912979662,
0.0019363417522981763,
0.0003283632395323366,
0.01513818558305502,
0.0012615913292393088,
0.002322000451385975,
0.00032479382934980094,
0.0060366191901266575,
0.0003600410127546638,
0.000425270787673071,
0.003986774943768978,
0.0005002517718821764,
0.003681278321892023,
0.005548305343836546,
0.003138965228572488,
0.0023685062769800425,
0.0007131922757253051,
0.0014301537303254008,
0.008315999060869217,
0.0001708415220491588,
0.0010590070160105824,
0.0007750060758553445,
0.02823387086391449,
0.0005691223777830601,
0.00048193958355113864,
0.002259922446683049,
0.00288140750490129,
0.0002663169871084392,
0.01575201004743576,
0.0074739293195307255,
0.002405586652457714,
0.003736414248123765,
0.001574805355630815,
0.0008918708772398531,
0.0047572460025548935,
0.00199701264500618,
0.0012434691889211535,
0.0013458342291414738,
0.001973779173567891,
0.0004220961418468505,
0.0013149866135790944,
0.0036813688930124044,
0.003905249759554863,
0.0010133606847375631,
0.011102687567472458,
0.0006861949223093688,
0.0016585740959271789,
0.0010814041597768664,
0.00024069577921181917,
0.0005773089942522347,
0.0012526626233011484,
0.00018732303578872234,
0.0007441260968334973,
0.013510736636817455,
0.0004385379434097558,
0.002753057749941945,
0.0010888457763940096,
0.01575833186507225,
0.0006098570302128792,
0.017467468976974487,
0.0019267674069851637,
0.00036751842708326876,
0.0013341380981728435,
0.0023392115253955126,
0.006029635202139616,
0.008585790172219276,
0.004528419580310583
],
"r2": [
-0.5231711864471436,
-0.05634415149688721,
-0.07799339294433594,
-0.19974267482757568,
-0.22676682472229004,
-0.0006834268569946289,
-0.38780510425567627,
-0.22877538204193115,
0.0965965986251831,
-0.001784205436706543,
-0.21861493587493896,
0.09956890344619751,
-0.2580840587615967,
-0.36719954013824463,
-0.37157928943634033,
-0.23857367038726807,
-0.003530144691467285,
0.10764443874359131,
-0.17247068881988525,
0.05945366621017456,
-0.12001478672027588,
-0.01787126064300537,
-0.5478066205978394,
-0.35082530975341797,
-0.26452624797821045,
-0.04372107982635498,
-0.026865124702453613,
0.04270803928375244,
-0.2933773994445801,
-0.07495594024658203,
-0.1665971279144287,
0.026226699352264404,
-0.2772942781448364,
-0.09814167022705078,
-0.4724709987640381,
-0.04325294494628906,
-0.06340301036834717,
-0.506767988204956,
0.02412283420562744,
-0.051489949226379395,
-0.02771472930908203,
-0.31697940826416016,
0.04573112726211548,
-0.047446489334106445,
0.014426171779632568,
0.04094433784484863,
-0.8239794969558716,
-0.003631114959716797,
-0.03130173683166504,
0.05386495590209961,
-0.05420541763305664,
-0.044635891914367676,
-0.09163355827331543,
0.11695027351379395,
-0.13673663139343262,
-0.07044601440429688,
-0.21086955070495605,
0.01211702823638916,
-0.24111509323120117,
-0.2972996234893799,
-0.14896690845489502,
-0.8506988286972046,
-0.2249457836151123,
-0.23756706714630127,
0.12635666131973267,
0.03409820795059204,
-0.0646902322769165,
-0.7057983875274658,
-0.13926661014556885,
-0.19699668884277344,
-0.018704533576965332,
-0.1194983720779419,
-0.006703615188598633,
-0.0058286190032958984,
-0.4706993103027344,
-0.1615605354309082,
-0.11446774005889893,
-0.007953166961669922,
-2.372264862060547e-05,
0.04771435260772705
],
"pearson": [
-0.21644580364227295,
0.23483537137508392,
-0.0005317168543115258,
0.13985086977481842,
-0.19946721196174622,
0.12864293158054352,
-0.17481984198093414,
-0.08385606855154037,
0.3229949176311493,
0.21456672251224518,
0.2328033596277237,
0.4145580232143402,
-0.13677188754081726,
-0.17974503338336945,
-0.39655187726020813,
0.005322729703038931,
-0.006408405490219593,
0.3476566970348358,
-0.1814814656972885,
0.2700512111186981,
-0.02433258295059204,
0.23205558955669403,
-0.16232909262180328,
-0.4905180335044861,
-0.15489687025547028,
0.030346892774105072,
-0.01711989752948284,
0.22520405054092407,
-0.49047741293907166,
0.17707619071006775,
0.10346878319978714,
0.19181008636951447,
0.005092858336865902,
0.001998172141611576,
-0.3337039649486542,
0.13154591619968414,
0.13716234266757965,
-0.059707339853048325,
0.1893775761127472,
-0.07294772565364838,
0.19234991073608398,
-0.27877891063690186,
0.5292931199073792,
0.0016831941902637482,
0.2390739917755127,
0.20871996879577637,
-0.3954814076423645,
0.03975219652056694,
-0.013415707275271416,
0.297225683927536,
-0.10845108330249786,
0.011838908307254314,
0.01556172501295805,
0.41493499279022217,
-0.34031444787979126,
-0.08314527571201324,
-0.2369609922170639,
0.21057097613811493,
-0.2164701670408249,
0.031848758459091187,
-0.026233380660414696,
-0.22145536541938782,
-0.16412152349948883,
-0.15401369333267212,
0.39817267656326294,
0.20422665774822235,
0.044849853962659836,
-0.24804569780826569,
-0.2711746096611023,
-0.02838457189500332,
-0.05656258761882782,
0.032593511044979095,
0.06686683744192123,
0.08814864605665207,
-0.2807958126068115,
-0.08646180480718613,
-0.18501870334148407,
0.003255219431594014,
0.06884294003248215,
0.3114296495914459
],
"spearman": [
-0.2851684687921172,
0.18591052347763085,
0.13271025017756255,
0.05135837783959445,
-0.15025929906482477,
0.21325318131329532,
-0.18941778535444634,
-0.13669835067458766,
0.300010524002631,
0.09210283402570851,
0.2110023167505792,
0.40189168497292116,
-0.20181448902930268,
-0.13205372101343024,
-0.29198597949649485,
0.020944190236047558,
-0.06909687377421844,
0.20337405284351323,
-0.10753343688335922,
0.183818571954643,
0.18253596063399016,
0.1583769215942304,
-0.19224566706141677,
-0.43370692692673174,
-0.16069139367284843,
-0.0416239664059916,
-0.08766276391569097,
0.14421377405344352,
-0.38826861706715426,
0.16490751972687992,
0.24116854979213745,
0.11093013823253456,
0.019369273842318457,
-0.1248129132032283,
-0.14487105771776443,
0.1018206524551631,
0.203658827914707,
-0.04712122928030731,
0.18127947331986835,
-0.058616794154198536,
0.22842015310503827,
-0.30412270303067573,
0.4070255847563962,
-0.05600968100242024,
0.17591752547938136,
0.15667782466945615,
-0.31603919950979986,
0.09133868883467221,
0.04179049194762298,
0.2560116460029115,
-0.08960167790041947,
-0.03707772326943081,
0.035176136794034196,
0.3319584829896208,
-0.19913080378270093,
0.00488276372069093,
-0.1056317949079487,
0.1540773460193365,
-0.3700087555021888,
-0.013817911954477987,
-0.07298156724539182,
-0.2183526860881715,
-0.14457450164362542,
-0.20079306819826703,
0.22561346340336583,
0.2607705396926349,
0.0680014940003735,
-0.2806478936619734,
-0.27926900181725045,
-0.13235749058937263,
-0.0347957651989413,
0.03108909628393249,
0.16514513778628445,
0.092081288020322,
-0.2940463365115841,
-0.04698630501419612,
-0.16146368386592094,
-0.02465691016422754,
0.06946570286642571,
0.26232855408213857
],
"de_corr": [
-0.03622117266058922,
0.38581591844558716,
-0.14239460229873657,
0.25438085198402405,
-0.41583362221717834,
0.09088260680437088,
-0.12077896296977997,
-0.1917145848274231,
0.5123120546340942,
0.4046861231327057,
0.18827927112579346,
0.5574362277984619,
0.09375456720590591,
-0.2718583941459656,
-0.5104306936264038,
-0.5676153302192688,
0.3156948983669281,
0.322867214679718,
-0.5215802788734436,
0.4345199167728424,
0.06456367671489716,
0.6212273836135864,
0.19039873778820038,
-0.8067936301231384,
-0.3089989125728607,
-0.0720198005437851,
0.1396462768316269,
0.23179945349693298,
-0.4338334798812866,
0.6532859802246094,
-0.39463475346565247,
0.4321286976337433,
0.7570123076438904,
0.3519911468029022,
-0.4297088086605072,
0.6994672417640686,
0.39958176016807556,
0.21339523792266846,
0.2590979039669037,
0.020650368183851242,
0.3302801549434662,
-0.0758761391043663,
0.7354885339736938,
0.07079026848077774,
0.4478318393230438,
0.5474826693534851,
-0.5955069661140442,
0.06928855180740356,
0.09410976618528366,
0.4581683576107025,
-0.20661939680576324,
0.43922898173332214,
-0.21895869076251984,
0.6155246496200562,
-0.3576083779335022,
-0.17602530121803284,
-0.7841647267341614,
0.3739136755466461,
0.14571139216423035,
0.06457892805337906,
-0.567622721195221,
-0.17433546483516693,
-0.12049046158790588,
-0.18151460587978363,
0.569500744342804,
-0.6042268872261047,
0.15831904113292694,
0.14160946011543274,
-0.5267399549484253,
0.49778082966804504,
0.20231327414512634,
0.06598637253046036,
-0.3405483365058899,
-0.12429828196763992,
-0.2662769854068756,
-0.27096059918403625,
-0.6506903767585754,
-0.2900505065917969,
0.0674976333975792,
0.698974072933197
],
"mmd": [
0.010865961643706346,
0.09526803016238794,
0.03414542261651732,
0.012655752878092397,
0.020272161876809136,
0.03169784512836238,
0.012166964591528107,
0.01378156822626575,
0.013161506222683972,
0.37595768685632247,
0.00979984181546123,
0.03530890636017725,
0.019015213965092426,
0.016309612110020577,
0.040693729480614116,
0.009759099563166451,
0.14422062098187793,
0.027405931798592853,
0.04225285796992073,
0.010066702584036746,
0.08631084179813242,
0.012579651170403272,
0.012571158202939525,
0.0544084974687441,
0.012538237883627623,
0.06043173430925475,
0.08415542539479814,
0.05715046483273867,
0.04296383245996371,
0.02260156939242275,
0.0338301946091234,
0.11078357005261896,
0.0071098337255163235,
0.02846107153033539,
0.01655639894340888,
0.2022278918590673,
0.019905650584001622,
0.013048109468331903,
0.04738914453273513,
0.04963575853962676,
0.009787493390163271,
0.12135835753612634,
0.10259814448897608,
0.044599706333020905,
0.05809130101644877,
0.037120262448286256,
0.020010755580221473,
0.08324532378402383,
0.038567341303705316,
0.02504657601456528,
0.028043479383941916,
0.023580868962572943,
0.012261321474307363,
0.027796521068628288,
0.07056779294627435,
0.07657451455867637,
0.025348443521783004,
0.13396834963126292,
0.018971953290527366,
0.02903435660072362,
0.02464025590783192,
0.008471001609619888,
0.014732542644024682,
0.02646491019592334,
0.0070139229480018495,
0.02027082889037135,
0.19370670986072713,
0.013233911056386383,
0.029681144910746693,
0.025743508355221656,
0.1718426196244932,
0.02127572315814641,
0.20704057653164076,
0.03706375762058778,
0.010190299027388883,
0.04344536307718494,
0.050616749429386876,
0.09801713847439131,
0.09072148283962445,
0.07072214645403596
],
"wasserstein": [
0.15711171303839613,
0.46294023210619595,
0.3097925711144535,
0.17848178976516998,
0.2558425643177493,
0.2559152283247149,
0.1523232535434542,
0.17515080517140816,
0.18794170353453712,
1.0767282260840905,
0.14973940369189223,
0.279458939479929,
0.19361002135671626,
0.18688165814365643,
0.3416138962697992,
0.15231269407574455,
0.6458083908505542,
0.29904459258819494,
0.3109280343243505,
0.16514292369639894,
0.46247828408234914,
0.17453192282617175,
0.1799635980070445,
0.3773264153691337,
0.1796078135437695,
0.36506880286672433,
0.402834494647329,
0.32065433000087823,
0.27373344862515764,
0.2363612896551318,
0.23622519191526703,
0.5010627928032602,
0.1411489296246058,
0.28799037297564195,
0.19722798016939144,
0.8823939408087295,
0.19776941429478243,
0.18002998043785606,
0.3522717425518259,
0.36787555259517163,
0.16654906649832257,
0.590740631660127,
0.45340379509496137,
0.37648602514223944,
0.36508584566005786,
0.2806632280416268,
0.22090181440084117,
0.412335814245266,
0.2943957928612708,
0.23597065972378597,
0.2635683387412148,
0.27071601108734555,
0.17228513715224256,
0.22547700541340243,
0.3958086142289623,
0.44895616289241747,
0.2428726501733131,
0.5025236601456261,
0.19312637648130992,
0.3033928678882094,
0.242617471118807,
0.16100098873112714,
0.1985966803497802,
0.24211151260618344,
0.1368346764976086,
0.2179747543314429,
0.5514291366005489,
0.19428340909703454,
0.332240721408113,
0.22806193624733515,
0.7469295981944093,
0.24160652140088504,
0.7204070569427354,
0.30062080042906286,
0.14440878485734845,
0.32440906950855847,
0.3228828228753159,
0.43125815121369304,
0.45646147939874554,
0.3838212152690147
]
},
"n_perts": 80
},
"AvgPerturbationEffect": {
"mse": 0.0034097483727236976,
"r2": -0.5520497620105743,
"pearson": 0.2455340233165771,
"spearman": 0.20520113064383114,
"de_corr": 0.3118328441982158,
"mmd": 0.04959944534207577,
"wasserstein": 0.3117223404292129,
"_per_pert": {
"mse": [
0.0005825996631756425,
0.005143148358911276,
0.002098729368299246,
0.0008992542279884219,
0.0010414323769509792,
0.0019154194742441177,
0.0005956629756838083,
0.0007027163519524038,
0.0006015186081640422,
0.038948047906160355,
0.0007910301210358739,
0.001374799874611199,
0.0012303432449698448,
0.0008642044849693775,
0.002258309628814459,
0.0008396322373300791,
0.013300895690917969,
0.0010313605889678001,
0.0012407514732331038,
0.0009599042823538184,
0.004448774736374617,
0.0008785222889855504,
0.0009774609934538603,
0.003598140785470605,
0.0005044957506470382,
0.0025347189512103796,
0.004212670028209686,
0.0023060282692313194,
0.0014529528561979532,
0.0010840122122317553,
0.0011912997579202056,
0.007326717022806406,
0.0008223414188250899,
0.0015441392315551639,
0.0008783814264461398,
0.024095291271805763,
0.0010421122424304485,
0.0009365165024064481,
0.002395705319941044,
0.002136200899258256,
0.000885691144503653,
0.01343798078596592,
0.006077340804040432,
0.0020331263076514006,
0.0034025576896965504,
0.0017901232931762934,
0.0014572122599929571,
0.0034621572121977806,
0.0012116495054215193,
0.0010567789431661367,
0.0011296012671664357,
0.0013417028822004795,
0.0006667429697699845,
0.0009453942766413093,
0.0031355093233287334,
0.003944715950638056,
0.0013999188086017966,
0.009762878529727459,
0.0010465531377121806,
0.000922837236430496,
0.0014585708267986774,
0.000788472534622997,
0.00033990427618846297,
0.0012442066799849272,
0.00043771331547759473,
0.0008133788360282779,
0.01128991600126028,
0.0009627271210774779,
0.00234303530305624,
0.0009936345741152763,
0.014348622411489487,
0.0012312277685850859,
0.014440884813666344,
0.001793248113244772,
0.0009979413589462638,
0.0019191720057278872,
0.0023601490538567305,
0.004366768058389425,
0.00694182887673378,
0.0038117526564747095
],
"r2": [
-1.830138921737671,
0.2818831205368042,
-0.41423749923706055,
-1.6038119792938232,
-0.20775723457336426,
-0.5091320276260376,
-1.154984951019287,
-0.08547317981719971,
-0.4793192148208618,
0.10466253757476807,
-2.0214786529541016,
0.33772653341293335,
-0.9537457227706909,
-1.0948638916015625,
-0.5996403694152832,
-2.167059898376465,
0.1182662844657898,
0.2704926133155823,
0.37349504232406616,
-1.7797160148620605,
0.17458879947662354,
-1.4836680889129639,
-2.557546615600586,
-0.21914541721343994,
-0.2752542495727539,
0.2813529968261719,
0.2203305959701538,
0.29672926664352417,
0.20658165216445923,
-0.6338726282119751,
0.028239667415618896,
0.14206808805465698,
-5.1482253074646,
-0.6012016534805298,
-0.668878436088562,
0.10966914892196655,
-0.947182297706604,
-1.9279875755310059,
-0.03451097011566162,
0.22045254707336426,
-2.4178738594055176,
-0.12351036071777344,
0.22404712438583374,
0.11473113298416138,
0.10248935222625732,
-0.09018433094024658,
-1.9801685810089111,
0.26959240436553955,
0.3742772936820984,
0.19591444730758667,
0.11517179012298584,
0.2898947596549988,
-0.72434401512146,
0.36514174938201904,
0.0318145751953125,
-0.08126378059387207,
-0.6727696657180786,
0.13132917881011963,
-0.8928917646408081,
0.27817726135253906,
-0.549697756767273,
-5.06252908706665,
0.27878421545028687,
-0.22921323776245117,
-1.041421890258789,
-0.05579423904418945,
0.1103176474571228,
-2.744757890701294,
0.03040832281112671,
-0.09232854843139648,
0.0724266767501831,
-1.2601323127746582,
0.16772770881652832,
0.06387245655059814,
-2.993464708328247,
-0.670917272567749,
-0.12444305419921875,
0.2700226306915283,
0.19145560264587402,
0.19842296838760376
],
"pearson": [
0.061030272394418716,
0.7549564242362976,
0.05751093477010727,
-0.04369966685771942,
0.2069295048713684,
-0.15974394977092743,
0.10329172015190125,
0.40790867805480957,
0.3015619218349457,
0.5682238340377808,
0.2668112814426422,
0.5916787981987,
-0.10949701815843582,
0.1466212272644043,
-0.09198087453842163,
-0.1529911756515503,
0.4653441905975342,
0.5345771312713623,
0.6695622205734253,
-0.20527151226997375,
0.5552326440811157,
0.03321439400315285,
-0.27204808592796326,
0.06643685698509216,
0.39208218455314636,
0.5634338855743408,
0.5327057242393494,
0.5942004323005676,
0.4918018877506256,
0.14649564027786255,
0.35414794087409973,
0.4047507345676422,
-0.5029024481773376,
0.020647374913096428,
0.09025587886571884,
0.678824782371521,
-0.0769813284277916,
0.003349633887410164,
0.24272526800632477,
0.48075902462005615,
-0.2761193811893463,
0.35070180892944336,
0.5991236567497253,
0.3593236207962036,
0.33737534284591675,
0.18851716816425323,
-0.20311783254146576,
0.6176603436470032,
0.671146810054779,
0.5221258997917175,
0.4010509252548218,
0.6069756746292114,
0.1967179924249649,
0.6405487656593323,
0.30995842814445496,
0.06903589516878128,
-0.13440066576004028,
0.47568202018737793,
-0.03781207278370857,
0.6508035063743591,
-0.14448973536491394,
-0.33955514430999756,
0.5968636870384216,
0.286220520734787,
0.2697177529335022,
0.41081514954566956,
0.4911011755466461,
-0.37710583209991455,
0.3493264615535736,
0.261532187461853,
0.31147611141204834,
-0.11166010051965714,
0.6022918224334717,
0.34165671467781067,
-0.34675857424736023,
-0.2415717989206314,
0.08801211416721344,
0.6292260885238647,
0.5155384540557861,
0.532830536365509
],
"spearman": [
-0.012090679522669881,
0.6977098954274739,
0.1450131167532792,
-0.04749983087495771,
0.08937925334481334,
-0.10078236419559106,
-0.0030729682682420667,
0.2994747283686821,
0.24681941720485429,
0.4445384461346115,
0.2151244512811128,
0.5230794167698543,
-0.09617779354444839,
0.14578339844584962,
0.016144364536091135,
-0.18157021539255383,
0.41461215765303944,
0.37162702040675505,
0.6083111270777818,
-0.19910819127704785,
0.5227272826818207,
-0.07909027827256955,
-0.2634291793572948,
0.06228738957184738,
0.2968642672160668,
0.47850050662512666,
0.4742138535534634,
0.4903983655995914,
0.39055762963940743,
0.13457892664473164,
0.38983801045950256,
0.28748236637059155,
-0.4623955155988788,
0.015348783837195958,
0.23744550536137635,
0.6466587926646982,
-0.04224213606053401,
0.03156737515368156,
0.2035127023781756,
0.38654380713595177,
-0.14385154646288661,
0.2781673565418391,
0.5253280193320048,
0.25493990623497653,
0.27062060265515064,
0.13380912045228008,
-0.2755979323994831,
0.5598281464570365,
0.6065233186308296,
0.4819712854928213,
0.33117250829312705,
0.4559284994821249,
0.1753191528297882,
0.4896906249226562,
0.29153785588446396,
0.09279895119973779,
-0.019934050983512745,
0.3380452145113036,
-0.10794779548694886,
0.5706981301745325,
-0.13142376135594033,
-0.3113019523254881,
0.49452539913134974,
0.18348677937169483,
0.22354803788700944,
0.36348784137196033,
0.4486911626727906,
-0.3045453656363414,
0.200340044085011,
0.1644751776187944,
0.3022850810712702,
-0.0745589384176942,
0.5974200368550092,
0.2816811629202907,
-0.32133867233466806,
-0.17233515558378887,
0.039975867993967,
0.5392369033092258,
0.37754505438626357,
0.4271651747912937
],
"de_corr": [
0.6897227764129639,
0.8864696621894836,
0.12434157729148865,
-0.10353509336709976,
0.464594304561615,
-0.34774771332740784,
-0.27771130204200745,
0.5040099024772644,
0.5618944764137268,
0.8007484674453735,
0.22932881116867065,
0.7646660804748535,
-0.044790640473365784,
-0.12429240345954895,
0.03533187881112099,
-0.3967788815498352,
0.6527127623558044,
0.5345252752304077,
0.5684742331504822,
-0.008411237969994545,
0.8292492628097534,
0.397029310464859,
-0.03514830768108368,
-0.5421869158744812,
0.6469439268112183,
0.730720043182373,
0.12504473328590393,
0.3785933256149292,
0.57857745885849,
0.2224082499742508,
0.05066896975040436,
0.5418410301208496,
0.18211892247200012,
-0.16815973818302155,
-0.35439443588256836,
0.7907842397689819,
0.008259550668299198,
0.4223805367946625,
0.29191523790359497,
0.7320380210876465,
-0.47352707386016846,
0.8487730026245117,
0.8590567708015442,
0.5939439535140991,
0.44766291975975037,
0.5950221419334412,
-0.364464670419693,
0.6831140518188477,
0.5967739820480347,
0.7253232002258301,
0.6219841241836548,
0.8695692420005798,
0.02088513784110546,
0.8723554015159607,
0.6031555533409119,
0.1709887832403183,
-0.5777860879898071,
0.7562110424041748,
0.21485689282417297,
0.6774112582206726,
-0.259482741355896,
-0.42325034737586975,
0.7348798513412476,
0.19625763595104218,
0.37473225593566895,
0.1757725030183792,
0.8413135409355164,
-0.3673400282859802,
0.6309633255004883,
0.5124343037605286,
0.2654319703578949,
-0.25711071491241455,
0.6562187671661377,
0.39367181062698364,
-0.7479125261306763,
-0.31291115283966064,
-0.07712652534246445,
0.820684015750885,
0.7898404002189636,
0.9160152077674866
],
"mmd": [
0.015612012265772357,
0.07244129978026048,
0.037323246311130265,
0.017966079909563892,
0.026677115551748676,
0.04194380412900667,
0.016127729490181042,
0.013699043463356708,
0.015605133216123113,
0.3531200415957221,
0.01629205845509074,
0.029364245061944017,
0.02297392911477736,
0.019984428308042146,
0.0426202242977991,
0.017350741273044368,
0.13386211423933303,
0.026131277704813938,
0.03322666060616575,
0.018543118232818734,
0.06982541647391594,
0.020134879227340474,
0.020461732595834392,
0.05236381049286176,
0.015794230805896148,
0.04831285063738111,
0.07089491254470959,
0.04683226925414441,
0.03707041441722303,
0.03172074122933666,
0.03209863117312117,
0.10394586763225966,
0.014881325502262732,
0.03123161148303566,
0.021796626732261903,
0.1856120953338638,
0.02859580932279815,
0.01863937809511451,
0.049704348785424846,
0.042040765393655755,
0.01811251040826045,
0.11454712947438028,
0.08671286605099227,
0.04086847865650145,
0.05490606824338029,
0.03667710650340994,
0.02549084091629339,
0.0667841550847531,
0.029319744194779784,
0.023698859926828852,
0.025432609755765778,
0.02375579149193896,
0.01672538336871099,
0.02296611570991347,
0.06483577064107693,
0.07479617702428154,
0.03087995600074156,
0.12237882385158527,
0.023488062777768826,
0.027452723249229538,
0.030384945921135165,
0.01793141495997852,
0.019243247666952623,
0.028563930804721305,
0.013113530908661741,
0.022313901038961137,
0.16970258084218226,
0.020046126399569597,
0.03186086311614589,
0.02666626056421295,
0.15998976095182682,
0.029796040472007235,
0.18131855588601598,
0.033866676238364035,
0.01996912456637656,
0.049657362535969196,
0.050930449245672915,
0.07621316988507532,
0.0808905825671209,
0.06284590932538292
],
"wasserstein": [
0.20109765374154162,
0.38141535845814334,
0.33192984244805374,
0.21404119225360824,
0.25326986483802755,
0.2864221796191552,
0.19187670042300778,
0.16402139777856714,
0.2073851044581886,
0.9984526134097971,
0.1923749183023051,
0.24002639069753087,
0.2138438086901091,
0.18659729013797335,
0.34276256547473516,
0.19914072402508542,
0.5767906592102415,
0.283577669826469,
0.25615216609917574,
0.22012732562144105,
0.4078474990948107,
0.19877238605731073,
0.2189543272460741,
0.3659234304059749,
0.19020897003871554,
0.319304124225768,
0.3712434263786506,
0.3158606655532214,
0.2525657980324252,
0.25984407213166355,
0.22488612010391518,
0.4700802544401308,
0.19176222361719758,
0.3158310116728782,
0.20851331624214553,
0.816144425031109,
0.25133037663114616,
0.20657744362919403,
0.3529377000062945,
0.3384781344159699,
0.2080608437210573,
0.5503556950978512,
0.4237569522938746,
0.3647263618096864,
0.33440008784853403,
0.2713213874763763,
0.26364353985622474,
0.36472518748423277,
0.2584174006145461,
0.22072431701581718,
0.24307713276754325,
0.24127512673258075,
0.2015307135233507,
0.22736481283579402,
0.3971641853486821,
0.4624401129355364,
0.2616543491169932,
0.46842239847386763,
0.22826554245247604,
0.2603108535131246,
0.24459127344521975,
0.21543957854417894,
0.1865079242631454,
0.2260926098407223,
0.15413924348716793,
0.2368527085665848,
0.5070019407138747,
0.2288087538210125,
0.3105734593152807,
0.22351871910528132,
0.7094728677688954,
0.27027927904847215,
0.6563384825094751,
0.27708720342334286,
0.19827973314315703,
0.34677151547271734,
0.3281853009414478,
0.3773901473939231,
0.40244759763011634,
0.368000764517111
]
},
"n_perts": 80
},
"Additive": {
"mse": 0.0034097483727236976,
"r2": -0.5520497620105743,
"pearson": 0.2455340233165771,
"spearman": 0.20520113064383114,
"de_corr": 0.3118328441982158,
"mmd": 0.04959944534207577,
"wasserstein": 0.3117223404292129,
"_per_pert": {
"mse": [
0.0005825996631756425,
0.005143148358911276,
0.002098729368299246,
0.0008992542279884219,
0.0010414323769509792,
0.0019154194742441177,
0.0005956629756838083,
0.0007027163519524038,
0.0006015186081640422,
0.038948047906160355,
0.0007910301210358739,
0.001374799874611199,
0.0012303432449698448,
0.0008642044849693775,
0.002258309628814459,
0.0008396322373300791,
0.013300895690917969,
0.0010313605889678001,
0.0012407514732331038,
0.0009599042823538184,
0.004448774736374617,
0.0008785222889855504,
0.0009774609934538603,
0.003598140785470605,
0.0005044957506470382,
0.0025347189512103796,
0.004212670028209686,
0.0023060282692313194,
0.0014529528561979532,
0.0010840122122317553,
0.0011912997579202056,
0.007326717022806406,
0.0008223414188250899,
0.0015441392315551639,
0.0008783814264461398,
0.024095291271805763,
0.0010421122424304485,
0.0009365165024064481,
0.002395705319941044,
0.002136200899258256,
0.000885691144503653,
0.01343798078596592,
0.006077340804040432,
0.0020331263076514006,
0.0034025576896965504,
0.0017901232931762934,
0.0014572122599929571,
0.0034621572121977806,
0.0012116495054215193,
0.0010567789431661367,
0.0011296012671664357,
0.0013417028822004795,
0.0006667429697699845,
0.0009453942766413093,
0.0031355093233287334,
0.003944715950638056,
0.0013999188086017966,
0.009762878529727459,
0.0010465531377121806,
0.000922837236430496,
0.0014585708267986774,
0.000788472534622997,
0.00033990427618846297,
0.0012442066799849272,
0.00043771331547759473,
0.0008133788360282779,
0.01128991600126028,
0.0009627271210774779,
0.00234303530305624,
0.0009936345741152763,
0.014348622411489487,
0.0012312277685850859,
0.014440884813666344,
0.001793248113244772,
0.0009979413589462638,
0.0019191720057278872,
0.0023601490538567305,
0.004366768058389425,
0.00694182887673378,
0.0038117526564747095
],
"r2": [
-1.830138921737671,
0.2818831205368042,
-0.41423749923706055,
-1.6038119792938232,
-0.20775723457336426,
-0.5091320276260376,
-1.154984951019287,
-0.08547317981719971,
-0.4793192148208618,
0.10466253757476807,
-2.0214786529541016,
0.33772653341293335,
-0.9537457227706909,
-1.0948638916015625,
-0.5996403694152832,
-2.167059898376465,
0.1182662844657898,
0.2704926133155823,
0.37349504232406616,
-1.7797160148620605,
0.17458879947662354,
-1.4836680889129639,
-2.557546615600586,
-0.21914541721343994,
-0.2752542495727539,
0.2813529968261719,
0.2203305959701538,
0.29672926664352417,
0.20658165216445923,
-0.6338726282119751,
0.028239667415618896,
0.14206808805465698,
-5.1482253074646,
-0.6012016534805298,
-0.668878436088562,
0.10966914892196655,
-0.947182297706604,
-1.9279875755310059,
-0.03451097011566162,
0.22045254707336426,
-2.4178738594055176,
-0.12351036071777344,
0.22404712438583374,
0.11473113298416138,
0.10248935222625732,
-0.09018433094024658,
-1.9801685810089111,
0.26959240436553955,
0.3742772936820984,
0.19591444730758667,
0.11517179012298584,
0.2898947596549988,
-0.72434401512146,
0.36514174938201904,
0.0318145751953125,
-0.08126378059387207,
-0.6727696657180786,
0.13132917881011963,
-0.8928917646408081,
0.27817726135253906,
-0.549697756767273,
-5.06252908706665,
0.27878421545028687,
-0.22921323776245117,
-1.041421890258789,
-0.05579423904418945,
0.1103176474571228,
-2.744757890701294,
0.03040832281112671,
-0.09232854843139648,
0.0724266767501831,
-1.2601323127746582,
0.16772770881652832,
0.06387245655059814,
-2.993464708328247,
-0.670917272567749,
-0.12444305419921875,
0.2700226306915283,
0.19145560264587402,
0.19842296838760376
],
"pearson": [
0.061030272394418716,
0.7549564242362976,
0.05751093477010727,
-0.04369966685771942,
0.2069295048713684,
-0.15974394977092743,
0.10329172015190125,
0.40790867805480957,
0.3015619218349457,
0.5682238340377808,
0.2668112814426422,
0.5916787981987,
-0.10949701815843582,
0.1466212272644043,
-0.09198087453842163,
-0.1529911756515503,
0.4653441905975342,
0.5345771312713623,
0.6695622205734253,
-0.20527151226997375,
0.5552326440811157,
0.03321439400315285,
-0.27204808592796326,
0.06643685698509216,
0.39208218455314636,
0.5634338855743408,
0.5327057242393494,
0.5942004323005676,
0.4918018877506256,
0.14649564027786255,
0.35414794087409973,
0.4047507345676422,
-0.5029024481773376,
0.020647374913096428,
0.09025587886571884,
0.678824782371521,
-0.0769813284277916,
0.003349633887410164,
0.24272526800632477,
0.48075902462005615,
-0.2761193811893463,
0.35070180892944336,
0.5991236567497253,
0.3593236207962036,
0.33737534284591675,
0.18851716816425323,
-0.20311783254146576,
0.6176603436470032,
0.671146810054779,
0.5221258997917175,
0.4010509252548218,
0.6069756746292114,
0.1967179924249649,
0.6405487656593323,
0.30995842814445496,
0.06903589516878128,
-0.13440066576004028,
0.47568202018737793,
-0.03781207278370857,
0.6508035063743591,
-0.14448973536491394,
-0.33955514430999756,
0.5968636870384216,
0.286220520734787,
0.2697177529335022,
0.41081514954566956,
0.4911011755466461,
-0.37710583209991455,
0.3493264615535736,
0.261532187461853,
0.31147611141204834,
-0.11166010051965714,
0.6022918224334717,
0.34165671467781067,
-0.34675857424736023,
-0.2415717989206314,
0.08801211416721344,
0.6292260885238647,
0.5155384540557861,
0.532830536365509
],
"spearman": [
-0.012090679522669881,
0.6977098954274739,
0.1450131167532792,
-0.04749983087495771,
0.08937925334481334,
-0.10078236419559106,
-0.0030729682682420667,
0.2994747283686821,
0.24681941720485429,
0.4445384461346115,
0.2151244512811128,
0.5230794167698543,
-0.09617779354444839,
0.14578339844584962,
0.016144364536091135,
-0.18157021539255383,
0.41461215765303944,
0.37162702040675505,
0.6083111270777818,
-0.19910819127704785,
0.5227272826818207,
-0.07909027827256955,
-0.2634291793572948,
0.06228738957184738,
0.2968642672160668,
0.47850050662512666,
0.4742138535534634,
0.4903983655995914,
0.39055762963940743,
0.13457892664473164,
0.38983801045950256,
0.28748236637059155,
-0.4623955155988788,
0.015348783837195958,
0.23744550536137635,
0.6466587926646982,
-0.04224213606053401,
0.03156737515368156,
0.2035127023781756,
0.38654380713595177,
-0.14385154646288661,
0.2781673565418391,
0.5253280193320048,
0.25493990623497653,
0.27062060265515064,
0.13380912045228008,
-0.2755979323994831,
0.5598281464570365,
0.6065233186308296,
0.4819712854928213,
0.33117250829312705,
0.4559284994821249,
0.1753191528297882,
0.4896906249226562,
0.29153785588446396,
0.09279895119973779,
-0.019934050983512745,
0.3380452145113036,
-0.10794779548694886,
0.5706981301745325,
-0.13142376135594033,
-0.3113019523254881,
0.49452539913134974,
0.18348677937169483,
0.22354803788700944,
0.36348784137196033,
0.4486911626727906,
-0.3045453656363414,
0.200340044085011,
0.1644751776187944,
0.3022850810712702,
-0.0745589384176942,
0.5974200368550092,
0.2816811629202907,
-0.32133867233466806,
-0.17233515558378887,
0.039975867993967,
0.5392369033092258,
0.37754505438626357,
0.4271651747912937
],
"de_corr": [
0.6897227764129639,
0.8864696621894836,
0.12434157729148865,
-0.10353509336709976,
0.464594304561615,
-0.34774771332740784,
-0.27771130204200745,
0.5040099024772644,
0.5618944764137268,
0.8007484674453735,
0.22932881116867065,
0.7646660804748535,
-0.044790640473365784,
-0.12429240345954895,
0.03533187881112099,
-0.3967788815498352,
0.6527127623558044,
0.5345252752304077,
0.5684742331504822,
-0.008411237969994545,
0.8292492628097534,
0.397029310464859,
-0.03514830768108368,
-0.5421869158744812,
0.6469439268112183,
0.730720043182373,
0.12504473328590393,
0.3785933256149292,
0.57857745885849,
0.2224082499742508,
0.05066896975040436,
0.5418410301208496,
0.18211892247200012,
-0.16815973818302155,
-0.35439443588256836,
0.7907842397689819,
0.008259550668299198,
0.4223805367946625,
0.29191523790359497,
0.7320380210876465,
-0.47352707386016846,
0.8487730026245117,
0.8590567708015442,
0.5939439535140991,
0.44766291975975037,
0.5950221419334412,
-0.364464670419693,
0.6831140518188477,
0.5967739820480347,
0.7253232002258301,
0.6219841241836548,
0.8695692420005798,
0.02088513784110546,
0.8723554015159607,
0.6031555533409119,
0.1709887832403183,
-0.5777860879898071,
0.7562110424041748,
0.21485689282417297,
0.6774112582206726,
-0.259482741355896,
-0.42325034737586975,
0.7348798513412476,
0.19625763595104218,
0.37473225593566895,
0.1757725030183792,
0.8413135409355164,
-0.3673400282859802,
0.6309633255004883,
0.5124343037605286,
0.2654319703578949,
-0.25711071491241455,
0.6562187671661377,
0.39367181062698364,
-0.7479125261306763,
-0.31291115283966064,
-0.07712652534246445,
0.820684015750885,
0.7898404002189636,
0.9160152077674866
],
"mmd": [
0.015612012265772357,
0.07244129978026048,
0.037323246311130265,
0.017966079909563892,
0.026677115551748676,
0.04194380412900667,
0.016127729490181042,
0.013699043463356708,
0.015605133216123113,
0.3531200415957221,
0.01629205845509074,
0.029364245061944017,
0.02297392911477736,
0.019984428308042146,
0.0426202242977991,
0.017350741273044368,
0.13386211423933303,
0.026131277704813938,
0.03322666060616575,
0.018543118232818734,
0.06982541647391594,
0.020134879227340474,
0.020461732595834392,
0.05236381049286176,
0.015794230805896148,
0.04831285063738111,
0.07089491254470959,
0.04683226925414441,
0.03707041441722303,
0.03172074122933666,
0.03209863117312117,
0.10394586763225966,
0.014881325502262732,
0.03123161148303566,
0.021796626732261903,
0.1856120953338638,
0.02859580932279815,
0.01863937809511451,
0.049704348785424846,
0.042040765393655755,
0.01811251040826045,
0.11454712947438028,
0.08671286605099227,
0.04086847865650145,
0.05490606824338029,
0.03667710650340994,
0.02549084091629339,
0.0667841550847531,
0.029319744194779784,
0.023698859926828852,
0.025432609755765778,
0.02375579149193896,
0.01672538336871099,
0.02296611570991347,
0.06483577064107693,
0.07479617702428154,
0.03087995600074156,
0.12237882385158527,
0.023488062777768826,
0.027452723249229538,
0.030384945921135165,
0.01793141495997852,
0.019243247666952623,
0.028563930804721305,
0.013113530908661741,
0.022313901038961137,
0.16970258084218226,
0.020046126399569597,
0.03186086311614589,
0.02666626056421295,
0.15998976095182682,
0.029796040472007235,
0.18131855588601598,
0.033866676238364035,
0.01996912456637656,
0.049657362535969196,
0.050930449245672915,
0.07621316988507532,
0.0808905825671209,
0.06284590932538292
],
"wasserstein": [
0.20109765374154162,
0.38141535845814334,
0.33192984244805374,
0.21404119225360824,
0.25326986483802755,
0.2864221796191552,
0.19187670042300778,
0.16402139777856714,
0.2073851044581886,
0.9984526134097971,
0.1923749183023051,
0.24002639069753087,
0.2138438086901091,
0.18659729013797335,
0.34276256547473516,
0.19914072402508542,
0.5767906592102415,
0.283577669826469,
0.25615216609917574,
0.22012732562144105,
0.4078474990948107,
0.19877238605731073,
0.2189543272460741,
0.3659234304059749,
0.19020897003871554,
0.319304124225768,
0.3712434263786506,
0.3158606655532214,
0.2525657980324252,
0.25984407213166355,
0.22488612010391518,
0.4700802544401308,
0.19176222361719758,
0.3158310116728782,
0.20851331624214553,
0.816144425031109,
0.25133037663114616,
0.20657744362919403,
0.3529377000062945,
0.3384781344159699,
0.2080608437210573,
0.5503556950978512,
0.4237569522938746,
0.3647263618096864,
0.33440008784853403,
0.2713213874763763,
0.26364353985622474,
0.36472518748423277,
0.2584174006145461,
0.22072431701581718,
0.24307713276754325,
0.24127512673258075,
0.2015307135233507,
0.22736481283579402,
0.3971641853486821,
0.4624401129355364,
0.2616543491169932,
0.46842239847386763,
0.22826554245247604,
0.2603108535131246,
0.24459127344521975,
0.21543957854417894,
0.1865079242631454,
0.2260926098407223,
0.15413924348716793,
0.2368527085665848,
0.5070019407138747,
0.2288087538210125,
0.3105734593152807,
0.22351871910528132,
0.7094728677688954,
0.27027927904847215,
0.6563384825094751,
0.27708720342334286,
0.19827973314315703,
0.34677151547271734,
0.3281853009414478,
0.3773901473939231,
0.40244759763011634,
0.368000764517111
]
},
"n_perts": 80
},
"LinearResponse": {
"mse": 0.0034097483410732822,
"r2": -0.5520497649908066,
"pearson": 0.24553402810706756,
"spearman": 0.20520112447788003,
"de_corr": 0.3118328398792073,
"mmd": 0.0495994453304199,
"wasserstein": 0.3117223400859971,
"_per_pert": {
"mse": [
0.0005825996631756425,
0.005143148358911276,
0.002098729368299246,
0.0008992542279884219,
0.0010414323769509792,
0.0019154194742441177,
0.0005956629174761474,
0.0007027163519524038,
0.0006015186081640422,
0.038948047906160355,
0.0007910301210358739,
0.0013747999910265207,
0.0012303432449698448,
0.0008642044849693775,
0.002258309395983815,
0.0008396321791224182,
0.013300895690917969,
0.0010313604725524783,
0.0012407514732331038,
0.0009599042823538184,
0.004448774270713329,
0.0008785222889855504,
0.0009774609934538603,
0.003598140785470605,
0.0005044957506470382,
0.002534718718379736,
0.004212670028209686,
0.0023060282692313194,
0.0014529528561979532,
0.0010840122122317553,
0.0011912997579202056,
0.007326717022806406,
0.0008223413024097681,
0.0015441392315551639,
0.0008783813682384789,
0.024095291271805763,
0.0010421121260151267,
0.0009365165024064481,
0.0023957055527716875,
0.0021362006664276123,
0.000885691144503653,
0.01343798078596592,
0.006077340338379145,
0.0020331263076514006,
0.0034025576896965504,
0.0017901232931762934,
0.0014572122599929571,
0.0034621572121977806,
0.0012116493890061975,
0.0010567789431661367,
0.0011296012671664357,
0.0013417028822004795,
0.0006667430279776454,
0.0009453942766413093,
0.0031355093233287334,
0.003944715950638056,
0.0013999186921864748,
0.009762878529727459,
0.0010465530212968588,
0.000922837236430496,
0.0014585708267986774,
0.000788472534622997,
0.00033990430529229343,
0.0012442066799849272,
0.00043771331547759473,
0.000813378719612956,
0.01128991600126028,
0.0009627271210774779,
0.00234303530305624,
0.0009936345741152763,
0.014348622411489487,
0.0012312277685850859,
0.014440884813666344,
0.0017932482296600938,
0.000997941242530942,
0.001919172122143209,
0.0023601490538567305,
0.004366768058389425,
0.006941828411072493,
0.0038117526564747095
],
"r2": [
-1.830138921737671,
0.281883180141449,
-0.41423749923706055,
-1.6038117408752441,
-0.20775723457336426,
-0.5091320276260376,
-1.154984951019287,
-0.08547317981719971,
-0.4793192148208618,
0.10466241836547852,
-2.0214786529541016,
0.33772653341293335,
-0.9537456035614014,
-1.0948641300201416,
-0.5996403694152832,
-2.167060136795044,
0.1182662844657898,
0.2704926133155823,
0.37349504232406616,
-1.7797160148620605,
0.17458868026733398,
-1.4836680889129639,
-2.557546615600586,
-0.2191455364227295,
-0.27525436878204346,
0.2813529968261719,
0.2203305959701538,
0.29672926664352417,
0.20658165216445923,
-0.6338722705841064,
0.028239667415618896,
0.14206808805465698,
-5.1482253074646,
-0.6012016534805298,
-0.668878436088562,
0.10966914892196655,
-0.947182297706604,
-1.9279875755310059,
-0.03451097011566162,
0.22045254707336426,
-2.4178738594055176,
-0.12351036071777344,
0.22404712438583374,
0.11473113298416138,
0.1024894118309021,
-0.09018433094024658,
-1.9801685810089111,
0.26959240436553955,
0.3742772936820984,
0.19591444730758667,
0.11517184972763062,
0.2898947596549988,
-0.72434401512146,
0.36514168977737427,
0.031814634799957275,
-0.08126378059387207,
-0.6727696657180786,
0.13132917881011963,
-0.8928917646408081,
0.2781773805618286,
-0.549697756767273,
-5.062529563903809,
0.27878421545028687,
-0.22921323776245117,
-1.041421890258789,
-0.05579423904418945,
0.1103176474571228,
-2.744757890701294,
0.03040832281112671,
-0.09232842922210693,
0.0724266767501831,
-1.260132074356079,
0.16772770881652832,
0.06387251615524292,
-2.993464708328247,
-0.6709173917770386,
-0.12444305419921875,
0.2700226306915283,
0.19145548343658447,
0.19842296838760376
],
"pearson": [
0.061030276119709015,
0.7549563646316528,
0.057510942220687866,
-0.04369964450597763,
0.2069295346736908,
-0.15974394977092743,
0.10329174250364304,
0.40790867805480957,
0.3015618920326233,
0.5682238340377808,
0.2668113112449646,
0.5916787981987,
-0.10949700325727463,
0.1466212421655655,
-0.09198087453842163,
-0.1529911607503891,
0.4653441905975342,
0.5345771312713623,
0.6695621609687805,
-0.20527154207229614,
0.5552326440811157,
0.03321441635489464,
-0.27204808592796326,
0.06643685698509216,
0.39208218455314636,
0.5634338855743408,
0.5327057838439941,
0.5942004323005676,
0.4918018877506256,
0.14649567008018494,
0.35414794087409973,
0.4047507345676422,
-0.5029025077819824,
0.020647387951612473,
0.09025586396455765,
0.6788249015808105,
-0.076981320977211,
0.0033496576361358166,
0.24272525310516357,
0.48075905442237854,
-0.2761194109916687,
0.35070180892944336,
0.5991236567497253,
0.3593235909938812,
0.3373754024505615,
0.18851718306541443,
-0.20311786234378815,
0.6176603436470032,
0.6711468696594238,
0.5221259593963623,
0.4010509252548218,
0.6069756746292114,
0.1967179924249649,
0.6405487656593323,
0.30995842814445496,
0.06903589516878128,
-0.1344006508588791,
0.4756820797920227,
-0.03781205788254738,
0.6508035063743591,
-0.14448976516723633,
-0.33955514430999756,
0.5968638062477112,
0.2862204909324646,
0.2697177529335022,
0.41081514954566956,
0.49110114574432373,
-0.37710583209991455,
0.3493264615535736,
0.26153215765953064,
0.31147611141204834,
-0.11166010051965714,
0.6022918224334717,
0.34165677428245544,
-0.34675857424736023,
-0.2415717989206314,
0.08801210671663284,
0.6292260885238647,
0.5155384540557861,
0.5328304767608643
],
"spearman": [
-0.012090679522669881,
0.6977098954274739,
0.1450131167532792,
-0.04749983087495771,
0.08937925334481334,
-0.10078236419559106,
-0.0030729682682420667,
0.2994747283686821,
0.24681941720485429,
0.4445384461346115,
0.2151244512811128,
0.5230794167698543,
-0.09617779354444839,
0.14578339844584962,
0.016144364536091135,
-0.18157021539255383,
0.41461215765303944,
0.37162702040675505,
0.6083111270777818,
-0.19910819127704785,
0.5227272826818207,
-0.07909027827256955,
-0.2634291793572948,
0.06228738957184738,
0.2968642672160668,
0.47850050662512666,
0.4742138535534634,
0.4903983655995914,
0.39055762963940743,
0.13457892664473164,
0.38983801045950256,
0.28748236637059155,
-0.4623955155988788,
0.015348783837195958,
0.23744550536137635,
0.6466587926646982,
-0.04224348756087189,
0.03156737515368156,
0.2035127023781756,
0.38654380713595177,
-0.14385154646288661,
0.2781673565418391,
0.5253280193320048,
0.25493990623497653,
0.27062060265515064,
0.13380912045228008,
-0.2755979323994831,
0.5598281464570365,
0.6065233186308296,
0.4819712854928213,
0.33117250829312705,
0.4559284994821249,
0.1753191528297882,
0.4896906249226562,
0.29153785588446396,
0.09279895119973779,
-0.019934050983512745,
0.3380452145113036,
-0.10794779548694886,
0.5706981301745325,
-0.13142376135594033,
-0.3113019523254881,
0.49452539913134974,
0.18348677937169483,
0.22354803788700944,
0.36348784137196033,
0.4486911626727906,
-0.3045453656363414,
0.200340044085011,
0.1644751776187944,
0.3022850810712702,
-0.0745589384176942,
0.597420161579073,
0.2816811629202907,
-0.32133867233466806,
-0.17233515558378887,
0.03997660149415037,
0.5392369033092258,
0.37754505438626357,
0.4271651747912937
],
"de_corr": [
0.6897227168083191,
0.8864696025848389,
0.12434150278568268,
-0.10353504866361618,
0.46459436416625977,
-0.3477477431297302,
-0.27771133184432983,
0.5040098428726196,
0.5618945360183716,
0.8007484078407288,
0.22932887077331543,
0.7646661400794983,
-0.04479058086872101,
-0.12429239600896835,
0.0353318490087986,
-0.3967788815498352,
0.6527127027511597,
0.5345252156257629,
0.568474292755127,
-0.008411237969994545,
0.8292492032051086,
0.397029310464859,
-0.03514837101101875,
-0.5421869158744812,
0.6469438672065735,
0.7307199835777283,
0.1250447779893875,
0.3785933256149292,
0.57857745885849,
0.22240830957889557,
0.05066901072859764,
0.5418409705162048,
0.18211904168128967,
-0.16815964877605438,
-0.35439446568489075,
0.7907842397689819,
0.008259566500782967,
0.4223805367946625,
0.2919152081012726,
0.7320380210876465,
-0.4735271632671356,
0.8487730026245117,
0.8590567708015442,
0.5939438939094543,
0.44766297936439514,
0.5950221419334412,
-0.36446473002433777,
0.6831140518188477,
0.5967740416526794,
0.7253232002258301,
0.6219841837882996,
0.8695690631866455,
0.02088514156639576,
0.8723554015159607,
0.6031556129455566,
0.1709887981414795,
-0.5777860879898071,
0.7562110424041748,
0.21485692262649536,
0.6774111986160278,
-0.2594827711582184,
-0.42325031757354736,
0.7348797917366028,
0.196257546544075,
0.3747323751449585,
0.17577248811721802,
0.8413136005401611,
-0.36733999848365784,
0.6309633255004883,
0.5124343037605286,
0.2654319405555725,
-0.2571105659008026,
0.6562188267707825,
0.39367181062698364,
-0.747912585735321,
-0.31291118264198303,
-0.07712656259536743,
0.8206839561462402,
0.7898404002189636,
0.916015088558197
],
"mmd": [
0.015612012091381522,
0.07244129962390444,
0.03732324635244422,
0.017966079853083072,
0.026677115216721226,
0.04194380406056519,
0.016127729442044214,
0.01369904368703756,
0.015605133392873838,
0.3531200418266687,
0.01629205843466419,
0.029364244570023956,
0.022973928706202074,
0.01998442841945902,
0.04262022399414289,
0.017350741184317564,
0.1338621144736254,
0.026131277525809682,
0.0332266606644257,
0.018543118315726526,
0.0698254169995226,
0.020134879337823763,
0.020461732219173134,
0.052363810031845426,
0.01579423109582534,
0.04831285054486123,
0.07089491235511003,
0.04683226907041538,
0.037070414719125755,
0.03172074092573296,
0.03209863104703492,
0.1039458682662725,
0.01488132538187037,
0.031231611265801873,
0.02179662671362459,
0.18561209522241373,
0.028595809426273266,
0.01863937783420777,
0.04970434924224387,
0.042040765423941306,
0.018112510160466444,
0.1145471296900692,
0.08671286601753703,
0.04086847870829802,
0.05490606816994359,
0.036677106487255196,
0.025490840857557928,
0.06678415441498087,
0.0293197438013324,
0.023698859622901747,
0.0254326094080346,
0.023755791637402823,
0.016725383307354846,
0.022966115705365775,
0.06483577081145464,
0.07479617700441044,
0.03087995585038117,
0.12237882456238658,
0.023488062780999686,
0.02745272302365309,
0.030384945864470714,
0.017931414862744743,
0.019243247846852274,
0.028563931044767732,
0.013113530765531234,
0.022313901202118513,
0.1697025811948144,
0.020046126236005213,
0.03186086315320802,
0.026666260846928247,
0.15998976147536959,
0.029796040331229512,
0.18131855492208226,
0.03386667549768585,
0.019969124596080468,
0.049657362418190076,
0.05093044942678748,
0.07621317055323595,
0.08089058316486275,
0.06284591005060025
],
"wasserstein": [
0.20109765342148145,
0.38141535787733416,
0.3319298437341127,
0.21404119193806903,
0.2532698630456588,
0.2864221806507449,
0.1918767008051754,
0.16402139752201111,
0.20738510618490602,
0.9984526125146103,
0.19237491673430016,
0.2400263896477546,
0.21384380788100174,
0.18659729074990256,
0.34276256590835635,
0.19914072335293173,
0.5767906602443618,
0.2835776671282534,
0.2561521667337757,
0.2201273256478871,
0.4078474988266915,
0.1987723877740816,
0.21895432608258783,
0.3659234284390539,
0.1902089705768061,
0.3193041237788155,
0.3712434263912862,
0.3158606637327786,
0.25256579776887184,
0.2598440706180539,
0.22488611941474054,
0.4700802561379341,
0.1917622225492707,
0.31583101077819026,
0.208513315658571,
0.8161444245601654,
0.2513303766326195,
0.20657744191892527,
0.3529377006426373,
0.3384781339512265,
0.2080608428568004,
0.5503556958110224,
0.42375695068357694,
0.3647263607598856,
0.3344000888887028,
0.27132138763153973,
0.263643538565005,
0.36472518475081855,
0.25841739989352047,
0.2207243158781102,
0.24307713096033048,
0.24127512751103336,
0.20153071205305628,
0.22736481193372066,
0.39716418564501965,
0.46244011254729295,
0.26165434701296114,
0.4684223991128823,
0.2282655417820913,
0.26031085122150577,
0.24459127527228708,
0.2154395783006202,
0.18650792584561024,
0.2260926090488945,
0.1541392421861213,
0.23685270805218506,
0.5070019415585381,
0.22880875223607236,
0.3105734593458843,
0.22351871849931476,
0.7094728692075722,
0.27027927878296204,
0.6563384802272009,
0.27708720025610406,
0.19827973354114609,
0.3467715158384472,
0.3281853019257982,
0.377390148557869,
0.4024475976889559,
0.36800076705337303
]
},
"n_perts": 80
},
"NearestPerturbationCentroid": {
"mse": 0.005708367927582003,
"r2": -3.6805508196353913,
"pearson": 0.0717333696957212,
"spearman": 0.05168680142046058,
"de_corr": 0.1191471351776272,
"mmd": 0.08350106605838317,
"wasserstein": 0.3939168081784377,
"_per_pert": {
"mse": [
0.002775015775114298,
0.00555382901802659,
0.003079378744587302,
0.0026705777272582054,
0.0032496952917426825,
0.00409917626529932,
0.002837124513462186,
0.0025020253378897905,
0.002442104509100318,
0.04397495090961456,
0.003224154468625784,
0.003992007579654455,
0.003761792555451393,
0.003363958792760968,
0.003967595752328634,
0.00294712302275002,
0.013915268704295158,
0.003656757762655616,
0.0042054434306919575,
0.0028930201660841703,
0.006417109631001949,
0.002691220259293914,
0.003484762739390135,
0.008360848762094975,
0.0020651340018957853,
0.005540607962757349,
0.007243866100907326,
0.005349485669285059,
0.0033827689476311207,
0.003691357094794512,
0.003909493796527386,
0.012610295787453651,
0.002954313298687339,
0.003853762988001108,
0.003202597377821803,
0.02955160103738308,
0.0032517006620764732,
0.0031355612445622683,
0.004354109987616539,
0.004124769475311041,
0.0028027717489749193,
0.017625197768211365,
0.008772746659815311,
0.005304872523993254,
0.007221899926662445,
0.004211016930639744,
0.003953391686081886,
0.006835431791841984,
0.003305850550532341,
0.0035600934643298388,
0.0036720691714435816,
0.003941299859434366,
0.0026211251970380545,
0.003364634234458208,
0.005260619334876537,
0.00694065960124135,
0.003300108015537262,
0.0120886554941535,
0.002798232948407531,
0.002974161645397544,
0.003024839796125889,
0.0030078364070504904,
0.001983393682166934,
0.0031820693984627724,
0.0025544248055666685,
0.00316640711389482,
0.00822489894926548,
0.003703599562868476,
0.004827210679650307,
0.003453066572546959,
0.01690433919429779,
0.0034147275146096945,
0.01725544035434723,
0.00430149445310235,
0.0032077908981591463,
0.00511400680989027,
0.005330512300133705,
0.002068045549094677,
0.009683116339147091,
0.0034210081212222576
],
"r2": [
-12.48040771484375,
0.22454148530960083,
-1.075052261352539,
-6.732722759246826,
-2.7686970233917236,
-2.2296833992004395,
-9.264128684997559,
-2.8648335933685303,
-5.005887031555176,
-0.010895967483520508,
-11.315226554870605,
-0.9230440855026245,
-4.973606586456299,
-7.154361724853516,
-1.8103878498077393,
-10.116433143615723,
0.07753872871398926,
-1.586517572402954,
-1.1234960556030273,
-7.377682685852051,
-0.19060981273651123,
-6.608341217041016,
-11.683067321777344,
-1.8328773975372314,
-4.220204830169678,
-0.5708807706832886,
-0.34067487716674805,
-0.6314358711242676,
-0.8472388982772827,
-4.563781261444092,
-2.189030408859253,
-0.4766199588775635,
-21.087886810302734,
-2.99617600440979,
-5.084766864776611,
-0.09194362163543701,
-5.075789451599121,
-8.803227424621582,
-0.880186915397644,
-0.5052205324172974,
-9.81586742401123,
-0.47359132766723633,
-0.12010157108306885,
-1.3098607063293457,
-0.9049588441848755,
-1.5645074844360352,
-7.085145950317383,
-0.44206368923187256,
-0.7072147130966187,
-1.7088160514831543,
-1.8763689994812012,
-1.0859594345092773,
-5.778806686401367,
-1.2594447135925293,
-0.6243786811828613,
-0.9024648666381836,
-2.943314790725708,
-0.07561123371124268,
-4.0611419677734375,
-1.3263227939605713,
-2.21382212638855,
-22.127117156982422,
-3.208404541015625,
-2.143723487854004,
-10.913413047790527,
-3.110107421875,
0.3518509864807129,
-13.406034469604492,
-0.9975898265838623,
-2.7960469722747803,
-0.09278881549835205,
-5.268325328826904,
0.005516231060028076,
-1.2455050945281982,
-11.836626052856445,
-3.4524831771850586,
-1.539609670639038,
0.6542920470237732,
-0.12783396244049072,
0.28059297800064087
],
"pearson": [
0.040950190275907516,
0.5520670413970947,
0.2949352264404297,
0.1270199418067932,
0.08379948139190674,
-0.13717515766620636,
-0.016923369839787483,
0.3134763240814209,
0.30443260073661804,
0.12832075357437134,
-0.12237337231636047,
0.18744917213916779,
-0.18839463591575623,
-0.0367615707218647,
0.09397189319133759,
-0.013420735485851765,
0.3006315231323242,
0.07328757643699646,
0.06809114664793015,
0.06848412752151489,
0.25736337900161743,
0.16438859701156616,
-0.23693862557411194,
-0.32693690061569214,
0.47959446907043457,
0.10788293182849884,
0.08924441039562225,
0.10204946994781494,
0.2674649655818939,
-0.09228792041540146,
0.020998533815145493,
-0.120652936398983,
-0.29250749945640564,
-0.1349891573190689,
-0.045502446591854095,
0.07061892002820969,
-0.06828445196151733,
-0.15700778365135193,
0.11756821721792221,
0.2323426455259323,
-0.0036526317708194256,
-0.01631554588675499,
0.24310193955898285,
-0.08201180398464203,
-0.10763748735189438,
0.042719706892967224,
-0.33680036664009094,
0.06998996436595917,
0.2448081523180008,
0.09559549391269684,
0.0318387970328331,
0.10063743591308594,
0.13100135326385498,
0.18650692701339722,
0.114848792552948,
-0.11383139342069626,
-0.012855380773544312,
0.18107284605503082,
0.0988704040646553,
0.2811323404312134,
0.10601114481687546,
-0.23266027867794037,
0.433714896440506,
0.17066460847854614,
0.004271475598216057,
0.13479971885681152,
0.6769914627075195,
-0.4312286078929901,
0.07111253589391708,
-0.01736949197947979,
0.08847634494304657,
-0.03195406496524811,
0.20600773394107819,
0.07671056687831879,
-0.24971400201320648,
-0.38858258724212646,
-0.14172986149787903,
0.8294099569320679,
0.15451207756996155,
0.5739294290542603
],
"spearman": [
0.047905532976383246,
0.47972227943056983,
0.35438633409658354,
0.1889650012412503,
0.043029619757404935,
-0.0804527976131994,
0.04774034393508598,
0.2034289063572266,
0.27764595791148944,
-0.010549571637392908,
-0.1290160312540078,
0.15639750609937653,
-0.14476797769199443,
-0.029059948264987066,
0.08485366821341704,
0.029388074847018712,
0.26492527673131916,
-0.027749310937327732,
0.007139812784953196,
0.11300169575042392,
0.1125054596263649,
0.16361829640457407,
-0.22842103510525877,
-0.3638161089540272,
0.3928561597140399,
-0.015466329866582466,
0.15702613825653455,
0.10211029952757489,
0.19519428829857205,
0.009164514791128698,
0.038389935597483896,
-0.1353252668313167,
-0.22751582471427462,
-0.08258468664617166,
-0.04027246456811614,
0.013012435753108936,
0.0605511556377889,
-0.16589839147459787,
0.06330627532656884,
0.20405216101304025,
0.07319584379896095,
-0.08014684403671102,
0.22104831576207895,
-0.1242788755697189,
-0.14836346659086666,
0.006126250531562632,
-0.3201874790468697,
0.04472410118102529,
0.19221744155436038,
0.05398577699644425,
-0.008218883054720764,
-0.02939903084975771,
0.12679051369762842,
0.1686881011720253,
0.14928983382245845,
-0.1299841659960415,
-0.018041637010409253,
0.0035642086423887387,
0.0964947196236799,
0.22950836437709107,
0.10839174009793502,
-0.16706155026538755,
0.4460997875249469,
0.09231464307866076,
-0.0076094584023645995,
0.0994081328520332,
0.6303141990785497,
-0.39193549698387425,
-0.02946834886708722,
-0.045404180351045084,
0.0468091932022983,
-0.040534856648914735,
0.158305472076368,
0.01176827244206811,
-0.17812788103197025,
-0.3290287107571777,
-0.11575518943879735,
0.7570251617562904,
0.008476074619018654,
0.444522636130659
],
"de_corr": [
0.4627281725406647,
0.5847346782684326,
0.4412709176540375,
0.14813345670700073,
0.08825524896383286,
-0.27607592940330505,
-0.14479492604732513,
0.546600878238678,
0.5115342140197754,
0.6641858220100403,
-0.28457897901535034,
0.4495815336704254,
-0.15066464245319366,
-0.17006850242614746,
-0.009612279944121838,
-0.12765875458717346,
0.5670153498649597,
-0.04873455688357353,
0.35111674666404724,
0.07225529849529266,
0.4345524311065674,
0.3171515166759491,
-0.11298967897891998,
-0.8148773908615112,
0.5133845210075378,
0.3043084740638733,
-0.2143367975950241,
0.01165721658617258,
0.6780430674552917,
-0.1776619404554367,
-0.028674716129899025,
-0.09889513999223709,
-0.8606702089309692,
-0.6738924980163574,
-0.3771640658378601,
-0.11621119827032089,
-0.13651451468467712,
0.06158582121133804,
0.24193349480628967,
0.7036532759666443,
-0.030576923862099648,
0.24055425822734833,
0.32758644223213196,
-0.0483349934220314,
-0.473682165145874,
0.3182647228240967,
-0.3409825563430786,
0.06544657796621323,
0.2355632334947586,
0.12002364546060562,
0.32202965021133423,
0.6086364984512329,
-0.018901970237493515,
0.5017403364181519,
0.5716832876205444,
-0.1689077764749527,
0.1588938683271408,
0.5301911234855652,
0.024050481617450714,
0.45638251304626465,
0.3119121491909027,
-0.40808412432670593,
0.4413498342037201,
0.18814459443092346,
-0.11920631676912308,
-0.01477733813226223,
0.8833320140838623,
-0.4483063817024231,
0.44352641701698303,
0.134155735373497,
0.1720414161682129,
0.18887881934642792,
0.16141648590564728,
0.08799620717763901,
-0.5561348795890808,
-0.7289972305297852,
-0.17588718235492706,
0.9617927074432373,
0.4150337278842926,
0.8643184900283813
],
"mmd": [
0.05219576492141409,
0.07889851084548927,
0.05685209307502592,
0.05036079613572131,
0.05997102256627451,
0.07902495455395231,
0.05458265336941581,
0.04300078471639002,
0.048605035475542624,
0.3795075166950631,
0.05518389761308473,
0.0666978378376617,
0.06464007904260882,
0.06168396124410891,
0.07132592542765359,
0.05387260600115307,
0.14788053918231459,
0.06838268723801932,
0.0645274178387586,
0.0548453751922916,
0.09536479922651997,
0.05169740047775495,
0.06259930051564844,
0.11330530294775598,
0.037979138126772116,
0.08684897495611299,
0.11664089357715102,
0.09296696881055322,
0.06285983776124904,
0.07591106665607972,
0.07579793120005907,
0.15635759141339822,
0.054063013151032235,
0.07251494934264324,
0.05741446120047078,
0.21674177593242716,
0.07054485096755869,
0.056492795915961014,
0.07564508818180726,
0.07322941227160695,
0.05251724254643897,
0.14800783440133236,
0.119213497544428,
0.09064955011213416,
0.1066033967744785,
0.0768935170317141,
0.0696895982553487,
0.11168089791869862,
0.05884208580445183,
0.06263915235879647,
0.06850840450229234,
0.058358386441722865,
0.04976127332911029,
0.061079495394589345,
0.0986732719448915,
0.11929611959002906,
0.0648890561589458,
0.14779170848680268,
0.05589973994608988,
0.06063605130958272,
0.060537703596493686,
0.05413708898822944,
0.045527329704063924,
0.06165017388451266,
0.051743498354969275,
0.058536877245668584,
0.13233941730115428,
0.06840988936568815,
0.0653710993642529,
0.06770299440648597,
0.19207823966971782,
0.06740186722182007,
0.20982488716019465,
0.0759745723884967,
0.056828885344218816,
0.10458242182325805,
0.0985330630375586,
0.04579248046816797,
0.1057996180830374,
0.05866788580628057
],
"wasserstein": [
0.3039940988700868,
0.38383625909752667,
0.3619847232645206,
0.2894708433883089,
0.35426734262803905,
0.3315559903857778,
0.299113843057621,
0.2544418722122676,
0.31385938457638674,
1.0420245505605208,
0.318993315295164,
0.34349833104116767,
0.3255579765134605,
0.29442548758489373,
0.3987172591117573,
0.30073002794452897,
0.546817744326097,
0.3984919478712279,
0.3464847453081712,
0.3003434589469694,
0.4776827711261298,
0.28642210724056466,
0.3349675443732946,
0.5101122204609412,
0.2578093204663691,
0.4379814925673164,
0.46996234220348776,
0.4176002456558335,
0.3626613959024197,
0.367318734376945,
0.3283973399386791,
0.5654930460938172,
0.3074792607067829,
0.39911835113632416,
0.2975595777600581,
0.8527737502110125,
0.34935037900258287,
0.3241944378985564,
0.380703337497849,
0.41015493638972567,
0.27823106110688073,
0.5595640012574201,
0.45242865538353927,
0.46869732780340584,
0.4203691195107247,
0.3417242776927336,
0.3769894280504267,
0.4734618194291875,
0.3366606326283432,
0.3278343067365113,
0.35367780008983263,
0.36828200588807847,
0.300196714524547,
0.33575258901433847,
0.4714105335450636,
0.5390157962244185,
0.35528148042904917,
0.5649892233030266,
0.33373166966799706,
0.35630534277727477,
0.3199586499121318,
0.3124362928216076,
0.2608963771398867,
0.3244447414172524,
0.27379280016397345,
0.3471016966215186,
0.4239616054803974,
0.35016539524356705,
0.41879757916712407,
0.32877376158244176,
0.736442759441735,
0.3576513458788307,
0.7281165419953295,
0.39102381460751234,
0.3011626440623093,
0.4656381281636742,
0.3941697954896977,
0.29021867451031613,
0.484998336526039,
0.3426381359936866
]
},
"n_perts": 80
},
"EndpointMLP": {
"mse": 0.003586451524461154,
"r2": -1.3224301666021347,
"pearson": 0.24995377372251823,
"spearman": 0.2152196827393794,
"de_corr": 0.30248952442780136,
"mmd": 0.05450787306777762,
"wasserstein": 0.32707639826764473,
"_per_pert": {
"mse": [
0.0011231935350224376,
0.0038481440860778093,
0.002897437894716859,
0.0014841224765405059,
0.0014127054018899798,
0.002788542304188013,
0.0010674939258024096,
0.0010427202796563506,
0.001191804651170969,
0.03684421628713608,
0.0013517566258087754,
0.001576532842591405,
0.0018845876911655068,
0.00143820617813617,
0.002818877110257745,
0.0015250642318278551,
0.013066423125565052,
0.0012817876413464546,
0.0010678012622520328,
0.001714074402116239,
0.0040601822547614574,
0.0015582800842821598,
0.00162046670448035,
0.0036802988033741713,
0.0008095600642263889,
0.0024209285620599985,
0.0035572254564613104,
0.0021829064935445786,
0.0013983584940433502,
0.001724716741591692,
0.0014995421515777707,
0.007131185382604599,
0.0015951752429828048,
0.002267966279760003,
0.0013007798697799444,
0.021637924015522003,
0.0016225995495915413,
0.0016233180649578571,
0.002925353590399027,
0.001958011882379651,
0.0016202294500544667,
0.0119987353682518,
0.005377018824219704,
0.0021351317409425974,
0.0035842773504555225,
0.002342485124245286,
0.002217607107013464,
0.003091072663664818,
0.0011216620914638042,
0.0015049307839944959,
0.001401988323777914,
0.0015016567194834352,
0.0011413900647312403,
0.0011087291641160846,
0.00333274994045496,
0.004697535187005997,
0.0019494163570925593,
0.009752286598086357,
0.0017165426397696137,
0.000831128447316587,
0.002194315893575549,
0.0014752958668395877,
0.0005743966321460903,
0.0016120277578011155,
0.0009139457833953202,
0.0012527675135061145,
0.01018777396529913,
0.0015960449818521738,
0.0026573443319648504,
0.0011893102200701833,
0.014509763568639755,
0.001916231238283217,
0.013134699314832687,
0.0021499628201127052,
0.0016677521634846926,
0.0026040193624794483,
0.0028869195375591516,
0.0037208914291113615,
0.006518505979329348,
0.0037273080088198185
],
"r2": [
-4.456223011016846,
0.462699294090271,
-0.9524505138397217,
-3.2973122596740723,
-0.6383254528045654,
-1.1970527172088623,
-2.861971378326416,
-0.6106709241867065,
-1.9310145378112793,
0.1530253291130066,
-4.163272380828857,
0.24054712057113647,
-1.9926648139953613,
-2.4862654209136963,
-0.9967101812362671,
-4.7524824142456055,
0.13380974531173706,
0.09335917234420776,
0.46082448959350586,
-3.96366024017334,
0.2466869354248047,
-3.4054088592529297,
-4.897816181182861,
-0.24698293209075928,
-1.0463900566101074,
0.3136148452758789,
0.341638445854187,
0.3342777490615845,
0.23639416694641113,
-1.599571704864502,
-0.22319817543029785,
0.16496407985687256,
-10.926308631896973,
-1.3517770767211914,
-1.4714136123657227,
0.200469970703125,
-2.0318210124969482,
-4.075249195098877,
-0.26322293281555176,
0.2854776978492737,
-5.252450466156006,
-0.003179192543029785,
0.3134639859199524,
0.07031571865081787,
0.054556071758270264,
-0.42657244205474854,
-3.5352649688720703,
0.3478798270225525,
0.4207487106323242,
-0.14507687091827393,
-0.09819173812866211,
0.20523810386657715,
-1.9518859386444092,
0.25545793771743774,
-0.02908945083618164,
-0.28761470317840576,
-1.32936692237854,
0.13227152824401855,
-2.10469651222229,
0.3499099612236023,
-1.3314096927642822,
-10.343482971191406,
-0.21876633167266846,
-0.5926018953323364,
-3.2624902725219727,
-0.6261361837387085,
0.19717007875442505,
-5.2081990242004395,
-0.09965872764587402,
-0.3074396848678589,
0.06200963258743286,
-2.5175750255584717,
0.2430071234703064,
-0.12234306335449219,
-5.673848628997803,
-1.2671759128570557,
-0.37541186809539795,
0.3779914975166321,
0.24076169729232788,
0.21618086099624634
],
"pearson": [
0.09502872079610825,
0.8276609778404236,
0.0098153967410326,
-0.03348850458860397,
0.23761668801307678,
-0.23369304835796356,
0.14508400857448578,
0.42380473017692566,
0.21640387177467346,
0.5708160996437073,
0.3077346980571747,
0.5381605625152588,
-0.12110285460948944,
0.16989414393901825,
-0.05251817777752876,
-0.16090410947799683,
0.41078901290893555,
0.5201277136802673,
0.682468831539154,
-0.2792333662509918,
0.5496934056282043,
-0.01444360613822937,
-0.2130851447582245,
0.1522333174943924,
0.466625839471817,
0.5611525774002075,
0.6121105551719666,
0.6051725149154663,
0.5571375489234924,
0.10451110452413559,
0.3083171844482422,
0.41998910903930664,
-0.5366905927658081,
0.000531347468495369,
0.1610681116580963,
0.7156506776809692,
-0.08233795315027237,
-0.01220520306378603,
0.2216917872428894,
0.5380873084068298,
-0.3179812431335449,
0.4823363423347473,
0.6197230815887451,
0.3984537720680237,
0.325303316116333,
0.13670040667057037,
-0.17350135743618011,
0.6223534345626831,
0.6872645020484924,
0.43554720282554626,
0.4145434498786926,
0.5640649199485779,
0.21518488228321075,
0.6233673095703125,
0.3257567584514618,
-0.012926502153277397,
-0.08529604971408844,
0.4303792417049408,
-0.0655321329832077,
0.6751367449760437,
-0.1996285617351532,
-0.3251562714576721,
0.6130167841911316,
0.33582597970962524,
0.2716352045536041,
0.39808833599090576,
0.5406419634819031,
-0.3427172899246216,
0.3430376648902893,
0.3292279839515686,
0.25142842531204224,
-0.12206794321537018,
0.616595447063446,
0.3371334671974182,
-0.3003275990486145,
-0.2181304544210434,
0.06100047752261162,
0.6749403476715088,
0.5166482329368591,
0.5245563387870789
],
"spearman": [
0.04040927810231952,
0.7945701366425342,
0.09768091245685846,
-0.023026624256656063,
0.13992114348028586,
-0.17080410820102704,
0.05282894070723518,
0.3539240939810235,
0.18567775941943984,
0.4411194367798592,
0.267870063967516,
0.4500177255044313,
-0.08925348731337182,
0.16713687128421784,
0.057553602888400716,
-0.19270993967748493,
0.4050699397674849,
0.378477024119256,
0.6054383533595884,
-0.24883885505302833,
0.5116462939115735,
-0.12134902983725747,
-0.19610049702512425,
0.1221400100350025,
0.38952613038153255,
0.47235107658776904,
0.5748291252072812,
0.4950337552584388,
0.4478311134577783,
0.10550843937710984,
0.33710194977548746,
0.2918662044665511,
-0.501767019941755,
0.013856487464121865,
0.2765249296312324,
0.6810827272706818,
-0.047911741477935366,
0.02981686795421699,
0.19038085609521402,
0.46201957800489446,
-0.18058462214615553,
0.4113219068304767,
0.5649539177384795,
0.2964369066092266,
0.23821018605254649,
0.06525664931416232,
-0.23586021655350173,
0.5536379779094944,
0.6026745966686491,
0.40842124510531125,
0.3561744155436039,
0.4032878043219511,
0.2000863805215951,
0.5035344478836119,
0.3145049541262385,
0.012540310635077658,
0.009463059865764966,
0.28397124499281123,
-0.11614487753621937,
0.6168429687107422,
-0.17631247939423705,
-0.2980324525081131,
0.5371960627990157,
0.272148248037062,
0.2312956838239209,
0.36022520105630024,
0.5021666635416658,
-0.26105880826470207,
0.18966945391736348,
0.2412429573107393,
0.2559138894784723,
-0.08547737290139726,
0.6048302427075607,
0.2851739527934882,
-0.2597778139444535,
-0.15617122954280738,
0.03141218585304646,
0.6065327371331842,
0.3592666468166617,
0.42115206928801724
],
"de_corr": [
0.6472761631011963,
0.936928391456604,
0.011994044296443462,
-0.13699433207511902,
0.6277158260345459,
-0.5803767442703247,
-0.2965421676635742,
0.4722442626953125,
0.341996431350708,
0.7877206206321716,
0.3056774139404297,
0.7390341758728027,
-0.2040613889694214,
0.007292353548109531,
0.05458313971757889,
-0.3569762110710144,
0.35677915811538696,
0.5975459814071655,
0.5686826109886169,
-0.20067548751831055,
0.8186091780662537,
0.31272706389427185,
0.14163240790367126,
-0.3010391891002655,
0.784136176109314,
0.6897380948066711,
0.16019591689109802,
0.4378555417060852,
0.6034249067306519,
0.07066167891025543,
0.01640596240758896,
0.557061493396759,
0.3083898425102234,
-0.3127228915691376,
-0.25274521112442017,
0.8261823058128357,
0.026458756998181343,
0.3759273886680603,
0.16771529614925385,
0.7753993272781372,
-0.5850271582603455,
0.8295484781265259,
0.8234143257141113,
0.6581287980079651,
0.482865571975708,
0.47781023383140564,
-0.46412166953086853,
0.7015983462333679,
0.690395712852478,
0.6333187222480774,
0.7163512706756592,
0.8286314010620117,
0.23394539952278137,
0.8346809148788452,
0.45052680373191833,
0.04013703763484955,
-0.4896038770675659,
0.7143059968948364,
0.06568113714456558,
0.6881471872329712,
-0.3480433523654938,
-0.37667202949523926,
0.703842043876648,
0.09472042322158813,
0.503110945224762,
0.12406931072473526,
0.8758518099784851,
-0.3308272957801819,
0.5972989201545715,
0.484485387802124,
0.02280898578464985,
-0.21749094128608704,
0.7933748960494995,
0.5636692047119141,
-0.7041853070259094,
-0.19212569296360016,
-0.1855798214673996,
0.851809561252594,
0.8253962397575378,
0.8970557451248169
],
"mmd": [
0.02463338089666689,
0.061118352609025206,
0.04701877404125476,
0.026328086324946653,
0.03556345707978237,
0.056143267087071846,
0.024614084794407298,
0.019563292855244163,
0.024598541876872826,
0.34318171601167036,
0.024533945241825283,
0.033093743528868846,
0.03171331073415662,
0.028588919375595823,
0.04967152119291962,
0.02854260550509613,
0.13507994140325164,
0.030823282454183976,
0.033868835388561225,
0.029766943355612918,
0.06736793981491163,
0.031209805811913904,
0.030359512307540193,
0.0554188666370129,
0.022783877823716825,
0.048888839490026426,
0.06564858907081572,
0.04694581811096599,
0.039762084677964715,
0.04409465727641426,
0.03802612271945538,
0.10443788737906956,
0.026319538921031227,
0.040225834500951074,
0.03058273811910661,
0.17678148810571837,
0.039006513353560646,
0.028852586954941306,
0.05796604385292947,
0.04102480260340102,
0.029544813807473425,
0.11128138551501499,
0.07864118774851458,
0.043709186116262955,
0.05856426779864976,
0.04321218980590946,
0.035135762134303805,
0.06228697626448809,
0.02955174966057328,
0.03124311942048863,
0.03070603322107024,
0.030185713764195654,
0.02452224209971343,
0.026536368397786947,
0.0688983229049549,
0.08431796511032275,
0.03982676484273895,
0.12354061216005785,
0.033711159563934556,
0.03214187150964787,
0.04233924892905705,
0.02941418700690135,
0.02734623551123616,
0.03533257594671135,
0.022220362856682385,
0.029646357860226624,
0.15783773057552497,
0.03009212755158308,
0.039514509273090415,
0.031120619890795842,
0.16210299221294655,
0.04084085209856725,
0.17051654726137155,
0.03907556724359751,
0.030829974604091315,
0.059193409426170795,
0.05994613650534264,
0.06754279151475417,
0.08076118528191567,
0.06324919273707941
],
"wasserstein": [
0.23871243307387188,
0.3346605638732891,
0.36242596563325186,
0.24344671772501195,
0.2745443047063416,
0.3215851141593424,
0.22905834674587658,
0.18919363588845767,
0.24696140223819363,
0.9660656659758848,
0.23047766967817598,
0.24081510977251638,
0.25071106650834596,
0.21505683701619602,
0.3522028329418898,
0.23859097364679807,
0.5685240632316683,
0.2945361334383444,
0.25097327951886134,
0.2641573123398029,
0.3921238063125795,
0.23358588624033097,
0.258829464722145,
0.3675575747175733,
0.21472938294125207,
0.3268962698986273,
0.35953168728206997,
0.32604754880283104,
0.2683668682129701,
0.29172180321894836,
0.24597304142515405,
0.4686003536092056,
0.2400623709156303,
0.34607419682212487,
0.22533276287498807,
0.7793485619717433,
0.2922014853762878,
0.24238995518285553,
0.37056931387263764,
0.3271491512218677,
0.24753720783273397,
0.5228884588634822,
0.39773862795954207,
0.3682273858689565,
0.33000614219723085,
0.2870067178344599,
0.308166873742198,
0.3506969722901504,
0.25450498341775074,
0.24819729994462483,
0.25367867457711624,
0.25380467119181177,
0.2366213651573321,
0.2493617821479873,
0.4161750938533445,
0.49527504075101264,
0.28748395122316284,
0.47399615149356383,
0.2708865904959986,
0.2528456861799071,
0.2716758617333982,
0.26070560501618467,
0.20397376880541473,
0.24533908426196388,
0.1881305956566167,
0.27075120381550577,
0.4818858304553284,
0.2649333764589094,
0.32524178418741145,
0.2325449756187078,
0.7112953348236656,
0.30444613441982105,
0.6257101114714256,
0.29303119747492185,
0.23838267783562317,
0.3769536662683459,
0.35780516860185474,
0.35717986344210617,
0.3953368078338088,
0.36589822247425663
]
},
"n_perts": 80
},
"Random": {
"mse": 0.006677762430626899,
"r2": -5.967309301346541,
"pearson": 0.07861651587300003,
"spearman": 0.060570616989009105,
"de_corr": 0.0693207856384106,
"mmd": 0.09497343294881602,
"wasserstein": 0.4134648025875022,
"_per_pert": {
"mse": [
0.0010714087402448058,
0.008310685865581036,
0.0011369789717718959,
0.0006849450874142349,
0.005138291511684656,
0.001851098146289587,
0.0004061683430336416,
0.0009891907684504986,
0.0038703458849340677,
0.04388745501637459,
0.0062617408111691475,
0.004406824242323637,
0.0012788097374141216,
0.017692120745778084,
0.013192248530685902,
0.007360848132520914,
0.013519012369215488,
0.002311853924766183,
0.002828317927196622,
0.002092184964567423,
0.00566841708496213,
0.0009849645430222154,
0.0010204187128692865,
0.007547278888523579,
0.0012441880535334349,
0.004131954163312912,
0.006882065907120705,
0.003388597397133708,
0.005721228662878275,
0.007476172409951687,
0.008691416122019291,
0.00840443279594183,
0.005043040495365858,
0.0017399343196302652,
0.0022140699438750744,
0.028981423005461693,
0.0007193429628387094,
0.006111594382673502,
0.00358200934715569,
0.004431304056197405,
0.00256142090074718,
0.015168326906859875,
0.008604544214904308,
0.004340725485235453,
0.004687618464231491,
0.0017772462451830506,
0.0012882775627076626,
0.007022916339337826,
0.004188288003206253,
0.002025469671934843,
0.0014687794027850032,
0.0034318191464990377,
0.002002198714762926,
0.0020444062538444996,
0.007825258187949657,
0.004064055159687996,
0.009291616268455982,
0.014161684550344944,
0.0009286750573664904,
0.015186254866421223,
0.009794197045266628,
0.00303348689340055,
0.0016723728040233254,
0.005423890892416239,
0.000797499087639153,
0.008694063872098923,
0.015244751237332821,
0.019512606784701347,
0.00812803115695715,
0.0020775715820491314,
0.01578957960009575,
0.0007333817193284631,
0.016681989654898643,
0.0026479908265173435,
0.021117519587278366,
0.0018800348043441772,
0.0021721101365983486,
0.007371179759502411,
0.008697140961885452,
0.018407631665468216
],
"r2": [
-4.204664707183838,
-0.16038739681243896,
0.2338418960571289,
-0.9832749366760254,
-4.958916187286377,
-0.4584540128707886,
-0.4694328308105469,
-0.5279847383499146,
-8.51837158203125,
-0.008884668350219727,
-22.917821884155273,
-1.1228704452514648,
-1.0307087898254395,
-41.88637161254883,
-8.344533920288086,
-26.764829635620117,
0.10380709171295166,
-0.6352325677871704,
-0.4281303882598877,
-5.058603286743164,
-0.05169975757598877,
-1.7845909595489502,
-2.713895082473755,
-1.5572185516357422,
-2.145033836364746,
-0.17149734497070312,
-0.27371394634246826,
-0.03342247009277344,
-2.124208688735962,
-10.268426895141602,
-6.089713096618652,
0.01587134599685669,
-36.704227447509766,
-0.804232120513916,
-3.206615924835205,
-0.07087516784667969,
-0.3440892696380615,
-18.107694625854492,
-0.5467792749404907,
-0.6170817613601685,
-8.88449764251709,
-0.2681795358657837,
-0.09862542152404785,
-0.8900493383407593,
-0.23647797107696533,
-0.08234226703643799,
-1.6346771717071533,
-0.4816169738769531,
-1.1629254817962646,
-0.5411465167999268,
-0.15050983428955078,
-0.8163133859634399,
-4.178125858306885,
-0.3728752136230469,
-1.416290521621704,
-0.11397504806518555,
-10.102598190307617,
-0.26006317138671875,
-0.6796870231628418,
-10.878348350524902,
-9.406106948852539,
-22.324342727661133,
-2.548474073410034,
-4.358529567718506,
-2.719403028488159,
-10.285198211669922,
-0.20133602619171143,
-74.89895629882812,
-2.3635311126708984,
-1.2839291095733643,
-0.020724773406982422,
-0.34624946117401123,
0.038565874099731445,
-0.3823281526565552,
-83.50604248046875,
-0.6368423700332642,
-0.03485584259033203,
-0.2322143316268921,
-0.012993216514587402,
-2.870957851409912
],
"pearson": [
-0.07394499331712723,
0.38327232003211975,
0.4922369718551636,
0.24992913007736206,
0.1596084088087082,
-0.19467127323150635,
0.41956645250320435,
0.4732178747653961,
-0.19185833632946014,
0.08126550167798996,
0.38706615567207336,
0.2664681375026703,
0.047900907695293427,
0.04526091739535332,
-0.1485881358385086,
0.019804639741778374,
0.34633946418762207,
0.14941340684890747,
-0.11417879164218903,
0.08445817977190018,
0.2762632668018341,
-0.006389973685145378,
-0.25405484437942505,
0.08582435548305511,
-0.19291524589061737,
0.15713642537593842,
-0.03847264125943184,
0.4006481170654297,
-0.2702997326850891,
0.14122092723846436,
0.12429474294185638,
0.34660664200782776,
-0.3899100422859192,
-0.10831008106470108,
-0.3729121685028076,
0.03619510680437088,
0.122618667781353,
-0.03271499276161194,
-0.06665034592151642,
-0.18047432601451874,
-0.14742863178253174,
-0.07555611431598663,
0.323653906583786,
0.37756747007369995,
-0.1375139355659485,
0.2685936987400055,
0.0715644508600235,
0.43730053305625916,
0.6930716633796692,
0.06588558107614517,
0.16499271988868713,
0.2805560231208801,
0.05185748636722565,
0.05179757624864578,
0.2478073537349701,
0.07464978098869324,
0.07926826924085617,
-0.10503227263689041,
0.0660596564412117,
0.3947041928768158,
0.10160470753908157,
-0.19572240114212036,
0.37130066752433777,
0.2726840078830719,
0.022907119244337082,
-0.27365633845329285,
0.15480978786945343,
-0.31564995646476746,
-0.05692048743367195,
-0.182278573513031,
0.03785790875554085,
0.20004452764987946,
0.25373926758766174,
0.0716307982802391,
-0.2189941555261612,
-0.10900420695543289,
0.15471626818180084,
-0.18847469985485077,
0.1833294779062271,
0.16132734715938568
],
"spearman": [
-0.07849068462267116,
0.30678755719688927,
0.41174785893696475,
0.23385356846339211,
0.07576654444163611,
-0.16115939760028417,
0.3434800968700242,
0.32284599571149886,
-0.14077782069445516,
0.04210063952515988,
0.3687185046796262,
0.29953204038301007,
0.11157820289455073,
0.0967984831996208,
-0.11637577709394428,
-0.053502433375608345,
0.07080860670215167,
0.12068968367242092,
-0.04871761217940305,
0.04542192685548171,
0.33296408924102233,
-0.014562065140516283,
-0.24008624702156173,
0.09855397863849466,
-0.27701493175373293,
0.10664464466116116,
-0.06294865723716431,
0.3998177454544363,
-0.11476578619144653,
0.16068326217081552,
0.17882643420660851,
0.302157848039462,
-0.3247460566865142,
-0.06184557796139449,
-0.3915971973992993,
0.026361654590413647,
0.1266864856716214,
0.010528205632051407,
-0.019259799314949828,
-0.24507676026919006,
-0.037412493353123334,
0.01289440372360093,
0.23188800247200061,
0.3371470967867742,
-0.14896253074063268,
0.26236363159090786,
-0.009572898893224723,
0.42132701733175426,
0.6350560047640011,
0.12928892782223195,
0.0139723099930775,
0.18849124862281214,
0.04936471534117884,
0.014920121230030305,
0.1981867065466766,
0.05319609729902433,
0.12103939975984992,
-0.17319207579801896,
-0.1592706608176652,
0.3520647925161981,
0.13248507912126978,
-0.16608574902143725,
0.2810207052551763,
0.19783968895992224,
-0.04469481669046473,
-0.3001235430308858,
0.05074855118713779,
-0.25592724548181134,
-0.009142734785683697,
-0.25939038184759544,
-0.09470687667671916,
0.09489236825867671,
0.22501443225360804,
0.03753443588360897,
-0.1431307047826762,
-0.09037451259362815,
0.19620841305210324,
-0.06192992898248225,
0.1700343740085935,
0.1501607355401839
],
"de_corr": [
-0.32088857889175415,
0.6617040634155273,
0.6333076357841492,
0.3213602304458618,
0.4129597842693329,
-0.18804456293582916,
0.5866332650184631,
0.559747040271759,
-0.46279603242874146,
0.40259212255477905,
0.49291524291038513,
0.14782871305942535,
-0.027892543002963066,
-0.2740292251110077,
-0.3563442826271057,
0.20284143090248108,
0.8901569843292236,
-0.7518615126609802,
-0.8586809039115906,
0.408949077129364,
0.08098554611206055,
-0.044039927423000336,
-0.5801964998245239,
-0.4421440064907074,
-0.16913677752017975,
-0.18034014105796814,
-0.2936314642429352,
-0.13102726638317108,
-0.6457442045211792,
0.3713304400444031,
-0.4108746647834778,
0.49391791224479675,
0.2540752589702606,
-0.43366679549217224,
-0.4742238223552704,
0.42451393604278564,
0.39721372723579407,
-0.4491572082042694,
-0.3588150441646576,
-0.5440247654914856,
-0.22610916197299957,
-0.10303591191768646,
0.4854274094104767,
0.6457905173301697,
-0.32313990592956543,
0.5210903286933899,
0.663002610206604,
0.6283378005027771,
0.7616052627563477,
-0.15083889663219452,
0.6716588735580444,
0.7218559384346008,
-0.17813625931739807,
0.24978893995285034,
0.07433053106069565,
0.23308917880058289,
0.10644571483135223,
-0.045061152428388596,
-0.023111285641789436,
0.46189939975738525,
-0.0044242870062589645,
-0.3102158308029175,
0.5429196953773499,
0.17933528125286102,
0.00861529540270567,
-0.8447163105010986,
0.6266130805015564,
-0.48666831851005554,
-0.3957209885120392,
0.11648251116275787,
0.2739069163799286,
0.8013081550598145,
0.3441019058227539,
0.04731523245573044,
-0.6044915318489075,
-0.18571841716766357,
0.1742997169494629,
-0.06964527815580368,
0.669327974319458,
0.14267593622207642
],
"mmd": [
0.023361819692315988,
0.11991498582481241,
0.02902788114841104,
0.01703074763030543,
0.089267204030688,
0.04164199862866447,
0.011246776240074863,
0.019437597731783884,
0.06843637353444698,
0.3785540252396259,
0.09530218147629788,
0.07680060161300617,
0.028043164773075557,
0.25012231208419133,
0.19517817809472993,
0.12053790970957434,
0.14341016093879577,
0.044139725868798,
0.050116025524933216,
0.04055495720516711,
0.08860147664181484,
0.024938358733045174,
0.02268566014842599,
0.10929050656236527,
0.02037862908014365,
0.07077262354248504,
0.10532644785015932,
0.06842675013511446,
0.08618033384919344,
0.13235742407315032,
0.15137728753420598,
0.11968189581847588,
0.08058681985259308,
0.03861924175921749,
0.03741089217516791,
0.21234647632091008,
0.022517982397033176,
0.09759288408087397,
0.06725267356700204,
0.07313712916350545,
0.04205316558484051,
0.11952604184516713,
0.11634325042120608,
0.0787533622768185,
0.07071067238289885,
0.04018412092917045,
0.029017269102876275,
0.11648044299755589,
0.07374419318243786,
0.037194556630563924,
0.030520867999110024,
0.05373025670939824,
0.03897019026942894,
0.03950973422831594,
0.1317073195959726,
0.07881308174989199,
0.15225859928147412,
0.16402045580075764,
0.02147734853697192,
0.23913407298803213,
0.1616377042275131,
0.055000486481153854,
0.04324687824666806,
0.09760134255865038,
0.01739714095178002,
0.13195441927403484,
0.21522204351716923,
0.28439446164951,
0.10296098692498246,
0.039942332645973244,
0.16876522009051476,
0.023749640097987967,
0.20255240785124884,
0.05031027754844952,
0.29225970749432895,
0.054662548981086356,
0.04966368126933174,
0.11317984100427314,
0.09925529730225124,
0.2483630950009037
],
"wasserstein": [
0.21347219026086123,
0.4494622386443933,
0.2877933864879557,
0.21453263511135984,
0.4221167087760322,
0.29342267467812033,
0.1569214618031662,
0.18449419531745265,
0.32653045628800476,
1.1052152037194325,
0.4064427401484893,
0.38390341214936763,
0.21790461402292138,
0.6188617685855959,
0.613310847805784,
0.4223665147832428,
0.5543359901180793,
0.321716274662615,
0.35140747128227473,
0.2743211798597523,
0.4586399266783008,
0.2323164285515894,
0.22670302280548707,
0.46856100852557625,
0.20684987304217642,
0.3821340622360124,
0.4294919699684128,
0.36328782921000646,
0.4178343463938501,
0.4540987744115285,
0.4173238035935458,
0.4776058954077525,
0.40909202752976886,
0.31439748906022075,
0.29034958360846846,
0.9018220469542129,
0.20832054959895682,
0.40383294297472866,
0.4215430413093263,
0.4153511607276264,
0.3040060184683039,
0.5909209547001072,
0.5252016968135108,
0.4599711305638081,
0.4028763044738926,
0.27603554595178237,
0.24730593333662124,
0.4812876004229941,
0.4153529655291879,
0.2827917711403394,
0.26403238104350213,
0.34496110827984067,
0.2574946766832668,
0.28526289470853117,
0.5343703165353291,
0.46015227281029253,
0.5573142707272042,
0.5439680468918034,
0.20203507141814026,
0.6528582043242417,
0.4434558241651954,
0.2937875347742926,
0.2823198756460329,
0.39377588604530644,
0.19827138791508972,
0.4358747854706965,
0.5858969220825007,
0.7832207257932079,
0.4482542198781067,
0.27945395667774464,
0.7060302432635049,
0.23794314570148406,
0.72580450643946,
0.3407942808086171,
0.8083209041970622,
0.3202590619123087,
0.3157979144019084,
0.46454850156429583,
0.47571157832840394,
0.7313760400198122
]
},
"n_perts": 80
}
}
}