| { |
| "best_epoch": 176, |
| "threshold": 0.38930673934413684, |
| "label_map": { |
| "0": "normal", |
| "1": "abnormal" |
| }, |
| "config": { |
| "image_size": 64, |
| "hidden_dims": [ |
| 1024, |
| 256, |
| 64 |
| ], |
| "dropout": 0.3, |
| "optimizer": "adam", |
| "lr": 0.001, |
| "lr_schedule": "cosine", |
| "weight_decay": 0.0001, |
| "l1": 0.0, |
| "label_smoothing": 0.05, |
| "batch_size": 256, |
| "epochs": 200, |
| "augment": true, |
| "standardize": true, |
| "dataset_revision": "44443e6ee968b3c6094b63f14a27698c40b50680" |
| }, |
| "splits": { |
| "train": { |
| "n": 60000, |
| "pos": 24868, |
| "neg": 35132 |
| }, |
| "val": { |
| "n": 8557, |
| "pos": 3601, |
| "neg": 4956 |
| }, |
| "test": { |
| "n": 10000, |
| "pos": 6187, |
| "neg": 3813 |
| } |
| }, |
| "validation": { |
| "threshold": 0.38930673934413684, |
| "auc": 0.6994067650923796, |
| "accuracy": 0.6536169218183943, |
| "balanced_accuracy": 0.6516552269244553, |
| "precision": 0.5802873708091757, |
| "recall": 0.6392668703138017, |
| "specificity": 0.664043583535109, |
| "f1": 0.6083509513742071, |
| "confusion_matrix": { |
| "tn": 3291, |
| "fp": 1665, |
| "fn": 1299, |
| "tp": 2302 |
| }, |
| "roc_curve": { |
| "fpr": [ |
| 0.0, |
| 0.0018159806295399517, |
| 0.004035512510088781, |
| 0.006053268765133172, |
| 0.007869249394673124, |
| 0.010088781275221953, |
| 0.0129136400322841, |
| 0.015738498789346248, |
| 0.018361581920903956, |
| 0.022195318805488296, |
| 0.0258272800645682, |
| 0.02824858757062147, |
| 0.03066989507667474, |
| 0.033292978208232446, |
| 0.035108958837772396, |
| 0.03853914447134786, |
| 0.04116222760290557, |
| 0.04317998385794996, |
| 0.04600484261501211, |
| 0.048829701372074256, |
| 0.05205811138014528, |
| 0.05488297013720742, |
| 0.05831315577078289, |
| 0.060936238902340595, |
| 0.06376109765940274, |
| 0.06638418079096045, |
| 0.07001614205004035, |
| 0.07405165456012913, |
| 0.07667473769168684, |
| 0.07889426957223568, |
| 0.08091202582728006, |
| 0.0847457627118644, |
| 0.08716707021791767, |
| 0.08938660209846651, |
| 0.09200968523002422, |
| 0.09443099273607748, |
| 0.09685230024213075, |
| 0.09987893462469734, |
| 0.10451977401129943, |
| 0.10815173527037934, |
| 0.11077481840193705, |
| 0.11440677966101695, |
| 0.1172316384180791, |
| 0.12126715092816788, |
| 0.1234866828087167, |
| 0.12651331719128328, |
| 0.12893462469733658, |
| 0.13196125907990314, |
| 0.13458434221146084, |
| 0.13640032284100082, |
| 0.14124293785310735, |
| 0.1440677966101695, |
| 0.14790153349475382, |
| 0.15213882163034706, |
| 0.15637610976594027, |
| 0.15980629539951574, |
| 0.16364003228410007, |
| 0.16747376916868442, |
| 0.17029862792574657, |
| 0.17292171105730428, |
| 0.17554479418886199, |
| 0.18018563357546408, |
| 0.18321226795803067, |
| 0.18664245359160614, |
| 0.19087974172719935, |
| 0.1937046004842615, |
| 0.1993543179983858, |
| 0.20258272800645682, |
| 0.20641646489104115, |
| 0.21004842615012106, |
| 0.21307506053268765, |
| 0.21650524616626313, |
| 0.22074253430185634, |
| 0.22497982243744954, |
| 0.23022598870056496, |
| 0.2330508474576271, |
| 0.23648103309120258, |
| 0.2387005649717514, |
| 0.2427360774818402, |
| 0.24656981436642453, |
| 0.25, |
| 0.2536319612590799, |
| 0.258272800645682, |
| 0.26311541565778856, |
| 0.2673527037933818, |
| 0.27037933817594834, |
| 0.27380952380952384, |
| 0.27925746569814364, |
| 0.2845036319612591, |
| 0.2871267150928168, |
| 0.29358353510895885, |
| 0.2980225988700565, |
| 0.30104923325262306, |
| 0.3052865213882163, |
| 0.30871670702179177, |
| 0.3119451170298628, |
| 0.3153753026634383, |
| 0.3188054882970137, |
| 0.324455205811138, |
| 0.33030669895076675, |
| 0.3331315577078289, |
| 0.3365617433414044, |
| 0.34342211460855526, |
| 0.3466505246166263, |
| 0.35411622276029053, |
| 0.3583535108958838, |
| 0.362590799031477, |
| 0.36642453591606133, |
| 0.3714689265536723, |
| 0.3744955609362389, |
| 0.3799435028248588, |
| 0.3831719128329298, |
| 0.3878127522195319, |
| 0.3940677966101695, |
| 0.4001210653753027, |
| 0.40556900726392253, |
| 0.4116222760290557, |
| 0.4166666666666667, |
| 0.42332526230831313, |
| 0.42776432606941084, |
| 0.4344229217110573, |
| 0.43886198547215494, |
| 0.4426957223567393, |
| 0.4481436642453592, |
| 0.4519774011299435, |
| 0.4562146892655367, |
| 0.463680387409201, |
| 0.4693301049233253, |
| 0.47477804681194513, |
| 0.4808313155770783, |
| 0.48668280871670705, |
| 0.49192897497982246, |
| 0.49818401937046003, |
| 0.5070621468926554, |
| 0.5155367231638418, |
| 0.5201775625504439, |
| 0.5244148506860371, |
| 0.5314769975786925, |
| 0.5359160613397902, |
| 0.5403551251008878, |
| 0.5476190476190477, |
| 0.5506456820016142, |
| 0.5562953995157385, |
| 0.5617433414043583, |
| 0.5663841807909604, |
| 0.5718321226795803, |
| 0.5770782889426957, |
| 0.5819209039548022, |
| 0.5855528652138822, |
| 0.5928167877320419, |
| 0.5994753833736884, |
| 0.604317998385795, |
| 0.610774818401937, |
| 0.615819209039548, |
| 0.6228813559322034, |
| 0.6287328490718321, |
| 0.6357949959644875, |
| 0.6400322841000807, |
| 0.6470944309927361, |
| 0.6533494753833737, |
| 0.664043583535109, |
| 0.6757465698143664, |
| 0.6807909604519774, |
| 0.6902744148506861, |
| 0.6961259079903148, |
| 0.7056093623890234, |
| 0.7102502017756255, |
| 0.7165052461662631, |
| 0.7221549636803875, |
| 0.7276029055690073, |
| 0.7346650524616626, |
| 0.7403147699757869, |
| 0.7471751412429378, |
| 0.7594834543987087, |
| 0.7635189669087974, |
| 0.7687651331719129, |
| 0.7826876513317191, |
| 0.786723163841808, |
| 0.7935835351089588, |
| 0.8044794188861986, |
| 0.8087167070217918, |
| 0.8137610976594027, |
| 0.8238498789346247, |
| 0.8278853914447135, |
| 0.8337368845843423, |
| 0.844632768361582, |
| 0.8537126715092817, |
| 0.8627925746569814, |
| 0.8724778046811945, |
| 0.8767150928167877, |
| 0.8864003228410008, |
| 0.8995157384987893, |
| 0.9057707828894269, |
| 0.9160613397901534, |
| 0.9261501210653753, |
| 0.9437046004842615, |
| 0.9572235673930589, |
| 0.9665052461662631, |
| 0.9842615012106537, |
| 1.0 |
| ], |
| "tpr": [ |
| 0.0, |
| 0.007220216606498195, |
| 0.016384337683976673, |
| 0.02832546514856984, |
| 0.038322688142182725, |
| 0.04943071369064149, |
| 0.05970563732296584, |
| 0.06859205776173286, |
| 0.07664537628436545, |
| 0.08553179672313246, |
| 0.09136351013607331, |
| 0.10524854207164676, |
| 0.11274645931685642, |
| 0.12024437656206609, |
| 0.13051930019439045, |
| 0.13940572063315745, |
| 0.14856984171063595, |
| 0.15745626214940295, |
| 0.1641210774784782, |
| 0.17161899472368786, |
| 0.18133851707858928, |
| 0.18911413496251042, |
| 0.19688975284643154, |
| 0.2035545681755068, |
| 0.2116078866981394, |
| 0.21993890585948347, |
| 0.22715912246598166, |
| 0.2360455429047487, |
| 0.24159955567897806, |
| 0.251041377395168, |
| 0.2577061927242433, |
| 0.26353790613718414, |
| 0.27075812274368233, |
| 0.27658983615662314, |
| 0.2843654540405443, |
| 0.28825326298250487, |
| 0.2968619827825604, |
| 0.3021382949180783, |
| 0.3079700083310192, |
| 0.3129686198278256, |
| 0.3218550402665926, |
| 0.32963065815051373, |
| 0.3382393779505693, |
| 0.3435156900860872, |
| 0.3496251041377395, |
| 0.35712302138294916, |
| 0.36267703415717856, |
| 0.3679533462926965, |
| 0.37267425715079144, |
| 0.3776728686475979, |
| 0.38239377950569287, |
| 0.3885031935573452, |
| 0.3937795056928631, |
| 0.3998889197445154, |
| 0.40572063315745627, |
| 0.41155234657039713, |
| 0.4182171618994724, |
| 0.4226603721188559, |
| 0.42654818106081643, |
| 0.4332129963898917, |
| 0.4376562066092752, |
| 0.4409886142738128, |
| 0.44959733407386837, |
| 0.4557067481255207, |
| 0.4629269647320189, |
| 0.4679255762288253, |
| 0.4726464870869203, |
| 0.47931130241599557, |
| 0.4854207164676479, |
| 0.49014162732574285, |
| 0.4951402388225493, |
| 0.502082754790336, |
| 0.5056928630935851, |
| 0.5106914745903915, |
| 0.5140238822549292, |
| 0.5193001943904471, |
| 0.5256873090808108, |
| 0.5304082199389059, |
| 0.5356845320744238, |
| 0.5398500416550958, |
| 0.5467925576228825, |
| 0.551791169119689, |
| 0.5551235767842266, |
| 0.5584559844487642, |
| 0.5626214940294363, |
| 0.5690086087198001, |
| 0.5720633157456262, |
| 0.577895029158567, |
| 0.5834490419327965, |
| 0.5876145515134685, |
| 0.592057761732852, |
| 0.5970563732296584, |
| 0.6006664815329075, |
| 0.605109691752291, |
| 0.6092752013329631, |
| 0.6131630102749236, |
| 0.6162177173007498, |
| 0.6212163287975563, |
| 0.6262149402943626, |
| 0.6309358511524576, |
| 0.6342682588169953, |
| 0.6395445709525132, |
| 0.6442654818106082, |
| 0.6487086920299917, |
| 0.6523188003332407, |
| 0.6559289086364899, |
| 0.6603721188558733, |
| 0.6648153290752569, |
| 0.6695362399333519, |
| 0.6737017495140238, |
| 0.677311857817273, |
| 0.6814773673979451, |
| 0.6859205776173285, |
| 0.6895306859205776, |
| 0.6928630935851152, |
| 0.6975840044432102, |
| 0.7014718133851708, |
| 0.7067481255206887, |
| 0.7109136351013607, |
| 0.7148014440433214, |
| 0.7178561510691475, |
| 0.721188558733685, |
| 0.7253540683143571, |
| 0.7289641766176063, |
| 0.7331296861982782, |
| 0.7367397945015274, |
| 0.7392391002499306, |
| 0.7422938072757568, |
| 0.7478478200499861, |
| 0.7528464315467925, |
| 0.7556234379339073, |
| 0.7595112468758678, |
| 0.763121355179117, |
| 0.766731463482366, |
| 0.7703415717856151, |
| 0.77506248264371, |
| 0.7778394890308248, |
| 0.7822826992502083, |
| 0.7870036101083032, |
| 0.7906137184115524, |
| 0.7939461260760899, |
| 0.798667036934185, |
| 0.8019994445987225, |
| 0.8058872535406831, |
| 0.8100527631213552, |
| 0.8139405720633157, |
| 0.8169952790891419, |
| 0.8203276867536795, |
| 0.8239377950569287, |
| 0.8267148014440433, |
| 0.8297695084698695, |
| 0.8322688142182727, |
| 0.8364343237989448, |
| 0.8403221327409053, |
| 0.843654540405443, |
| 0.847264648708692, |
| 0.8505970563732297, |
| 0.8550402665926131, |
| 0.8586503748958623, |
| 0.8619827825603998, |
| 0.8653151902249375, |
| 0.8686475978894751, |
| 0.8733685087475701, |
| 0.8772563176895307, |
| 0.8816995279089141, |
| 0.8850319355734518, |
| 0.8889197445154123, |
| 0.892807553457373, |
| 0.8955845598444876, |
| 0.9000277700638711, |
| 0.9044709802832547, |
| 0.9080810885865037, |
| 0.9116911968897529, |
| 0.914745903915579, |
| 0.9186337128575396, |
| 0.9216884198833657, |
| 0.9252985281866148, |
| 0.928353235212441, |
| 0.9322410441544016, |
| 0.9352957511802277, |
| 0.9389058594834768, |
| 0.9425159677867259, |
| 0.9458483754512635, |
| 0.9491807831158011, |
| 0.9516800888642044, |
| 0.9552901971674534, |
| 0.9580672035545682, |
| 0.9619550124965287, |
| 0.9652874201610664, |
| 0.968619827825604, |
| 0.9713968342127187, |
| 0.9761177450708136, |
| 0.9788947514579284, |
| 0.981671757845043, |
| 0.9847264648708692, |
| 0.9880588725354068, |
| 0.991113579561233, |
| 0.9944459872257706, |
| 0.9969452929741739, |
| 1.0 |
| ] |
| }, |
| "pr_curve": { |
| "precision": [ |
| 0.4208250555101087, |
| 0.4223631665492131, |
| 0.42379884311179317, |
| 0.42501186521120077, |
| 0.427072152653548, |
| 0.4285543035243347, |
| 0.429690324135438, |
| 0.43132267441860467, |
| 0.43297211737489344, |
| 0.43488372093023253, |
| 0.43620031992125013, |
| 0.4375309252845126, |
| 0.438875761721179, |
| 0.44036009002250565, |
| 0.4414833438089252, |
| 0.4431243680485339, |
| 0.4442750031770238, |
| 0.44543828264758495, |
| 0.4458435050751638, |
| 0.4475452196382429, |
| 0.4492659477718592, |
| 0.45009145544813167, |
| 0.451714623571147, |
| 0.45335623678646936, |
| 0.45448504983388704, |
| 0.45509222133119487, |
| 0.45651297217367925, |
| 0.4572742022714981, |
| 0.4580443356453148, |
| 0.4600547195622435, |
| 0.46140085317187285, |
| 0.46207087486157256, |
| 0.4628881771341039, |
| 0.4649761838049874, |
| 0.46638477801268496, |
| 0.46695972773681227, |
| 0.4693964902268512, |
| 0.4707149009474591, |
| 0.4714719052433916, |
| 0.47238372093023256, |
| 0.47345326897762174, |
| 0.4743891669119812, |
| 0.4753369871130203, |
| 0.47644603458556944, |
| 0.47696924231057763, |
| 0.47916037450921173, |
| 0.4800121599027208, |
| 0.48194614443084455, |
| 0.4829816725704605, |
| 0.4844961240310077, |
| 0.486343062275636, |
| 0.48868636077938404, |
| 0.4902705268153773, |
| 0.49139853456514815, |
| 0.4920609462710505, |
| 0.49386304909560724, |
| 0.4950398438770532, |
| 0.49672453324598753, |
| 0.49810324921655946, |
| 0.4993355481727575, |
| 0.5007528860632424, |
| 0.5032018874283788, |
| 0.5046681378373791, |
| 0.5056429548563611, |
| 0.5069767441860465, |
| 0.5085039916695592, |
| 0.5095296380486098, |
| 0.5105708245243129, |
| 0.511982957571454, |
| 0.5127012522361359, |
| 0.5150531819001262, |
| 0.515625, |
| 0.5163889397546237, |
| 0.517718715393134, |
| 0.5196279069767442, |
| 0.5206301575393848, |
| 0.5229722064662508, |
| 0.5261151353412123, |
| 0.52758024216798, |
| 0.5292635658914728, |
| 0.5309751807699824, |
| 0.5337012219156484, |
| 0.5332935798052078, |
| 0.535084202085004, |
| 0.5377148634984833, |
| 0.540187678498572, |
| 0.5416752418193044, |
| 0.5431893687707641, |
| 0.5443117536140792, |
| 0.5460887949260043, |
| 0.5485385107744826, |
| 0.5508182601205857, |
| 0.5522712453814388, |
| 0.5537516454585344, |
| 0.5561461794019934, |
| 0.557468694096601, |
| 0.5601715962971325, |
| 0.563155494756042, |
| 0.5641261800598665, |
| 0.5655813953488372, |
| 0.5665961945031712, |
| 0.5685809207403891, |
| 0.569647566530808, |
| 0.5712209302325582, |
| 0.5730722154222766, |
| 0.5761999010390896, |
| 0.5776444111027756, |
| 0.5801314459049545, |
| 0.5813953488372093, |
| 0.582687338501292, |
| 0.5855761693232296, |
| 0.5864164904862579, |
| 0.5883453622026196, |
| 0.5900486749594376, |
| 0.5917920656634746, |
| 0.5927464008859358, |
| 0.5956850658447744, |
| 0.598411798071469, |
| 0.5991960953201263, |
| 0.6023255813953489, |
| 0.6043567853988814, |
| 0.6046511627906976, |
| 0.6073693748112353, |
| 0.6104651162790697, |
| 0.6133333333333333, |
| 0.6147077309868008, |
| 0.6161197833705001, |
| 0.6178940568475452, |
| 0.6177530298067475, |
| 0.6182724252491695, |
| 0.6208291203235592, |
| 0.6241450068399452, |
| 0.6275598750433877, |
| 0.627906976744186, |
| 0.6293381037567084, |
| 0.6311773255813954, |
| 0.6315983757844224, |
| 0.6357839459864967, |
| 0.6378192908882958, |
| 0.637984496124031, |
| 0.6401261332282223, |
| 0.640737770649559, |
| 0.6442268461852305, |
| 0.645764119601329, |
| 0.6460887949260042, |
| 0.6494401378122309, |
| 0.651601579640193, |
| 0.6533989266547406, |
| 0.6561787505699954, |
| 0.6590697674418604, |
| 0.6616041765543427, |
| 0.6642441860465116, |
| 0.6684809500247402, |
| 0.6693629929221436, |
| 0.6718346253229974, |
| 0.6717758985200846, |
| 0.6733369388858843, |
| 0.6766334440753046, |
| 0.6761202495745887, |
| 0.6779069767441861, |
| 0.6791890280262374, |
| 0.6811505507955936, |
| 0.6876178504085481, |
| 0.689922480620155, |
| 0.6890365448504984, |
| 0.6915184678522572, |
| 0.6927413671599718, |
| 0.6933139534883721, |
| 0.6969242310577645, |
| 0.6968992248062016, |
| 0.6960705693664796, |
| 0.7009966777408638, |
| 0.7037037037037037, |
| 0.7057245080500895, |
| 0.7069767441860465, |
| 0.7083333333333334, |
| 0.7138523761375126, |
| 0.7156448202959831, |
| 0.7187153931339978, |
| 0.7186046511627907, |
| 0.7209302325581395, |
| 0.7248062015503876, |
| 0.7236662106703147, |
| 0.7252906976744186, |
| 0.7286821705426356, |
| 0.7242524916943521, |
| 0.7262969588550984, |
| 0.7306201550387597, |
| 0.7230443974630021, |
| 0.7302325581395349, |
| 0.7416020671834626, |
| 0.7558139534883721, |
| 0.770764119601329, |
| 0.7829457364341085, |
| 0.7813953488372093, |
| 0.7848837209302325, |
| 0.7751937984496124, |
| 0.7441860465116279, |
| 0.7209302325581395, |
| 1.0 |
| ], |
| "recall": [ |
| 1.0, |
| 0.9986114968064427, |
| 0.9969452929741739, |
| 0.9947236878644821, |
| 0.9944459872257706, |
| 0.9927797833935018, |
| 0.9902804776450986, |
| 0.9888919744515412, |
| 0.9875034712579839, |
| 0.9866703693418495, |
| 0.9844487642321578, |
| 0.9822271591224659, |
| 0.9800055540127742, |
| 0.978061649541794, |
| 0.9752846431546792, |
| 0.9736184393224104, |
| 0.9708414329352958, |
| 0.968064426548181, |
| 0.9636212163287976, |
| 0.9619550124965287, |
| 0.9602888086642599, |
| 0.9566787003610109, |
| 0.9547347958900305, |
| 0.9527908914190503, |
| 0.9497361843932242, |
| 0.9455706748125521, |
| 0.9430713690641489, |
| 0.9391835601221883, |
| 0.9352957511802277, |
| 0.9339072479866704, |
| 0.9311302415995557, |
| 0.9269647320188836, |
| 0.9230769230769231, |
| 0.9216884198833657, |
| 0.918911413496251, |
| 0.9144682032768675, |
| 0.9136351013607331, |
| 0.910580394334907, |
| 0.9064148847542349, |
| 0.9025270758122743, |
| 0.8989169675090253, |
| 0.8950291585670647, |
| 0.8911413496251042, |
| 0.887531241321855, |
| 0.8828103304637601, |
| 0.8811441266314912, |
| 0.8769786170508193, |
| 0.8747570119411274, |
| 0.8708692029991669, |
| 0.8678144959733407, |
| 0.8653151902249375, |
| 0.8636489863926687, |
| 0.8605942793668425, |
| 0.856706470424882, |
| 0.851985559566787, |
| 0.8492085531796724, |
| 0.8453207442377118, |
| 0.8422660372118855, |
| 0.8386559289086365, |
| 0.8347681199666759, |
| 0.8311580116634268, |
| 0.8292141071924466, |
| 0.8256039988891974, |
| 0.8211607886698139, |
| 0.8172729797278534, |
| 0.8136628714246043, |
| 0.8092196612052208, |
| 0.8047764509858373, |
| 0.8008886420438767, |
| 0.7958900305470703, |
| 0.793390724798667, |
| 0.7881144126631491, |
| 0.7831158011663427, |
| 0.7789502915856706, |
| 0.7756178839211331, |
| 0.7708969730630381, |
| 0.7681199666759233, |
| 0.7664537628436545, |
| 0.7622882532629826, |
| 0.7584004443210219, |
| 0.7545126353790613, |
| 0.7520133296306581, |
| 0.7450708136628714, |
| 0.7411830047209108, |
| 0.7384059983337962, |
| 0.7353512913079701, |
| 0.7309080810885865, |
| 0.726464870869203, |
| 0.7214662593723965, |
| 0.7173007497917245, |
| 0.7139683421271869, |
| 0.7103582338239378, |
| 0.7056373229658428, |
| 0.7009164121077478, |
| 0.6973063038044988, |
| 0.6923076923076923, |
| 0.6889752846431547, |
| 0.6859205776173285, |
| 0.6803665648430991, |
| 0.6753679533462927, |
| 0.6698139405720633, |
| 0.6653707303526798, |
| 0.6598167175784504, |
| 0.654818106081644, |
| 0.650097195223549, |
| 0.6467647875590113, |
| 0.6414884754234935, |
| 0.6373229658428214, |
| 0.631768953068592, |
| 0.6262149402943626, |
| 0.6223271313524021, |
| 0.6162177173007498, |
| 0.6112191058039433, |
| 0.6059427936684254, |
| 0.6006664815329075, |
| 0.5945570674812553, |
| 0.5903915579005832, |
| 0.5859483476811996, |
| 0.5795612329908358, |
| 0.5753957234101639, |
| 0.5701194112746459, |
| 0.5631768953068592, |
| 0.5584559844487642, |
| 0.5540127742293808, |
| 0.5492918633712858, |
| 0.5431824493196334, |
| 0.5370730352679811, |
| 0.5312413218550402, |
| 0.5237434046098306, |
| 0.5168008886420439, |
| 0.5115245765065259, |
| 0.506803665648431, |
| 0.502082754790336, |
| 0.4948625381838378, |
| 0.48847542349347406, |
| 0.48236600944182173, |
| 0.47514579283532354, |
| 0.47070258261594, |
| 0.4645931685642877, |
| 0.457095251319078, |
| 0.4509858372674257, |
| 0.4437656206609275, |
| 0.4384893085254096, |
| 0.43182449319633437, |
| 0.42432657595112466, |
| 0.4187725631768953, |
| 0.4123854484865315, |
| 0.40572063315745627, |
| 0.39961121910580394, |
| 0.3935018050541516, |
| 0.3871146903637878, |
| 0.380727575673424, |
| 0.3751735628991947, |
| 0.36767564565398503, |
| 0.36101083032490977, |
| 0.35295751180227714, |
| 0.34573729519577895, |
| 0.33935018050541516, |
| 0.3310191613440711, |
| 0.32379894473757287, |
| 0.3163010274923632, |
| 0.30908081088586503, |
| 0.30380449875034715, |
| 0.2965842821438489, |
| 0.2879755623437934, |
| 0.2807553457372952, |
| 0.27297972785337404, |
| 0.26492640933074146, |
| 0.25798389336295474, |
| 0.24965287420161067, |
| 0.24104415440155513, |
| 0.23437933907247988, |
| 0.2268814218272702, |
| 0.21910580394334908, |
| 0.21105248542071647, |
| 0.20299916689808387, |
| 0.19605665093029714, |
| 0.18800333240766454, |
| 0.1802277145237434, |
| 0.17161899472368786, |
| 0.16356567620105525, |
| 0.15579005831713413, |
| 0.14690363787836713, |
| 0.13857261871702306, |
| 0.13051930019439045, |
| 0.1210774784782005, |
| 0.11274645931685642, |
| 0.10469314079422383, |
| 0.09497361843932241, |
| 0.08719800055540128, |
| 0.07970008331019161, |
| 0.07220216606498195, |
| 0.06442654818106082, |
| 0.05609552901971675, |
| 0.0466537073035268, |
| 0.03748958622604832, |
| 0.027770063871146902, |
| 0.01777284087753402, |
| 0.00860871980005554, |
| 0.0 |
| ] |
| }, |
| "n_val": 8557, |
| "positive_rate": 0.4208250555101087 |
| }, |
| "test": { |
| "threshold": 0.38930673934413684, |
| "auc": 0.6502163894405463, |
| "accuracy": 0.6467, |
| "balanced_accuracy": 0.5903530668074659, |
| "precision": 0.6748813916710595, |
| "recall": 0.8277032487473736, |
| "specificity": 0.3530028848675584, |
| "f1": 0.7435208711433757, |
| "confusion_matrix": { |
| "tn": 1346, |
| "fp": 2467, |
| "fn": 1066, |
| "tp": 5121 |
| }, |
| "roc_curve": { |
| "fpr": [ |
| 0.0, |
| 0.0034093889325990034, |
| 0.007343299239444007, |
| 0.011539470233412012, |
| 0.015211119853134015, |
| 0.01940729084710202, |
| 0.023603461841070025, |
| 0.028061893522161027, |
| 0.03120902176763703, |
| 0.03514293207448203, |
| 0.03907684238132704, |
| 0.043273013375295044, |
| 0.046157880933648046, |
| 0.04982953055337005, |
| 0.05323891948596905, |
| 0.05795961185418306, |
| 0.06241804353527406, |
| 0.06556517178075007, |
| 0.06976134277471807, |
| 0.07343299239444008, |
| 0.07710464201416208, |
| 0.08077629163388408, |
| 0.08444794125360608, |
| 0.08864411224757408, |
| 0.09284028324154209, |
| 0.0967741935483871, |
| 0.1004458431681091, |
| 0.1035929714135851, |
| 0.10726462103330711, |
| 0.11067400996590611, |
| 0.11355887752425911, |
| 0.11775504851822712, |
| 0.12195121951219512, |
| 0.12588512981904013, |
| 0.12903225806451613, |
| 0.13427747180697613, |
| 0.13794912142669813, |
| 0.14214529242066615, |
| 0.14555468135326516, |
| 0.14896407028586414, |
| 0.15289798059270915, |
| 0.15578284815106216, |
| 0.16024127983215317, |
| 0.16365066876475218, |
| 0.16915814319433517, |
| 0.17282979281405716, |
| 0.17702596380802518, |
| 0.18122213480199317, |
| 0.18463152373459218, |
| 0.18961447678992918, |
| 0.1935483870967742, |
| 0.1977445580907422, |
| 0.2024652504589562, |
| 0.2071859428271702, |
| 0.2108575924468922, |
| 0.2147915027537372, |
| 0.21820089168633622, |
| 0.22213480199318122, |
| 0.22633097298714921, |
| 0.23052714398111723, |
| 0.23498557566220823, |
| 0.23944400734329924, |
| 0.24311565696302123, |
| 0.24731182795698925, |
| 0.25150799895095727, |
| 0.25570416994492523, |
| 0.25911355887752424, |
| 0.2648832939942303, |
| 0.2693417256753213, |
| 0.27301337529504327, |
| 0.2769472856018883, |
| 0.2827170207185943, |
| 0.2861264096511933, |
| 0.2921584054550223, |
| 0.2958300550747443, |
| 0.3000262260687123, |
| 0.3036978756884343, |
| 0.3068450039339103, |
| 0.31156569630212433, |
| 0.3154996066089693, |
| 0.3199580382900603, |
| 0.3254655127196433, |
| 0.33018620508785734, |
| 0.33490689745607133, |
| 0.34093889325990034, |
| 0.34592184631523737, |
| 0.35090479937057434, |
| 0.3556254917387884, |
| 0.3600839234198794, |
| 0.36480461578809337, |
| 0.3690007867820614, |
| 0.3724101757146604, |
| 0.3768686073957514, |
| 0.38185156045108837, |
| 0.3860477314450564, |
| 0.3905061631261474, |
| 0.3947023341201154, |
| 0.4002098085496984, |
| 0.4038814581694204, |
| 0.4072908471020194, |
| 0.4143718856543404, |
| 0.4190925780225544, |
| 0.42302648832939943, |
| 0.4287962234461054, |
| 0.43377917650144243, |
| 0.4384998688696564, |
| 0.44322056123787046, |
| 0.44820351429320743, |
| 0.4518751639129295, |
| 0.45764489902963545, |
| 0.46210333071072646, |
| 0.4660372410175715, |
| 0.47206923682140045, |
| 0.47626540781536847, |
| 0.4804615788093365, |
| 0.4857067925517965, |
| 0.4917387883556255, |
| 0.4956726986624705, |
| 0.5009179124049306, |
| 0.5048518227117755, |
| 0.5087857330186205, |
| 0.5135064253868346, |
| 0.5179648570679255, |
| 0.5216365066876475, |
| 0.5274062418043536, |
| 0.5323891948596905, |
| 0.5365853658536586, |
| 0.5407815368476265, |
| 0.5460267505900865, |
| 0.5499606608969315, |
| 0.5546813532651456, |
| 0.5601888276947286, |
| 0.5654340414371886, |
| 0.5693679517440335, |
| 0.5751376868607396, |
| 0.5801206399160765, |
| 0.5866771570941516, |
| 0.5927091528979805, |
| 0.5976921059533176, |
| 0.6045108838185156, |
| 0.6092315761867296, |
| 0.6152635719905586, |
| 0.6226068712300026, |
| 0.6294256490952006, |
| 0.6354576448990297, |
| 0.6401783372672436, |
| 0.6472593758195646, |
| 0.6535536323105167, |
| 0.6595856281143456, |
| 0.6664044059795436, |
| 0.6711250983477577, |
| 0.6742722265932337, |
| 0.6805664830841857, |
| 0.6858116968266457, |
| 0.6928927353789667, |
| 0.6994492525570417, |
| 0.7046944662995017, |
| 0.7128245476003147, |
| 0.7193810647783897, |
| 0.7248885392079727, |
| 0.7303960136375557, |
| 0.7380015735641228, |
| 0.7440335693679517, |
| 0.7503278258589038, |
| 0.7558353002884868, |
| 0.7631785995279308, |
| 0.7689483346446367, |
| 0.7734067663257278, |
| 0.7810123262522948, |
| 0.7859952793076318, |
| 0.7933385785470758, |
| 0.8022554419092578, |
| 0.8080251770259638, |
| 0.8137949121426699, |
| 0.8211382113821138, |
| 0.8255966430632048, |
| 0.8292682926829268, |
| 0.8363493312352478, |
| 0.8439548911618149, |
| 0.8486755835300288, |
| 0.8549698400209809, |
| 0.8599527930763179, |
| 0.8688696564384999, |
| 0.8754261736165748, |
| 0.8825072121688958, |
| 0.8890637293469709, |
| 0.8958825072121689, |
| 0.9034880671387359, |
| 0.909257802255442, |
| 0.918174665617624, |
| 0.927091528979806, |
| 0.9336480461578809, |
| 0.940991345397325, |
| 0.944662995017047, |
| 0.950432730133753, |
| 0.957251507998951, |
| 0.965643849986887, |
| 0.97901914503016, |
| 0.989247311827957, |
| 1.0 |
| ], |
| "tpr": [ |
| 0.0, |
| 0.012768708582511718, |
| 0.023112978826571845, |
| 0.029578147729109425, |
| 0.036366575076773884, |
| 0.04622595765314369, |
| 0.05220623888799095, |
| 0.0598028123484726, |
| 0.06836916114433489, |
| 0.07774365605301438, |
| 0.0859867464037498, |
| 0.09439146597704864, |
| 0.10522062388879909, |
| 0.11411023112978827, |
| 0.12025214158719896, |
| 0.1278487150476806, |
| 0.13447551317278164, |
| 0.14433489574915145, |
| 0.1524163568773234, |
| 0.15904315500242444, |
| 0.16566995312752544, |
| 0.17084208824955552, |
| 0.17763051559721998, |
| 0.1834491676095038, |
| 0.1895910780669145, |
| 0.1946015839663811, |
| 0.20284467431711653, |
| 0.21092613544528852, |
| 0.21722967512526264, |
| 0.22466461936318086, |
| 0.2346856311621141, |
| 0.23937287861645384, |
| 0.24551478907386456, |
| 0.2510101826410215, |
| 0.25828349765637626, |
| 0.26442540811378695, |
| 0.2759010829157912, |
| 0.2820429933732019, |
| 0.2899628252788104, |
| 0.2936802973977695, |
| 0.2980442864069824, |
| 0.30661063520284465, |
| 0.3138839502181994, |
| 0.3219654113463714, |
| 0.3287538386940359, |
| 0.3348957491514466, |
| 0.34265395183449165, |
| 0.3484726038467755, |
| 0.35526103119443997, |
| 0.3610796832067238, |
| 0.3681913689995151, |
| 0.37368676256667205, |
| 0.37934378535639246, |
| 0.38580895425893, |
| 0.39178923549377725, |
| 0.39906255050913203, |
| 0.40552771941166965, |
| 0.4119928883142072, |
| 0.41668013576854696, |
| 0.42395345078390173, |
| 0.4275092936802974, |
| 0.4315500242443834, |
| 0.43688378858897686, |
| 0.4435105867140779, |
| 0.45191530628737675, |
| 0.45595603685146274, |
| 0.4591886213027315, |
| 0.464522385647325, |
| 0.47357362211087767, |
| 0.479230644900598, |
| 0.4845644092451915, |
| 0.4918377242605463, |
| 0.49604008404719574, |
| 0.5013738483917892, |
| 0.5080006465168903, |
| 0.5117181186358494, |
| 0.5149507030871181, |
| 0.5186681752060772, |
| 0.5228705349927267, |
| 0.5291740746727008, |
| 0.5362857604654921, |
| 0.5458218845967351, |
| 0.5511556489413286, |
| 0.5558428963956683, |
| 0.5603685146274446, |
| 0.564570874414094, |
| 0.5694197510909973, |
| 0.5747535154355907, |
| 0.579279133667367, |
| 0.5846128980119606, |
| 0.5886536285760465, |
| 0.5935025052529498, |
| 0.6001293033780507, |
| 0.6043316631647002, |
| 0.6095037982867303, |
| 0.6132212704056893, |
| 0.6179085178600291, |
| 0.6213027315338613, |
| 0.6280911588815258, |
| 0.6347179570066268, |
| 0.6389203167932762, |
| 0.6424761596896719, |
| 0.6455471149183772, |
| 0.6500727331501536, |
| 0.6549216098270567, |
| 0.6592855988362696, |
| 0.6636495878454824, |
| 0.6676903184095685, |
| 0.6749636334249233, |
| 0.6804590269920802, |
| 0.6854695328915468, |
| 0.69031840956845, |
| 0.6941975109099725, |
| 0.6993696460320026, |
| 0.7047034103765961, |
| 0.7110069500565702, |
| 0.71569419751091, |
| 0.7216744787457572, |
| 0.7266849846452239, |
| 0.731533861322127, |
| 0.735574591886213, |
| 0.7394536932277356, |
| 0.7430095361241312, |
| 0.7462421205754001, |
| 0.7504444803620495, |
| 0.7541619524810086, |
| 0.7582026830450945, |
| 0.7619201551640536, |
| 0.7653143688378858, |
| 0.7698399870696622, |
| 0.7725876838532406, |
| 0.7759818975270729, |
| 0.7788912235332148, |
| 0.782608695652174, |
| 0.787780830774204, |
| 0.7908517860029093, |
| 0.7939227412316147, |
| 0.7976402133505738, |
| 0.8021658315823501, |
| 0.8063681913689995, |
| 0.8099240342653952, |
| 0.813156618716664, |
| 0.8163892031679327, |
| 0.8199450460643284, |
| 0.8218845967350897, |
| 0.8246322935186682, |
| 0.827864877969937, |
| 0.8317439793114595, |
| 0.8356230806529821, |
| 0.8391789235493777, |
| 0.8417649911103927, |
| 0.8453208340067885, |
| 0.8501697106836916, |
| 0.8537255535800873, |
| 0.8572813964764829, |
| 0.8622919023759495, |
| 0.8656861160497819, |
| 0.8695652173913043, |
| 0.871989655729756, |
| 0.8748989817358979, |
| 0.8774850492969128, |
| 0.8805560045256182, |
| 0.8839502181994504, |
| 0.8876676903184095, |
| 0.8909002747696784, |
| 0.8949410053337643, |
| 0.89849684823016, |
| 0.901082915791175, |
| 0.9043155002424438, |
| 0.9069015678034589, |
| 0.9102957814772911, |
| 0.9141748828188136, |
| 0.9177307257152093, |
| 0.9211249393890415, |
| 0.9235493777274931, |
| 0.9259738160659448, |
| 0.9285598836269597, |
| 0.9313075804105382, |
| 0.9353483109746242, |
| 0.938580895425893, |
| 0.9419751090997253, |
| 0.9455309519961209, |
| 0.950703087118151, |
| 0.9537740423468564, |
| 0.9565217391304348, |
| 0.9597543235817035, |
| 0.9633101664780992, |
| 0.9660578632616778, |
| 0.9686439308226927, |
| 0.9720381444965249, |
| 0.9749474705026668, |
| 0.977210279618555, |
| 0.9797963471795701, |
| 0.9823824147405851, |
| 0.9851301115241635, |
| 0.9878778083077421, |
| 0.990787134313884, |
| 0.993373201874899, |
| 0.9970906739938581, |
| 1.0 |
| ] |
| }, |
| "pr_curve": { |
| "precision": [ |
| 0.6187, |
| 0.6201005025125628, |
| 0.6215151515151515, |
| 0.6233502538071066, |
| 0.624961730788856, |
| 0.6263206482716176, |
| 0.6275904732446644, |
| 0.6282516322935019, |
| 0.6296103354865596, |
| 0.6310222036028488, |
| 0.6327647925879133, |
| 0.6336790855207451, |
| 0.6352027242737044, |
| 0.6363539103455654, |
| 0.6371947940195762, |
| 0.6383692008218882, |
| 0.6396259243149195, |
| 0.6400612289525476, |
| 0.6409410729991205, |
| 0.642162281671457, |
| 0.6426903835464147, |
| 0.6438233650083846, |
| 0.6451939291736931, |
| 0.6460146975692481, |
| 0.6473732090061406, |
| 0.6482159194876487, |
| 0.6490683229813664, |
| 0.6510874595094863, |
| 0.6519259862678924, |
| 0.6537516095048578, |
| 0.6546567761686094, |
| 0.6555726637451142, |
| 0.6566968541468065, |
| 0.657755933828818, |
| 0.6589483839845635, |
| 0.6603979616597914, |
| 0.6617018679037968, |
| 0.6626950006141752, |
| 0.664441972562106, |
| 0.6658375823902499, |
| 0.6668335419274093, |
| 0.6678841309823678, |
| 0.6690747782002535, |
| 0.6701530612244898, |
| 0.670304275259982, |
| 0.671146142912521, |
| 0.6727792950968917, |
| 0.673648383296243, |
| 0.6748813916710595, |
| 0.6764393738392146, |
| 0.6781517094017094, |
| 0.6801559559021242, |
| 0.6818735616623799, |
| 0.6831129889600654, |
| 0.6843694250034308, |
| 0.6853668647229515, |
| 0.6864736988588923, |
| 0.6877802690582959, |
| 0.6891052780129834, |
| 0.6898806139852188, |
| 0.6907659269863994, |
| 0.6919971160778658, |
| 0.6933914306463326, |
| 0.6945135332845648, |
| 0.6956073113207547, |
| 0.6964656964656964, |
| 0.6968880909634949, |
| 0.6986735001507386, |
| 0.6992252772292268, |
| 0.7002908311648554, |
| 0.7009100724973006, |
| 0.7016943883102752, |
| 0.7022876841115637, |
| 0.7027795325331648, |
| 0.70264247055078, |
| 0.7041078305519898, |
| 0.7039314026856496, |
| 0.7047789920078291, |
| 0.7051471797401743, |
| 0.7061847123196816, |
| 0.7065217391304348, |
| 0.7072512647554806, |
| 0.7078231292517007, |
| 0.7078902229845626, |
| 0.7084270635057969, |
| 0.709547914121138, |
| 0.7106885014967423, |
| 0.7113163972286374, |
| 0.7131588382932951, |
| 0.7143632416787264, |
| 0.7168674698795181, |
| 0.7162859248341931, |
| 0.7161986237679003, |
| 0.7174770039421814, |
| 0.7180216031836271, |
| 0.7193418787067152, |
| 0.7204404945904173, |
| 0.7208349590323839, |
| 0.72123719464145, |
| 0.7220453641066454, |
| 0.72321608040201, |
| 0.7238578680203046, |
| 0.7251282051282051, |
| 0.7255958549222798, |
| 0.7268537913699205, |
| 0.729043183742591, |
| 0.7299957210098417, |
| 0.7309688581314879, |
| 0.7305926087907282, |
| 0.731594074729162, |
| 0.7312765481779566, |
| 0.7314040244178159, |
| 0.7333028362305581, |
| 0.7339194817214253, |
| 0.7359550561797753, |
| 0.7359071530080531, |
| 0.7384320306880844, |
| 0.7384130065518079, |
| 0.7391304347826086, |
| 0.7398657050484954, |
| 0.7405541561712846, |
| 0.7397959183673469, |
| 0.7397932816537468, |
| 0.7424083769633508, |
| 0.7442292385248076, |
| 0.7448238773863942, |
| 0.7440719542109566, |
| 0.7446808510638298, |
| 0.7449551569506726, |
| 0.747583854462763, |
| 0.7494232987312572, |
| 0.7504388531304856, |
| 0.7508167508167508, |
| 0.7503768465480857, |
| 0.7502295684113865, |
| 0.7506994093876282, |
| 0.7514213518635502, |
| 0.7522464698331194, |
| 0.7540769732550554, |
| 0.7553050397877984, |
| 0.7554806070826307, |
| 0.7574614065180103, |
| 0.7577661431064573, |
| 0.7587921847246891, |
| 0.7586830680173662, |
| 0.7593957258658807, |
| 0.759009009009009, |
| 0.7612853863810253, |
| 0.760827155676941, |
| 0.761241543971349, |
| 0.76045473000406, |
| 0.7600497306257771, |
| 0.7629127857747672, |
| 0.7634083044982699, |
| 0.764367816091954, |
| 0.7644665461121157, |
| 0.7607589079130033, |
| 0.7636191378493605, |
| 0.7651625424551188, |
| 0.7642963699651915, |
| 0.7658163265306123, |
| 0.7696335078534031, |
| 0.7682795698924731, |
| 0.7668508287292818, |
| 0.7669130187606594, |
| 0.7665301345816267, |
| 0.7667269439421338, |
| 0.7656929770043506, |
| 0.7670089858793325, |
| 0.769893899204244, |
| 0.7722908093278463, |
| 0.7734375, |
| 0.7737656595431098, |
| 0.7796480489671003, |
| 0.7780429594272077, |
| 0.7804473902236951, |
| 0.7802768166089965, |
| 0.7802893309222423, |
| 0.7746212121212122, |
| 0.7813121272365805, |
| 0.7811518324607329, |
| 0.7878453038674034, |
| 0.7883040935672515, |
| 0.7838509316770186, |
| 0.7811671087533156, |
| 0.7798295454545454, |
| 0.7813455657492355, |
| 0.7831125827814569, |
| 0.779385171790235, |
| 0.7733598409542743, |
| 0.7792494481236203, |
| 0.7816377171215881, |
| 0.7926136363636364, |
| 0.7947019867549668, |
| 0.7976190476190477, |
| 0.8217821782178217, |
| 0.8410596026490066, |
| 0.8613861386138614, |
| 0.9019607843137255, |
| 1.0 |
| ], |
| "recall": [ |
| 1.0, |
| 0.9972523032164216, |
| 0.9945046064328431, |
| 0.9924034265395183, |
| 0.9898173589785033, |
| 0.9869080329723614, |
| 0.983837077743656, |
| 0.9797963471795701, |
| 0.9767253919508647, |
| 0.9738160659447228, |
| 0.9713916276062712, |
| 0.9676741554873121, |
| 0.9647648294811701, |
| 0.961370615807338, |
| 0.9574915144658154, |
| 0.9540973007919832, |
| 0.950703087118151, |
| 0.9461774688863747, |
| 0.9422983675448521, |
| 0.9389041538710199, |
| 0.9343785356392436, |
| 0.9308226927428479, |
| 0.9275901082915791, |
| 0.9235493777274931, |
| 0.9201551640536609, |
| 0.9161144334895749, |
| 0.912073702925489, |
| 0.9096492645870373, |
| 0.9054469048003879, |
| 0.9026992080168095, |
| 0.8986584774527234, |
| 0.8946177468886375, |
| 0.8907386455471149, |
| 0.8868595442055923, |
| 0.8831420720866333, |
| 0.879747858412801, |
| 0.8760303862938419, |
| 0.871989655729756, |
| 0.8689187005010506, |
| 0.8653628576046549, |
| 0.8611604978180055, |
| 0.8571197672539195, |
| 0.853240665912397, |
| 0.849199935348311, |
| 0.8438661710037175, |
| 0.8395021819945047, |
| 0.8361079683206724, |
| 0.8317439793114595, |
| 0.8277032487473736, |
| 0.8241474058509779, |
| 0.8207531921771456, |
| 0.8176822369484403, |
| 0.8141263940520446, |
| 0.8100856634879586, |
| 0.8060449329238726, |
| 0.8016809439146597, |
| 0.7973169549054469, |
| 0.7932762243413609, |
| 0.789235493777275, |
| 0.7845482463229352, |
| 0.7798609988685954, |
| 0.775658639081946, |
| 0.77161790851786, |
| 0.7672539195086472, |
| 0.7627283012768709, |
| 0.7580410538225311, |
| 0.7528689187005011, |
| 0.749151446581542, |
| 0.7439793114595119, |
| 0.7394536932277356, |
| 0.734443187328269, |
| 0.7295943106513658, |
| 0.7244221755293357, |
| 0.7192500404073057, |
| 0.7134313883950218, |
| 0.7092290286083724, |
| 0.7032487473735252, |
| 0.6983998706966219, |
| 0.6930661063520285, |
| 0.6883788588976887, |
| 0.6828834653305318, |
| 0.6778729594310652, |
| 0.6727008243090351, |
| 0.6670438015193146, |
| 0.6617100371747212, |
| 0.6570227897203814, |
| 0.6523355422660417, |
| 0.6471634071440117, |
| 0.6429610473573623, |
| 0.6382737999030225, |
| 0.6347179570066268, |
| 0.6284144173266527, |
| 0.6224341360918054, |
| 0.6177468886374656, |
| 0.6124131242928722, |
| 0.6077258768385324, |
| 0.6027153709390658, |
| 0.5972199773719088, |
| 0.5917245838047519, |
| 0.5865524486827218, |
| 0.5815419427832552, |
| 0.5762081784386617, |
| 0.5713593017617585, |
| 0.5658639081946016, |
| 0.5608534022951349, |
| 0.5566510425084855, |
| 0.5514789073864554, |
| 0.5463067722644254, |
| 0.5400032325844513, |
| 0.5348310974624212, |
| 0.5286891870050106, |
| 0.5228705349927267, |
| 0.5181832875383869, |
| 0.51268789397123, |
| 0.5081622757394537, |
| 0.5021819945046064, |
| 0.49781800549539357, |
| 0.4918377242605463, |
| 0.4863423306933894, |
| 0.48084693712623244, |
| 0.47518991433651203, |
| 0.46872474543397447, |
| 0.4627444641991272, |
| 0.4583804751899143, |
| 0.4533699692904477, |
| 0.44771294650072735, |
| 0.4412477775981897, |
| 0.43559075480846937, |
| 0.4296104735736221, |
| 0.4250848553418458, |
| 0.4200743494423792, |
| 0.41457895587522225, |
| 0.40859867464037497, |
| 0.4022951349604008, |
| 0.3961532245029901, |
| 0.3903345724907063, |
| 0.3845159204784225, |
| 0.3788588976887021, |
| 0.37368676256667205, |
| 0.3681913689995151, |
| 0.3620494585421044, |
| 0.35687732342007433, |
| 0.3508970421852271, |
| 0.3452400193955067, |
| 0.3389364797155326, |
| 0.33311782770324877, |
| 0.3268142880232746, |
| 0.32164215290124454, |
| 0.31517698399870697, |
| 0.3091967027638597, |
| 0.3027315338613221, |
| 0.29642799418134796, |
| 0.29125585905931795, |
| 0.28527557782447066, |
| 0.27945692581218684, |
| 0.27331501535477615, |
| 0.2657184418942945, |
| 0.2605463067722644, |
| 0.25488928398254407, |
| 0.24842411508000647, |
| 0.24260546306772265, |
| 0.23759495716825602, |
| 0.230968159043155, |
| 0.22434136091805398, |
| 0.21803782123807985, |
| 0.2117342815581057, |
| 0.205592371100695, |
| 0.19912720219815744, |
| 0.19314692096331015, |
| 0.18765152739615323, |
| 0.18199450460643285, |
| 0.1760142233715856, |
| 0.16971068369161144, |
| 0.16470017779214483, |
| 0.1580733796670438, |
| 0.15225472765475997, |
| 0.1457895587522224, |
| 0.13948601907224825, |
| 0.13221270405689348, |
| 0.12704056893486343, |
| 0.12057540003232585, |
| 0.11524163568773234, |
| 0.10893809600775821, |
| 0.1019880394375303, |
| 0.09519961208986585, |
| 0.08873444318732827, |
| 0.08259253272991757, |
| 0.07645062227250687, |
| 0.06966219492484241, |
| 0.06287376757717796, |
| 0.057055115564894135, |
| 0.050913205107483435, |
| 0.045094553095199615, |
| 0.03879101341522547, |
| 0.032487473735251335, |
| 0.02683045094553095, |
| 0.02052691126555681, |
| 0.014061742363019233, |
| 0.007434944237918215, |
| 0.0 |
| ] |
| }, |
| "n_val": 10000, |
| "positive_rate": 0.6187 |
| } |
| } |