{ "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 } } }