| { |
| "split": "perturbation", |
| "models": { |
| "PIVOT": { |
| "mse": 0.003554715416976251, |
| "r2": -0.2246327854692936, |
| "pearson": 0.21947074643103406, |
| "spearman": 0.17854213131891875, |
| "de_corr": 0.2589861237909645, |
| "mmd": 0.30655516100487235, |
| "wasserstein": 0.5696810464977814, |
| "_per_pert": { |
| "mse": [ |
| 0.00032930049928836524, |
| 0.006490429397672415, |
| 0.0018926572520285845, |
| 0.0005527318571694195, |
| 0.0008916478254832327, |
| 0.001560605363920331, |
| 0.00032671570079401135, |
| 0.0007132198079489172, |
| 0.0005599033902399242, |
| 0.042110148817300797, |
| 0.00044550257734954357, |
| 0.0015542173059657216, |
| 0.0009289868758060038, |
| 0.000565923226531595, |
| 0.001961003290489316, |
| 0.0005967390607111156, |
| 0.01376851461827755, |
| 0.0009856144897639751, |
| 0.0016810069791972637, |
| 0.0006050305091775954, |
| 0.005214446224272251, |
| 0.0007103198440745473, |
| 0.0007001936319284141, |
| 0.003270950401201844, |
| 0.0005046002916060388, |
| 0.0033381113316863775, |
| 0.004670143127441406, |
| 0.0026250770315527916, |
| 0.0016742963343858719, |
| 0.0006901241722516716, |
| 0.0011189522920176387, |
| 0.007821081206202507, |
| 0.00038539074012078345, |
| 0.001142647466622293, |
| 0.0004883137298747897, |
| 0.027227012440562248, |
| 0.0007697748369537294, |
| 0.0004809390811715275, |
| 0.002268396783620119, |
| 0.002074942458420992, |
| 0.0005298242322169244, |
| 0.013472349382936954, |
| 0.007516087032854557, |
| 0.0019308102782815695, |
| 0.0037861643359065056, |
| 0.0015904039610177279, |
| 0.000831897952593863, |
| 0.003902199910953641, |
| 0.0016755323158577085, |
| 0.0009263086249120533, |
| 0.0011618288699537516, |
| 0.001902756397612393, |
| 0.00044743670150637627, |
| 0.000986164202913642, |
| 0.003232812974601984, |
| 0.0038625800516456366, |
| 0.000882247812114656, |
| 0.011747113429009914, |
| 0.0006094747805036604, |
| 0.0010782371973618865, |
| 0.0013474817387759686, |
| 0.0003855415852740407, |
| 0.0003481956373434514, |
| 0.001002608798444271, |
| 0.00042998738354071975, |
| 0.0006617963663302362, |
| 0.012336650863289833, |
| 0.0006963751511648297, |
| 0.002797316526994109, |
| 0.000990133616141975, |
| 0.014069371856749058, |
| 0.0008011366007849574, |
| 0.016097022220492363, |
| 0.0019295383244752884, |
| 0.0005816128104925156, |
| 0.0016392822144553065, |
| 0.0016513020964339375, |
| 0.005356024485081434, |
| 0.008628016337752342, |
| 0.004859996028244495 |
| ], |
| "r2": [ |
| -0.5996682643890381, |
| 0.09376770257949829, |
| -0.2753748893737793, |
| -0.6004486083984375, |
| -0.034050822257995605, |
| -0.22957897186279297, |
| -0.1819899082183838, |
| -0.10169768333435059, |
| -0.37697482109069824, |
| 0.03197205066680908, |
| -0.7016756534576416, |
| 0.2512969374656677, |
| -0.4752013683319092, |
| -0.3718189001083374, |
| -0.3890477418899536, |
| -1.2508764266967773, |
| 0.08726722002029419, |
| 0.3028499484062195, |
| 0.15119266510009766, |
| -0.7520633935928345, |
| 0.03252851963043213, |
| -1.008143663406372, |
| -1.548410177230835, |
| -0.1082848310470581, |
| -0.27551841735839844, |
| 0.0535740852355957, |
| 0.13566267490386963, |
| 0.19942885637283325, |
| 0.08571195602416992, |
| -0.040186405181884766, |
| 0.0872545838356018, |
| 0.08417963981628418, |
| -1.88136887550354, |
| -0.18487310409545898, |
| 0.07222956418991089, |
| -0.006049156188964844, |
| -0.4383211135864258, |
| -0.5036400556564331, |
| 0.02046346664428711, |
| 0.24280714988708496, |
| -1.0445866584777832, |
| -0.12638378143310547, |
| 0.04034847021102905, |
| 0.15928184986114502, |
| 0.0013033151626586914, |
| 0.03144478797912598, |
| -0.7013281583786011, |
| 0.17675703763961792, |
| 0.13471770286560059, |
| 0.29518723487854004, |
| 0.08992773294448853, |
| -0.0070465803146362305, |
| -0.15716981887817383, |
| 0.33776360750198364, |
| 0.0017691254615783691, |
| -0.05874991416931152, |
| -0.05420207977294922, |
| -0.045221924781799316, |
| -0.10235202312469482, |
| 0.15662705898284912, |
| -0.4316680431365967, |
| -1.9644114971160889, |
| 0.26119160652160645, |
| 0.009473264217376709, |
| -1.0053892135620117, |
| 0.14096510410308838, |
| 0.027831554412841797, |
| -1.7087178230285645, |
| -0.15758180618286133, |
| -0.08847999572753906, |
| 0.09047895669937134, |
| -0.47062551975250244, |
| 0.07227951288223267, |
| -0.007275104522705078, |
| -1.3274412155151367, |
| -0.42723238468170166, |
| 0.2132720947265625, |
| 0.1046520471572876, |
| -0.0049419403076171875, |
| -0.022013187408447266 |
| ], |
| "pearson": [ |
| 0.26537150144577026, |
| 0.4986146092414856, |
| -0.030948791652917862, |
| 0.049742989242076874, |
| 0.21616661548614502, |
| -0.04233824461698532, |
| 0.3672877550125122, |
| 0.22827021777629852, |
| 0.1915128231048584, |
| 0.3241843283176422, |
| 0.1154043897986412, |
| 0.5260506272315979, |
| 0.03633866831660271, |
| 0.189438134431839, |
| -0.20044033229351044, |
| -0.06577067822217941, |
| 0.4618605375289917, |
| 0.5715621709823608, |
| 0.5175926089286804, |
| -0.14318998157978058, |
| 0.3425867259502411, |
| -0.13327668607234955, |
| -0.28042325377464294, |
| 0.12712803483009338, |
| 0.228920578956604, |
| 0.25859424471855164, |
| 0.45665594935417175, |
| 0.5441624522209167, |
| 0.3281431496143341, |
| 0.28550025820732117, |
| 0.3914056718349457, |
| 0.32282158732414246, |
| -0.05497036501765251, |
| 0.08327391743659973, |
| 0.36992964148521423, |
| 0.33156469464302063, |
| 0.1025797575712204, |
| 0.2548922300338745, |
| 0.20976336300373077, |
| 0.5677556395530701, |
| -0.05649489536881447, |
| 0.3545188903808594, |
| 0.417149156332016, |
| 0.41567566990852356, |
| 0.17115721106529236, |
| 0.2218881994485855, |
| -0.09945430606603622, |
| 0.5406379699707031, |
| 0.38432061672210693, |
| 0.6151050925254822, |
| 0.33070674538612366, |
| 0.2050923854112625, |
| 0.2663467824459076, |
| 0.6627833247184753, |
| 0.203647643327713, |
| 0.021198933944106102, |
| 0.1890280544757843, |
| 0.010523666627705097, |
| 0.29445186257362366, |
| 0.6373123526573181, |
| -0.24844931066036224, |
| -0.020957428961992264, |
| 0.518423318862915, |
| 0.28891634941101074, |
| -0.0651136040687561, |
| 0.42380523681640625, |
| 0.3406451344490051, |
| -0.2087816596031189, |
| 0.06278211623430252, |
| 0.21950525045394897, |
| 0.4559398889541626, |
| 0.0546746701002121, |
| 0.3728513717651367, |
| 0.20449982583522797, |
| -0.130028635263443, |
| -0.3451337218284607, |
| 0.4718112647533417, |
| 0.3566877543926239, |
| 0.06649459898471832, |
| 0.1397743970155716 |
| ], |
| "spearman": [ |
| 0.30474930868732714, |
| 0.4436063129015782, |
| 0.1267164196791049, |
| 0.11442068710517177, |
| 0.02375587343896836, |
| -0.05141090485272621, |
| 0.30723087630771906, |
| 0.07581619145404786, |
| 0.14968814692203672, |
| 0.1320116085029021, |
| 0.10319062079765519, |
| 0.45633140258285065, |
| 0.13788577047144263, |
| 0.11892392673098166, |
| -0.11247694611923652, |
| 0.008530313132578283, |
| 0.43679167469791863, |
| 0.39602810700702673, |
| 0.3994883003720751, |
| -0.10469633017408253, |
| 0.2264781836195459, |
| -0.11632245508061376, |
| -0.16304675426168855, |
| 0.14393069548267387, |
| 0.1499695664923916, |
| 0.13398016399504098, |
| 0.43031625557906383, |
| 0.44898511474627867, |
| 0.2077433904358476, |
| 0.23067157566789392, |
| 0.43389115697278924, |
| 0.1706653191663298, |
| -0.02712928128232032, |
| 0.11702871825717956, |
| 0.30487990471997617, |
| 0.23782935545733883, |
| 0.12014821353705338, |
| 0.25233898058474513, |
| 0.09945630086407521, |
| 0.499128732282183, |
| 0.07254246013561502, |
| 0.3017429869357467, |
| 0.39555068238767055, |
| 0.30599354549838637, |
| 0.13660762015190503, |
| 0.15597005549251386, |
| -0.1463834735958684, |
| 0.5622873595718398, |
| 0.343553695888424, |
| 0.5489832817458203, |
| 0.2566462541615635, |
| -0.02394105748526437, |
| 0.25389471197367797, |
| 0.5864221796055449, |
| 0.15730372382593097, |
| -0.025056133764033442, |
| 0.19576498894124722, |
| -0.14151790737947684, |
| 0.19496943974235995, |
| 0.528260616065154, |
| -0.11127315381828845, |
| 0.033927189981797494, |
| 0.4081960815490204, |
| 0.15194906598726649, |
| -0.009700355425088856, |
| 0.36471295317823826, |
| 0.31817852704463173, |
| -0.14397946949486734, |
| -0.10789237497309373, |
| 0.09454306013576502, |
| 0.39934510673603113, |
| 0.05631493034985069, |
| 0.3542738430684607, |
| 0.21055180063795015, |
| -0.12416341604085401, |
| -0.25591575997893995, |
| 0.4217505544376386, |
| 0.2594537853634463, |
| -0.08323989130997282, |
| 0.019218501304625324 |
| ], |
| "de_corr": [ |
| 0.7246350646018982, |
| 0.7319033145904541, |
| 0.054268915206193924, |
| -0.22486615180969238, |
| 0.5038124322891235, |
| 0.13352273404598236, |
| 0.39656126499176025, |
| 0.34915807843208313, |
| 0.6377226114273071, |
| 0.5154032707214355, |
| -0.2342742532491684, |
| 0.6024112701416016, |
| -0.06243693456053734, |
| 0.2799561321735382, |
| -0.10675972700119019, |
| -0.4079165756702423, |
| 0.4609520137310028, |
| 0.6039023995399475, |
| 0.8041831254959106, |
| 0.047678522765636444, |
| 0.6009846329689026, |
| -0.18138673901557922, |
| -0.6741742491722107, |
| -0.2759869396686554, |
| 0.43559950590133667, |
| 0.17277102172374725, |
| 0.09817469865083694, |
| 0.44085729122161865, |
| 0.5419723391532898, |
| 0.1824272871017456, |
| 0.04657416045665741, |
| 0.43541303277015686, |
| -0.3722631633281708, |
| -0.10018515586853027, |
| 0.3158436417579651, |
| 0.4314202070236206, |
| 0.10723572224378586, |
| 0.672145426273346, |
| 0.33215904235839844, |
| 0.7844231128692627, |
| -0.19178099930286407, |
| 0.6551980376243591, |
| 0.7716969847679138, |
| 0.5754251480102539, |
| 0.11847108602523804, |
| 0.5213597416877747, |
| -0.4718112349510193, |
| 0.5342247486114502, |
| 0.37475740909576416, |
| 0.7432939410209656, |
| 0.494350790977478, |
| 0.4358676075935364, |
| -0.2157966047525406, |
| 0.8942629098892212, |
| 0.06154732033610344, |
| -0.05262061208486557, |
| 0.22690793871879578, |
| 0.06019843369722366, |
| 0.58687824010849, |
| 0.8507490754127502, |
| -0.37286269664764404, |
| -0.07353424280881882, |
| 0.8160513639450073, |
| 0.2746753692626953, |
| -0.28310683369636536, |
| 0.4886159598827362, |
| 0.48748862743377686, |
| -0.3577195107936859, |
| 0.2033940851688385, |
| 0.6220433115959167, |
| 0.41393980383872986, |
| 0.11771465837955475, |
| 0.3430480659008026, |
| 0.09543273597955704, |
| -0.45248568058013916, |
| -0.43215566873550415, |
| 0.796271800994873, |
| 0.5698059797286987, |
| 0.2158425748348236, |
| 0.46942785382270813 |
| ], |
| "mmd": [ |
| 0.2683781243861453, |
| 0.32850269760230155, |
| 0.2811607297783786, |
| 0.25794614275260463, |
| 0.31145132644146456, |
| 0.3055893003288833, |
| 0.2717431321511854, |
| 0.2696866259662054, |
| 0.27007526487886335, |
| 0.5662474862072095, |
| 0.26815015781397766, |
| 0.3025331335955389, |
| 0.2879901738752575, |
| 0.27619543376294564, |
| 0.29985685562309883, |
| 0.27505244367837, |
| 0.37344490341898917, |
| 0.3162635634816996, |
| 0.3204444846832273, |
| 0.2784619295870072, |
| 0.33433094087180404, |
| 0.2560057323718411, |
| 0.27383629158089684, |
| 0.30916302916961735, |
| 0.2756114553602913, |
| 0.32899820734096363, |
| 0.34101265411251824, |
| 0.3097124864661477, |
| 0.31911349790338994, |
| 0.2648704031001786, |
| 0.27872853309728185, |
| 0.35075860288917105, |
| 0.24548134482514217, |
| 0.27852506522780374, |
| 0.2843783936229587, |
| 0.4362311498769911, |
| 0.26983669683441647, |
| 0.25304827217160164, |
| 0.3123033327059467, |
| 0.3334298814936568, |
| 0.26131701325141066, |
| 0.3714038305766021, |
| 0.36901473267055074, |
| 0.31231698011858333, |
| 0.32356384513239855, |
| 0.2773129525124596, |
| 0.271235418193157, |
| 0.34577740311593874, |
| 0.29907940186663484, |
| 0.27697409659038674, |
| 0.2781607299776756, |
| 0.3040293292173668, |
| 0.27602687651044466, |
| 0.28163700362244604, |
| 0.31731293795026183, |
| 0.3243168804100506, |
| 0.26683095834080073, |
| 0.3703102790212843, |
| 0.2720098976334817, |
| 0.3028213008400885, |
| 0.28018049180705806, |
| 0.2649461532327111, |
| 0.29251140745724835, |
| 0.28730332616713405, |
| 0.2556147010210059, |
| 0.2954794600656738, |
| 0.43515360140558823, |
| 0.2626603986013447, |
| 0.3179085573261484, |
| 0.30194839064418644, |
| 0.3790339186487026, |
| 0.2589807795469199, |
| 0.41698772002966467, |
| 0.30829042256480144, |
| 0.26725383385579027, |
| 0.29772911855415585, |
| 0.3076005208495345, |
| 0.3577646994657846, |
| 0.31721759930741744, |
| 0.33384603125092416 |
| ], |
| "wasserstein": [ |
| 0.5099603627800954, |
| 0.6917120977062357, |
| 0.5155713197148523, |
| 0.46302096806911797, |
| 0.5543428112935735, |
| 0.5228969362251378, |
| 0.4782137066307795, |
| 0.5296925667095226, |
| 0.4775708744456096, |
| 1.2290466520841574, |
| 0.49468418343217535, |
| 0.5368647282400762, |
| 0.507759788610062, |
| 0.4940188372388846, |
| 0.49448673956507155, |
| 0.5050448355122379, |
| 0.8393223118530484, |
| 0.5946246798646834, |
| 0.7026705928072707, |
| 0.4993581982123028, |
| 0.6140928182359946, |
| 0.46659045423814294, |
| 0.4896416651071622, |
| 0.5613228416156167, |
| 0.5097543717952078, |
| 0.6128060082294324, |
| 0.5359031763476042, |
| 0.5202820832073491, |
| 0.6366815798682094, |
| 0.4395347241991868, |
| 0.5195349263873211, |
| 0.7817015857456389, |
| 0.4557433298761462, |
| 0.48429852548099595, |
| 0.5107770861035005, |
| 1.0578833828046599, |
| 0.4392818949064734, |
| 0.4683571650491791, |
| 0.5094571454472759, |
| 0.5682001650597482, |
| 0.47234741282426973, |
| 0.8356612929034216, |
| 0.6866021117758077, |
| 0.4847028031974682, |
| 0.5857846398028916, |
| 0.5115257258540794, |
| 0.5035317237686432, |
| 0.641889569322154, |
| 0.5539867098043059, |
| 0.4891082542947305, |
| 0.5096841132160485, |
| 0.6107473182842663, |
| 0.5071050162471387, |
| 0.52563586979024, |
| 0.5258723606277357, |
| 0.5578524200276737, |
| 0.46979118165073125, |
| 0.7756005657952388, |
| 0.4517533326356575, |
| 0.5467457305568595, |
| 0.48784795861107966, |
| 0.49544274989395426, |
| 0.5324496813015005, |
| 0.5271193349240708, |
| 0.4824543676271139, |
| 0.5351844358122362, |
| 0.7117753997107993, |
| 0.4546136850759747, |
| 0.6376655470203271, |
| 0.5628939394918145, |
| 0.8688451848225653, |
| 0.41875057576312213, |
| 0.8723196935160378, |
| 0.5420656561438675, |
| 0.5018393146274653, |
| 0.4198310630676122, |
| 0.47626396773347596, |
| 0.6223850886274808, |
| 0.7245937626591105, |
| 0.6315060403137932 |
| ] |
| }, |
| "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": 0.0034106687711755513, |
| "r2": -0.5598821602761745, |
| "pearson": 0.24505942618707194, |
| "spearman": 0.20495787831150186, |
| "de_corr": 0.31165603089029903, |
| "mmd": 0.049649688791485846, |
| "wasserstein": 0.31183738580365433, |
| "_per_pert": { |
| "mse": [ |
| 0.0005894884234294295, |
| 0.005133030004799366, |
| 0.002097384538501501, |
| 0.0009051811648532748, |
| 0.0010524397948756814, |
| 0.0019171570893377066, |
| 0.0005996071849949658, |
| 0.0006937250727787614, |
| 0.0006017289124429226, |
| 0.038852035999298096, |
| 0.0007957180496305227, |
| 0.0013922436628490686, |
| 0.0012487592175602913, |
| 0.0008711018599569798, |
| 0.0022619040682911873, |
| 0.0008431424503214657, |
| 0.013289649039506912, |
| 0.0010381487663835287, |
| 0.0012427716283127666, |
| 0.0009599572513252497, |
| 0.004432815592736006, |
| 0.0008816534536890686, |
| 0.000990309752523899, |
| 0.003627948695793748, |
| 0.0004956180928274989, |
| 0.0025439485907554626, |
| 0.0042213439010083675, |
| 0.00230471626855433, |
| 0.001441224361769855, |
| 0.0011011951137334108, |
| 0.0011994002852588892, |
| 0.007305716630071402, |
| 0.0008306491654366255, |
| 0.0015610003611072898, |
| 0.0008835542248561978, |
| 0.024105127900838852, |
| 0.0010445668594911695, |
| 0.0009483625763095915, |
| 0.0023823522496968508, |
| 0.0021485495381057262, |
| 0.0008916195365600288, |
| 0.013441819697618484, |
| 0.006088176742196083, |
| 0.0020531434565782547, |
| 0.0034099421463906765, |
| 0.0018019744893535972, |
| 0.001463604625314474, |
| 0.0034932252019643784, |
| 0.0012204849626868963, |
| 0.0010706600733101368, |
| 0.001149422605521977, |
| 0.0013255140511319041, |
| 0.0006668244604952633, |
| 0.0009478386491537094, |
| 0.003121105255559087, |
| 0.003949003294110298, |
| 0.0014148567570373416, |
| 0.009705149568617344, |
| 0.001050600316375494, |
| 0.0009364152210764587, |
| 0.0014723913045600057, |
| 0.0007964519318193197, |
| 0.0003402339934837073, |
| 0.0012345650466158986, |
| 0.00044358207378536463, |
| 0.0008176034898497164, |
| 0.011230789124965668, |
| 0.0009742280235514045, |
| 0.0023226593621075153, |
| 0.0009950286475941539, |
| 0.01436714455485344, |
| 0.0012383308494463563, |
| 0.014483560808002949, |
| 0.0018183455104008317, |
| 0.0010009249672293663, |
| 0.001923806150443852, |
| 0.002366699744015932, |
| 0.004320385865867138, |
| 0.006899230182170868, |
| 0.0037709311582148075 |
| ], |
| "r2": [ |
| -1.8636033535003662, |
| 0.28329581022262573, |
| -0.4133310317993164, |
| -1.620973825454712, |
| -0.22052252292633057, |
| -0.5105007886886597, |
| -1.1692540645599365, |
| -0.07158458232879639, |
| -0.47983646392822266, |
| 0.106869637966156, |
| -2.0393857955932617, |
| 0.3293234705924988, |
| -0.9829897880554199, |
| -1.1115834712982178, |
| -0.6021864414215088, |
| -2.18030047416687, |
| 0.11901187896728516, |
| 0.26569104194641113, |
| 0.37247514724731445, |
| -1.7798693180084229, |
| 0.17754977941513062, |
| -1.4925205707550049, |
| -2.6043107509613037, |
| -0.22924542427062988, |
| -0.25281357765197754, |
| 0.2787362337112427, |
| 0.21872520446777344, |
| 0.29712939262390137, |
| 0.2129862904548645, |
| -0.6597713232040405, |
| 0.021631956100463867, |
| 0.14452707767486572, |
| -5.210337162017822, |
| -0.6186857223510742, |
| -0.6787067651748657, |
| 0.109305739402771, |
| -0.9517689943313599, |
| -1.9650239944458008, |
| -0.02874457836151123, |
| 0.2159462571144104, |
| -2.440751075744629, |
| -0.12383127212524414, |
| 0.2226635217666626, |
| 0.10601520538330078, |
| 0.10054141283035278, |
| -0.09740173816680908, |
| -1.993241548538208, |
| 0.2630380392074585, |
| 0.3697144389152527, |
| 0.18535268306732178, |
| 0.09964555501937866, |
| 0.2984629273414612, |
| -0.7245548963546753, |
| 0.3635002374649048, |
| 0.036262333393096924, |
| -0.08243894577026367, |
| -0.6906191110610962, |
| 0.1364656686782837, |
| -0.9002121686935425, |
| 0.26755696535110474, |
| -0.56438148021698, |
| -5.123881816864014, |
| 0.2780846953392029, |
| -0.21968770027160645, |
| -1.0687928199768066, |
| -0.06127774715423584, |
| 0.11497700214385986, |
| -2.7894928455352783, |
| 0.038840293884277344, |
| -0.09386086463928223, |
| 0.07122939825057983, |
| -1.2731711864471436, |
| 0.16526806354522705, |
| 0.05077087879180908, |
| -3.005403995513916, |
| -0.6749517917633057, |
| -0.1275639533996582, |
| 0.27777618169784546, |
| 0.19641715288162231, |
| 0.20700734853744507 |
| ], |
| "pearson": [ |
| 0.05896278843283653, |
| 0.7570440173149109, |
| 0.06085492670536041, |
| -0.0444427952170372, |
| 0.20180360972881317, |
| -0.1554526537656784, |
| 0.10319400578737259, |
| 0.4175525903701782, |
| 0.30598771572113037, |
| 0.576377272605896, |
| 0.2685815095901489, |
| 0.5839219093322754, |
| -0.11628152430057526, |
| 0.14456048607826233, |
| -0.08896316587924957, |
| -0.1473231464624405, |
| 0.46514055132865906, |
| 0.5309261083602905, |
| 0.6671335101127625, |
| -0.19793277978897095, |
| 0.5580198168754578, |
| 0.03759147226810455, |
| -0.2749055325984955, |
| 0.05794224515557289, |
| 0.4054983854293823, |
| 0.5591835975646973, |
| 0.5282705426216125, |
| 0.593189001083374, |
| 0.4981309771537781, |
| 0.13972818851470947, |
| 0.3488367199897766, |
| 0.4086320698261261, |
| -0.5068380832672119, |
| 0.012276927009224892, |
| 0.09146756678819656, |
| 0.6736096739768982, |
| -0.07635803520679474, |
| -0.006184936501085758, |
| 0.24896512925624847, |
| 0.4740391671657562, |
| -0.275273859500885, |
| 0.35014304518699646, |
| 0.5953029990196228, |
| 0.35119494795799255, |
| 0.33516788482666016, |
| 0.1833677440881729, |
| -0.20259007811546326, |
| 0.6047167181968689, |
| 0.6642725467681885, |
| 0.5131582021713257, |
| 0.38888785243034363, |
| 0.6151023507118225, |
| 0.20143264532089233, |
| 0.6383336782455444, |
| 0.3160689175128937, |
| 0.06969551742076874, |
| -0.14262492954730988, |
| 0.4861581325531006, |
| -0.03801296278834343, |
| 0.641390860080719, |
| -0.14751948416233063, |
| -0.34102919697761536, |
| 0.598152756690979, |
| 0.29214373230934143, |
| 0.2671343684196472, |
| 0.41020670533180237, |
| 0.501792848110199, |
| -0.38497403264045715, |
| 0.3590739667415619, |
| 0.26316532492637634, |
| 0.30733630061149597, |
| -0.11251591891050339, |
| 0.5925635695457458, |
| 0.3308599889278412, |
| -0.3465830981731415, |
| -0.24093352258205414, |
| 0.08624634891748428, |
| 0.6415207982063293, |
| 0.5249453783035278, |
| 0.544535219669342 |
| ], |
| "spearman": [ |
| -0.01638680209670052, |
| 0.6991641532910383, |
| 0.1459635784908946, |
| -0.0485118016279504, |
| 0.08736281484070371, |
| -0.09393846698461675, |
| -0.0015370143842535961, |
| 0.3141665315416329, |
| 0.2528314757078689, |
| 0.45694526423631604, |
| 0.2189729827432457, |
| 0.5146091816522954, |
| -0.10450368962592241, |
| 0.14341695885423972, |
| 0.018052651513162876, |
| -0.1742145660536415, |
| 0.4155495198873799, |
| 0.36810455752613935, |
| 0.6055375918843979, |
| -0.1919158904789726, |
| 0.525489116372279, |
| -0.07361702590425648, |
| -0.2693049448262362, |
| 0.052945267236316804, |
| 0.31205626801406705, |
| 0.4720206085051521, |
| 0.47176803994201, |
| 0.491057880698617, |
| 0.40113138428284606, |
| 0.12810103102525774, |
| 0.38358404689601167, |
| 0.29447608661902164, |
| -0.46608878352219585, |
| 0.00616226404056601, |
| 0.23716670629167655, |
| 0.6393868368364793, |
| -0.039781007445251856, |
| 0.01971894942973736, |
| 0.2125560981390245, |
| 0.37921048080262015, |
| -0.1445625931406483, |
| 0.27824656106164025, |
| 0.5181496385374096, |
| 0.2449543422385856, |
| 0.2700904620226155, |
| 0.12699000924750228, |
| -0.2723268620817155, |
| 0.5427764466941116, |
| 0.5966722191680548, |
| 0.47040537527774595, |
| 0.3152481473120368, |
| 0.4700351705087926, |
| 0.18122576730644183, |
| 0.4869994307498577, |
| 0.30007192501798124, |
| 0.09613929753482438, |
| -0.031189023297255824, |
| 0.3521854300463575, |
| -0.1071594987898747, |
| 0.5581242360310589, |
| -0.136246096061524, |
| -0.31312273528068385, |
| 0.4983976155994038, |
| 0.19216711804177952, |
| 0.21977423944355987, |
| 0.3615016233754058, |
| 0.4596529179132295, |
| -0.3130108367527092, |
| 0.2142681295670324, |
| 0.16687258171814542, |
| 0.29828115707028924, |
| -0.07609282833027672, |
| 0.5848952026931363, |
| 0.26780474795118697, |
| -0.3191299622824906, |
| -0.17027802956950736, |
| 0.03906446026611506, |
| 0.5521481865370467, |
| 0.38927847431961854, |
| 0.43961948290487074 |
| ], |
| "de_corr": [ |
| 0.6850724220275879, |
| 0.8879386186599731, |
| 0.1328609138727188, |
| -0.10727494210004807, |
| 0.45528504252433777, |
| -0.3523196876049042, |
| -0.27665653824806213, |
| 0.5069816708564758, |
| 0.5711830854415894, |
| 0.8087224960327148, |
| 0.22876529395580292, |
| 0.7591655254364014, |
| -0.04666735231876373, |
| -0.11922423541545868, |
| 0.03902706503868103, |
| -0.400743693113327, |
| 0.6545570492744446, |
| 0.5364365577697754, |
| 0.5674976110458374, |
| 0.004549222532659769, |
| 0.8275271058082581, |
| 0.39404574036598206, |
| -0.04165051877498627, |
| -0.5498351454734802, |
| 0.655297040939331, |
| 0.7302966713905334, |
| 0.11759544909000397, |
| 0.38393616676330566, |
| 0.5820118188858032, |
| 0.21148277819156647, |
| 0.04829304292798042, |
| 0.5449263453483582, |
| 0.16939057409763336, |
| -0.17490263283252716, |
| -0.3492230176925659, |
| 0.789750874042511, |
| 0.011864609085023403, |
| 0.4153749346733093, |
| 0.30131974816322327, |
| 0.7311798930168152, |
| -0.47079288959503174, |
| 0.8483207821846008, |
| 0.8571071624755859, |
| 0.5815296173095703, |
| 0.4406147301197052, |
| 0.5927321314811707, |
| -0.3578053116798401, |
| 0.6760474443435669, |
| 0.5958951711654663, |
| 0.719107449054718, |
| 0.6221590042114258, |
| 0.8742597103118896, |
| 0.034995585680007935, |
| 0.8716983199119568, |
| 0.6109908223152161, |
| 0.16803662478923798, |
| -0.5775253772735596, |
| 0.7642053365707397, |
| 0.21314768493175507, |
| 0.670685887336731, |
| -0.25614023208618164, |
| -0.422098308801651, |
| 0.7319802641868591, |
| 0.19940131902694702, |
| 0.3634165823459625, |
| 0.18028034269809723, |
| 0.8474987149238586, |
| -0.3782942593097687, |
| 0.6447136998176575, |
| 0.5108279585838318, |
| 0.26227447390556335, |
| -0.25329533219337463, |
| 0.645876407623291, |
| 0.38376161456108093, |
| -0.7495485544204712, |
| -0.31595396995544434, |
| -0.07863935828208923, |
| 0.8323890566825867, |
| 0.7960889935493469, |
| 0.9186955690383911 |
| ], |
| "mmd": [ |
| 0.01570141535697922, |
| 0.07236881385040284, |
| 0.037287025601551727, |
| 0.01805368439601196, |
| 0.0268440716667373, |
| 0.04196085758615642, |
| 0.016207096554945455, |
| 0.013603214818082465, |
| 0.015615680272564436, |
| 0.3526261618546107, |
| 0.016375076103583353, |
| 0.02958753273187409, |
| 0.023261326360364487, |
| 0.02008443138579241, |
| 0.042676154771774, |
| 0.017421556486625134, |
| 0.13379725174921775, |
| 0.02621740216769297, |
| 0.033256648635204056, |
| 0.018537467890297976, |
| 0.06963659580119275, |
| 0.020178456353972307, |
| 0.020673964970429393, |
| 0.05276733228447872, |
| 0.015654474466824997, |
| 0.04843898016557413, |
| 0.07113911868166678, |
| 0.04682247522234795, |
| 0.036954148077606885, |
| 0.032001918370707205, |
| 0.03224842369704184, |
| 0.10374977711656097, |
| 0.015001290416029267, |
| 0.031453395199351974, |
| 0.021869091865155066, |
| 0.18566640880250618, |
| 0.028644790001729037, |
| 0.01883323500282663, |
| 0.049566648196372465, |
| 0.042203605920825504, |
| 0.01821352169845636, |
| 0.11465443402645903, |
| 0.08683565374987745, |
| 0.041138241579298795, |
| 0.055039365110732597, |
| 0.036846260676270504, |
| 0.025576655517632885, |
| 0.06722397326047114, |
| 0.029473445840719537, |
| 0.023928544499040805, |
| 0.0257686491203879, |
| 0.023757746700988513, |
| 0.016767739883091215, |
| 0.022989242716960234, |
| 0.0646401997530438, |
| 0.07486265516742052, |
| 0.03112522612336066, |
| 0.12182827212009395, |
| 0.023530761047959148, |
| 0.027681769218509067, |
| 0.030600634868444665, |
| 0.018047285048507722, |
| 0.019263644187130113, |
| 0.02847296895279461, |
| 0.013243274211557354, |
| 0.02232678961989798, |
| 0.16901661003307655, |
| 0.020222435732057398, |
| 0.03183148839294914, |
| 0.026693513670877467, |
| 0.16023573560636417, |
| 0.029895594608512877, |
| 0.18175112566433405, |
| 0.03426230391050167, |
| 0.020031202808421855, |
| 0.04975504528544761, |
| 0.05102439434377237, |
| 0.07558778371237596, |
| 0.08054294275581675, |
| 0.06230097124158451 |
| ], |
| "wasserstein": [ |
| 0.20111146712226444, |
| 0.38092888295247795, |
| 0.33122355096848066, |
| 0.21403848827216748, |
| 0.25374966467696297, |
| 0.28586573059583237, |
| 0.19180188058905212, |
| 0.16353703492028926, |
| 0.2073218926507884, |
| 0.9982994008567991, |
| 0.19254250378916038, |
| 0.24084339143861644, |
| 0.21488397883059396, |
| 0.18665246717933998, |
| 0.3425077429717615, |
| 0.19941959929077985, |
| 0.5766726168598839, |
| 0.2845452850917858, |
| 0.2564523260410695, |
| 0.2197301658325513, |
| 0.4082561855431376, |
| 0.19872550000954575, |
| 0.2193092444751932, |
| 0.36715441431884516, |
| 0.18903115836554335, |
| 0.32021330332983455, |
| 0.371765380702717, |
| 0.3161846387506113, |
| 0.2526341380517888, |
| 0.2606270717209236, |
| 0.2254998060630447, |
| 0.469299890231332, |
| 0.1920270258135351, |
| 0.31663756363906054, |
| 0.20840670257685714, |
| 0.8163757074917574, |
| 0.25131046836409593, |
| 0.2069735079389802, |
| 0.35184276078341786, |
| 0.33890180205250436, |
| 0.20761094525615423, |
| 0.550458133129081, |
| 0.42413707398106626, |
| 0.36567601166984426, |
| 0.33425921961829835, |
| 0.2711914023016828, |
| 0.26399402229429586, |
| 0.36587054980039546, |
| 0.2586192540738769, |
| 0.2216899219193495, |
| 0.24436702220320772, |
| 0.24110536462445042, |
| 0.20120086778480242, |
| 0.2273513594661153, |
| 0.39648333752323744, |
| 0.462822917519662, |
| 0.26236716171914654, |
| 0.4677155564519627, |
| 0.2285666452298058, |
| 0.2613657348095476, |
| 0.2448754617774722, |
| 0.2157963275293286, |
| 0.1861228340973911, |
| 0.22609126669536883, |
| 0.1543711049919832, |
| 0.2367365821391758, |
| 0.5052214355252471, |
| 0.229492066092707, |
| 0.31008677428741954, |
| 0.22366068102455, |
| 0.7102428151070243, |
| 0.2702743251721207, |
| 0.6575921629804722, |
| 0.27845383405465574, |
| 0.19817825591374877, |
| 0.34706644128131403, |
| 0.3284483302837195, |
| 0.3758530865347564, |
| 0.4018658281232308, |
| 0.36640440815129544 |
| ] |
| }, |
| "n_perts": 80 |
| }, |
| "Additive": { |
| "mse": 0.0034106687711755513, |
| "r2": -0.5598821602761745, |
| "pearson": 0.24505942618707194, |
| "spearman": 0.20495787831150186, |
| "de_corr": 0.31165603089029903, |
| "mmd": 0.049649688791485846, |
| "wasserstein": 0.31183738580365433, |
| "_per_pert": { |
| "mse": [ |
| 0.0005894884234294295, |
| 0.005133030004799366, |
| 0.002097384538501501, |
| 0.0009051811648532748, |
| 0.0010524397948756814, |
| 0.0019171570893377066, |
| 0.0005996071849949658, |
| 0.0006937250727787614, |
| 0.0006017289124429226, |
| 0.038852035999298096, |
| 0.0007957180496305227, |
| 0.0013922436628490686, |
| 0.0012487592175602913, |
| 0.0008711018599569798, |
| 0.0022619040682911873, |
| 0.0008431424503214657, |
| 0.013289649039506912, |
| 0.0010381487663835287, |
| 0.0012427716283127666, |
| 0.0009599572513252497, |
| 0.004432815592736006, |
| 0.0008816534536890686, |
| 0.000990309752523899, |
| 0.003627948695793748, |
| 0.0004956180928274989, |
| 0.0025439485907554626, |
| 0.0042213439010083675, |
| 0.00230471626855433, |
| 0.001441224361769855, |
| 0.0011011951137334108, |
| 0.0011994002852588892, |
| 0.007305716630071402, |
| 0.0008306491654366255, |
| 0.0015610003611072898, |
| 0.0008835542248561978, |
| 0.024105127900838852, |
| 0.0010445668594911695, |
| 0.0009483625763095915, |
| 0.0023823522496968508, |
| 0.0021485495381057262, |
| 0.0008916195365600288, |
| 0.013441819697618484, |
| 0.006088176742196083, |
| 0.0020531434565782547, |
| 0.0034099421463906765, |
| 0.0018019744893535972, |
| 0.001463604625314474, |
| 0.0034932252019643784, |
| 0.0012204849626868963, |
| 0.0010706600733101368, |
| 0.001149422605521977, |
| 0.0013255140511319041, |
| 0.0006668244604952633, |
| 0.0009478386491537094, |
| 0.003121105255559087, |
| 0.003949003294110298, |
| 0.0014148567570373416, |
| 0.009705149568617344, |
| 0.001050600316375494, |
| 0.0009364152210764587, |
| 0.0014723913045600057, |
| 0.0007964519318193197, |
| 0.0003402339934837073, |
| 0.0012345650466158986, |
| 0.00044358207378536463, |
| 0.0008176034898497164, |
| 0.011230789124965668, |
| 0.0009742280235514045, |
| 0.0023226593621075153, |
| 0.0009950286475941539, |
| 0.01436714455485344, |
| 0.0012383308494463563, |
| 0.014483560808002949, |
| 0.0018183455104008317, |
| 0.0010009249672293663, |
| 0.001923806150443852, |
| 0.002366699744015932, |
| 0.004320385865867138, |
| 0.006899230182170868, |
| 0.0037709311582148075 |
| ], |
| "r2": [ |
| -1.8636033535003662, |
| 0.28329581022262573, |
| -0.4133310317993164, |
| -1.620973825454712, |
| -0.22052252292633057, |
| -0.5105007886886597, |
| -1.1692540645599365, |
| -0.07158458232879639, |
| -0.47983646392822266, |
| 0.106869637966156, |
| -2.0393857955932617, |
| 0.3293234705924988, |
| -0.9829897880554199, |
| -1.1115834712982178, |
| -0.6021864414215088, |
| -2.18030047416687, |
| 0.11901187896728516, |
| 0.26569104194641113, |
| 0.37247514724731445, |
| -1.7798693180084229, |
| 0.17754977941513062, |
| -1.4925205707550049, |
| -2.6043107509613037, |
| -0.22924542427062988, |
| -0.25281357765197754, |
| 0.2787362337112427, |
| 0.21872520446777344, |
| 0.29712939262390137, |
| 0.2129862904548645, |
| -0.6597713232040405, |
| 0.021631956100463867, |
| 0.14452707767486572, |
| -5.210337162017822, |
| -0.6186857223510742, |
| -0.6787067651748657, |
| 0.109305739402771, |
| -0.9517689943313599, |
| -1.9650239944458008, |
| -0.02874457836151123, |
| 0.2159462571144104, |
| -2.440751075744629, |
| -0.12383127212524414, |
| 0.2226635217666626, |
| 0.10601520538330078, |
| 0.10054141283035278, |
| -0.09740173816680908, |
| -1.993241548538208, |
| 0.2630380392074585, |
| 0.3697144389152527, |
| 0.18535268306732178, |
| 0.09964555501937866, |
| 0.2984629273414612, |
| -0.7245548963546753, |
| 0.3635002374649048, |
| 0.036262333393096924, |
| -0.08243894577026367, |
| -0.6906191110610962, |
| 0.1364656686782837, |
| -0.9002121686935425, |
| 0.26755696535110474, |
| -0.56438148021698, |
| -5.123881816864014, |
| 0.2780846953392029, |
| -0.21968770027160645, |
| -1.0687928199768066, |
| -0.06127774715423584, |
| 0.11497700214385986, |
| -2.7894928455352783, |
| 0.038840293884277344, |
| -0.09386086463928223, |
| 0.07122939825057983, |
| -1.2731711864471436, |
| 0.16526806354522705, |
| 0.05077087879180908, |
| -3.005403995513916, |
| -0.6749517917633057, |
| -0.1275639533996582, |
| 0.27777618169784546, |
| 0.19641715288162231, |
| 0.20700734853744507 |
| ], |
| "pearson": [ |
| 0.05896278843283653, |
| 0.7570440173149109, |
| 0.06085492670536041, |
| -0.0444427952170372, |
| 0.20180360972881317, |
| -0.1554526537656784, |
| 0.10319400578737259, |
| 0.4175525903701782, |
| 0.30598771572113037, |
| 0.576377272605896, |
| 0.2685815095901489, |
| 0.5839219093322754, |
| -0.11628152430057526, |
| 0.14456048607826233, |
| -0.08896316587924957, |
| -0.1473231464624405, |
| 0.46514055132865906, |
| 0.5309261083602905, |
| 0.6671335101127625, |
| -0.19793277978897095, |
| 0.5580198168754578, |
| 0.03759147226810455, |
| -0.2749055325984955, |
| 0.05794224515557289, |
| 0.4054983854293823, |
| 0.5591835975646973, |
| 0.5282705426216125, |
| 0.593189001083374, |
| 0.4981309771537781, |
| 0.13972818851470947, |
| 0.3488367199897766, |
| 0.4086320698261261, |
| -0.5068380832672119, |
| 0.012276927009224892, |
| 0.09146756678819656, |
| 0.6736096739768982, |
| -0.07635803520679474, |
| -0.006184936501085758, |
| 0.24896512925624847, |
| 0.4740391671657562, |
| -0.275273859500885, |
| 0.35014304518699646, |
| 0.5953029990196228, |
| 0.35119494795799255, |
| 0.33516788482666016, |
| 0.1833677440881729, |
| -0.20259007811546326, |
| 0.6047167181968689, |
| 0.6642725467681885, |
| 0.5131582021713257, |
| 0.38888785243034363, |
| 0.6151023507118225, |
| 0.20143264532089233, |
| 0.6383336782455444, |
| 0.3160689175128937, |
| 0.06969551742076874, |
| -0.14262492954730988, |
| 0.4861581325531006, |
| -0.03801296278834343, |
| 0.641390860080719, |
| -0.14751948416233063, |
| -0.34102919697761536, |
| 0.598152756690979, |
| 0.29214373230934143, |
| 0.2671343684196472, |
| 0.41020670533180237, |
| 0.501792848110199, |
| -0.38497403264045715, |
| 0.3590739667415619, |
| 0.26316532492637634, |
| 0.30733630061149597, |
| -0.11251591891050339, |
| 0.5925635695457458, |
| 0.3308599889278412, |
| -0.3465830981731415, |
| -0.24093352258205414, |
| 0.08624634891748428, |
| 0.6415207982063293, |
| 0.5249453783035278, |
| 0.544535219669342 |
| ], |
| "spearman": [ |
| -0.01638680209670052, |
| 0.6991641532910383, |
| 0.1459635784908946, |
| -0.0485118016279504, |
| 0.08736281484070371, |
| -0.09393846698461675, |
| -0.0015370143842535961, |
| 0.3141665315416329, |
| 0.2528314757078689, |
| 0.45694526423631604, |
| 0.2189729827432457, |
| 0.5146091816522954, |
| -0.10450368962592241, |
| 0.14341695885423972, |
| 0.018052651513162876, |
| -0.1742145660536415, |
| 0.4155495198873799, |
| 0.36810455752613935, |
| 0.6055375918843979, |
| -0.1919158904789726, |
| 0.525489116372279, |
| -0.07361702590425648, |
| -0.2693049448262362, |
| 0.052945267236316804, |
| 0.31205626801406705, |
| 0.4720206085051521, |
| 0.47176803994201, |
| 0.491057880698617, |
| 0.40113138428284606, |
| 0.12810103102525774, |
| 0.38358404689601167, |
| 0.29447608661902164, |
| -0.46608878352219585, |
| 0.00616226404056601, |
| 0.23716670629167655, |
| 0.6393868368364793, |
| -0.039781007445251856, |
| 0.01971894942973736, |
| 0.2125560981390245, |
| 0.37921048080262015, |
| -0.1445625931406483, |
| 0.27824656106164025, |
| 0.5181496385374096, |
| 0.2449543422385856, |
| 0.2700904620226155, |
| 0.12699000924750228, |
| -0.2723268620817155, |
| 0.5427764466941116, |
| 0.5966722191680548, |
| 0.47040537527774595, |
| 0.3152481473120368, |
| 0.4700351705087926, |
| 0.18122576730644183, |
| 0.4869994307498577, |
| 0.30007192501798124, |
| 0.09613929753482438, |
| -0.031189023297255824, |
| 0.3521854300463575, |
| -0.1071594987898747, |
| 0.5581242360310589, |
| -0.136246096061524, |
| -0.31312273528068385, |
| 0.4983976155994038, |
| 0.19216711804177952, |
| 0.21977423944355987, |
| 0.3615016233754058, |
| 0.4596529179132295, |
| -0.3130108367527092, |
| 0.2142681295670324, |
| 0.16687258171814542, |
| 0.29828115707028924, |
| -0.07609282833027672, |
| 0.5848952026931363, |
| 0.26780474795118697, |
| -0.3191299622824906, |
| -0.17027802956950736, |
| 0.03906446026611506, |
| 0.5521481865370467, |
| 0.38927847431961854, |
| 0.43961948290487074 |
| ], |
| "de_corr": [ |
| 0.6850724220275879, |
| 0.8879386186599731, |
| 0.1328609138727188, |
| -0.10727494210004807, |
| 0.45528504252433777, |
| -0.3523196876049042, |
| -0.27665653824806213, |
| 0.5069816708564758, |
| 0.5711830854415894, |
| 0.8087224960327148, |
| 0.22876529395580292, |
| 0.7591655254364014, |
| -0.04666735231876373, |
| -0.11922423541545868, |
| 0.03902706503868103, |
| -0.400743693113327, |
| 0.6545570492744446, |
| 0.5364365577697754, |
| 0.5674976110458374, |
| 0.004549222532659769, |
| 0.8275271058082581, |
| 0.39404574036598206, |
| -0.04165051877498627, |
| -0.5498351454734802, |
| 0.655297040939331, |
| 0.7302966713905334, |
| 0.11759544909000397, |
| 0.38393616676330566, |
| 0.5820118188858032, |
| 0.21148277819156647, |
| 0.04829304292798042, |
| 0.5449263453483582, |
| 0.16939057409763336, |
| -0.17490263283252716, |
| -0.3492230176925659, |
| 0.789750874042511, |
| 0.011864609085023403, |
| 0.4153749346733093, |
| 0.30131974816322327, |
| 0.7311798930168152, |
| -0.47079288959503174, |
| 0.8483207821846008, |
| 0.8571071624755859, |
| 0.5815296173095703, |
| 0.4406147301197052, |
| 0.5927321314811707, |
| -0.3578053116798401, |
| 0.6760474443435669, |
| 0.5958951711654663, |
| 0.719107449054718, |
| 0.6221590042114258, |
| 0.8742597103118896, |
| 0.034995585680007935, |
| 0.8716983199119568, |
| 0.6109908223152161, |
| 0.16803662478923798, |
| -0.5775253772735596, |
| 0.7642053365707397, |
| 0.21314768493175507, |
| 0.670685887336731, |
| -0.25614023208618164, |
| -0.422098308801651, |
| 0.7319802641868591, |
| 0.19940131902694702, |
| 0.3634165823459625, |
| 0.18028034269809723, |
| 0.8474987149238586, |
| -0.3782942593097687, |
| 0.6447136998176575, |
| 0.5108279585838318, |
| 0.26227447390556335, |
| -0.25329533219337463, |
| 0.645876407623291, |
| 0.38376161456108093, |
| -0.7495485544204712, |
| -0.31595396995544434, |
| -0.07863935828208923, |
| 0.8323890566825867, |
| 0.7960889935493469, |
| 0.9186955690383911 |
| ], |
| "mmd": [ |
| 0.01570141535697922, |
| 0.07236881385040284, |
| 0.037287025601551727, |
| 0.01805368439601196, |
| 0.0268440716667373, |
| 0.04196085758615642, |
| 0.016207096554945455, |
| 0.013603214818082465, |
| 0.015615680272564436, |
| 0.3526261618546107, |
| 0.016375076103583353, |
| 0.02958753273187409, |
| 0.023261326360364487, |
| 0.02008443138579241, |
| 0.042676154771774, |
| 0.017421556486625134, |
| 0.13379725174921775, |
| 0.02621740216769297, |
| 0.033256648635204056, |
| 0.018537467890297976, |
| 0.06963659580119275, |
| 0.020178456353972307, |
| 0.020673964970429393, |
| 0.05276733228447872, |
| 0.015654474466824997, |
| 0.04843898016557413, |
| 0.07113911868166678, |
| 0.04682247522234795, |
| 0.036954148077606885, |
| 0.032001918370707205, |
| 0.03224842369704184, |
| 0.10374977711656097, |
| 0.015001290416029267, |
| 0.031453395199351974, |
| 0.021869091865155066, |
| 0.18566640880250618, |
| 0.028644790001729037, |
| 0.01883323500282663, |
| 0.049566648196372465, |
| 0.042203605920825504, |
| 0.01821352169845636, |
| 0.11465443402645903, |
| 0.08683565374987745, |
| 0.041138241579298795, |
| 0.055039365110732597, |
| 0.036846260676270504, |
| 0.025576655517632885, |
| 0.06722397326047114, |
| 0.029473445840719537, |
| 0.023928544499040805, |
| 0.0257686491203879, |
| 0.023757746700988513, |
| 0.016767739883091215, |
| 0.022989242716960234, |
| 0.0646401997530438, |
| 0.07486265516742052, |
| 0.03112522612336066, |
| 0.12182827212009395, |
| 0.023530761047959148, |
| 0.027681769218509067, |
| 0.030600634868444665, |
| 0.018047285048507722, |
| 0.019263644187130113, |
| 0.02847296895279461, |
| 0.013243274211557354, |
| 0.02232678961989798, |
| 0.16901661003307655, |
| 0.020222435732057398, |
| 0.03183148839294914, |
| 0.026693513670877467, |
| 0.16023573560636417, |
| 0.029895594608512877, |
| 0.18175112566433405, |
| 0.03426230391050167, |
| 0.020031202808421855, |
| 0.04975504528544761, |
| 0.05102439434377237, |
| 0.07558778371237596, |
| 0.08054294275581675, |
| 0.06230097124158451 |
| ], |
| "wasserstein": [ |
| 0.20111146712226444, |
| 0.38092888295247795, |
| 0.33122355096848066, |
| 0.21403848827216748, |
| 0.25374966467696297, |
| 0.28586573059583237, |
| 0.19180188058905212, |
| 0.16353703492028926, |
| 0.2073218926507884, |
| 0.9982994008567991, |
| 0.19254250378916038, |
| 0.24084339143861644, |
| 0.21488397883059396, |
| 0.18665246717933998, |
| 0.3425077429717615, |
| 0.19941959929077985, |
| 0.5766726168598839, |
| 0.2845452850917858, |
| 0.2564523260410695, |
| 0.2197301658325513, |
| 0.4082561855431376, |
| 0.19872550000954575, |
| 0.2193092444751932, |
| 0.36715441431884516, |
| 0.18903115836554335, |
| 0.32021330332983455, |
| 0.371765380702717, |
| 0.3161846387506113, |
| 0.2526341380517888, |
| 0.2606270717209236, |
| 0.2254998060630447, |
| 0.469299890231332, |
| 0.1920270258135351, |
| 0.31663756363906054, |
| 0.20840670257685714, |
| 0.8163757074917574, |
| 0.25131046836409593, |
| 0.2069735079389802, |
| 0.35184276078341786, |
| 0.33890180205250436, |
| 0.20761094525615423, |
| 0.550458133129081, |
| 0.42413707398106626, |
| 0.36567601166984426, |
| 0.33425921961829835, |
| 0.2711914023016828, |
| 0.26399402229429586, |
| 0.36587054980039546, |
| 0.2586192540738769, |
| 0.2216899219193495, |
| 0.24436702220320772, |
| 0.24110536462445042, |
| 0.20120086778480242, |
| 0.2273513594661153, |
| 0.39648333752323744, |
| 0.462822917519662, |
| 0.26236716171914654, |
| 0.4677155564519627, |
| 0.2285666452298058, |
| 0.2613657348095476, |
| 0.2448754617774722, |
| 0.2157963275293286, |
| 0.1861228340973911, |
| 0.22609126669536883, |
| 0.1543711049919832, |
| 0.2367365821391758, |
| 0.5052214355252471, |
| 0.229492066092707, |
| 0.31008677428741954, |
| 0.22366068102455, |
| 0.7102428151070243, |
| 0.2702743251721207, |
| 0.6575921629804722, |
| 0.27845383405465574, |
| 0.19817825591374877, |
| 0.34706644128131403, |
| 0.3284483302837195, |
| 0.3758530865347564, |
| 0.4018658281232308, |
| 0.36640440815129544 |
| ] |
| }, |
| "n_perts": 80 |
| }, |
| "LinearResponse": { |
| "mse": 0.0034106687755411256, |
| "r2": -0.5598821468651295, |
| "pearson": 0.24505942570394837, |
| "spearman": 0.2049578819994904, |
| "de_corr": 0.31165603364934213, |
| "mmd": 0.04964968872868484, |
| "wasserstein": 0.31183738544721346, |
| "_per_pert": { |
| "mse": [ |
| 0.0005894883652217686, |
| 0.005133030004799366, |
| 0.002097384538501501, |
| 0.0009051811066456139, |
| 0.0010524396784603596, |
| 0.0019171570893377066, |
| 0.0005996071267873049, |
| 0.0006937250727787614, |
| 0.0006017289124429226, |
| 0.038852035999298096, |
| 0.0007957181078381836, |
| 0.0013922437792643905, |
| 0.0012487592175602913, |
| 0.0008711018017493188, |
| 0.0022619040682911873, |
| 0.0008431424503214657, |
| 0.013289649039506912, |
| 0.0010381487663835287, |
| 0.0012427716283127666, |
| 0.0009599572513252497, |
| 0.004432815592736006, |
| 0.0008816534536890686, |
| 0.000990309868939221, |
| 0.003627948695793748, |
| 0.0004956181510351598, |
| 0.0025439488235861063, |
| 0.0042213439010083675, |
| 0.00230471626855433, |
| 0.001441224361769855, |
| 0.0011011951137334108, |
| 0.0011994001688435674, |
| 0.007305716630071402, |
| 0.0008306491654366255, |
| 0.0015610003611072898, |
| 0.0008835542830638587, |
| 0.024105127900838852, |
| 0.0010445668594911695, |
| 0.0009483625763095915, |
| 0.0023823522496968508, |
| 0.0021485495381057262, |
| 0.0008916195365600288, |
| 0.013441819697618484, |
| 0.006088176742196083, |
| 0.0020531434565782547, |
| 0.00340994237922132, |
| 0.001801974605768919, |
| 0.001463604625314474, |
| 0.0034932249691337347, |
| 0.0012204849626868963, |
| 0.0010706600733101368, |
| 0.001149422605521977, |
| 0.0013255139347165823, |
| 0.0006668244604952633, |
| 0.0009478385909460485, |
| 0.003121105022728443, |
| 0.003949003294110298, |
| 0.0014148567570373416, |
| 0.009705149568617344, |
| 0.001050600316375494, |
| 0.0009364152792841196, |
| 0.001472391071729362, |
| 0.0007964518154039979, |
| 0.0003402339934837073, |
| 0.0012345650466158986, |
| 0.00044358207378536463, |
| 0.0008176034316420555, |
| 0.011230789124965668, |
| 0.0009742280235514045, |
| 0.0023226593621075153, |
| 0.0009950286475941539, |
| 0.01436714455485344, |
| 0.0012383308494463563, |
| 0.014483560808002949, |
| 0.0018183455104008317, |
| 0.0010009248508140445, |
| 0.001923806150443852, |
| 0.002366699744015932, |
| 0.004320385865867138, |
| 0.0068992311134934425, |
| 0.0037709311582148075 |
| ], |
| "r2": [ |
| -1.863602876663208, |
| 0.28329581022262573, |
| -0.4133310317993164, |
| -1.620973825454712, |
| -0.22052252292633057, |
| -0.5105007886886597, |
| -1.1692540645599365, |
| -0.07158446311950684, |
| -0.4798363447189331, |
| 0.106869637966156, |
| -2.039386034011841, |
| 0.3293234705924988, |
| -0.9829896688461304, |
| -1.1115834712982178, |
| -0.6021864414215088, |
| -2.180300235748291, |
| 0.11901187896728516, |
| 0.2656911015510559, |
| 0.37247514724731445, |
| -1.7798690795898438, |
| 0.17754977941513062, |
| -1.4925205707550049, |
| -2.6043107509613037, |
| -0.22924530506134033, |
| -0.25281357765197754, |
| 0.2787361741065979, |
| 0.21872520446777344, |
| 0.29712939262390137, |
| 0.2129862904548645, |
| -0.6597713232040405, |
| 0.021631956100463867, |
| 0.14452707767486572, |
| -5.210337162017822, |
| -0.6186857223510742, |
| -0.6787067651748657, |
| 0.109305739402771, |
| -0.9517689943313599, |
| -1.9650239944458008, |
| -0.02874457836151123, |
| 0.2159462571144104, |
| -2.440751314163208, |
| -0.12383139133453369, |
| 0.2226635217666626, |
| 0.10601532459259033, |
| 0.10054135322570801, |
| -0.09740173816680908, |
| -1.993241548538208, |
| 0.2630380392074585, |
| 0.3697144389152527, |
| 0.18535268306732178, |
| 0.09964555501937866, |
| 0.2984629273414612, |
| -0.7245548963546753, |
| 0.3635002374649048, |
| 0.036262333393096924, |
| -0.08243894577026367, |
| -0.6906191110610962, |
| 0.1364656686782837, |
| -0.9002121686935425, |
| 0.26755690574645996, |
| -0.56438148021698, |
| -5.123881816864014, |
| 0.2780846953392029, |
| -0.21968770027160645, |
| -1.0687928199768066, |
| -0.06127774715423584, |
| 0.11497700214385986, |
| -2.789492607116699, |
| 0.038840293884277344, |
| -0.09386086463928223, |
| 0.07122939825057983, |
| -1.2731711864471436, |
| 0.16526806354522705, |
| 0.05077087879180908, |
| -3.005403995513916, |
| -0.6749517917633057, |
| -0.1275639533996582, |
| 0.27777618169784546, |
| 0.19641715288162231, |
| 0.20700734853744507 |
| ], |
| "pearson": [ |
| 0.05896279215812683, |
| 0.7570438981056213, |
| 0.060854919254779816, |
| -0.0444427989423275, |
| 0.20180360972881317, |
| -0.1554526388645172, |
| 0.10319399833679199, |
| 0.4175525903701782, |
| 0.30598771572113037, |
| 0.5763773322105408, |
| 0.26858147978782654, |
| 0.5839219093322754, |
| -0.11628151684999466, |
| 0.14456047117710114, |
| -0.08896317332983017, |
| -0.1473231464624405, |
| 0.46514055132865906, |
| 0.5309261083602905, |
| 0.6671335101127625, |
| -0.19793274998664856, |
| 0.5580198168754578, |
| 0.03759148716926575, |
| -0.27490556240081787, |
| 0.05794225260615349, |
| 0.4054984152317047, |
| 0.5591835975646973, |
| 0.5282705426216125, |
| 0.593189001083374, |
| 0.4981309473514557, |
| 0.13972818851470947, |
| 0.3488367795944214, |
| 0.4086320698261261, |
| -0.5068380832672119, |
| 0.012276935391128063, |
| 0.09146754443645477, |
| 0.6736096143722534, |
| -0.07635803520679474, |
| -0.006184935104101896, |
| 0.24896511435508728, |
| 0.4740391969680786, |
| -0.2752738296985626, |
| 0.35014304518699646, |
| 0.595302939414978, |
| 0.35119494795799255, |
| 0.3351678252220154, |
| 0.1833677440881729, |
| -0.20259007811546326, |
| 0.6047167181968689, |
| 0.6642725467681885, |
| 0.5131582021713257, |
| 0.3888879120349884, |
| 0.6151022911071777, |
| 0.20143263041973114, |
| 0.6383337378501892, |
| 0.31606897711753845, |
| 0.06969551742076874, |
| -0.14262491464614868, |
| 0.4861580729484558, |
| -0.038012921810150146, |
| 0.6413908004760742, |
| -0.14751943945884705, |
| -0.34102919697761536, |
| 0.5981526970863342, |
| 0.2921437919139862, |
| 0.26713433861732483, |
| 0.41020670533180237, |
| 0.501792848110199, |
| -0.38497400283813477, |
| 0.3590739667415619, |
| 0.26316529512405396, |
| 0.30733633041381836, |
| -0.11251591891050339, |
| 0.5925635695457458, |
| 0.3308600187301636, |
| -0.3465830683708191, |
| -0.24093353748321533, |
| 0.08624634891748428, |
| 0.6415208578109741, |
| 0.5249453186988831, |
| 0.544535219669342 |
| ], |
| "spearman": [ |
| -0.01638680209670052, |
| 0.6991641532910383, |
| 0.1459635784908946, |
| -0.0485118016279504, |
| 0.08736281484070371, |
| -0.09393846698461675, |
| -0.0015370143842535961, |
| 0.3141665315416329, |
| 0.2528314757078689, |
| 0.45694526423631604, |
| 0.2189729827432457, |
| 0.5146091816522954, |
| -0.10450368962592241, |
| 0.14341695885423972, |
| 0.018052651513162876, |
| -0.1742145660536415, |
| 0.4155495198873799, |
| 0.36810455752613935, |
| 0.6055375918843979, |
| -0.1919158904789726, |
| 0.525489116372279, |
| -0.07361702590425648, |
| -0.2693049448262362, |
| 0.052945267236316804, |
| 0.31205626801406705, |
| 0.4720206085051521, |
| 0.47176803994201, |
| 0.491057880698617, |
| 0.40113138428284606, |
| 0.12810103102525774, |
| 0.38358404689601167, |
| 0.29447608661902164, |
| -0.46608878352219585, |
| 0.00616226404056601, |
| 0.23716670629167655, |
| 0.6393870113467528, |
| -0.039781007445251856, |
| 0.01971894942973736, |
| 0.2125560981390245, |
| 0.37921048080262015, |
| -0.1445625931406483, |
| 0.27824656106164025, |
| 0.5181496385374096, |
| 0.2449543422385856, |
| 0.2700904620226155, |
| 0.12699000924750228, |
| -0.2723268620817155, |
| 0.5427764466941116, |
| 0.5966722191680548, |
| 0.470405228101307, |
| 0.3152481473120368, |
| 0.47003447000861753, |
| 0.18122576730644183, |
| 0.4869994307498577, |
| 0.30007192501798124, |
| 0.09613929753482438, |
| -0.031189023297255824, |
| 0.3521854300463575, |
| -0.1071594987898747, |
| 0.5581242360310589, |
| -0.136246096061524, |
| -0.31312273528068385, |
| 0.4983976155994038, |
| 0.19216711804177952, |
| 0.21977423944355987, |
| 0.3615016233754058, |
| 0.45965288041322006, |
| -0.3130108367527092, |
| 0.2142681295670324, |
| 0.16687258171814542, |
| 0.29828115707028924, |
| -0.07609224255159523, |
| 0.5848961782240445, |
| 0.26780474795118697, |
| -0.3191299622824906, |
| -0.17027802956950736, |
| 0.03906446026611506, |
| 0.5521481865370467, |
| 0.3892779187154589, |
| 0.43961948290487074 |
| ], |
| "de_corr": [ |
| 0.6850724816322327, |
| 0.8879385590553284, |
| 0.1328609138727188, |
| -0.10727494955062866, |
| 0.45528504252433777, |
| -0.35231971740722656, |
| -0.2766565680503845, |
| 0.5069816708564758, |
| 0.5711831450462341, |
| 0.8087224364280701, |
| 0.22876524925231934, |
| 0.7591655850410461, |
| -0.04666728898882866, |
| -0.11922430247068405, |
| 0.03902702406048775, |
| -0.40074366331100464, |
| 0.6545571684837341, |
| 0.5364365577697754, |
| 0.5674976110458374, |
| 0.0045492458157241344, |
| 0.8275271058082581, |
| 0.39404574036598206, |
| -0.041650574654340744, |
| -0.5498350858688354, |
| 0.6552971005439758, |
| 0.7302966713905334, |
| 0.11759539693593979, |
| 0.38393616676330566, |
| 0.5820119380950928, |
| 0.21148280799388885, |
| 0.04829303175210953, |
| 0.5449264049530029, |
| 0.1693905144929886, |
| -0.17490263283252716, |
| -0.3492230474948883, |
| 0.789750874042511, |
| 0.011864597909152508, |
| 0.41537487506866455, |
| 0.30131977796554565, |
| 0.7311798334121704, |
| -0.47079285979270935, |
| 0.848320722579956, |
| 0.8571071624755859, |
| 0.5815296769142151, |
| 0.4406146705150604, |
| 0.5927321314811707, |
| -0.3578052222728729, |
| 0.6760474443435669, |
| 0.5958951711654663, |
| 0.719107449054718, |
| 0.6221588850021362, |
| 0.8742597103118896, |
| 0.03499555587768555, |
| 0.8716983795166016, |
| 0.6109908819198608, |
| 0.16803669929504395, |
| -0.5775253772735596, |
| 0.7642053365707397, |
| 0.21314778923988342, |
| 0.670685887336731, |
| -0.2561401426792145, |
| -0.4220983386039734, |
| 0.7319803237915039, |
| 0.199401393532753, |
| 0.36341655254364014, |
| 0.1802803874015808, |
| 0.8474987149238586, |
| -0.37829431891441345, |
| 0.6447136998176575, |
| 0.5108279585838318, |
| 0.26227447390556335, |
| -0.2532954216003418, |
| 0.6458763480186462, |
| 0.38376158475875854, |
| -0.7495485544204712, |
| -0.31595394015312195, |
| -0.07863932102918625, |
| 0.8323891162872314, |
| 0.7960888743400574, |
| 0.9186955094337463 |
| ], |
| "mmd": [ |
| 0.015701415085111803, |
| 0.07236881425542652, |
| 0.03728702580665255, |
| 0.01805368442763322, |
| 0.026844071753004295, |
| 0.04196085733993882, |
| 0.016207096209267524, |
| 0.01360321481591753, |
| 0.015615680109558938, |
| 0.35262616220724097, |
| 0.01637507628330581, |
| 0.02958753273579462, |
| 0.02326132599426367, |
| 0.020084431574357797, |
| 0.042676155088270606, |
| 0.01742155633890463, |
| 0.1337972514727953, |
| 0.026217401855542888, |
| 0.033256648448745096, |
| 0.01853746766876141, |
| 0.0696365958898364, |
| 0.020178456062405314, |
| 0.02067396490915807, |
| 0.05276733232282771, |
| 0.015654474572235122, |
| 0.048438980415314914, |
| 0.07113911875887347, |
| 0.04682247512038762, |
| 0.03695414773336114, |
| 0.03200191804777652, |
| 0.032248423411975646, |
| 0.10374977711951672, |
| 0.015001290274507029, |
| 0.031453394743859775, |
| 0.021869091775785665, |
| 0.18566640887044095, |
| 0.028644789789983305, |
| 0.018833234833686596, |
| 0.04956664825995927, |
| 0.04220360614670671, |
| 0.01821352164957324, |
| 0.11465443482517734, |
| 0.08683565414088468, |
| 0.04113824145638989, |
| 0.055039365604822366, |
| 0.03684626054434259, |
| 0.025576654768226348, |
| 0.06722397278061332, |
| 0.029473445706092782, |
| 0.023928543953844916, |
| 0.025768649141482136, |
| 0.023757746784734635, |
| 0.016767739821357153, |
| 0.022989242297438928, |
| 0.06464019909216268, |
| 0.07486265526139813, |
| 0.031125225886093566, |
| 0.12182827198147472, |
| 0.023530760511205617, |
| 0.02768176939936351, |
| 0.030600634906595592, |
| 0.01804728488673102, |
| 0.01926364432122618, |
| 0.028472968784408748, |
| 0.01324327407273962, |
| 0.02232678921748832, |
| 0.1690166103206, |
| 0.020222435944549533, |
| 0.0318314884326778, |
| 0.026693513994190954, |
| 0.1602357354185736, |
| 0.029895594311953655, |
| 0.18175112589217635, |
| 0.03426230360401683, |
| 0.02003120261731628, |
| 0.04975504535414732, |
| 0.051024394185701816, |
| 0.07558778367536234, |
| 0.08054294313404009, |
| 0.062300971084520596 |
| ], |
| "wasserstein": [ |
| 0.20111146597723617, |
| 0.380928885158753, |
| 0.3312235519582824, |
| 0.21403848773657339, |
| 0.2537496641217966, |
| 0.2858657296129732, |
| 0.19180187925318917, |
| 0.16353703467818448, |
| 0.20732189182602542, |
| 0.9982994011933171, |
| 0.1925425030719112, |
| 0.24084339307747732, |
| 0.21488397696559963, |
| 0.18665246735283142, |
| 0.3425077460479741, |
| 0.1994195977537639, |
| 0.5766726171511596, |
| 0.28454528274616697, |
| 0.2564523281674767, |
| 0.21973016365804796, |
| 0.4082561861702181, |
| 0.19872549939366954, |
| 0.21930924357170187, |
| 0.3671544138037004, |
| 0.18903115800211368, |
| 0.3202133039443945, |
| 0.37176538250138846, |
| 0.31618463755050663, |
| 0.2526341372474146, |
| 0.2606270698990527, |
| 0.22549980673768388, |
| 0.46929989179079146, |
| 0.19202702404231897, |
| 0.3166375624023779, |
| 0.2084067027586887, |
| 0.8163757077038646, |
| 0.2513104665496838, |
| 0.20697350670670578, |
| 0.3518427609249717, |
| 0.33890180333289427, |
| 0.20761094407723849, |
| 0.5504581355822209, |
| 0.42413707606641887, |
| 0.36567601053154797, |
| 0.3342592224407616, |
| 0.2711914026813523, |
| 0.2639940183639752, |
| 0.3658705497520569, |
| 0.2586192553892088, |
| 0.2216899197361412, |
| 0.24436702204988847, |
| 0.24110536485475084, |
| 0.2012008667327346, |
| 0.22735135789327654, |
| 0.39648333597861424, |
| 0.4628229170869114, |
| 0.2623671596350758, |
| 0.46771555613279114, |
| 0.2285666420485974, |
| 0.261365734838736, |
| 0.24487546231889504, |
| 0.2157963255955879, |
| 0.18612283455472936, |
| 0.22609126496811752, |
| 0.15437110301326856, |
| 0.23673657975939938, |
| 0.5052214353182999, |
| 0.22949206467571812, |
| 0.3100867737324422, |
| 0.22366068228183247, |
| 0.7102428150661442, |
| 0.27027432312108257, |
| 0.6575921640176751, |
| 0.27845383242695926, |
| 0.1981782540153246, |
| 0.3470664417268754, |
| 0.328448330708526, |
| 0.37585308682049773, |
| 0.40186582966267503, |
| 0.3664044075778468 |
| ] |
| }, |
| "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": 0.0035895461776817685, |
| "r2": -1.3284923076629638, |
| "pearson": 0.250856500925147, |
| "spearman": 0.21472794816122348, |
| "de_corr": 0.31181388201657684, |
| "mmd": 0.05454873588020891, |
| "wasserstein": 0.32661930937190176, |
| "_per_pert": { |
| "mse": [ |
| 0.001127122319303453, |
| 0.0038664289750158787, |
| 0.0028467837255448103, |
| 0.0014646187191829085, |
| 0.0014612936647608876, |
| 0.0027446665335446596, |
| 0.001064940239302814, |
| 0.0010063059162348509, |
| 0.0011649008374661207, |
| 0.03693429380655289, |
| 0.0013625678839161992, |
| 0.0016081273788586259, |
| 0.0019149566069245338, |
| 0.0014659998705610633, |
| 0.0028379117138683796, |
| 0.0015390942571684718, |
| 0.012924129143357277, |
| 0.0012876329710707068, |
| 0.001074393279850483, |
| 0.0016928522381931543, |
| 0.0040303501300513744, |
| 0.0015720046358183026, |
| 0.0016548498533666134, |
| 0.0037606824189424515, |
| 0.0008038526284508407, |
| 0.002440518932417035, |
| 0.003538229502737522, |
| 0.0022133872844278812, |
| 0.001383767114020884, |
| 0.0017376290634274483, |
| 0.0014654132537543774, |
| 0.0071283262223005295, |
| 0.0015974423149600625, |
| 0.002283883048221469, |
| 0.00131800037343055, |
| 0.02171213924884796, |
| 0.001595949288457632, |
| 0.0016505932435393333, |
| 0.0028888792730867863, |
| 0.0019500732887536287, |
| 0.0016206128057092428, |
| 0.012017425149679184, |
| 0.0053583537228405476, |
| 0.0021676411852240562, |
| 0.0036209614481776953, |
| 0.0023437028285115957, |
| 0.0021934770047664642, |
| 0.0032005722168833017, |
| 0.001168526359833777, |
| 0.0015326308785006404, |
| 0.001444273511879146, |
| 0.001496295677497983, |
| 0.0011518372921273112, |
| 0.0010961294174194336, |
| 0.0032753730192780495, |
| 0.004643608815968037, |
| 0.001971352379769087, |
| 0.009740659967064857, |
| 0.0017063472187146544, |
| 0.0008499862160533667, |
| 0.0021783006377518177, |
| 0.0014902957482263446, |
| 0.0005737734027206898, |
| 0.0015710580628365278, |
| 0.0009349629981443286, |
| 0.0012233067536726594, |
| 0.010088352486491203, |
| 0.00160489440895617, |
| 0.002638954669237137, |
| 0.0011848068097606301, |
| 0.014412730000913143, |
| 0.0019192028557881713, |
| 0.013400845229625702, |
| 0.0022466478403657675, |
| 0.001667212462052703, |
| 0.0026062768884003162, |
| 0.0028331680223345757, |
| 0.0036577777937054634, |
| 0.006516745314002037, |
| 0.0036996235139667988 |
| ], |
| "r2": [ |
| -4.475307941436768, |
| 0.4601461887359619, |
| -0.9183167219161987, |
| -3.2408390045166016, |
| -0.6946736574172974, |
| -1.1624839305877686, |
| -2.8527326583862305, |
| -0.5544227361679077, |
| -1.86484956741333, |
| 0.15095454454421997, |
| -4.204568862915039, |
| 0.22532737255096436, |
| -2.0408895015716553, |
| -2.5536386966705322, |
| -1.01019287109375, |
| -4.805403232574463, |
| 0.1432427167892456, |
| 0.08922445774078369, |
| 0.4574959874153137, |
| -3.902205467224121, |
| 0.2522217631340027, |
| -3.4442105293273926, |
| -5.022956371307373, |
| -0.2742190361022949, |
| -1.0319631099700928, |
| 0.3080607056617737, |
| 0.34515416622161865, |
| 0.3249819874763489, |
| 0.2443619966506958, |
| -1.6190335750579834, |
| -0.19535863399505615, |
| 0.16529887914657593, |
| -10.943259239196777, |
| -1.3682820796966553, |
| -1.5041310787200928, |
| 0.19772768020629883, |
| -1.982025146484375, |
| -4.160525321960449, |
| -0.2474726438522339, |
| 0.2883746027946472, |
| -5.253929138183594, |
| -0.004741787910461426, |
| 0.3158472180366516, |
| 0.05616021156311035, |
| 0.0448797345161438, |
| -0.4273139238357544, |
| -3.4859161376953125, |
| 0.32477867603302, |
| 0.39654701948165894, |
| -0.1661534309387207, |
| -0.13131403923034668, |
| 0.20807552337646484, |
| -1.9789049625396729, |
| 0.26391881704330444, |
| -0.011372566223144531, |
| -0.2728334665298462, |
| -1.3555784225463867, |
| 0.133306086063385, |
| -2.086256265640259, |
| 0.3351597785949707, |
| -1.3143935203552246, |
| -10.458815574645996, |
| -0.2174438238143921, |
| -0.5521258115768433, |
| -3.360511302947998, |
| -0.5878949165344238, |
| 0.20500487089157104, |
| -5.242621421813965, |
| -0.0920487642288208, |
| -0.3024890422821045, |
| 0.06828242540359497, |
| -2.5230295658111572, |
| 0.2276684045791626, |
| -0.172815203666687, |
| -5.671688556671143, |
| -1.2691419124603271, |
| -0.34980273246765137, |
| 0.3885419964790344, |
| 0.24096685647964478, |
| 0.22200262546539307 |
| ], |
| "pearson": [ |
| 0.09920099377632141, |
| 0.8252658247947693, |
| 0.026621999219059944, |
| -0.01993238367140293, |
| 0.21930858492851257, |
| -0.20804326236248016, |
| 0.15599864721298218, |
| 0.44416487216949463, |
| 0.2452300637960434, |
| 0.5643652081489563, |
| 0.30330172181129456, |
| 0.5278626680374146, |
| -0.13110049068927765, |
| 0.15480056405067444, |
| -0.05504201352596283, |
| -0.16380605101585388, |
| 0.4292604327201843, |
| 0.5186289548873901, |
| 0.6800394654273987, |
| -0.2522020936012268, |
| 0.5551401376724243, |
| -0.010929271578788757, |
| -0.23540940880775452, |
| 0.13279856741428375, |
| 0.47484058141708374, |
| 0.5563710331916809, |
| 0.6156711578369141, |
| 0.596950888633728, |
| 0.563797116279602, |
| 0.10106407850980759, |
| 0.32546499371528625, |
| 0.4203547239303589, |
| -0.5379387736320496, |
| -0.004426982253789902, |
| 0.15489937365055084, |
| 0.7091835737228394, |
| -0.059812210500240326, |
| -0.026333341374993324, |
| 0.2314753234386444, |
| 0.5407662987709045, |
| -0.3146686851978302, |
| 0.47836756706237793, |
| 0.6216529607772827, |
| 0.39034759998321533, |
| 0.316742479801178, |
| 0.13878190517425537, |
| -0.15456554293632507, |
| 0.5966429710388184, |
| 0.6699447631835938, |
| 0.42552998661994934, |
| 0.39872393012046814, |
| 0.5657221674919128, |
| 0.21035589277744293, |
| 0.6282144784927368, |
| 0.3426300883293152, |
| 0.003669868456199765, |
| -0.09659762680530548, |
| 0.4318743944168091, |
| -0.05355288088321686, |
| 0.6674680113792419, |
| -0.18533453345298767, |
| -0.33597368001937866, |
| 0.6175138354301453, |
| 0.3519861400127411, |
| 0.25243276357650757, |
| 0.4155485928058624, |
| 0.5535225868225098, |
| -0.3515574336051941, |
| 0.3490539491176605, |
| 0.33445024490356445, |
| 0.2636698782444, |
| -0.1220380961894989, |
| 0.5844600200653076, |
| 0.30654919147491455, |
| -0.29786574840545654, |
| -0.2186243087053299, |
| 0.08098004013299942, |
| 0.6871530413627625, |
| 0.5168100595474243, |
| 0.5306476354598999 |
| ], |
| "spearman": [ |
| 0.03888177372044343, |
| 0.7877927014481753, |
| 0.10631400557850139, |
| -0.011374595847914436, |
| 0.12234314758578688, |
| -0.15317153179288293, |
| 0.06716425679106419, |
| 0.3705997331499333, |
| 0.20893809273452318, |
| 0.4379899829974958, |
| 0.2659442344860586, |
| 0.43818040504510125, |
| -0.09872413118103279, |
| 0.1473797063449266, |
| 0.04972579543144886, |
| -0.18694469573617395, |
| 0.41547474786868693, |
| 0.3735217218804305, |
| 0.598626148156537, |
| -0.22816709104177274, |
| 0.5126583951645988, |
| -0.11385004946251236, |
| -0.21070932917733232, |
| 0.1012825828206457, |
| 0.40264614916153724, |
| 0.4631380022845006, |
| 0.5822098950524738, |
| 0.4923821175955293, |
| 0.45330493282623324, |
| 0.09507180576795143, |
| 0.34267341554685643, |
| 0.29803271650817914, |
| -0.5064749511187377, |
| 0.0038176524544131134, |
| 0.26502053275513315, |
| 0.6677267269316818, |
| -0.026703093675773417, |
| 0.016423606105901527, |
| 0.19855922413980603, |
| 0.4673530183382545, |
| -0.17711831027957756, |
| 0.4058125419531355, |
| 0.5617419819354955, |
| 0.2862896410724103, |
| 0.2336820944205236, |
| 0.06965975941493983, |
| -0.22701436925359228, |
| 0.5253518378379595, |
| 0.5855090363772592, |
| 0.390338484084621, |
| 0.3386314326578581, |
| 0.4083484845871211, |
| 0.2015706503926626, |
| 0.5082925195731298, |
| 0.32312988728247183, |
| 0.02577252044313011, |
| -0.007738872434718108, |
| 0.28880041455840383, |
| -0.10372452943113236, |
| 0.6056198714049679, |
| -0.17284013221003303, |
| -0.3049524912381228, |
| 0.5373508553377139, |
| 0.28237011909252974, |
| 0.22148375387093847, |
| 0.36935717933929485, |
| 0.5145281696320425, |
| -0.2672186348046587, |
| 0.1988961572240393, |
| 0.24093372023343002, |
| 0.25703488025872007, |
| -0.07829796010385177, |
| 0.5759205749801437, |
| 0.2561287105321776, |
| -0.255496731874183, |
| -0.15104875376218846, |
| 0.04211718452929613, |
| 0.6201021815255454, |
| 0.3619787166304212, |
| 0.4318755194688798 |
| ], |
| "de_corr": [ |
| 0.6556634902954102, |
| 0.9295767545700073, |
| 0.0986441969871521, |
| -0.1064327210187912, |
| 0.5840852856636047, |
| -0.527094841003418, |
| -0.2910711467266083, |
| 0.5150852799415588, |
| 0.4458194077014923, |
| 0.7847771644592285, |
| 0.29429423809051514, |
| 0.7123333215713501, |
| -0.20313183963298798, |
| -0.012626292183995247, |
| 0.057278137654066086, |
| -0.38771840929985046, |
| 0.4616764783859253, |
| 0.6080045104026794, |
| 0.6075575351715088, |
| -0.09871281683444977, |
| 0.8424193859100342, |
| 0.3145641088485718, |
| 0.027318671345710754, |
| -0.3820090591907501, |
| 0.7703711986541748, |
| 0.710444986820221, |
| 0.16406331956386566, |
| 0.41748231649398804, |
| 0.6342500448226929, |
| 0.08571234345436096, |
| 0.07436976581811905, |
| 0.5517820119857788, |
| 0.24646161496639252, |
| -0.28841596841812134, |
| -0.2558394968509674, |
| 0.8195428848266602, |
| 0.07226260006427765, |
| 0.34800562262535095, |
| 0.21656228601932526, |
| 0.7648283839225769, |
| -0.558334469795227, |
| 0.8481343388557434, |
| 0.8454898595809937, |
| 0.6628275513648987, |
| 0.465027391910553, |
| 0.48272183537483215, |
| -0.37859174609184265, |
| 0.6653576493263245, |
| 0.6579313278198242, |
| 0.6672171354293823, |
| 0.7007299661636353, |
| 0.8282674551010132, |
| 0.18529564142227173, |
| 0.8476783037185669, |
| 0.5111265778541565, |
| 0.10663695633411407, |
| -0.4882339835166931, |
| 0.7139249444007874, |
| 0.1261516958475113, |
| 0.6795224547386169, |
| -0.3049156665802002, |
| -0.3979416787624359, |
| 0.725322425365448, |
| 0.19080251455307007, |
| 0.44852665066719055, |
| 0.2152465134859085, |
| 0.8711315393447876, |
| -0.386370986700058, |
| 0.6103668808937073, |
| 0.5270323753356934, |
| 0.09399121254682541, |
| -0.2579564154148102, |
| 0.7273256778717041, |
| 0.4903419613838196, |
| -0.7069991827011108, |
| -0.20244602859020233, |
| -0.11720681935548782, |
| 0.8679450750350952, |
| 0.8224426507949829, |
| 0.8974062204360962 |
| ], |
| "mmd": [ |
| 0.024653153190544952, |
| 0.06127176870561479, |
| 0.04634376996303646, |
| 0.02611160850714056, |
| 0.03603681103133838, |
| 0.05539728873844485, |
| 0.02459695745893975, |
| 0.019133813399382915, |
| 0.024211087467252645, |
| 0.34368256233904115, |
| 0.02468863291009049, |
| 0.03355942509663845, |
| 0.032276374628334104, |
| 0.0290244567070167, |
| 0.0499887140267915, |
| 0.028786502510649514, |
| 0.1340164149472719, |
| 0.03093230873014219, |
| 0.033786824798984205, |
| 0.029508048803127407, |
| 0.0670713897721198, |
| 0.03144507398922669, |
| 0.030947747740915243, |
| 0.05630633331367474, |
| 0.022610202593777662, |
| 0.049025620370418355, |
| 0.06549815728229424, |
| 0.04743400320247082, |
| 0.03956673969518243, |
| 0.044191567688844136, |
| 0.037424826205595396, |
| 0.10444054870519415, |
| 0.026427951403992345, |
| 0.04053298469962496, |
| 0.030629547268314017, |
| 0.17701698889208728, |
| 0.03856779024594914, |
| 0.029335227702307343, |
| 0.05743547493701562, |
| 0.04101052917325143, |
| 0.029719230014992104, |
| 0.11146467775571389, |
| 0.07849297343193429, |
| 0.04403525436740352, |
| 0.05902696296544263, |
| 0.043307341203411065, |
| 0.034891593873145554, |
| 0.06379470643298735, |
| 0.030228242442304265, |
| 0.03172892032296515, |
| 0.031475752208932284, |
| 0.030200567643126064, |
| 0.02468015780363353, |
| 0.026277682480642994, |
| 0.06806273709414734, |
| 0.0835141295861489, |
| 0.04019696725146871, |
| 0.12342623685309673, |
| 0.03352031158869151, |
| 0.03236418610562419, |
| 0.04213719706030161, |
| 0.029605143428978353, |
| 0.027356019972873513, |
| 0.034830210403563266, |
| 0.022547693309341033, |
| 0.029182291628671253, |
| 0.15669001873723076, |
| 0.03024801574765612, |
| 0.039434428594297355, |
| 0.030950871102351285, |
| 0.16154659082894107, |
| 0.04092216394331383, |
| 0.17306863761551583, |
| 0.04058085300740888, |
| 0.030883202072969018, |
| 0.059347669800112635, |
| 0.05905166708060805, |
| 0.066710402899674, |
| 0.08058609365880587, |
| 0.06288583925624835 |
| ], |
| "wasserstein": [ |
| 0.23776511139385448, |
| 0.3364284084244217, |
| 0.35765990670818076, |
| 0.24152438211619118, |
| 0.27512441943364635, |
| 0.3167653773874684, |
| 0.2286023680512722, |
| 0.1857123780190565, |
| 0.2439388541279063, |
| 0.9686100128801676, |
| 0.2304241505811, |
| 0.24136214811172535, |
| 0.2518370420730539, |
| 0.21498344630634478, |
| 0.3512967282528351, |
| 0.2382904125742072, |
| 0.5662853500112085, |
| 0.29596386578016104, |
| 0.25133390621651264, |
| 0.26067101865666215, |
| 0.3913021335276099, |
| 0.23386440101379094, |
| 0.2594231680199838, |
| 0.3700112151469803, |
| 0.21237847280929653, |
| 0.3262517072693322, |
| 0.3604945402932277, |
| 0.32724404673703555, |
| 0.2672680495862581, |
| 0.291577965638649, |
| 0.24402843320200676, |
| 0.4673749505744415, |
| 0.23885585908448267, |
| 0.3458751174776898, |
| 0.22581349775003873, |
| 0.7820921988899502, |
| 0.2902141703873509, |
| 0.24359597830292704, |
| 0.3668434292577229, |
| 0.3290019206424651, |
| 0.24583592709992036, |
| 0.522698232879563, |
| 0.39863848415809194, |
| 0.3697300799116194, |
| 0.33073865963713034, |
| 0.2857184881552608, |
| 0.30690648540576987, |
| 0.3543514376901068, |
| 0.25576173876632796, |
| 0.2489677803839507, |
| 0.25598481405892826, |
| 0.2533597145788599, |
| 0.236076622373976, |
| 0.2483129948160706, |
| 0.4133199638572333, |
| 0.4915354404177103, |
| 0.2886243939983514, |
| 0.47345976067167816, |
| 0.27025756150643726, |
| 0.2549727460875848, |
| 0.26924674606045734, |
| 0.26020824418398986, |
| 0.20265782611895256, |
| 0.2431515374652639, |
| 0.18820524008924572, |
| 0.2681499793150304, |
| 0.4802112048374144, |
| 0.26468327551589665, |
| 0.3234147999692766, |
| 0.23194208844515546, |
| 0.710669573736546, |
| 0.3042050845999533, |
| 0.6314052137459768, |
| 0.2964225534702546, |
| 0.23675289325137938, |
| 0.37575594444429816, |
| 0.3549486222362011, |
| 0.35521879210008267, |
| 0.3945653728777734, |
| 0.3643878881172084 |
| ] |
| }, |
| "n_perts": 80 |
| }, |
| "Random": { |
| "mse": 0.005731495868167258, |
| "r2": -3.9902552790939807, |
| "pearson": 0.10796300343354233, |
| "spearman": 0.08541606175072594, |
| "de_corr": 0.1627314489451237, |
| "mmd": 0.08371733022570763, |
| "wasserstein": 0.38453655729876746, |
| "_per_pert": { |
| "mse": [ |
| 0.0007089351420290768, |
| 0.008821012452244759, |
| 0.0020469308365136385, |
| 0.0006849450874142349, |
| 0.0043114470317959785, |
| 0.0011423415271565318, |
| 0.0005672886618413031, |
| 0.0008336359751410782, |
| 0.001187272253446281, |
| 0.03069770522415638, |
| 0.0004783738113474101, |
| 0.0028958283364772797, |
| 0.0010876067681238055, |
| 0.0008117451798170805, |
| 0.00293916929513216, |
| 0.015011005103588104, |
| 0.014183963648974895, |
| 0.001030571642331779, |
| 0.0021483555901795626, |
| 0.0015328560257330537, |
| 0.005268664564937353, |
| 0.001961674075573683, |
| 0.0027573390398174524, |
| 0.007547278888523579, |
| 0.004847305361181498, |
| 0.005906644742935896, |
| 0.005155965685844421, |
| 0.004809620790183544, |
| 0.007731635123491287, |
| 0.014606324955821037, |
| 0.005666823126375675, |
| 0.00840443279594183, |
| 0.0013987176353111863, |
| 0.0017399343196302652, |
| 0.001193966600112617, |
| 0.028056053444743156, |
| 0.001200039405375719, |
| 0.006111594382673502, |
| 0.0035988478921353817, |
| 0.0032748717349022627, |
| 0.0009552983101457357, |
| 0.017926927655935287, |
| 0.008409296162426472, |
| 0.0024114453699439764, |
| 0.002974275965243578, |
| 0.0029405285604298115, |
| 0.0011780605418607593, |
| 0.005296229384839535, |
| 0.009673490189015865, |
| 0.0022123013623058796, |
| 0.002645889762789011, |
| 0.001855160458944738, |
| 0.0011057923547923565, |
| 0.0012199480552226305, |
| 0.004115937277674675, |
| 0.004064055159687996, |
| 0.002257246058434248, |
| 0.011709428392350674, |
| 0.0013004689244553447, |
| 0.0018484409665688872, |
| 0.011370744556188583, |
| 0.0013224276481196284, |
| 0.01560946088284254, |
| 0.008660782128572464, |
| 0.0005711812991648912, |
| 0.0009117615409195423, |
| 0.013189605437219143, |
| 0.005606173072010279, |
| 0.010388492606580257, |
| 0.0014824297977611423, |
| 0.016576426103711128, |
| 0.0026809414848685265, |
| 0.021129455417394638, |
| 0.0035076194908469915, |
| 0.011581161059439182, |
| 0.002110458677634597, |
| 0.00973776075989008, |
| 0.008015350438654423, |
| 0.008832697756588459, |
| 0.004775794222950935 |
| ], |
| "r2": [ |
| -2.4438490867614746, |
| -0.2316422462463379, |
| -0.3793325424194336, |
| -0.9832749366760254, |
| -4.00001859664917, |
| 0.09996533393859863, |
| -1.0523324012756348, |
| -0.2877023220062256, |
| -1.919867992401123, |
| 0.29432129859924316, |
| -0.8272333145141602, |
| -0.39498841762542725, |
| -0.7270846366882324, |
| -0.9677009582519531, |
| -1.0819175243377686, |
| -55.62091827392578, |
| 0.05972665548324585, |
| 0.2710505723953247, |
| -0.08479034900665283, |
| -3.438884735107422, |
| 0.02246910333633423, |
| -4.545844078063965, |
| -9.035552024841309, |
| -1.5572185516357422, |
| -11.252920150756836, |
| -0.674660325050354, |
| 0.04574793577194214, |
| -0.4667927026748657, |
| -3.2220373153686523, |
| -21.015317916870117, |
| -3.622509479522705, |
| 0.01587134599685669, |
| -9.45749568939209, |
| -0.804232120513916, |
| -1.2684741020202637, |
| -0.03668248653411865, |
| -1.2422685623168945, |
| -18.107694625854492, |
| -0.5540505647659302, |
| -0.1950739622116089, |
| -2.6864869594573975, |
| -0.4988182783126831, |
| -0.07369625568389893, |
| -0.04999744892120361, |
| 0.21545934677124023, |
| -0.7907806634902954, |
| -1.4092705249786377, |
| -0.1173398494720459, |
| -3.99560546875, |
| -0.6833033561706543, |
| -1.0725524425506592, |
| 0.018143832683563232, |
| -1.8598225116729736, |
| 0.1807713508605957, |
| -0.27092278003692627, |
| -0.11397504806518555, |
| -1.6971940994262695, |
| -0.04186892509460449, |
| -1.3521475791931152, |
| -0.44580912590026855, |
| -11.081151962280273, |
| -9.168085098266602, |
| -32.12046432495117, |
| -7.556413650512695, |
| -1.6638939380645752, |
| -0.18349850177764893, |
| -0.03938400745391846, |
| -20.80655288696289, |
| -3.298952579498291, |
| -0.6296738386154175, |
| -0.07159066200256348, |
| -3.9213337898254395, |
| -0.21775519847869873, |
| -0.8310792446136475, |
| -45.34436798095703, |
| -0.837459921836853, |
| -3.639350414276123, |
| -0.33989834785461426, |
| -0.028782248497009277, |
| -0.004306197166442871 |
| ], |
| "pearson": [ |
| -0.03264115750789642, |
| 0.37640857696533203, |
| 0.1704404205083847, |
| 0.24992913007736206, |
| 0.1759069710969925, |
| 0.34897348284721375, |
| 0.13758163154125214, |
| 0.25945958495140076, |
| 0.3447943925857544, |
| 0.7289174199104309, |
| 0.29581159353256226, |
| 0.050837207585573196, |
| -0.007263404317200184, |
| 0.20736688375473022, |
| -0.4038006663322449, |
| -0.06737647205591202, |
| 0.28492170572280884, |
| 0.5648890733718872, |
| 0.14326710999011993, |
| 0.03372571989893913, |
| 0.37945669889450073, |
| -0.3558201491832733, |
| -0.02925780415534973, |
| 0.08582435548305511, |
| 0.3391045033931732, |
| 0.5492660403251648, |
| 0.2652689218521118, |
| -0.3427378535270691, |
| 0.5268052220344543, |
| 0.08322452753782272, |
| 0.3598836660385132, |
| 0.34660664200782776, |
| -0.2665960192680359, |
| -0.10831008106470108, |
| 0.15123681724071503, |
| 0.07758726924657822, |
| 0.07023529708385468, |
| -0.03271499276161194, |
| -0.15625835955142975, |
| -0.006269107572734356, |
| 0.06777283549308777, |
| -0.12218057364225388, |
| 0.1114918664097786, |
| 0.1986599713563919, |
| 0.497450590133667, |
| 0.28565484285354614, |
| -0.14018990099430084, |
| 0.20590418577194214, |
| 0.38167285919189453, |
| 0.27619796991348267, |
| -0.1401526927947998, |
| 0.2846909761428833, |
| 0.24297642707824707, |
| 0.4516053795814514, |
| -0.19533981382846832, |
| 0.07464978098869324, |
| -0.18705028295516968, |
| 0.0044649564661085606, |
| -0.031111685559153557, |
| -0.2127649039030075, |
| -0.05407530069351196, |
| -0.09476955235004425, |
| 0.489244282245636, |
| -0.07461868226528168, |
| 0.41796621680259705, |
| 0.5020486116409302, |
| 0.15493178367614746, |
| -0.31572845578193665, |
| 0.016724226996302605, |
| -0.022708933800458908, |
| 0.17155121266841888, |
| -0.22111478447914124, |
| -0.4945182502269745, |
| -0.19132943451404572, |
| -0.18722616136074066, |
| -0.033592499792575836, |
| 0.04519905522465706, |
| -0.008302725851535797, |
| 0.3888622224330902, |
| 0.2954098582267761 |
| ], |
| "spearman": [ |
| -0.031472436368109084, |
| 0.36377203294300825, |
| 0.2784006951001738, |
| 0.23385356846339211, |
| 0.09119668229917056, |
| 0.30063254652087384, |
| 0.07676169269042317, |
| 0.1923917535979384, |
| 0.24188834297208575, |
| 0.6900908445227111, |
| 0.2406512311628078, |
| 0.03258383314595829, |
| 0.0048122412030603, |
| 0.06511725427931357, |
| -0.38705258476314613, |
| -0.09572314343078585, |
| 0.1825278456319614, |
| 0.3952074598018649, |
| 0.189902751975688, |
| -0.040943993735998434, |
| 0.29137957134489284, |
| -0.337684051921013, |
| -0.1316582969145742, |
| 0.09855397863849466, |
| 0.288224448056112, |
| 0.5037910424477606, |
| 0.18371428142857035, |
| -0.3074484633621158, |
| 0.35612232353058093, |
| 0.14097573974393493, |
| 0.3850985492746373, |
| 0.302157848039462, |
| -0.2684021996005499, |
| -0.06184557796139449, |
| 0.18101824975456243, |
| 0.047986931996733, |
| 0.08109663977415994, |
| 0.010528205632051407, |
| -0.19117999329499832, |
| 0.09171125742781436, |
| 0.019397244349311085, |
| -0.10510627877656968, |
| 0.14704211626052907, |
| 0.19621192905298226, |
| 0.5504714396178599, |
| 0.2355586188896547, |
| -0.22620812205203053, |
| 0.16451522462880616, |
| 0.2549421382355346, |
| 0.22291997572999395, |
| 0.017544934386233595, |
| 0.2569640832410208, |
| 0.21000122550030637, |
| 0.4383962415990603, |
| -0.12217191354297839, |
| 0.05319609729902433, |
| -0.2388941172235293, |
| 0.08584532746133187, |
| -0.12853041663260414, |
| -0.15257854714463678, |
| -0.10307449526862382, |
| -0.13765548591387147, |
| 0.47913844178461046, |
| -0.12709402677350667, |
| 0.3588674637168659, |
| 0.3673061673265418, |
| 0.1233695468423867, |
| -0.2793412148353037, |
| 0.049922046480511614, |
| -0.11380587145146785, |
| 0.18356440139110036, |
| -0.3357247380570813, |
| -0.3455031338757834, |
| -0.13551736137934034, |
| -0.12551400887850223, |
| -0.15291013272753318, |
| -0.01451540912885228, |
| 0.014072033018008256, |
| 0.3758475804618951, |
| 0.1835968343992086 |
| ], |
| "de_corr": [ |
| -0.1082049310207367, |
| 0.5698527097702026, |
| -0.1347426027059555, |
| 0.3213602304458618, |
| 0.6617529988288879, |
| 0.5688132047653198, |
| 0.07467389106750488, |
| 0.42532825469970703, |
| 0.6664502620697021, |
| 0.859486997127533, |
| 0.2401142120361328, |
| 0.2947470247745514, |
| 0.07618106156587601, |
| 0.6178860664367676, |
| -0.6350488662719727, |
| -0.17713627219200134, |
| 0.3953942060470581, |
| 0.8594666719436646, |
| 0.5670092105865479, |
| 0.3741897940635681, |
| 0.463733434677124, |
| -0.2644274830818176, |
| 0.6111770272254944, |
| -0.4421440064907074, |
| 0.3524090051651001, |
| 0.7179036140441895, |
| 0.7089893221855164, |
| -0.41583314538002014, |
| 0.733873724937439, |
| -0.0783306136727333, |
| 0.23620223999023438, |
| 0.49391791224479675, |
| 0.4121815264225006, |
| -0.43366679549217224, |
| -0.1844785064458847, |
| 0.3163650333881378, |
| 0.13560013473033905, |
| -0.4491572082042694, |
| -0.04302889481186867, |
| -0.1760999858379364, |
| 0.4785613417625427, |
| -0.28885379433631897, |
| 0.08850489556789398, |
| 0.29578810930252075, |
| 0.8189729452133179, |
| 0.7343198657035828, |
| -0.13016217947006226, |
| 0.4582599103450775, |
| 0.7011787295341492, |
| 0.13158321380615234, |
| -0.3754953444004059, |
| 0.5352423787117004, |
| 0.16164542734622955, |
| 0.46075722575187683, |
| -0.4569880962371826, |
| 0.23308917880058289, |
| -0.347536563873291, |
| -0.03363665193319321, |
| -0.18536072969436646, |
| -0.5357833504676819, |
| -0.25681763887405396, |
| 0.10249623656272888, |
| 0.645117461681366, |
| -0.17644517123699188, |
| 0.7056043148040771, |
| 0.7571634650230408, |
| 0.2653813064098358, |
| -0.7877164483070374, |
| -0.1543988287448883, |
| 0.3882720172405243, |
| 0.0012331822654232383, |
| -0.0011248275404796004, |
| -0.753126859664917, |
| -0.6021104454994202, |
| -0.5806601047515869, |
| 0.08803112059831619, |
| 0.27570709586143494, |
| 0.01906701549887657, |
| 0.5531787872314453, |
| 0.5728172659873962 |
| ], |
| "mmd": [ |
| 0.017040960627189183, |
| 0.12762710416924128, |
| 0.043614174499218894, |
| 0.01703074763030543, |
| 0.08608555619181135, |
| 0.029307035678301507, |
| 0.015620226370748669, |
| 0.014739199570294126, |
| 0.02688087840319664, |
| 0.3103851149616311, |
| 0.012419129690211084, |
| 0.04821032652165069, |
| 0.024915695636547164, |
| 0.019904058844330663, |
| 0.05756215367551276, |
| 0.22688003112811095, |
| 0.14946043653557928, |
| 0.024377214054675855, |
| 0.03891728897881741, |
| 0.031151292500181227, |
| 0.07961855477854618, |
| 0.0387180916666533, |
| 0.049320283835500245, |
| 0.10929050656236527, |
| 0.08947331400540615, |
| 0.10263237604448283, |
| 0.07999009045144079, |
| 0.08146212979090539, |
| 0.13080403966718868, |
| 0.23251270890067544, |
| 0.10768434642778202, |
| 0.11968189581847588, |
| 0.02318412173851392, |
| 0.03861924175921749, |
| 0.025899351425215933, |
| 0.20075982334220988, |
| 0.030900076112676866, |
| 0.09759288408087397, |
| 0.06278547697702563, |
| 0.05409812554652049, |
| 0.021804517046842165, |
| 0.14552957218177598, |
| 0.11302131785337155, |
| 0.0485056771595489, |
| 0.052564125641590076, |
| 0.05981986855132693, |
| 0.024462870859493835, |
| 0.09118629333483519, |
| 0.15587417993663688, |
| 0.03882152332416389, |
| 0.04866481096793529, |
| 0.03038698461661493, |
| 0.024237022205199188, |
| 0.02737090200271053, |
| 0.07627184757257366, |
| 0.07881308174989199, |
| 0.04595556954818625, |
| 0.14072345282255772, |
| 0.028391002764072915, |
| 0.03225373790299624, |
| 0.18447054124540585, |
| 0.02823458138307844, |
| 0.2396437421981179, |
| 0.136355319052629, |
| 0.015153257880321291, |
| 0.02230819627452696, |
| 0.18993385185878298, |
| 0.09678458754134678, |
| 0.14099192784577796, |
| 0.03353027221344851, |
| 0.18623763107501834, |
| 0.052406721669188916, |
| 0.23740676581797515, |
| 0.0623453204302542, |
| 0.17856562397705666, |
| 0.05369014915966652, |
| 0.16325322691059663, |
| 0.12652258184410903, |
| 0.11175393771078013, |
| 0.07598375932697232 |
| ], |
| "wasserstein": [ |
| 0.18125505934357045, |
| 0.4763378522954169, |
| 0.3221971306491185, |
| 0.21453263511135984, |
| 0.3415888394775791, |
| 0.24896675124426385, |
| 0.16171736934417968, |
| 0.19061504712406088, |
| 0.2351030487826268, |
| 0.917685229808255, |
| 0.15826188632003924, |
| 0.315405553973528, |
| 0.21966924510576583, |
| 0.20942248705342412, |
| 0.3878459020864893, |
| 0.5809931614125661, |
| 0.5802167511401514, |
| 0.273105176338688, |
| 0.2925864512199406, |
| 0.2677524767029161, |
| 0.4285773209972749, |
| 0.23214074122004089, |
| 0.3369914958282573, |
| 0.46856100852557625, |
| 0.3707866466947403, |
| 0.46320398130438667, |
| 0.3997358219943042, |
| 0.3917988252263729, |
| 0.49646901407489513, |
| 0.6106102266948075, |
| 0.3786992390374902, |
| 0.4776058954077525, |
| 0.20576249914242248, |
| 0.31439748906022075, |
| 0.2288918153223997, |
| 0.8614028548624288, |
| 0.22532772648416638, |
| 0.40383294297472866, |
| 0.3873290032406132, |
| 0.41115783310067655, |
| 0.2198695507631816, |
| 0.6494952187971902, |
| 0.46384177394574044, |
| 0.3852701550000657, |
| 0.34761787903974584, |
| 0.38206792052351907, |
| 0.24612131580434268, |
| 0.41792360586905153, |
| 0.4368049241141519, |
| 0.2596746186533206, |
| 0.31592883806747346, |
| 0.289266271668532, |
| 0.2487129545048104, |
| 0.22746089872692335, |
| 0.42943393196961, |
| 0.46015227281029253, |
| 0.27482747868594837, |
| 0.5248028773455765, |
| 0.2284900322245324, |
| 0.30579941197622346, |
| 0.47054243049407324, |
| 0.23502897115245447, |
| 0.6824241816884907, |
| 0.44887703813027097, |
| 0.1646972199050915, |
| 0.22522403300645064, |
| 0.5578620819484975, |
| 0.3940362365335743, |
| 0.4447584296896948, |
| 0.24638999929905492, |
| 0.7572366094956215, |
| 0.3126774707574512, |
| 0.7798956522083212, |
| 0.36408013555467456, |
| 0.5974972662231495, |
| 0.350913207560339, |
| 0.5700202124541115, |
| 0.46143657338822963, |
| 0.5038806099839521, |
| 0.4133438582101676 |
| ] |
| }, |
| "n_perts": 80 |
| } |
| } |
| } |