deviation 1/5   epoch 1/120   F1 0.47961926670438637   accuracy 0.4814954682779456   precision 0.5198169477581243   recall 0.5184429379734183

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deviation 1/5   epoch 2/120   F1 0.5376018626309662   accuracy 0.5785498489425982   precision 0.5394179350061703   recall 0.5375177409093134

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deviation 1/5   epoch 3/120   F1 0.5592870157902535   accuracy 0.6076283987915407   precision 0.5594816947758123   recall 0.559115150748617

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deviation 1/5   epoch 4/120   F1 0.5567593958174598   accuracy 0.6325528700906344   precision 0.5564582476347182   recall 0.5660861060432223

deviation 1/5   epoch 5/120   F1 0.557512955760139   accuracy 0.6446374622356495   precision 0.5586589880707528   recall 0.5748915777337387

deviation 1/5   epoch 6/120   F1 0.5607715988909674   accuracy 0.6499244712990937   precision 0.5620475113122172   recall 0.5809882757608171

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deviation 1/5   epoch 7/120   F1 0.5699287700325852   accuracy 0.658987915407855   precision 0.5705470999588647   recall 0.5935038825067832

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deviation 1/5   epoch 8/120   F1 0.5808444191759119   accuracy 0.6706948640483383   precision 0.5807409502262444   recall 0.6100528099298087

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deviation 1/5   epoch 9/120   F1 0.5929229277925978   accuracy 0.6786253776435045   precision 0.5912458864664747   recall 0.6225375150513364

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deviation 1/5   epoch 10/120   F1 0.6067847607484228   accuracy 0.6831570996978852   precision 0.6032008432743727   recall 0.63051362856402

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deviation 1/5   epoch 11/120   F1 0.6266108072786624   accuracy 0.6944864048338368   precision 0.6213878033730975   recall 0.6471157568718544

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deviation 1/5   epoch 12/120   F1 0.6472789452815226   accuracy 0.7077039274924471   precision 0.6409887906211436   recall 0.6651936331212647

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deviation 1/5   epoch 13/120   F1 0.6614967366649145   accuracy 0.7167673716012085   precision 0.6549105306458247   recall 0.6770744250973477

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deviation 1/5   epoch 14/120   F1 0.6672535343885996   accuracy 0.722809667673716   precision 0.660006170300288   recall 0.6849603100305216

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deviation 1/5   epoch 15/120   F1 0.6733839287380101   accuracy 0.7303625377643505   precision 0.6650915261209379   recall 0.6953675730110775

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deviation 1/5   epoch 16/120   F1 0.6751110072446833   accuracy 0.7303625377643505   precision 0.6670891608391608   recall 0.6950112221995511

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deviation 1/5   epoch 17/120   F1 0.6782928407807542   accuracy 0.7345166163141994   precision 0.6696292677910325   recall 0.7009399980356432

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deviation 1/5   epoch 18/120   F1 0.6828401497778948   accuracy 0.7413141993957704   precision 0.6730075071986836   recall 0.711492331034071

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deviation 1/5   epoch 19/120   F1 0.6825210346344301   accuracy 0.7447129909365559   precision 0.6718428630193336   recall 0.7186114054711723

deviation 1/5   epoch 20/120   F1 0.6885510463346874   accuracy 0.7454682779456193   precision 0.678401378033731   recall 0.7169092364054666

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deviation 1/5   epoch 21/120   F1 0.6892582438098083   accuracy 0.7507552870090635   precision 0.6777946318387496   recall 0.7278170348042364

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deviation 1/5   epoch 22/120   F1 0.6981086789554531   accuracy 0.7560422960725075   precision 0.6863199300699301   recall 0.7337171052631579

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deviation 1/5   epoch 23/120   F1 0.6890029448367454   accuracy 0.7549093655589124   precision 0.6766248457424928   recall 0.7384690081407488

deviation 1/5   epoch 24/120   F1 0.6972248244811017   accuracy 0.7575528700906344   precision 0.684882764294529   recall 0.7380537799214124

deviation 1/5   epoch 25/120   F1 0.6940447573260073   accuracy 0.7560422960725075   precision 0.6817539078568491   recall 0.7369389478764479

deviation 1/5   epoch 26/120   F1 0.6946316753785633   accuracy 0.7575528700906344   precision 0.6820290004113534   recall 0.7403302070922564

deviation 1/5   epoch 27/120   F1 0.6972238762178442   accuracy 0.7598187311178247   precision 0.684296585767174   recall 0.7439525734743606

deviation 1/5   epoch 28/120   F1 0.7008382213964646   accuracy 0.7609516616314199   precision 0.6879987659399425   recall 0.7435585177117343

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deviation 1/5   epoch 29/120   F1 0.7014583906529643   accuracy 0.7624622356495468   precision 0.6882738584944468   recall 0.7469916953844415

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deviation 1/5   epoch 30/120   F1 0.705713848093781   accuracy 0.7643504531722054   precision 0.6925416495269436   recall 0.7479153080444778

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deviation 1/5   epoch 31/120   F1 0.7081431535269709   accuracy 0.7688821752265861   precision 0.6939376799670918   recall 0.7580528188286809

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deviation 1/5   epoch 32/120   F1 0.7061631793839712   accuracy 0.7681268882175226   precision 0.6919451871657754   recall 0.758114144263746

deviation 1/5   epoch 33/120   F1 0.7074048345245303   accuracy 0.7669939577039275   precision 0.6936651583710407   recall 0.7534216446939591

deviation 1/5   epoch 34/120   F1 0.7083532791451963   accuracy 0.7677492447129909   precision 0.6945161456190868   recall 0.754535208898421

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deviation 1/5   epoch 35/120   F1 0.7088433549563034   accuracy 0.7696374622356495   precision 0.6945032908268203   recall 0.7594844883469671

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deviation 1/5   epoch 36/120   F1 0.7190231679720791   accuracy 0.773036253776435   precision 0.7053244549568078   recall 0.757854025427662

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deviation 1/5   epoch 37/120   F1 0.7152076226550197   accuracy 0.7737915407854985   precision 0.7004679144385026   recall 0.7643349969955768

deviation 1/5   epoch 38/120   F1 0.7167938670043464   accuracy 0.7734138972809668   precision 0.7024681201151789   recall 0.7613358819156844

deviation 1/5   epoch 39/120   F1 0.7195086541325368   accuracy 0.7753021148036254   precision 0.7050236528177705   recall 0.7636651961841847

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deviation 1/5   epoch 40/120   F1 0.7198586655286712   accuracy 0.7764350453172205   precision 0.7050159399424105   recall 0.7665964595556893

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deviation 1/5   epoch 41/120   F1 0.7242045963653139   accuracy 0.7783232628398792   precision 0.709569107363225   recall 0.7669231745304064

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deviation 1/5   epoch 42/120   F1 0.7218693943354886   accuracy 0.7783232628398792   precision 0.7067153434800493   recall 0.7698177394660123

deviation 1/5   epoch 43/120   F1 0.7253727088464601   accuracy 0.7790785498489426   precision 0.7107054709995886   recall 0.767732290576889

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deviation 1/5   epoch 44/120   F1 0.7245350073986951   accuracy 0.7779456193353474   precision 0.7101424310983134   recall 0.7654462316877921

deviation 1/5   epoch 45/120   F1 0.7238674445289122   accuracy 0.7787009063444109   precision 0.7089957836281365   recall 0.7684466019417475

deviation 1/5   epoch 46/120   F1 0.7267959907509465   accuracy 0.7805891238670695   precision 0.7118366927190456   recall 0.7704578558445448

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deviation 1/5   epoch 47/120   F1 0.727345874670137   accuracy 0.7802114803625377   precision 0.7126953928424516   recall 0.7686710638698635

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deviation 1/5   epoch 48/120   F1 0.7262114562488631   accuracy 0.7802114803625377   precision 0.7112685109008638   recall 0.7700566568514039

deviation 1/5   epoch 49/120   F1 0.7262505723443224   accuracy 0.7817220543806647   precision 0.7106874742904155   recall 0.77465746996997

deviation 1/5   epoch 50/120   F1 0.7263116055683525   accuracy 0.779833836858006   precision 0.7115564582476347   recall 0.7688135950351465

deviation 1/5   epoch 51/120   F1 0.7251442740608325   accuracy 0.7790785498489426   precision 0.7104200946112711   recall 0.7680070566950599

deviation 1/5   epoch 52/120   F1 0.7324882266742732   accuracy 0.7817220543806647   precision 0.7186780131633073   recall 0.7670314697609002

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deviation 1/5   epoch 53/120   F1 0.7305469466855675   accuracy 0.7817220543806647   precision 0.7161096256684492   recall 0.7692276895384329

deviation 1/5   epoch 54/120   F1 0.732487798467348   accuracy 0.7828549848942599   precision 0.7180995475113122   recall 0.7701761454069466

deviation 1/5   epoch 55/120   F1 0.7315359806134597   accuracy 0.7832326283987915   precision 0.7166700946112711   recall 0.7724178392374007

deviation 1/5   epoch 56/120   F1 0.7344856133859636   accuracy 0.7836102719033232   precision 0.7203774167009461   recall 0.7699883696300094

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deviation 1/5   epoch 57/120   F1 0.7340458698895416   accuracy 0.7824773413897281   precision 0.7203851295763061   recall 0.7673809635209532

deviation 1/5   epoch 58/120   F1 0.7304876225479012   accuracy 0.7809667673716012   precision 0.7164001439736734   recall 0.7671730525674273

deviation 1/5   epoch 59/120   F1 0.7307655502392345   accuracy 0.7817220543806647   precision 0.7163950020567668   recall 0.7689724153798957

deviation 1/5   epoch 60/120   F1 0.7339822865677827   accuracy 0.7828549848942599   precision 0.7200971822295352   recall 0.7684730241984485

deviation 1/5   epoch 61/120   F1 0.7312607302035672   accuracy 0.7824773413897281   precision 0.7166752365281777   recall 0.7705484289328043

deviation 1/5   epoch 62/120   F1 0.7329863026716257   accuracy 0.7836102719033232   precision 0.7183797819827231   recall 0.7717470676920247

deviation 1/5   epoch 63/120   F1 0.7319875472909774   accuracy 0.7809667673716012   precision 0.7183977786918964   recall 0.7655388424171949

deviation 1/5   epoch 64/120   F1 0.7313401920098861   accuracy 0.7820996978851964   precision 0.7169631838749486   recall 0.7693741336672181

deviation 1/5   epoch 65/120   F1 0.732989000585403   accuracy 0.7824773413897281   precision 0.7189582476347183   recall 0.7685438607555023

deviation 1/5   epoch 66/120   F1 0.7313401920098861   accuracy 0.7820996978851964   precision 0.7169631838749486   recall 0.7693741336672181

deviation 1/5   epoch 67/120   F1 0.7370775243336767   accuracy 0.7843655589123867   precision 0.7235114150555326   recall 0.7691683405124871

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deviation 1/5   epoch 68/120   F1 0.7335588616002253   accuracy 0.7828549848942599   precision 0.7195264294529   recall 0.7689458097202175

deviation 1/5   epoch 69/120   F1 0.7345776810958843   accuracy 0.7817220543806647   precision 0.7215317770464829   recall 0.7648456422046548

deviation 1/5   epoch 70/120   F1 0.7345501565854249   accuracy 0.7832326283987915   precision 0.720665364047717   recall 0.7688749729809317

deviation 1/5   epoch 71/120   F1 0.7345501565854249   accuracy 0.7832326283987915   precision 0.720665364047717   recall 0.7688749729809317

deviation 1/5   epoch 72/120   F1 0.7352651654977236   accuracy 0.783987915407855   precision 0.7212309749074455   recall 0.7701489351014668

deviation 1/5   epoch 73/120   F1 0.7357053184254569   accuracy 0.7851208459214502   precision 0.7212232620320855   recall 0.7728240493034501

deviation 1/5   epoch 74/120   F1 0.7348787245655326   accuracy 0.7824773413897281   precision 0.7215266351295764   recall 0.7664982076746782

deviation 1/5   epoch 75/120   F1 0.73579928454968   accuracy 0.7832326283987915   precision 0.7223776223776224   recall 0.7675219517324781

deviation 1/5   epoch 76/120   F1 0.7368718086956794   accuracy 0.7843655589123867   precision 0.7232260386672151   recall 0.7693918392199904

deviation 1/5   epoch 77/120   F1 0.7348432436368932   accuracy 0.783987915407855   precision 0.7206602221308104   recall 0.7706312669483508

deviation 1/5   epoch 78/120   F1 0.73433951922324   accuracy 0.7832326283987915   precision 0.7203799876593995   recall 0.7691097799879445

deviation 1/5   epoch 79/120   F1 0.7363623521635762   accuracy 0.7836102719033232   precision 0.7229458041958041   recall 0.7679247702269422

deviation 1/5   epoch 80/120   F1 0.736209707358237   accuracy 0.7858761329305136   precision 0.7215034965034965   recall 0.7743928704224926

deviation 1/5   epoch 81/120   F1 0.7409633582340199   accuracy 0.7873867069486404   precision 0.7272007404360346   recall 0.7730381331745255

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deviation 1/5   epoch 82/120   F1 0.7378911231509293   accuracy 0.7858761329305136   precision 0.723786507610037   recall 0.7723838357761166

deviation 1/5   epoch 83/120   F1 0.738663129092848   accuracy 0.7862537764350453   precision 0.7246400658165364   recall 0.7725432399132862

deviation 1/5   epoch 84/120   F1 0.7397811528048702   accuracy 0.7885196374622356   precision 0.7249100164541341   recall 0.7776795548544166

deviation 1/5   epoch 85/120   F1 0.7426440216731054   accuracy 0.7885196374622356   precision 0.72890528589058   recall 0.7742280742280743

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deviation 1/5   epoch 86/120   F1 0.734010593469379   accuracy 0.7870090634441088   precision 0.7180712669683258   recall 0.7807870684546963

deviation 1/5   epoch 87/120   F1 0.7366394695091694   accuracy 0.7881419939577039   precision 0.7209173179761414   recall 0.7807079440759788

deviation 1/5   epoch 88/120   F1 0.7410065953945999   accuracy 0.7870090634441088   precision 0.7274886877828055   recall 0.771967247378192

deviation 1/5   epoch 89/120   F1 0.7380127309396524   accuracy 0.7888972809667674   precision 0.7223390580008227   recall 0.7811825592746822

deviation 1/5   epoch 90/120   F1 0.7390219655756416   accuracy 0.7866314199395771   precision 0.7249228712464006   recall 0.7731788350883328

deviation 1/5   epoch 91/120   F1 0.7386413768879522   accuracy 0.7877643504531722   precision 0.7237736528177705   recall 0.7768944455048674

deviation 1/5   epoch 92/120   F1 0.7347302554274046   accuracy 0.7877643504531722   precision 0.7186368778280543   recall 0.7822057183816502

deviation 1/5   epoch 93/120   F1 0.7349538183152323   accuracy 0.7877643504531722   precision 0.7189222542163719   recall 0.7818827938017034

deviation 1/5   epoch 94/120   F1 0.7431873373685995   accuracy 0.790785498489426   precision 0.7283191073632249   recall 0.7800245948161695

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deviation 1/5   epoch 95/120   F1 0.737792587455564   accuracy 0.7877643504531722   precision 0.7226321472645002   recall 0.77798644015563

deviation 1/5   epoch 96/120   F1 0.738132911392405   accuracy 0.7870090634441088   precision 0.7234934183463595   recall 0.7753179791223269

deviation 1/5   epoch 97/120   F1 0.7370753882954293   accuracy 0.7881419939577039   precision 0.7214880707527767   recall 0.7801063526267489

deviation 1/5   epoch 98/120   F1 0.7417934137288206   accuracy 0.7888972809667674   precision 0.7274758329905389   recall 0.776279520720808

deviation 1/5   epoch 99/120   F1 0.7434823818019626   accuracy 0.7900302114803626   precision 0.7291803784450843   recall 0.7774589143426295

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deviation 1/5   epoch 100/120   F1 0.7349004939623276   accuracy 0.7870090634441088   precision 0.719212772521596   recall 0.7795399630842669

deviation 1/5   epoch 101/120   F1 0.7347616760653845   accuracy 0.7866314199395771   precision 0.7192153434800493   recall 0.7785453351594638

deviation 1/5   epoch 102/120   F1 0.7405919548492768   accuracy 0.7900302114803626   precision 0.7251851090086384   recall 0.7811741592511268

deviation 1/5   epoch 103/120   F1 0.7456891901242806   accuracy 0.7919184290030211   precision 0.7311651583710408   recall 0.7801602491448887

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deviation 1/5   epoch 104/120   F1 0.7511812714776632   accuracy 0.7938066465256798   precision 0.7380013368983958   recall 0.7788612155388471

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deviation 1/5   epoch 105/120   F1 0.7426210017017445   accuracy 0.7904078549848943   precision 0.7277509255450432   recall 0.7796348074089683

deviation 1/5   epoch 106/120   F1 0.7385172629529543   accuracy 0.7896525679758308   precision 0.7226192924722337   recall 0.7828705529924938

deviation 1/5   epoch 107/120   F1 0.7367565392066837   accuracy 0.7896525679758308   precision 0.7203362813656932   recall 0.7854528210290883

deviation 1/5   epoch 108/120   F1 0.7424865061343483   accuracy 0.7926737160120846   precision 0.7263086178527356   recall 0.7868779998549722

deviation 1/5   epoch 109/120   F1 0.7428764424430059   accuracy 0.7915407854984894   precision 0.7274578362813657   recall 0.7827231823294816

deviation 1/5   epoch 110/120   F1 0.7414639132921126   accuracy 0.7911631419939577   precision 0.7257481489099136   recall 0.7835028537711672

deviation 1/5   epoch 111/120   F1 0.7413339531186316   accuracy 0.7919184290030211   precision 0.7251722542163719   recall 0.7861144663672661

deviation 1/5   epoch 112/120   F1 0.7407568211807773   accuracy 0.7915407854984894   precision 0.7246040723981901   recall 0.7857320407655979

deviation 1/5   epoch 113/120   F1 0.738003923477944   accuracy 0.7900302114803626   precision 0.7217605923488277   recall 0.784842480681593

deviation 1/5   epoch 114/120   F1 0.734010593469379   accuracy 0.7870090634441088   precision 0.7180712669683258   recall 0.7807870684546963

deviation 1/5   epoch 115/120   F1 0.7384441811626277   accuracy 0.7888972809667674   precision 0.7229098107774579   recall 0.7805888278054878

deviation 1/5   epoch 116/120   F1 0.7340936396076532   accuracy 0.7885196374622356   precision 0.7174902303578774   recall 0.7856829272411057

deviation 1/5   epoch 117/120   F1 0.7347616760653845   accuracy 0.7866314199395771   precision 0.7192153434800493   recall 0.7785453351594638

deviation 1/5   epoch 118/120   F1 0.7360603867818782   accuracy 0.7877643504531722   precision 0.7203491361579597   recall 0.78031908630637

deviation 1/5   epoch 119/120   F1 0.738803801602218   accuracy 0.7904078549848943   precision 0.7226141505553271   recall 0.784902281590574

deviation 1/5   epoch 120/120   F1 0.7382025282193033   accuracy 0.7911631419939577   precision 0.7214675030851502   recall 0.7883493853805168



deviation 2/5   epoch 1/120   F1 0.4432299885356281   accuracy 0.6544561933534743   precision 0.5046560057589469   recall 0.5210577110349499

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deviation 2/5   epoch 2/120   F1 0.4601719624649082   accuracy 0.658987915407855   precision 0.5131864459070341   recall 0.5512378654718824

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deviation 2/5   epoch 3/120   F1 0.47713017383651907   accuracy 0.6635196374622356   precision 0.522002262443439   recall 0.5743839185410043

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deviation 2/5   epoch 4/120   F1 0.5178266994680292   accuracy 0.6729607250755287   precision 0.5439119703825587   recall 0.6078262406646339

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deviation 2/5   epoch 5/120   F1 0.5778126633217073   accuracy 0.69297583081571   precision 0.5834430275606746   recall 0.6490080401260251

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deviation 2/5   epoch 6/120   F1 0.6590827767546236   accuracy 0.7262084592145015   precision 0.6505656108597285   recall 0.6922313446002224

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deviation 2/5   epoch 7/120   F1 0.6940466460771604   accuracy 0.7537764350453172   precision 0.6823400863842041   recall 0.7314152867281181

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deviation 2/5   epoch 8/120   F1 0.7050267532131573   accuracy 0.7609516616314199   precision 0.692850164541341   recall 0.7399785650586461

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deviation 2/5   epoch 9/120   F1 0.7139966225724739   accuracy 0.7681268882175226   precision 0.7010772315919375   recall 0.7499328919112385

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deviation 2/5   epoch 10/120   F1 0.7165693453863354   accuracy 0.7711480362537765   precision 0.7030542986425339   recall 0.7552987913874639

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deviation 2/5   epoch 11/120   F1 0.7175047600880307   accuracy 0.7719033232628398   precision 0.70390528589058   recall 0.756368731878085

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deviation 2/5   epoch 12/120   F1 0.7226057421831883   accuracy 0.7749244712990937   precision 0.7090214932126697   recall 0.7592217067610438

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deviation 2/5   epoch 13/120   F1 0.7229902217875488   accuracy 0.7760574018126888   precision 0.7090137803373098   recall 0.7618818104434786

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deviation 2/5   epoch 14/120   F1 0.7208932300820818   accuracy 0.774546827794562   precision 0.7070264294529001   recall 0.7599914277896209

deviation 2/5   epoch 15/120   F1 0.7247784795428236   accuracy 0.7760574018126888   precision 0.7112967914438503   recall 0.7600051408798814

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deviation 2/5   epoch 16/120   F1 0.7222828869846323   accuracy 0.7753021148036254   precision 0.7084481694775813   recall 0.7605738196876604

deviation 2/5   epoch 17/120   F1 0.7219710835851815   accuracy 0.7764350453172205   precision 0.7075843274372686   recall 0.7640802229286864

deviation 2/5   epoch 18/120   F1 0.7274262714309323   accuracy 0.7779456193353474   precision 0.7138523241464418   recall 0.7622816421769565

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deviation 2/5   epoch 19/120   F1 0.7273445024881251   accuracy 0.7783232628398792   precision 0.7135643767996709   recall 0.7633787131165408

deviation 2/5   epoch 20/120   F1 0.7267646192089756   accuracy 0.779833836858006   precision 0.7121272110242698   recall 0.7682680794994826

deviation 2/5   epoch 21/120   F1 0.7335588616002253   accuracy 0.7828549848942599   precision 0.7195264294529   recall 0.7689458097202175

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deviation 2/5   epoch 22/120   F1 0.7337033571956677   accuracy 0.7832326283987915   precision 0.7195238584944468   recall 0.7698305856030945

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deviation 2/5   epoch 23/120   F1 0.7351393620619209   accuracy 0.7820996978851964   precision 0.7220999588646648   recall 0.7652511830878881

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deviation 2/5   epoch 24/120   F1 0.7371743334735221   accuracy 0.7851208459214502   precision 0.7232208967503085   recall 0.7711117113333494

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deviation 2/5   epoch 25/120   F1 0.7371164580466907   accuracy 0.7854984894259819   precision 0.7229329494035377   recall 0.7722272453285112

deviation 2/5   epoch 26/120   F1 0.7393713432964102   accuracy 0.7854984894259819   precision 0.7260720896750308   recall 0.7697174091080581

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deviation 2/5   epoch 27/120   F1 0.7413505740603549   accuracy 0.7854984894259819   precision 0.7289258535582065   recall 0.7677026868579366

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deviation 2/5   epoch 28/120   F1 0.7379460303300625   accuracy 0.7854984894259819   precision 0.7240744549568079   recall 0.7712773904382471

deviation 2/5   epoch 29/120   F1 0.7400881790662119   accuracy 0.7862537764350453   precision 0.7266377005347593   recall 0.7709498752105438

deviation 2/5   epoch 30/120   F1 0.7384063837570529   accuracy 0.7851208459214502   precision 0.7249331550802138   recall 0.7697496668210839

deviation 2/5   epoch 31/120   F1 0.7410858594757896   accuracy 0.7862537764350453   precision 0.7280645824763472   recall 0.769889224572004

deviation 2/5   epoch 32/120   F1 0.7404059727913641   accuracy 0.7885196374622356   precision 0.7257661456190868   recall 0.7768934855268967

deviation 2/5   epoch 33/120   F1 0.7409599917331174   accuracy 0.7854984894259819   precision 0.7283551007815714   recall 0.7680862623183375

deviation 2/5   epoch 34/120   F1 0.7423232491134752   accuracy 0.7877643504531722   precision 0.7289104278074867   recall 0.7725444460769909

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deviation 2/5   epoch 35/120   F1 0.744044278751234   accuracy 0.7843655589123867   precision 0.733784965034965   recall 0.7627121031225828

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deviation 2/5   epoch 36/120   F1 0.7443832999663498   accuracy 0.7854984894259819   precision 0.7334918757712875   recall 0.7649615040129769

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deviation 2/5   epoch 37/120   F1 0.7460164893412946   accuracy 0.7847432024169184   precision 0.7366361579596874   recall 0.7620644099550422

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deviation 2/5   epoch 38/120   F1 0.7451263682739298   accuracy 0.7843655589123867   precision 0.7354972233648704   recall 0.7619076722487064

deviation 2/5   epoch 39/120   F1 0.7456181347393387   accuracy 0.7873867069486404   precision 0.7340497737556562   recall 0.7682786489702247

deviation 2/5   epoch 40/120   F1 0.7445428706031222   accuracy 0.7862537764350453   precision 0.7332013574660634   recall 0.7665667474836529

deviation 2/5   epoch 41/120   F1 0.7448679634243617   accuracy 0.7873867069486404   precision 0.7329082682023859   recall 0.7689772247323536

deviation 2/5   epoch 42/120   F1 0.7456415278305524   accuracy 0.7866314199395771   precision 0.7346256684491979   recall 0.7664885404233419

deviation 2/5   epoch 43/120   F1 0.7470920363001887   accuracy 0.7862537764350453   precision 0.7371966269025092   recall 0.7644742763936785

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deviation 2/5   epoch 44/120   F1 0.7465557359307359   accuracy 0.7862537764350453   precision 0.7363404977375565   recall 0.7648887736284002

deviation 2/5   epoch 45/120   F1 0.746734223729438   accuracy 0.7858761329305136   precision 0.736913821472645   recall 0.7639329154992206

deviation 2/5   epoch 46/120   F1 0.7474422957751148   accuracy 0.7881419939577039   precision 0.7363276429452901   recall 0.7684216481787687

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deviation 2/5   epoch 47/120   F1 0.7476303484009539   accuracy 0.7873867069486404   precision 0.7371889140271493   recall 0.7665372361824652

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deviation 2/5   epoch 48/120   F1 0.7478090109656212   accuracy 0.7877643504531722   precision 0.737186343068696   recall 0.76723905694646

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deviation 2/5   epoch 49/120   F1 0.7449407961636638   accuracy 0.7851208459214502   precision 0.734635952283011   recall 0.7636683863875533

deviation 2/5   epoch 50/120   F1 0.7472719753125696   accuracy 0.7870090634441088   precision 0.736906108597285   recall 0.7659864043760013

deviation 2/5   epoch 51/120   F1 0.7485148034690958   accuracy 0.7870090634441088   precision 0.738903743315508   recall 0.7650216183533546

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deviation 2/5   epoch 52/120   F1 0.7483439974814547   accuracy 0.7873867069486404   precision 0.7383304195804196   recall 0.7659666110782363

deviation 2/5   epoch 53/120   F1 0.7488730378916321   accuracy 0.7873867069486404   precision 0.7391865487453723   recall 0.7655597158978598

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deviation 2/5   epoch 54/120   F1 0.7516922123591263   accuracy 0.7888972809667674   precision 0.7426007815713698   recall 0.7666694926929558

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deviation 2/5   epoch 55/120   F1 0.7497730394489499   accuracy 0.7885196374622356   precision 0.7397495886466474   recall 0.7673208291409029

deviation 2/5   epoch 56/120   F1 0.7503199006382439   accuracy 0.7896525679758308   precision 0.7397418757712875   recall 0.7694060859773771

deviation 2/5   epoch 57/120   F1 0.7502870678034737   accuracy 0.7881419939577039   precision 0.7408936651583711   recall 0.7661105774112171

deviation 2/5   epoch 58/120   F1 0.7522681863257985   accuracy 0.7904078549848943   precision 0.742305121349239   recall 0.7694790596668504

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deviation 2/5   epoch 59/120   F1 0.7515211488667028   accuracy 0.7888972809667674   precision 0.7423154051830523   recall 0.7667946134951351

deviation 2/5   epoch 60/120   F1 0.7483227877859724   accuracy 0.7862537764350453   precision 0.7391942616207322   recall 0.7635758399909344

deviation 2/5   epoch 61/120   F1 0.7526622266785139   accuracy 0.7922960725075529   precision 0.7414361373920197   recall 0.7734841866154115

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deviation 2/5   epoch 62/120   F1 0.7506740966192476   accuracy 0.7896525679758308   precision 0.7403126285479227   recall 0.7691067227017772

deviation 2/5   epoch 63/120   F1 0.7507870713977585   accuracy 0.7877643504531722   precision 0.7420377416700946   recall 0.7649676329862088

deviation 2/5   epoch 64/120   F1 0.7517084512126021   accuracy 0.7892749244712991   precision 0.7423128342245989   recall 0.7674555541366932

deviation 2/5   epoch 65/120   F1 0.7478090109656212   accuracy 0.7877643504531722   precision 0.737186343068696   recall 0.76723905694646

deviation 2/5   epoch 66/120   F1 0.7515211488667028   accuracy 0.7888972809667674   precision 0.7423154051830523   recall 0.7667946134951351

deviation 2/5   epoch 67/120   F1 0.7515493465464282   accuracy 0.7896525679758308   precision 0.7417395104895105   recall 0.7683941720954495

deviation 2/5   epoch 68/120   F1 0.747623011992036   accuracy 0.7862537764350453   precision 0.7380527560674619   recall 0.7640775979100357

deviation 2/5   epoch 69/120   F1 0.747809651792446   accuracy 0.7873867069486404   precision 0.7374742904154669   recall 0.7663915307750598

deviation 2/5   epoch 70/120   F1 0.7485148034690958   accuracy 0.7870090634441088   precision 0.738903743315508   recall 0.7650216183533546

deviation 2/5   epoch 71/120   F1 0.7460190955304133   accuracy 0.7851208459214502   precision 0.7363482106129164   recall 0.7628540956759744

deviation 2/5   epoch 72/120   F1 0.7481664743485468   accuracy 0.7873867069486404   precision 0.738045043192102   recall 0.7661062312514595

deviation 2/5   epoch 73/120   F1 0.7507475211138416   accuracy 0.7870090634441088   precision 0.7426136363636364   recall 0.7634808951431643

deviation 2/5   epoch 74/120   F1 0.7480775603773417   accuracy 0.7843655589123867   precision 0.740348621966269   recall 0.7599984008399068

deviation 2/5   epoch 75/120   F1 0.7460049153761121   accuracy 0.783987915407855   precision 0.7372120526532291   recall 0.7605324387819644

deviation 2/5   epoch 76/120   F1 0.7454789141462517   accuracy 0.783987915407855   precision 0.7363559234882764   recall 0.7608805459782346

deviation 2/5   epoch 77/120   F1 0.7458401686576133   accuracy 0.7854984894259819   precision 0.735774886877828   recall 0.7637964808726194

deviation 2/5   epoch 78/120   F1 0.7479883597785213   accuracy 0.7873867069486404   precision 0.7377596668037845   recall 0.7662478668343209

deviation 2/5   epoch 79/120   F1 0.7461967292368361   accuracy 0.7851208459214502   precision 0.736633587001234   recall 0.7627252597002698

deviation 2/5   epoch 80/120   F1 0.7481681739816739   accuracy 0.7877643504531722   precision 0.7377570958453311   recall 0.7669418505635978

deviation 2/5   epoch 81/120   F1 0.7499396954455879   accuracy 0.7881419939577039   precision 0.7403229123817359   recall 0.7663712558639875

deviation 2/5   epoch 82/120   F1 0.7485148034690958   accuracy 0.7870090634441088   precision 0.738903743315508   recall 0.7650216183533546

deviation 2/5   epoch 83/120   F1 0.7465557359307359   accuracy 0.7862537764350453   precision 0.7363404977375565   recall 0.7648887736284002

deviation 2/5   epoch 84/120   F1 0.7483227877859724   accuracy 0.7862537764350453   precision 0.7391942616207322   recall 0.7635758399909344

deviation 2/5   epoch 85/120   F1 0.7467304123207832   accuracy 0.7870090634441088   precision 0.7360499794323323   recall 0.7664302627913455

deviation 2/5   epoch 86/120   F1 0.7460178908815576   accuracy 0.7858761329305136   precision 0.7357723159193748   recall 0.7644823068731339

deviation 2/5   epoch 87/120   F1 0.7439809993905155   accuracy 0.7862537764350453   precision 0.7323452283011107   recall 0.7670691632090972

deviation 2/5   epoch 88/120   F1 0.744741143858271   accuracy 0.7858761329305136   precision 0.7337746812011517   recall 0.7655219865456284

deviation 2/5   epoch 89/120   F1 0.7470834763751559   accuracy 0.7877643504531722   precision 0.7360448375154257   recall 0.7678585494933817

deviation 2/5   epoch 90/120   F1 0.7490529775869152   accuracy 0.783987915407855   precision 0.7423488276429453   recall 0.7587821885466425

deviation 2/5   epoch 91/120   F1 0.7469005790665273   accuracy 0.7877643504531722   precision 0.7357594611271082   recall 0.768018728956229

deviation 2/5   epoch 92/120   F1 0.7465532911125434   accuracy 0.7866314199395771   precision 0.7360525503907857   recall 0.765727030341619

deviation 2/5   epoch 93/120   F1 0.7454743519912851   accuracy 0.7858761329305136   precision 0.734916186754422   recall 0.7649155042383784

deviation 2/5   epoch 94/120   F1 0.7481480378753856   accuracy 0.7828549848942599   precision 0.74178578774167   recall 0.7572250086327442

deviation 2/5   epoch 95/120   F1 0.7489975640618629   accuracy 0.7858761329305136   precision 0.7406237145207734   recall 0.762360934450413

deviation 2/5   epoch 96/120   F1 0.7463281509208246   accuracy 0.7832326283987915   precision 0.738358700123406   recall 0.7588599907861122

deviation 2/5   epoch 97/120   F1 0.7458373135760938   accuracy 0.7858761329305136   precision 0.7354869395310571   recall 0.764624669652524

deviation 2/5   epoch 98/120   F1 0.7515040000536246   accuracy 0.7885196374622356   precision 0.7426033525298231   recall 0.7660188372335597

deviation 2/5   epoch 99/120   F1 0.7477910111147823   accuracy 0.7858761329305136   precision 0.7386260798025504   recall 0.7631676319917547

deviation 2/5   epoch 100/120   F1 0.7476275774376233   accuracy 0.7866314199395771   precision 0.7377648087206911   recall 0.7648809545120284

deviation 2/5   epoch 101/120   F1 0.7504102807155697   accuracy 0.7870090634441088   precision 0.7420428835870012   recall 0.7636974502757556

deviation 2/5   epoch 102/120   F1 0.7454789141462517   accuracy 0.783987915407855   precision 0.7363559234882764   recall 0.7608805459782346

deviation 2/5   epoch 103/120   F1 0.7492450441745968   accuracy 0.7843655589123867   precision 0.7423462566844921   recall 0.7593620573310579

deviation 2/5   epoch 104/120   F1 0.744760388072837   accuracy 0.7828549848942599   precision 0.7360782599753188   recall 0.7590752150437141

deviation 2/5   epoch 105/120   F1 0.7481487157461162   accuracy 0.7862537764350453   precision 0.7389088852324146   recall 0.763698406617574

deviation 2/5   epoch 106/120   F1 0.7464824143612234   accuracy 0.7828549848942599   precision 0.7389320238584944   recall 0.7580640682543154

deviation 2/5   epoch 107/120   F1 0.744872329850655   accuracy 0.7809667673716012   precision 0.7378033730974908   recall 0.7554658240993405

deviation 2/5   epoch 108/120   F1 0.7405817495235212   accuracy 0.775679758308157   precision 0.7349856026326614   recall 0.7483567424507973

deviation 2/5   epoch 109/120   F1 0.7496522911499859   accuracy 0.7854984894259819   precision 0.7420531674208145   recall 0.761232564656787

deviation 2/5   epoch 110/120   F1 0.7445479990516304   accuracy 0.7813444108761329   precision 0.7369446729740847   recall 0.7563161609033169

deviation 2/5   epoch 111/120   F1 0.7454070031645803   accuracy 0.7790785498489426   precision 0.7403846153846154   recall 0.7520869632620322

deviation 2/5   epoch 112/120   F1 0.7479415337758522   accuracy 0.7805891238670695   precision 0.7435134718222953   recall 0.7536108628785825

deviation 2/5   epoch 113/120   F1 0.7449699537194513   accuracy 0.7741691842900302   precision 0.7444133072809543   recall 0.745544569799157

deviation 2/5   epoch 114/120   F1 0.7443217381618688   accuracy 0.7737915407854985   precision 0.743559749074455   recall 0.7451177301221061

deviation 2/5   epoch 115/120   F1 0.7447509854972447   accuracy 0.777190332326284   precision 0.740968222953517   recall 0.7494437702265372

deviation 2/5   epoch 116/120   F1 0.7459385036636652   accuracy 0.775679758308157   precision 0.7446883998354586   recall 0.7472803423378014

deviation 2/5   epoch 117/120   F1 0.7445776491663222   accuracy 0.7726586102719033   precision 0.7452797202797203   recall 0.743903311986297

deviation 2/5   epoch 118/120   F1 0.7447300359009114   accuracy 0.774546827794562   precision 0.7435546071575483   recall 0.7459870622640713

deviation 2/5   epoch 119/120   F1 0.7468550023411893   accuracy 0.7779456193353474   precision 0.7441022213081037   recall 0.7500684787189212

deviation 2/5   epoch 120/120   F1 0.7472955631782892   accuracy 0.7768126888217523   precision 0.7461075689016865   recall 0.7485655212258716



deviation 3/5   epoch 1/120   F1 0.5108311411932281   accuracy 0.6333081570996979   precision 0.5244909502262444   recall 0.5390084099855141

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deviation 3/5   epoch 2/120   F1 0.4176164227186845   accuracy 0.654833836858006   precision 0.4966628959276018   recall 0.4740995709867305

deviation 3/5   epoch 3/120   F1 0.4078863347293315   accuracy 0.6597432024169184   precision 0.4969148498560263   recall 0.4550927615144966

deviation 3/5   epoch 4/120   F1 0.4077566613472605   accuracy 0.6646525679758308   precision 0.5000205676676265   recall 0.5005081300813008

deviation 3/5   epoch 5/120   F1 0.40504126157209064   accuracy 0.665785498489426   precision 0.5000128547922665   recall 0.5005063932143309

deviation 3/5   epoch 6/120   F1 0.405611672278339   accuracy 0.6672960725075529   precision 0.5011440765117235   recall 0.5613644982245665

deviation 3/5   epoch 7/120   F1 0.40440359672968934   accuracy 0.6669184290030211   precision 0.5005758946935418   recall 0.5339651250947688

deviation 3/5   epoch 8/120   F1 0.40575415546726373   accuracy 0.6676737160120846   precision 0.5014268819415878   recall 0.5841546626231994

deviation 3/5   epoch 9/120   F1 0.40696102148996594   accuracy 0.6680513595166163   precision 0.5019950637597697   recall 0.6070086530837384

deviation 3/5   epoch 10/120   F1 0.4093673788028574   accuracy 0.6688066465256798   precision 0.5031314273961333   recall 0.642227412056634

deviation 3/5   epoch 11/120   F1 0.41161525974025975   accuracy 0.6691842900302115   precision 0.5039849856026327   recall 0.647226443768997

deviation 3/5   epoch 12/120   F1 0.41161525974025975   accuracy 0.6691842900302115   precision 0.5039849856026327   recall 0.647226443768997

deviation 3/5   epoch 13/120   F1 0.425778755837908   accuracy 0.6737160120845922   precision 0.5108031674208144   recall 0.7291166848418758

deviation 3/5   epoch 14/120   F1 0.43239416960778454   accuracy 0.675226586102719   precision 0.5136466474701769   recall 0.725795473881232

deviation 3/5   epoch 15/120   F1 0.45767710488049645   accuracy 0.6827794561933535   precision 0.5258664129987659   recall 0.7510041663548137

deviation 3/5   epoch 16/120   F1 0.4824984820886461   accuracy 0.6888217522658611   precision 0.5375257095845332   recall 0.7383098223615465

deviation 3/5   epoch 17/120   F1 0.50791845662621   accuracy 0.697129909365559   precision 0.5511672151378034   recall 0.7505192402099619

deviation 3/5   epoch 18/120   F1 0.5284028495296101   accuracy 0.7031722054380665   precision 0.5622557589469354   recall 0.7491562744371734

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deviation 3/5   epoch 19/120   F1 0.5393596960608992   accuracy 0.7073262839879154   precision 0.5687911353352529   recall 0.7554666297490638

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deviation 3/5   epoch 20/120   F1 0.5501692103664081   accuracy 0.7107250755287009   precision 0.5750462772521596   recall 0.7549723539739525

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deviation 3/5   epoch 21/120   F1 0.5768657233003459   accuracy 0.720166163141994   precision 0.5915338338132455   recall 0.7591349189452787

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deviation 3/5   epoch 22/120   F1 0.5899057375518919   accuracy 0.724320241691843   precision 0.5997814685314685   recall 0.7571150329914937

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deviation 3/5   epoch 23/120   F1 0.6114725965919573   accuracy 0.7330060422960725   precision 0.6145619086795557   recall 0.76304332747448

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deviation 3/5   epoch 24/120   F1 0.6043310619549548   accuracy 0.729607250755287   precision 0.6094482723159194   recall 0.7584524785235103

deviation 3/5   epoch 25/120   F1 0.6113046110650926   accuracy 0.7333836858006042   precision 0.6145593377211025   recall 0.7654786587545579

deviation 3/5   epoch 26/120   F1 0.631068862941408   accuracy 0.7416918429003021   precision 0.6287715960510079   recall 0.7703970631900019

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deviation 3/5   epoch 27/120   F1 0.6382647637215623   accuracy 0.7450906344410876   precision 0.6341706088029617   recall 0.7736060376092304

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deviation 3/5   epoch 28/120   F1 0.6472984457392779   accuracy 0.7488670694864048   precision 0.6409939325380503   recall 0.7747383357943608

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deviation 3/5   epoch 29/120   F1 0.6349522799575822   accuracy 0.7447129909365559   precision 0.6318901686548746   recall 0.7784593004320733

deviation 3/5   epoch 30/120   F1 0.6425519961515289   accuracy 0.7481117824773413   precision 0.637574557795146   recall 0.780547505672055

deviation 3/5   epoch 31/120   F1 0.6548393619631118   accuracy 0.7533987915407855   precision 0.6469559851912793   recall 0.7822245675103532

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deviation 3/5   epoch 32/120   F1 0.6613934073173204   accuracy 0.7560422960725075   precision 0.6520747634718222   recall 0.7819937070938215

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deviation 3/5   epoch 33/120   F1 0.6631525136096028   accuracy 0.7571752265861027   precision 0.6534939325380502   recall 0.7839784957744268

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deviation 3/5   epoch 34/120   F1 0.6602611921030659   accuracy 0.7560422960725075   precision 0.6512186343068695   recall 0.7843056220182423

deviation 3/5   epoch 35/120   F1 0.6720088275379172   accuracy 0.7605740181268882   precision 0.6606052036199095   recall 0.7825526487190622

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deviation 3/5   epoch 36/120   F1 0.6674703636728953   accuracy 0.7583081570996979   precision 0.6569107363225011   recall 0.7808083038869258

deviation 3/5   epoch 37/120   F1 0.6809148316377476   accuracy 0.7639728096676737   precision 0.6680018510900865   recall 0.7809592756095438

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deviation 3/5   epoch 38/120   F1 0.6758160195648737   accuracy 0.7617069486404834   precision 0.6637366310160429   recall 0.7804313006720497

deviation 3/5   epoch 39/120   F1 0.6808422715251249   accuracy 0.7620845921450151   precision 0.6680147058823529   recall 0.7730604024602219

deviation 3/5   epoch 40/120   F1 0.6723499372040405   accuracy 0.7609516616314199   precision 0.6608880090497737   recall 0.7836483710241624

deviation 3/5   epoch 41/120   F1 0.6876429080879349   accuracy 0.7639728096676737   precision 0.6739947552447553   recall 0.7694279478199076

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deviation 3/5   epoch 42/120   F1 0.6886037418388969   accuracy 0.7643504531722054   precision 0.6748483134512546   recall 0.7693607094339026

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deviation 3/5   epoch 43/120   F1 0.6814724849842623   accuracy 0.7617069486404834   precision 0.6685880296174413   recall 0.7704776793218053

deviation 3/5   epoch 44/120   F1 0.6878331549999062   accuracy 0.7628398791540786   precision 0.6742878445084327   recall 0.7648965476818474

deviation 3/5   epoch 45/120   F1 0.6879884527448523   accuracy 0.7643504531722054   precision 0.6742775606746195   recall 0.7703315985723116

deviation 3/5   epoch 46/120   F1 0.6920126466863781   accuracy 0.7651057401812689   precision 0.6779823118058412   recall 0.7669648882633091

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deviation 3/5   epoch 47/120   F1 0.6934856659639594   accuracy 0.7651057401812689   precision 0.679409193747429   recall 0.7648110200364299

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deviation 3/5   epoch 48/120   F1 0.6927062276327809   accuracy 0.7658610271903323   precision 0.6785479226655697   recall 0.7686909017750747

deviation 3/5   epoch 49/120   F1 0.6965585613429218   accuracy 0.7681268882175226   precision 0.6819570135746607   recall 0.7711616341574619

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deviation 3/5   epoch 50/120   F1 0.6886802153269219   accuracy 0.7651057401812689   precision 0.674843171534348   recall 0.7721499231655782

deviation 3/5   epoch 51/120   F1 0.6998379701144878   accuracy 0.7688821752265861   precision 0.6850910119292473   recall 0.7689567572616045

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deviation 3/5   epoch 52/120   F1 0.6993355540379191   accuracy 0.7692598187311178   precision 0.6845176881941588   recall 0.7710636614366903

deviation 3/5   epoch 53/120   F1 0.7029875570964206   accuracy 0.7707703927492447   precision 0.6879319210201563   recall 0.7710005700065342

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deviation 3/5   epoch 54/120   F1 0.7020089329023396   accuracy 0.7700151057401813   precision 0.6870809337721102   recall 0.7697734339881457

deviation 3/5   epoch 55/120   F1 0.7045577828327648   accuracy 0.770392749244713   precision 0.6896467503085151   recall 0.7674243660159153

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deviation 3/5   epoch 56/120   F1 0.7122085093427438   accuracy 0.7719033232628398   precision 0.6976270053475936   recall 0.7622772388709

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deviation 3/5   epoch 57/120   F1 0.7059016086793864   accuracy 0.770392749244713   precision 0.6910736322501029   recall 0.7655803316180675

deviation 3/5   epoch 58/120   F1 0.7097979669072665   accuracy 0.770392749244713   precision 0.6953542780748663   recall 0.7606197801443981

deviation 3/5   epoch 59/120   F1 0.7164509163903974   accuracy 0.7722809667673716   precision 0.7024758329905388   recall 0.7585065832933289

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deviation 3/5   epoch 60/120   F1 0.718054707002201   accuracy 0.7707703927492447   precision 0.7050545043192102   recall 0.7528838951310861

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deviation 3/5   epoch 61/120   F1 0.7124488698719914   accuracy 0.7692598187311178   precision 0.698786507610037   recall 0.7544075901115994

deviation 3/5   epoch 62/120   F1 0.7171425579784936   accuracy 0.7707703927492447   precision 0.7039129987659399   recall 0.7537449161997769

deviation 3/5   epoch 63/120   F1 0.7190065279423916   accuracy 0.7722809667673716   precision 0.705614973262032   recall 0.7558628163753354

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deviation 3/5   epoch 64/120   F1 0.7183029742911285   accuracy 0.7715256797583081   precision 0.7050493624023035   recall 0.7545823368261956

deviation 3/5   epoch 65/120   F1 0.7185062126719981   accuracy 0.7707703927492447   precision 0.7056252570958453   recall 0.752468695917744

deviation 3/5   epoch 66/120   F1 0.7219349190803249   accuracy 0.7711480362537765   precision 0.7099033319621555   recall 0.7504271223456301

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deviation 3/5   epoch 67/120   F1 0.7275705116166025   accuracy 0.7749244712990937   precision 0.7155851501439737   recall 0.7546091624562767

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deviation 3/5   epoch 68/120   F1 0.7198427194291075   accuracy 0.7707703927492447   precision 0.7073375154257507   recall 0.7512823748530673

deviation 3/5   epoch 69/120   F1 0.7292509633682966   accuracy 0.7760574018126888   precision 0.7172896955985191   recall 0.7558549094962868

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deviation 3/5   epoch 70/120   F1 0.725464437291511   accuracy 0.7737915407854985   precision 0.7133098519127932   recall 0.753710953476336

deviation 3/5   epoch 71/120   F1 0.7297141993044004   accuracy 0.775679758308157   precision 0.7181483957219251   recall 0.7546029021688251

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deviation 3/5   epoch 72/120   F1 0.71997166514063   accuracy 0.774546827794562   precision 0.7058849238996298   recall 0.7609880954999833

deviation 3/5   epoch 73/120   F1 0.727984468546877   accuracy 0.7749244712990937   precision 0.7161559029206088   recall 0.7542672231294986

deviation 3/5   epoch 74/120   F1 0.728004974766743   accuracy 0.7760574018126888   precision 0.7155774372686138   recall 0.7569328527709579

deviation 3/5   epoch 75/120   F1 0.7376629548930815   accuracy 0.7764350453172205   precision 0.7295583093377211   recall 0.750899894625922

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deviation 3/5   epoch 76/120   F1 0.7391710754064329   accuracy 0.7809667673716012   precision 0.7286713286713287   recall 0.7590249868949852

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deviation 3/5   epoch 77/120   F1 0.7374137899524216   accuracy 0.7787009063444109   precision 0.7275452488687782   recall 0.7554764963124396

deviation 3/5   epoch 78/120   F1 0.7404582091015138   accuracy 0.7813444108761329   precision 0.7303810160427807   recall 0.7588869700627001

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deviation 3/5   epoch 79/120   F1 0.7449472166826517   accuracy 0.7775679758308157   precision 0.7409656519950638   recall 0.7499414987129717

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deviation 3/5   epoch 80/120   F1 0.7397594853602721   accuracy 0.7802114803625377   precision 0.7301033525298231   recall 0.7570065815922169

deviation 3/5   epoch 81/120   F1 0.746046557439937   accuracy 0.7764350453172205   precision 0.7441125051419168   recall 0.7482041469305812

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deviation 3/5   epoch 82/120   F1 0.741130111747808   accuracy 0.7741691842900302   precision 0.7372788975730152   recall 0.74595262270049

deviation 3/5   epoch 83/120   F1 0.7435034136304728   accuracy 0.7809667673716012   precision 0.7355203619909503   recall 0.7561830933923956

deviation 3/5   epoch 84/120   F1 0.7435797778535715   accuracy 0.7787009063444109   precision 0.7375334224598931   recall 0.7521450794170623

deviation 3/5   epoch 85/120   F1 0.7421091992160123   accuracy 0.773036253776435   precision 0.7401403743315509   recall 0.7443163203851307

deviation 3/5   epoch 86/120   F1 0.746987941796924   accuracy 0.7828549848942599   precision 0.7397881530234471   recall 0.7577947120131954

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deviation 3/5   epoch 87/120   F1 0.7469026274889419   accuracy 0.7783232628398792   precision 0.7438142739613327   recall 0.750576178035545

deviation 3/5   epoch 88/120   F1 0.743927200797438   accuracy 0.7741691842900302   precision 0.7424156725627313   recall 0.7455756533968825

deviation 3/5   epoch 89/120   F1 0.7433739088483364   accuracy 0.7760574018126888   precision 0.7395490538872892   recall 0.7481399490670617

deviation 3/5   epoch 90/120   F1 0.7469991300795409   accuracy 0.7768126888217523   precision 0.7455368161250514   recall 0.7485867912238222

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deviation 3/5   epoch 91/120   F1 0.7472720310506045   accuracy 0.7820996978851964   precision 0.740934800493624   recall 0.7563196816312296

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deviation 3/5   epoch 92/120   F1 0.7469034808080468   accuracy 0.7753021148036254   precision 0.7469739819004525   recall 0.7468332597815801

deviation 3/5   epoch 93/120   F1 0.7462748076436223   accuracy 0.7741691842900302   precision 0.7469816947758123   recall 0.7455957357057943

deviation 3/5   epoch 94/120   F1 0.7442052930901991   accuracy 0.773036253776435   precision 0.7441356437679967   recall 0.744275221534312

deviation 3/5   epoch 95/120   F1 0.7446838161955529   accuracy 0.7753021148036254   precision 0.7426933360756891   recall 0.746913677123447

deviation 3/5   epoch 96/120   F1 0.7456354439238437   accuracy 0.7737915407854985   precision 0.7461281365693131   recall 0.7451563917447233

deviation 3/5   epoch 97/120   F1 0.7464173433124168   accuracy 0.7741691842900302   precision 0.7472670711641299   recall 0.7456076284257944

deviation 3/5   epoch 98/120   F1 0.748279985494953   accuracy 0.7737915407854985   precision 0.7515502879473468   recall 0.7455628931310881

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deviation 3/5   epoch 99/120   F1 0.7475013899124678   accuracy 0.777190332326284   precision 0.7461049979432333   recall 0.7490114978409032

deviation 3/5   epoch 100/120   F1 0.744003808322064   accuracy 0.7760574018126888   precision 0.7406905594405595   recall 0.7480093408489285

deviation 3/5   epoch 101/120   F1 0.7481532879973357   accuracy 0.7726586102719033   precision 0.7526995063759769   recall 0.744646719583436

deviation 3/5   epoch 102/120   F1 0.7498565899715728   accuracy 0.7760574018126888   precision 0.752105614973262   recall 0.747873018761924

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deviation 3/5   epoch 103/120   F1 0.7497403411146759   accuracy 0.7775679758308157   precision 0.7500976964212258   recall 0.7493900035571108

deviation 3/5   epoch 104/120   F1 0.745776984399795   accuracy 0.7722809667673716   precision 0.7481360551213492   recall 0.7437162851037369

deviation 3/5   epoch 105/120   F1 0.7478405367993214   accuracy 0.7719033232628398   precision 0.7529900246812011   recall 0.74400967082016

deviation 3/5   epoch 106/120   F1 0.7502276084130219   accuracy 0.7753021148036254   precision 0.753823015220074   recall 0.7472887396044086

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deviation 3/5   epoch 107/120   F1 0.7517620319423293   accuracy 0.7779456193353474   precision 0.7538050185109009   recall 0.7499367056559826

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deviation 3/5   epoch 108/120   F1 0.747076107911915   accuracy 0.770392749244713   precision 0.753285684903332   recall 0.742748445215403

deviation 3/5   epoch 109/120   F1 0.7478405367993214   accuracy 0.7719033232628398   precision 0.7529900246812011   recall 0.74400967082016

deviation 3/5   epoch 110/120   F1 0.7501391626933791   accuracy 0.7749244712990937   precision 0.754110962566845   recall 0.7469622881472394

deviation 3/5   epoch 111/120   F1 0.7438359109245185   accuracy 0.7688821752265861   precision 0.748159193747429   recall 0.7404803428172804

deviation 3/5   epoch 112/120   F1 0.7472271016271573   accuracy 0.7715256797583081   precision 0.7521364664747018   recall 0.7435265422476498

deviation 3/5   epoch 113/120   F1 0.74345135838696   accuracy 0.763595166163142   precision 0.7544734677087619   recall 0.7379081008453453

deviation 3/5   epoch 114/120   F1 0.7485224053259059   accuracy 0.7749244712990937   precision 0.7506864459070341   recall 0.7466065579989631

deviation 3/5   epoch 115/120   F1 0.7457277066253605   accuracy 0.7696374622356495   precision 0.7512931921020156   recall 0.7417059853408113

deviation 3/5   epoch 116/120   F1 0.7448909195403572   accuracy 0.7700151057401813   precision 0.7490076100370218   recall 0.7416506414954526

deviation 3/5   epoch 117/120   F1 0.747536904337828   accuracy 0.7722809667673716   precision 0.7518459481694776   recall 0.7441699678018584

deviation 3/5   epoch 118/120   F1 0.7493181360708534   accuracy 0.7726586102719033   precision 0.755267893870835   recall 0.745085406793049

deviation 3/5   epoch 119/120   F1 0.7473002387332752   accuracy 0.7707703927492447   precision 0.7532831139448787   recall 0.7430707491393758

deviation 3/5   epoch 120/120   F1 0.7442605764142671   accuracy 0.7651057401812689   precision 0.754177807486631   recall 0.7388574272543658



deviation 4/5   epoch 1/120   F1 0.5032623356384681   accuracy 0.6265105740181269   precision 0.5176881941587824   recall 0.5278725600115866

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deviation 4/5   epoch 2/120   F1 0.5103265722331708   accuracy 0.6431268882175226   precision 0.527848621966269   recall 0.5493063450283413

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deviation 4/5   epoch 3/120   F1 0.5067574338236958   accuracy 0.6518126888217523   precision 0.5295017482517482   recall 0.5596947374992196

deviation 4/5   epoch 4/120   F1 0.519236660148205   accuracy 0.6570996978851964   precision 0.5380270464829289   recall 0.5735596170583116

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deviation 4/5   epoch 5/120   F1 0.5384717954744325   accuracy 0.6672960725075529   precision 0.5522264500205677   recall 0.5966239412284425

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deviation 4/5   epoch 6/120   F1 0.5570851681618929   accuracy 0.6722054380664653   precision 0.5647495886466475   recall 0.60807389447937

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deviation 4/5   epoch 7/120   F1 0.5779843815972041   accuracy 0.6812688821752266   precision 0.5806689633895517   recall 0.6251301070766286

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deviation 4/5   epoch 8/120   F1 0.6168136054323328   accuracy 0.6978851963746223   precision 0.6125179967091732   recall 0.6517115867926164

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deviation 4/5   epoch 9/120   F1 0.6526240416815009   accuracy 0.7148791540785498   precision 0.6455059646236116   recall 0.6748615645809244

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deviation 4/5   epoch 10/120   F1 0.6722034299099804   accuracy 0.7307401812688822   precision 0.6636620732208968   recall 0.6962707085437942

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deviation 4/5   epoch 11/120   F1 0.6851215924556315   accuracy 0.7386706948640483   precision 0.6764500205676677   recall 0.7059363635272513

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deviation 4/5   epoch 12/120   F1 0.6974988554572026   accuracy 0.7511329305135952   precision 0.6872094816947758   recall 0.7235819257178168

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deviation 4/5   epoch 13/120   F1 0.7002216914311352   accuracy 0.7549093655589124   precision 0.6891814068284656   recall 0.7297692362336818

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deviation 4/5   epoch 14/120   F1 0.7092226117109872   accuracy 0.7617069486404834   precision 0.697696421225833   recall 0.7385823931617301

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deviation 4/5   epoch 15/120   F1 0.7162979744297919   accuracy 0.7662386706948641   precision 0.7047999794323323   recall 0.7435893025463902

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deviation 4/5   epoch 16/120   F1 0.7175143895621816   accuracy 0.7666163141993958   precision 0.7062242904154669   recall 0.7435538525068014

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deviation 4/5   epoch 17/120   F1 0.7202338913451354   accuracy 0.7700151057401813   precision 0.70819878650761   recall 0.7491632994807111

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deviation 4/5   epoch 18/120   F1 0.7286002502464287   accuracy 0.7749244712990937   precision 0.7170120320855615   recall 0.7537708308905986

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deviation 4/5   epoch 19/120   F1 0.7268006058977388   accuracy 0.774546827794562   precision 0.7147315919374744   recall 0.7543674580689763

deviation 4/5   epoch 20/120   F1 0.7265800545418427   accuracy 0.7768126888217523   precision 0.7132892842451666   recall 0.7601687972120628

deviation 4/5   epoch 21/120   F1 0.7284847045306408   accuracy 0.775679758308157   precision 0.7164361373920198   recall 0.7556141906335018

deviation 4/5   epoch 22/120   F1 0.7315258441289705   accuracy 0.7787009063444109   precision 0.7189839572192513   recall 0.7601945899711322

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deviation 4/5   epoch 23/120   F1 0.7362422303990845   accuracy 0.7813444108761329   precision 0.7241027354997944   recall 0.7623191077171929

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deviation 4/5   epoch 24/120   F1 0.7353729624142571   accuracy 0.7802114803625377   precision 0.7235396955985192   recall 0.760389620112903

deviation 4/5   epoch 25/120   F1 0.7367968869839527   accuracy 0.7817220543806647   precision 0.7246709173179762   recall 0.7627270240124587

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deviation 4/5   epoch 26/120   F1 0.7355707461703178   accuracy 0.7802114803625377   precision 0.7238250719868367   recall 0.7602193926351029

deviation 4/5   epoch 27/120   F1 0.7374262956521258   accuracy 0.7832326283987915   precision 0.724660633484163   recall 0.7658610271903323

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deviation 4/5   epoch 28/120   F1 0.7377034448531439   accuracy 0.7802114803625377   precision 0.72696421225833   recall 0.7584891793524887

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deviation 4/5   epoch 29/120   F1 0.7391012279298852   accuracy 0.7820996978851964   precision 0.727807486631016   recall 0.7616091495886892

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deviation 4/5   epoch 30/120   F1 0.7388147313143533   accuracy 0.7832326283987915   precision 0.7266582682023859   recall 0.7645348488303707

deviation 4/5   epoch 31/120   F1 0.7414963209683036   accuracy 0.7832326283987915   precision 0.7306535376388317   recall 0.7622141554433222

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deviation 4/5   epoch 32/120   F1 0.7403079429981065   accuracy 0.783987915407855   precision 0.7283653846153846   recall 0.7649886785022807

deviation 4/5   epoch 33/120   F1 0.7444015444015444   accuracy 0.7847432024169184   precision 0.7340677704648293   recall 0.7632609273974346

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deviation 4/5   epoch 34/120   F1 0.7434134883705006   accuracy 0.7862537764350453   precision 0.731489099136158   recall 0.7675915276551861

deviation 4/5   epoch 35/120   F1 0.7427185419273912   accuracy 0.7851208459214502   precision 0.7312114356232003   recall 0.7655181703775054

deviation 4/5   epoch 36/120   F1 0.745396790466108   accuracy 0.7881419939577039   precision 0.7331885026737968   recall 0.7703266162231437

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deviation 4/5   epoch 37/120   F1 0.7458322932155377   accuracy 0.7862537764350453   precision 0.7351989921842863   recall 0.7654697511375244

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deviation 4/5   epoch 38/120   F1 0.7439160866308244   accuracy 0.7873867069486404   precision 0.7314813862607981   recall 0.7699017586615976

deviation 4/5   epoch 39/120   F1 0.7419315873277329   accuracy 0.7854984894259819   precision 0.7297819827231592   recall 0.767144906743185

deviation 4/5   epoch 40/120   F1 0.7433649973193297   accuracy 0.7870090634441088   precision 0.7309132044426162   recall 0.7695008221611436

deviation 4/5   epoch 41/120   F1 0.7462641145635407   accuracy 0.7896525679758308   precision 0.7334635952283011   recall 0.7732762803994959

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deviation 4/5   epoch 42/120   F1 0.7449341741102922   accuracy 0.7854984894259819   precision 0.7343480049362402   recall 0.7645092394837032

deviation 4/5   epoch 43/120   F1 0.7467929152876853   accuracy 0.7904078549848943   precision 0.7337438296997121   recall 0.7746838818052935

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deviation 4/5   epoch 44/120   F1 0.7461492914785178   accuracy 0.7881419939577039   precision 0.7343300082270671   recall 0.7696025325984794

deviation 4/5   epoch 45/120   F1 0.747725735967318   accuracy 0.790785498489426   precision 0.734882764294529   recall 0.7746686148416055

update

deviation 4/5   epoch 46/120   F1 0.7455663537033986   accuracy 0.7885196374622356   precision 0.7331859317153435   recall 0.771102343376375

deviation 4/5   epoch 47/120   F1 0.7470237988040138   accuracy 0.7896525679758308   precision 0.7346051007815714   recall 0.7724902148295629

deviation 4/5   epoch 48/120   F1 0.7466806244302278   accuracy 0.7888972809667674   precision 0.734610242698478   recall 0.7709427727142154

deviation 4/5   epoch 49/120   F1 0.7473653810946916   accuracy 0.7904078549848943   precision 0.7345999588646648   recall 0.7740703196861332

deviation 4/5   epoch 50/120   F1 0.7484932854360937   accuracy 0.7904078549848943   precision 0.7363122171945702   recall 0.7729083206960772

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deviation 4/5   epoch 51/120   F1 0.746834825985589   accuracy 0.7896525679758308   precision 0.7343197243932538   recall 0.7726831424637104

deviation 4/5   epoch 52/120   F1 0.7432824519695636   accuracy 0.7851208459214502   precision 0.7320675647881529   recall 0.7650271479229656

deviation 4/5   epoch 53/120   F1 0.7440555413989034   accuracy 0.7881419939577039   precision 0.7311908679555739   recall 0.7716837707739939

deviation 4/5   epoch 54/120   F1 0.745072910343867   accuracy 0.7870090634441088   precision 0.7334815919374743   recall 0.7678758417669806

deviation 4/5   epoch 55/120   F1 0.7470888457424565   accuracy 0.7873867069486404   precision 0.7363327848621966   recall 0.7669867347464833

deviation 4/5   epoch 56/120   F1 0.7467071268331418   accuracy 0.7881419939577039   precision 0.7351861373920198   recall 0.7690832130379374

deviation 4/5   epoch 57/120   F1 0.7470888457424565   accuracy 0.7873867069486404   precision 0.7363327848621966   recall 0.7669867347464833

deviation 4/5   epoch 58/120   F1 0.7443201544893326   accuracy 0.7870090634441088   precision 0.732340086384204   recall 0.7685752326269084

deviation 4/5   epoch 59/120   F1 0.7453760463092508   accuracy 0.7885196374622356   precision 0.7329005553270259   recall 0.771293592680772

deviation 4/5   epoch 60/120   F1 0.7483476040958177   accuracy 0.7881419939577039   precision 0.7377545248868778   recall 0.7676429623144574

deviation 4/5   epoch 61/120   F1 0.7441077325491682   accuracy 0.7873867069486404   precision 0.7317667626491156   recall 0.7697122033642221

deviation 4/5   epoch 62/120   F1 0.7461492914785178   accuracy 0.7881419939577039   precision 0.7343300082270671   recall 0.7696025325984794

deviation 4/5   epoch 63/120   F1 0.7449011170422907   accuracy 0.7866314199395771   precision 0.7334841628959277   recall 0.767135935145645

deviation 4/5   epoch 64/120   F1 0.7447511599412138   accuracy 0.7854984894259819   precision 0.7340626285479226   recall 0.7646579165394847

deviation 4/5   epoch 65/120   F1 0.7452833587692851   accuracy 0.7862537764350453   precision 0.7343428630193336   recall 0.7659271858397785

deviation 4/5   epoch 66/120   F1 0.7462405444833282   accuracy 0.7900302114803626   precision 0.7331756478815302   recall 0.7742877880602431

deviation 4/5   epoch 67/120   F1 0.7479695431472081   accuracy 0.7892749244712991   precision 0.7363199300699301   recall 0.7706301818353118

deviation 4/5   epoch 68/120   F1 0.7488793146746824   accuracy 0.7896525679758308   precision 0.7374588646647471   recall 0.7706882163348712

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deviation 4/5   epoch 69/120   F1 0.7462641145635407   accuracy 0.7896525679758308   precision 0.7334635952283011   recall 0.7732762803994959

deviation 4/5   epoch 70/120   F1 0.7470237988040138   accuracy 0.7896525679758308   precision 0.7346051007815714   recall 0.7724902148295629

deviation 4/5   epoch 71/120   F1 0.746694981729132   accuracy 0.7885196374622356   precision 0.7348981900452489   recall 0.7700036644325449

deviation 4/5   epoch 72/120   F1 0.7483369895491274   accuracy 0.7892749244712991   precision 0.7368906828465652   recall 0.7702874743326489

deviation 4/5   epoch 73/120   F1 0.7459595105317898   accuracy 0.7911631419939577   precision 0.7320264294529   recall 0.7776791915984576

deviation 4/5   epoch 74/120   F1 0.7503059464419597   accuracy 0.7919184290030211   precision 0.7380141916906623   recall 0.7748738686779388

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deviation 4/5   epoch 75/120   F1 0.7476184349102416   accuracy 0.7885196374622356   precision 0.7363250719868367   recall 0.7691502475675138

deviation 4/5   epoch 76/120   F1 0.7460726057266125   accuracy 0.7896525679758308   precision 0.7331782188399836   recall 0.7734788367266787

deviation 4/5   epoch 77/120   F1 0.7421244629094763   accuracy 0.7877643504531722   precision 0.728625051419169   recall 0.7727632438600205

deviation 4/5   epoch 78/120   F1 0.741277218281803   accuracy 0.7881419939577039   precision 0.7271955985191279   recall 0.7747637558716101

deviation 4/5   epoch 79/120   F1 0.743078157938839   accuracy 0.7881419939577039   precision 0.729763986013986   recall 0.7727260936669131

deviation 4/5   epoch 80/120   F1 0.7458804573247579   accuracy 0.7896525679758308   precision 0.732892842451666   recall 0.7736838447948602

deviation 4/5   epoch 81/120   F1 0.7465752052112853   accuracy 0.790785498489426   precision 0.7331705059646236   recall 0.7759315206445117

deviation 4/5   epoch 82/120   F1 0.7457269060879586   accuracy 0.7915407854984894   precision 0.7314531057178115   recall 0.779025799333011

deviation 4/5   epoch 83/120   F1 0.7426210017017445   accuracy 0.7904078549848943   precision 0.7277509255450432   recall 0.7796348074089683

deviation 4/5   epoch 84/120   F1 0.7395714787495609   accuracy 0.7885196374622356   precision 0.7246246400658165   recall 0.777947445441242

deviation 4/5   epoch 85/120   F1 0.741639858856264   accuracy 0.7900302114803626   precision 0.7266119909502262   recall 0.7797808553118146

deviation 4/5   epoch 86/120   F1 0.7433431689497156   accuracy 0.7911631419939577   precision 0.7283165364047717   recall 0.7809482946119625

deviation 4/5   epoch 87/120   F1 0.7447241923957395   accuracy 0.7915407854984894   precision 0.7300262237762238   recall 0.7802809356585918

deviation 4/5   epoch 88/120   F1 0.7422602158428543   accuracy 0.7900302114803626   precision 0.7274681201151789   recall 0.7789808917197453

deviation 4/5   epoch 89/120   F1 0.7474989294349164   accuracy 0.7938066465256798   precision 0.732579185520362   recall 0.7833916527524991

deviation 4/5   epoch 90/120   F1 0.7472693779029937   accuracy 0.7919184290030211   precision 0.7334481694775812   recall 0.7782318266604873

deviation 4/5   epoch 91/120   F1 0.7462867178771557   accuracy 0.7919184290030211   precision 0.7320212875359935   recall 0.7794165341135584

deviation 4/5   epoch 92/120   F1 0.7359963411951568   accuracy 0.7858761329305136   precision 0.7212181201151789   recall 0.7746569182532975

deviation 4/5   epoch 93/120   F1 0.7435308734277799   accuracy 0.7873867069486404   precision 0.7309106334841629   recall 0.7702879605770496

deviation 4/5   epoch 94/120   F1 0.7431637644228597   accuracy 0.7892749244712991   precision 0.729185520361991   recall 0.7757119041948763

deviation 4/5   epoch 95/120   F1 0.7434461798915897   accuracy 0.7919184290030211   precision 0.7280260180995475   recall 0.7831093735910247

deviation 4/5   epoch 96/120   F1 0.7438430136460539   accuracy 0.7904078549848943   precision 0.7294631838749486   recall 0.77809754383833

deviation 4/5   epoch 97/120   F1 0.746285417572432   accuracy 0.7892749244712991   precision 0.733751542575072   recall 0.7722848629142147

deviation 4/5   epoch 98/120   F1 0.7454315274255205   accuracy 0.7873867069486404   precision 0.7337643973673386   recall 0.7684499359691176

deviation 4/5   epoch 99/120   F1 0.7461492914785178   accuracy 0.7881419939577039   precision 0.7343300082270671   recall 0.7696025325984794

deviation 4/5   epoch 100/120   F1 0.7401307778702617   accuracy 0.7858761329305136   precision 0.7269256478815302   recall 0.7699055949642493

deviation 4/5   epoch 101/120   F1 0.737792587455564   accuracy 0.7877643504531722   precision 0.7226321472645002   recall 0.77798644015563

deviation 4/5   epoch 102/120   F1 0.7426030404597641   accuracy 0.7888972809667674   precision 0.7286173385438091   recall 0.7753172566731299

deviation 4/5   epoch 103/120   F1 0.7459450717236427   accuracy 0.7885196374622356   precision 0.7337566844919786   recall 0.7707268851014162

deviation 4/5   epoch 104/120   F1 0.7453657985228078   accuracy 0.7911631419939577   precision 0.7311703002879473   recall 0.7783917147534511

deviation 4/5   epoch 105/120   F1 0.747212143118756   accuracy 0.7896525679758308   precision 0.734890477169889   recall 0.7722996509188992

deviation 4/5   epoch 106/120   F1 0.7415657900188241   accuracy 0.7873867069486404   precision 0.7280568696009873   recall 0.772365446541315

deviation 4/5   epoch 107/120   F1 0.7479468189646613   accuracy 0.7900302114803626   precision 0.7357440353763883   recall 0.7725100525137971

deviation 4/5   epoch 108/120   F1 0.7421244629094763   accuracy 0.7877643504531722   precision 0.728625051419169   recall 0.7727632438600205

deviation 4/5   epoch 109/120   F1 0.7446788542245567   accuracy 0.7873867069486404   precision 0.7326228918140683   recall 0.7691575162402252

deviation 4/5   epoch 110/120   F1 0.7441572473404255   accuracy 0.7892749244712991   precision 0.7306124023035787   recall 0.7745708443530219

deviation 4/5   epoch 111/120   F1 0.7478961417716637   accuracy 0.7911631419939577   precision 0.7348801933360757   recall 0.7754749665866858

deviation 4/5   epoch 112/120   F1 0.7447454232994534   accuracy 0.7892749244712991   precision 0.7314685314685314   recall 0.7739174219536757

deviation 4/5   epoch 113/120   F1 0.7432649168002066   accuracy 0.7854984894259819   precision 0.7317796174413822   recall 0.7659231488500644

deviation 4/5   epoch 114/120   F1 0.7388116066087227   accuracy 0.7851208459214502   precision 0.725503907856849   recall 0.7693164764898464

deviation 4/5   epoch 115/120   F1 0.7425068222516683   accuracy 0.7854984894259819   precision 0.7306381118881119   recall 0.766607822683464

deviation 4/5   epoch 116/120   F1 0.7449407961636638   accuracy 0.7851208459214502   precision 0.734635952283011   recall 0.7636683863875533

deviation 4/5   epoch 117/120   F1 0.7396532988357051   accuracy 0.7847432024169184   precision 0.7269333607568902   recall 0.767476356275549

deviation 4/5   epoch 118/120   F1 0.7399305576606126   accuracy 0.7858761329305136   precision 0.7266402714932128   recall 0.7701179318454285

deviation 4/5   epoch 119/120   F1 0.73579928454968   accuracy 0.7832326283987915   precision 0.7223776223776224   recall 0.7675219517324781

deviation 4/5   epoch 120/120   F1 0.7436032889550669   accuracy 0.7862537764350453   precision 0.7317744755244755   recall 0.7674151637399145



deviation 5/5   epoch 1/120   F1 0.45888776307505197   accuracy 0.6552114803625377   precision 0.5106437679967092   recall 0.5386757750919601

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deviation 5/5   epoch 2/120   F1 0.4596562666226453   accuracy 0.6638972809667674   precision 0.5157214109419992   recall 0.5696627933470039

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deviation 5/5   epoch 3/120   F1 0.4871582976802007   accuracy 0.6718277945619335   precision 0.5302216166186754   recall 0.6063918850732322

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deviation 5/5   epoch 4/120   F1 0.5120406401812821   accuracy 0.6846676737160121   precision 0.5466860345536816   recall 0.6533003387398035

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deviation 5/5   epoch 5/120   F1 0.5898026024608303   accuracy 0.7145015105740181   precision 0.5967091731797614   recall 0.7087690087690088

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deviation 5/5   epoch 6/120   F1 0.6796875930491537   accuracy 0.7545317220543807   precision 0.6674953722747841   recall 0.7472260170006071

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deviation 5/5   epoch 7/120   F1 0.7222232926361941   accuracy 0.7779456193353474   precision 0.7072886672151377   recall 0.768217549392388

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deviation 5/5   epoch 8/120   F1 0.7249535950952074   accuracy 0.7813444108761329   precision 0.709263163307281   recall 0.775226953610082

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deviation 5/5   epoch 9/120   F1 0.7297818424964337   accuracy 0.783987915407855   precision 0.7140965651995064   recall 0.7770265100481366

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deviation 5/5   epoch 10/120   F1 0.7353986863956248   accuracy 0.7877643504531722   precision 0.719493006993007   recall 0.7812472204378119

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deviation 5/5   epoch 11/120   F1 0.7383732789393167   accuracy 0.7892749244712991   precision 0.7226218634306869   recall 0.7818717447916667

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deviation 5/5   epoch 12/120   F1 0.7383732789393167   accuracy 0.7892749244712991   precision 0.7226218634306869   recall 0.7818717447916667

deviation 5/5   epoch 13/120   F1 0.7400194421015802   accuracy 0.7896525679758308   precision 0.7246169271904566   recall 0.7807858223519553

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deviation 5/5   epoch 14/120   F1 0.7440661343627886   accuracy 0.7919184290030211   precision 0.7288821472645002   recall 0.7822693854903593

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deviation 5/5   epoch 15/120   F1 0.7386588201271085   accuracy 0.7888972809667674   precision 0.7231951871657754   recall 0.7802967502282291

deviation 5/5   epoch 16/120   F1 0.7441701224550131   accuracy 0.7926737160120846   precision 0.728591628959276   recall 0.784454468745376

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deviation 5/5   epoch 17/120   F1 0.7393110091223299   accuracy 0.7900302114803626   precision 0.7234728506787331   recall 0.78294921875

deviation 5/5   epoch 18/120   F1 0.7432381374730642   accuracy 0.7919184290030211   precision 0.72774064171123   recall 0.7833955186575968

deviation 5/5   epoch 19/120   F1 0.7464449568081821   accuracy 0.7941842900302115   precision 0.7308643562320032   recall 0.7859888642152442

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deviation 5/5   epoch 20/120   F1 0.7463971262922988   accuracy 0.7945619335347432   precision 0.7305764088852325   recall 0.7872502954656828

deviation 5/5   epoch 21/120   F1 0.7476931086414487   accuracy 0.7956948640483383   precision 0.7317102015631427   recall 0.788991586870869

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deviation 5/5   epoch 22/120   F1 0.7479589013273775   accuracy 0.7968277945619335   precision 0.7314171122994653   recall 0.7923198332050545

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deviation 5/5   epoch 23/120   F1 0.7523455725799078   accuracy 0.7972054380664653   precision 0.7374074454956807   recall 0.7871136669084102

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deviation 5/5   epoch 24/120   F1 0.7517894244241281   accuracy 0.7990936555891238   precision 0.7353969559851913   recall 0.7939250356331138

deviation 5/5   epoch 25/120   F1 0.756226246584964   accuracy 0.800226586102719   precision 0.7410967708761826   recall 0.7909584514607726

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deviation 5/5   epoch 26/120   F1 0.7552637036423601   accuracy 0.800226586102719   precision 0.7396698889345947   recall 0.7923476767843073

deviation 5/5   epoch 27/120   F1 0.7528524447129099   accuracy 0.7983383685800605   precision 0.7373997326203208   recall 0.7898928822583886

deviation 5/5   epoch 28/120   F1 0.7537780909873933   accuracy 0.7990936555891238   precision 0.7382507198683669   recall 0.7909320373719109

deviation 5/5   epoch 29/120   F1 0.7560350240126094   accuracy 0.800226586102719   precision 0.740811394487865   recall 0.791230303920677

deviation 5/5   epoch 30/120   F1 0.7571614366225365   accuracy 0.8006042296072508   precision 0.7422357054709996   recall 0.7908024691358024

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deviation 5/5   epoch 31/120   F1 0.7549396993456412   accuracy 0.7990936555891238   precision 0.7399629781982723   recall 0.7892847844683304

deviation 5/5   epoch 32/120   F1 0.7518627421389299   accuracy 0.7983383685800605   precision 0.7359728506787331   recall 0.791338007827503

deviation 5/5   epoch 33/120   F1 0.7543829667859845   accuracy 0.7987160120845922   precision 0.7393947963800904   recall 0.7889044883902219

deviation 5/5   epoch 34/120   F1 0.7544019074932471   accuracy 0.7983383685800605   precision 0.7396827437268614   recall 0.7877376543209876

deviation 5/5   epoch 35/120   F1 0.751759317693208   accuracy 0.7972054380664653   precision 0.736551316330728   recall 0.7879206418124709

deviation 5/5   epoch 36/120   F1 0.7510597093189657   accuracy 0.7960725075528701   precision 0.7362736528177705   recall 0.7854396312619774

deviation 5/5   epoch 37/120   F1 0.7492157071657728   accuracy 0.7945619335347432   precision 0.7345716783216782   recall 0.7833834943766831

deviation 5/5   epoch 38/120   F1 0.7504391835478617   accuracy 0.7964501510574018   precision 0.7351295763060468   recall 0.7874332044499723

deviation 5/5   epoch 39/120   F1 0.7492451691608185   accuracy 0.7941842900302115   precision 0.7348596256684492   recall 0.7822421864801756

deviation 5/5   epoch 40/120   F1 0.7478976474994612   accuracy 0.7938066465256798   precision 0.733149938296997   recall 0.7828677926979523

deviation 5/5   epoch 41/120   F1 0.7482601260862383   accuracy 0.7941842900302115   precision 0.7334327437268613   recall 0.7835144538632497

deviation 5/5   epoch 42/120   F1 0.7526164853384089   accuracy 0.7956948640483383   precision 0.7388446112710818   recall 0.7823620593364259

deviation 5/5   epoch 43/120   F1 0.7512277195589604   accuracy 0.7964501510574018   precision 0.7362710818593171   recall 0.7863483650645646

deviation 5/5   epoch 44/120   F1 0.7475790842995316   accuracy 0.7949395770392749   precision 0.7320007198683669   recall 0.7867536247772622

deviation 5/5   epoch 45/120   F1 0.7512277195589604   accuracy 0.7964501510574018   precision 0.7362710818593171   recall 0.7863483650645646

deviation 5/5   epoch 46/120   F1 0.7540821061237115   accuracy 0.7968277945619335   precision 0.7402637803373098   recall 0.7837549795958025

deviation 5/5   epoch 47/120   F1 0.7481023290768604   accuracy 0.7956948640483383   precision 0.7322809543397779   recall 0.7883921581771042

deviation 5/5   epoch 48/120   F1 0.7490746830618392   accuracy 0.7960725075528701   precision 0.7334198889345949   recall 0.7881860571414061

deviation 5/5   epoch 49/120   F1 0.7521508077980738   accuracy 0.7972054380664653   precision 0.7371220691073632   recall 0.7873797177178441

deviation 5/5   epoch 50/120   F1 0.7529460076636432   accuracy 0.7968277945619335   precision 0.7385515220074044   recall 0.7851930855576184

deviation 5/5   epoch 51/120   F1 0.7491498596149759   accuracy 0.7953172205438066   precision 0.7339957836281366   recall 0.7857362618042998

deviation 5/5   epoch 52/120   F1 0.7525825236592295   accuracy 0.7964501510574018   precision 0.7382687165775401   recall 0.7845613267471896

deviation 5/5   epoch 53/120   F1 0.7496004853935491   accuracy 0.7968277945619335   precision 0.7337001234060058   recall 0.789827347075422

deviation 5/5   epoch 54/120   F1 0.7493544711105   accuracy 0.7972054380664653   precision 0.7331267996709173   recall 0.7914237184910579

deviation 5/5   epoch 55/120   F1 0.7549396993456412   accuracy 0.7990936555891238   precision 0.7399629781982723   recall 0.7892847844683304

deviation 5/5   epoch 56/120   F1 0.7555118205894501   accuracy 0.7990936555891238   precision 0.740819107363225   recall 0.7885008085008085

deviation 5/5   epoch 57/120   F1 0.7525579872925537   accuracy 0.7994712990936556   precision 0.7362505141916906   recall 0.7939850195353897

deviation 5/5   epoch 58/120   F1 0.7464858108473631   accuracy 0.7968277945619335   precision 0.7294194775812424   recall 0.7946800079255003

deviation 5/5   epoch 59/120   F1 0.752758478262131   accuracy 0.7994712990936556   precision 0.7365358905800082   recall 0.7936749427631836

deviation 5/5   epoch 60/120   F1 0.7552637036423601   accuracy 0.800226586102719   precision 0.7396698889345947   recall 0.7923476767843073

deviation 5/5   epoch 61/120   F1 0.7572666860048849   accuracy 0.8024924471299094   precision 0.7410813451254628   recall 0.7966556599110233

update

deviation 5/5   epoch 62/120   F1 0.757672965245231   accuracy 0.8021148036253777   precision 0.7419400452488687   recall 0.7947976154301593

update

deviation 5/5   epoch 63/120   F1 0.758979069587397   accuracy 0.802870090634441   precision 0.7433617852735499   recall 0.7952572560395514

update

deviation 5/5   epoch 64/120   F1 0.7536556693532701   accuracy 0.8006042296072508   precision 0.7370989304812834   recall 0.7960501816967782

deviation 5/5   epoch 65/120   F1 0.7572877418722865   accuracy 0.8021148036253777   precision 0.7413692924722337   recall 0.7953828244214766

deviation 5/5   epoch 66/120   F1 0.752958297367238   accuracy 0.7994712990936556   precision 0.7368212669683258   recall 0.7933681329924496

deviation 5/5   epoch 67/120   F1 0.7504042227684367   accuracy 0.7987160120845922   precision 0.7336872686137392   recall 0.7948420083770228

deviation 5/5   epoch 68/120   F1 0.7494676532478678   accuracy 0.7979607250755287   precision 0.7328362813656932   recall 0.7937683222031651

deviation 5/5   epoch 69/120   F1 0.7489900570304153   accuracy 0.7968277945619335   precision 0.7328439942410531   recall 0.790737316537617

deviation 5/5   epoch 70/120   F1 0.7491496612140196   accuracy 0.7972054380664653   precision 0.7328414232825997   recall 0.7917364270292515

deviation 5/5   epoch 71/120   F1 0.7455672011388886   accuracy 0.7945619335347432   precision 0.7294349033319623   recall 0.7884669465967165

deviation 5/5   epoch 72/120   F1 0.7479062301718788   accuracy 0.7972054380664653   precision 0.7311291649526943   recall 0.7936835975750687

deviation 5/5   epoch 73/120   F1 0.7502879740113921   accuracy 0.7979607250755287   precision 0.7339777869189634   recall 0.792487508104968

deviation 5/5   epoch 74/120   F1 0.7476400283061473   accuracy 0.797583081570997   precision 0.7305558412176059   recall 0.795422575809985

deviation 5/5   epoch 75/120   F1 0.7406799809285671   accuracy 0.7930513595166163   precision 0.7237376593994241   recall 0.7909416110860371

deviation 5/5   epoch 76/120   F1 0.7480091306771225   accuracy 0.7964501510574018   precision 0.7317050596462362   recall 0.7909837620380229

deviation 5/5   epoch 77/120   F1 0.7417697102433412   accuracy 0.7941842900302115   precision 0.7245860756890169   recall 0.7931437320413599

deviation 5/5   epoch 78/120   F1 0.7491942168111336   accuracy 0.7968277945619335   precision 0.7331293706293707   recall 0.7904307553351975

deviation 5/5   epoch 79/120   F1 0.7454120980649073   accuracy 0.7968277945619335   precision 0.7279925956396545   recall 0.7964746000702071

deviation 5/5   epoch 80/120   F1 0.744021256315194   accuracy 0.7972054380664653   precision 0.7259923899629782   recall 0.800312519484424

deviation 5/5   epoch 81/120   F1 0.7494676532478678   accuracy 0.7979607250755287   precision 0.7328362813656932   recall 0.7937683222031651

deviation 5/5   epoch 82/120   F1 0.7461423992673992   accuracy 0.797583081570997   precision 0.728558206499383   recall 0.7979542042042043

deviation 5/5   epoch 83/120   F1 0.7441749961239233   accuracy 0.7964501510574018   precision 0.72656828465652   recall 0.7972291809131282

deviation 5/5   epoch 84/120   F1 0.7421333885162689   accuracy 0.7945619335347432   precision 0.7248688811188811   recall 0.7938824470211916

deviation 5/5   epoch 85/120   F1 0.741989833416854   accuracy 0.7941842900302115   precision 0.7248714520773345   recall 0.7927813069314884

deviation 5/5   epoch 86/120   F1 0.742276480325214   accuracy 0.7949395770392749   precision 0.7248663101604278   recall 0.79499640377852

deviation 5/5   epoch 87/120   F1 0.742276480325214   accuracy 0.7949395770392749   precision 0.7248663101604278   recall 0.79499640377852

deviation 5/5   epoch 88/120   F1 0.7441704598605929   accuracy 0.7953172205438066   precision 0.7271467503085149   recall 0.7931898428374217

deviation 5/5   epoch 89/120   F1 0.743155234475186   accuracy 0.7949395770392749   precision 0.7260078157136981   recall 0.7935278654970028

deviation 5/5   epoch 90/120   F1 0.7413857387903586   accuracy 0.7949395770392749   precision 0.7237248046071576   recall 0.79652725421794

deviation 5/5   epoch 91/120   F1 0.7409358146510509   accuracy 0.7949395770392749   precision 0.7231540518305224   recall 0.7973168081209093

deviation 5/5   epoch 92/120   F1 0.7421333885162689   accuracy 0.7945619335347432   precision 0.7248688811188811   recall 0.7938824470211916

deviation 5/5   epoch 93/120   F1 0.7425612724506914   accuracy 0.7956948640483383   precision 0.7248611682435212   recall 0.7972635621699472

deviation 5/5   epoch 94/120   F1 0.7427173443341915   accuracy 0.7949395770392749   precision 0.725437062937063   recall 0.794254493592567

deviation 5/5   epoch 95/120   F1 0.7388419674718023   accuracy 0.7922960725075529   precision 0.7217451665981078   recall 0.7912719720378907

deviation 5/5   epoch 96/120   F1 0.7372557019199155   accuracy 0.7904078549848943   precision 0.7206165158371041   recall 0.7872414049927738

deviation 5/5   epoch 97/120   F1 0.7368509864422039   accuracy 0.7911631419939577   precision 0.7197552447552448   recall 0.790513597219803

deviation 5/5   epoch 98/120   F1 0.7377550623858433   accuracy 0.7911631419939577   precision 0.7208967503085151   recall 0.7890556992367376

deviation 5/5   epoch 99/120   F1 0.7380633365234905   accuracy 0.790785498489426   precision 0.7214700740436035   recall 0.7872773961181885

deviation 5/5   epoch 100/120   F1 0.742272849840524   accuracy 0.7926737160120846   precision 0.7260232414644179   recall 0.7871957708255237

deviation 5/5   epoch 101/120   F1 0.739149354518691   accuracy 0.7919184290030211   precision 0.7223184903331963   recall 0.7894573657682598

deviation 5/5   epoch 102/120   F1 0.7397335575012992   accuracy 0.7922960725075529   precision 0.722886672151378   recall 0.7898350132892031

deviation 5/5   epoch 103/120   F1 0.7414109877810968   accuracy 0.7926737160120846   precision 0.7248817359111477   recall 0.7885011020399076

deviation 5/5   epoch 104/120   F1 0.7355377126331484   accuracy 0.7900302114803626   precision 0.7186214520773344   recall 0.7886426818464171

deviation 5/5   epoch 105/120   F1 0.739204704157632   accuracy 0.7926737160120846   precision 0.7220279720279721   recall 0.7920154765497471

deviation 5/5   epoch 106/120   F1 0.7411196672867931   accuracy 0.7930513595166163   precision 0.7243084121760592   recall 0.7902399510317595

deviation 5/5   epoch 107/120   F1 0.7416755356635993   accuracy 0.7911631419939577   precision 0.7260335252982312   recall 0.7832065365761735

deviation 5/5   epoch 108/120   F1 0.7439378279712029   accuracy 0.7941842900302115   precision 0.7274398395721926   recall 0.7896846999881297

deviation 5/5   epoch 109/120   F1 0.7407569156508425   accuracy 0.7926737160120846   precision 0.724025606746195   recall 0.7895169429227632

deviation 5/5   epoch 110/120   F1 0.7427160831276212   accuracy 0.7938066465256798   precision 0.7260155285890579   recall 0.7903077735948749

deviation 5/5   epoch 111/120   F1 0.7369852601940308   accuracy 0.7915407854984894   precision 0.7197526737967914   recall 0.7916409344793113

deviation 5/5   epoch 112/120   F1 0.7444279179333546   accuracy 0.7922960725075529   precision 0.7291649526943644   recall 0.7829328059979115

deviation 5/5   epoch 113/120   F1 0.7414809781547522   accuracy 0.7922960725075529   precision 0.7251696832579186   recall 0.7871362111868441

deviation 5/5   epoch 114/120   F1 0.7364978185732902   accuracy 0.7877643504531722   precision 0.7209198889345948   recall 0.7797167968750001

deviation 5/5   epoch 115/120   F1 0.7406770504832236   accuracy 0.790785498489426   precision 0.7248945907034142   recall 0.7834171407835564

deviation 5/5   epoch 116/120   F1 0.7361720970760066   accuracy 0.7892749244712991   precision 0.7197680995475113   recall 0.7850696991929567

deviation 5/5   epoch 117/120   F1 0.7420966526408893   accuracy 0.7911631419939577   precision 0.7266042780748663   recall 0.7826234212857377

deviation 5/5   epoch 118/120   F1 0.7392300298217332   accuracy 0.7915407854984894   precision 0.7226064376799671   recall 0.7880377108678223

deviation 5/5   epoch 119/120   F1 0.7371484688236312   accuracy 0.7877643504531722   precision 0.7217760180995475   recall 0.778837482181127

deviation 5/5   epoch 120/120   F1 0.7411790419355375   accuracy 0.7888972809667674   precision 0.7266197038255862   recall 0.777030345077931
