deviation 1/5   epoch 1/120   F1 0.48595903093355625   accuracy 0.6604984894259819   precision 0.5240204648292883   recall 0.5685504654468748
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deviation 1/5   epoch 2/120   F1 0.5250696645873811   accuracy 0.6608761329305136   precision 0.5425673591114768   recall 0.5819458742477035
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deviation 1/5   epoch 3/120   F1 0.5675519423505774   accuracy 0.6748489425981873   precision 0.572151378033731   recall 0.6136941168844716
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deviation 1/5   epoch 4/120   F1 0.5974213507559949   accuracy 0.7012839879154078   precision 0.5982260386672151   recall 0.6623757537121151
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deviation 1/5   epoch 5/120   F1 0.6353075907387787   accuracy 0.7209214501510574   precision 0.6291983751542575   recall 0.6916124512060855
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deviation 1/5   epoch 6/120   F1 0.6663306451612903   accuracy 0.7303625377643505   precision 0.6573863636363636   recall 0.697423245614035
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deviation 1/5   epoch 7/120   F1 0.6688767871836536   accuracy 0.7390483383685801   precision 0.6587541135335253   recall 0.7143409429939316
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deviation 1/5   epoch 8/120   F1 0.6760504938270048   accuracy 0.7435800604229608   precision 0.6652869189633895   recall 0.7202181800743481
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deviation 1/5   epoch 9/120   F1 0.6741860329663929   accuracy 0.7447129909365559   precision 0.6632815713698067   recall 0.724410617367707
deviation 1/5   epoch 10/120   F1 0.6880550311913649   accuracy 0.75   precision 0.6766582682023858   recall 0.7269103758008058
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deviation 1/5   epoch 11/120   F1 0.6883847104472756   accuracy 0.7530211480362538   precision 0.6763523241464418   recall 0.7340429161705047
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deviation 1/5   epoch 12/120   F1 0.6961121269477515   accuracy 0.7571752265861027   precision 0.683743829699712   recall 0.7380461093805035
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deviation 1/5   epoch 13/120   F1 0.7016027101592113   accuracy 0.7590634441087614   precision 0.6894385026737968   recall 0.7381797435375271
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deviation 1/5   epoch 14/120   F1 0.7005984978855383   accuracy 0.7632175226586103   precision 0.6871272110242699   recall 0.7499727394570387
deviation 1/5   epoch 15/120   F1 0.6997092650124805   accuracy 0.7594410876132931   precision 0.687152920608803   recall 0.740683018035108
deviation 1/5   epoch 16/120   F1 0.7065205114303786   accuracy 0.7628398791540786   precision 0.6939788153023447   recall 0.7433243034055728
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deviation 1/5   epoch 17/120   F1 0.7082803434712525   accuracy 0.7639728096676737   precision 0.6956833607568902   recall 0.7446169754790066
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deviation 1/5   epoch 18/120   F1 0.7088657910538645   accuracy 0.7643504531722054   precision 0.6962515425750719   recall 0.7450466761688304
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deviation 1/5   epoch 19/120   F1 0.7080910775183047   accuracy 0.7658610271903323   precision 0.694814376799671   recall 0.7496252738383489
deviation 1/5   epoch 20/120   F1 0.7109568571761639   accuracy 0.7666163141993958   precision 0.6979483751542574   recall 0.7488791484437376
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deviation 1/5   epoch 21/120   F1 0.7136396658986881   accuracy 0.7669939577039275   precision 0.7010849444672974   recall 0.7474392486406327
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deviation 1/5   epoch 22/120   F1 0.7167522400080539   accuracy 0.7688821752265861   precision 0.7042112299465241   recall 0.7493658328310226
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deviation 1/5   epoch 23/120   F1 0.713063047799765   accuracy 0.7681268882175226   precision 0.6999357260386672   recall 0.7507965686274509
deviation 1/5   epoch 24/120   F1 0.7117671369014065   accuracy 0.7677492447129909   precision 0.6985114150555327   recall 0.7510487731325498
deviation 1/5   epoch 25/120   F1 0.7191301381641451   accuracy 0.7726586102719033   precision 0.7056124023035788   recall 0.756734979518985
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deviation 1/5   epoch 26/120   F1 0.7210283805223878   accuracy 0.7722809667673716   precision 0.7081833607568901   recall 0.7539406269722735
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deviation 1/5   epoch 27/120   F1 0.7193606506053744   accuracy 0.7700151057401813   precision 0.7070572809543398   recall 0.749879190049759
deviation 1/5   epoch 28/120   F1 0.7240548833439473   accuracy 0.7722809667673716   precision 0.7121786301933362   recall 0.7513432622180329
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deviation 1/5   epoch 29/120   F1 0.7253199375945113   accuracy 0.774546827794562   precision 0.7127339572192514   recall 0.755652699152742
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deviation 1/5   epoch 30/120   F1 0.7234512084287178   accuracy 0.7741691842900302   precision 0.7104535170711641   recall 0.7564321046053023
deviation 1/5   epoch 31/120   F1 0.7281904138608064   accuracy 0.7749244712990937   precision 0.7164412793089263   recall 0.7540995729139942
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deviation 1/5   epoch 32/120   F1 0.7274411583064572   accuracy 0.775679758308157   precision 0.7150092554504319   recall 0.7565187918495547
deviation 1/5   epoch 33/120   F1 0.7295109876617092   accuracy 0.775679758308157   precision 0.7178630193336075   recall 0.7547659634596942
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deviation 1/5   epoch 34/120   F1 0.7269443738922634   accuracy 0.7749244712990937   precision 0.714729020979021   recall 0.7551389164668326
deviation 1/5   epoch 35/120   F1 0.728984966045669   accuracy 0.7764350453172205   precision 0.7167163718634307   recall 0.7569782330345711
deviation 1/5   epoch 36/120   F1 0.7319359797946521   accuracy 0.777190332326284   precision 0.7204211229946524   recall 0.756261956001913
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deviation 1/5   epoch 37/120   F1 0.7362422303990845   accuracy 0.7813444108761329   precision 0.7241027354997944   recall 0.7623191077171929
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deviation 1/5   epoch 38/120   F1 0.7359643423985001   accuracy 0.7802114803625377   precision 0.7243958247634719   recall 0.7598855420969259
deviation 1/5   epoch 39/120   F1 0.7413416976893106   accuracy 0.7824773413897281   precision 0.7309440559440559   recall 0.7606671928684186
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deviation 1/5   epoch 40/120   F1 0.7266349484835127   accuracy 0.7775679758308157   precision 0.7129987659399424   recall 0.7620994562530895
deviation 1/5   epoch 41/120   F1 0.7335629227003029   accuracy 0.7802114803625377   precision 0.7209713081036611   recall 0.7620236570940796
deviation 1/5   epoch 42/120   F1 0.7352152149061761   accuracy 0.779833836858006   precision 0.7235422665569724   recall 0.7596409030948985
deviation 1/5   epoch 43/120   F1 0.7368020821206804   accuracy 0.7794561933534743   precision 0.7261132250102837   recall 0.7575199913329409
deviation 1/5   epoch 44/120   F1 0.7352893681193102   accuracy 0.7790785498489426   precision 0.7241181612505141   recall 0.7578535473608783
deviation 1/5   epoch 45/120   F1 0.7360845717113675   accuracy 0.7809667673716012   precision 0.7241053064582477   recall 0.761555264831907
deviation 1/5   epoch 46/120   F1 0.7429248817974956   accuracy 0.7847432024169184   precision 0.7317847593582887   recall 0.7644617189791727
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deviation 1/5   epoch 47/120   F1 0.7429734848484848   accuracy 0.7832326283987915   precision 0.7329365487453723   recall 0.7610736514522822
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deviation 1/5   epoch 48/120   F1 0.7384147920044692   accuracy 0.7809667673716012   precision 0.7275298231180585   recall 0.7596069228512761
deviation 1/5   epoch 49/120   F1 0.7445833793052565   accuracy 0.7847432024169184   precision 0.7343531468531468   recall 0.7631200658132117
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deviation 1/5   epoch 50/120   F1 0.739756977943806   accuracy 0.7836102719033232   precision 0.7277972027972028   recall 0.7645829460697694
deviation 1/5   epoch 51/120   F1 0.7441984500174156   accuracy 0.7854984894259819   precision 0.7332064993829699   recall 0.7651164421997756
deviation 1/5   epoch 52/120   F1 0.7458041219377161   accuracy 0.7873867069486404   precision 0.7343351501439737   recall 0.7681095740917911
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deviation 1/5   epoch 53/120   F1 0.7434528682932154   accuracy 0.7854984894259819   precision 0.7320649938296997   recall 0.7657574901074053
deviation 1/5   epoch 54/120   F1 0.741853204300541   accuracy 0.7836102719033232   precision 0.7309363430686959   recall 0.7627739361604874
deviation 1/5   epoch 55/120   F1 0.7427375198653351   accuracy 0.7847432024169184   precision 0.7314993829699712   recall 0.7646212622143854
deviation 1/5   epoch 56/120   F1 0.7465557359307359   accuracy 0.7862537764350453   precision 0.7363404977375565   recall 0.7648887736284002
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deviation 1/5   epoch 57/120   F1 0.7465486869838813   accuracy 0.7870090634441088   precision 0.7357646030440148   recall 0.7665823631157429
deviation 1/5   epoch 58/120   F1 0.7433302495152248   accuracy 0.7836102719033232   precision 0.7332193541752365   recall 0.7616184710202452
deviation 1/5   epoch 59/120   F1 0.7445850127128759   accuracy 0.7828549848942599   precision 0.7357928835870012   recall 0.7591861750793937
deviation 1/5   epoch 60/120   F1 0.7508655396532522   accuracy 0.7862537764350453   precision 0.7434749074454957   recall 0.761958701575315
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deviation 1/5   epoch 61/120   F1 0.748655697297232   accuracy 0.7858761329305136   precision 0.7400529617441383   recall 0.7625821615058449
deviation 1/5   epoch 62/120   F1 0.7452980649384986   accuracy 0.7836102719033232   precision 0.7363584944467297   recall 0.7602359231951041
deviation 1/5   epoch 63/120   F1 0.7504507899071424   accuracy 0.7851208459214502   precision 0.7437679967091733   recall 0.7601035437928245
deviation 1/5   epoch 64/120   F1 0.7489381067961165   accuracy 0.7847432024169184   precision 0.741487556561086   recall 0.7602199689716311
deviation 1/5   epoch 65/120   F1 0.7494850003864163   accuracy 0.7854984894259819   precision 0.7417677910324969   recall 0.7613299096275052
deviation 1/5   epoch 66/120   F1 0.747083512699096   accuracy 0.7854984894259819   precision 0.737772521596051   recall 0.7628820265599419
deviation 1/5   epoch 67/120   F1 0.7543531996704202   accuracy 0.7888972809667674   precision 0.7471668037844508   recall 0.7649205173690647
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deviation 1/5   epoch 68/120   F1 0.7517732161484674   accuracy 0.7873867069486404   precision 0.7440379473467709   recall 0.7635788392184631
deviation 1/5   epoch 69/120   F1 0.7556735090730506   accuracy 0.7892749244712991   precision 0.7491618675442204   recall 0.7648770235293796
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deviation 1/5   epoch 70/120   F1 0.7493494219754875   accuracy 0.7836102719033232   precision 0.7432075277663512   recall 0.7579797116211273
deviation 1/5   epoch 71/120   F1 0.7483319497747197   accuracy 0.7866314199395771   precision 0.7389063142739614   recall 0.7643566574565006
deviation 1/5   epoch 72/120   F1 0.7525701016064492   accuracy 0.7854984894259819   precision 0.7471899424105306   recall 0.7597704006505945
deviation 1/5   epoch 73/120   F1 0.7476256365797225   accuracy 0.7805891238670695   precision 0.7429427190456602   recall 0.753710715549061
deviation 1/5   epoch 74/120   F1 0.744055372525842   accuracy 0.7828549848942599   precision 0.7349367544220485   recall 0.7595300932187925
deviation 1/5   epoch 75/120   F1 0.7467188702966223   accuracy 0.7847432024169184   precision 0.7377776635129576   recall 0.7615828013677902
deviation 1/5   epoch 76/120   F1 0.7518133187911882   accuracy 0.7858761329305136   precision 0.745475113122172   recall 0.7607661987140578
deviation 1/5   epoch 77/120   F1 0.7471478099805491   accuracy 0.7805891238670695   precision 0.7420865898807075   recall 0.7538717928842725
deviation 1/5   epoch 78/120   F1 0.7474361286464117   accuracy 0.7820996978851964   precision 0.7412201768819415   recall 0.7562462148549065
deviation 1/5   epoch 79/120   F1 0.7489797730366347   accuracy 0.7854984894259819   precision 0.7409116618675442   recall 0.7616325334003434
deviation 1/5   epoch 80/120   F1 0.7529101639956144   accuracy 0.7824773413897281   precision 0.7509204031262855   recall 0.7551261541035373
deviation 1/5   epoch 81/120   F1 0.748798892115014   accuracy 0.7828549848942599   precision 0.7429272932949404   recall 0.7569355173128758
deviation 1/5   epoch 82/120   F1 0.7494438402354207   accuracy 0.7783232628398792   precision 0.7486656725627314   recall 0.7502563147214886
deviation 1/5   epoch 83/120   F1 0.7470514061471184   accuracy 0.7813444108761329   precision 0.7412253187988482   recall 0.755135399707005
deviation 1/5   epoch 84/120   F1 0.7514699850140939   accuracy 0.7828549848942599   precision 0.7477786918963389   recall 0.7559843608790897
deviation 1/5   epoch 85/120   F1 0.7540677830550102   accuracy 0.7824773413897281   precision 0.753203414232826   recall 0.7549733340237146
deviation 1/5   epoch 86/120   F1 0.7485670169323498   accuracy 0.7805891238670695   precision 0.7446549773755655   recall 0.7534289851695268
deviation 1/5   epoch 87/120   F1 0.7500070604430408   accuracy 0.7790785498489426   precision 0.7489459070341423   recall 0.7511322412378955
deviation 1/5   epoch 88/120   F1 0.7450209926343059   accuracy 0.7805891238670695   precision 0.7383766968325792   recall 0.7547311001537826
deviation 1/5   epoch 89/120   F1 0.7503038208828008   accuracy 0.7775679758308157   precision 0.7512392019744961   recall 0.7494156832342722
deviation 1/5   epoch 90/120   F1 0.7492346702124371   accuracy 0.7779456193353474   precision 0.7486682435211847   recall 0.7498191999338788
deviation 1/5   epoch 91/120   F1 0.7478932979596953   accuracy 0.774546827794562   precision 0.7498328877005347   recall 0.7461548983684876
deviation 1/5   epoch 92/120   F1 0.7530565814858493   accuracy 0.7824773413897281   precision 0.751205779514603   recall 0.7551022273046506
deviation 1/5   epoch 93/120   F1 0.752569494185451   accuracy 0.779833836858006   precision 0.7532214109419992   recall 0.7519403664649935
deviation 1/5   epoch 94/120   F1 0.7527150758624495   accuracy 0.7813444108761329   precision 0.7517842451665981   recall 0.7536941585763347
deviation 1/5   epoch 95/120   F1 0.7499967444101522   accuracy 0.7809667673716012   precision 0.7469354175236529   recall 0.753620203428499
deviation 1/5   epoch 96/120   F1 0.7507073810645344   accuracy 0.7817220543806647   precision 0.7475010283833814   recall 0.7545297830093147
deviation 1/5   epoch 97/120   F1 0.7503519954277638   accuracy 0.7813444108761329   precision 0.7472182229535171   recall 0.7540745315766701
deviation 1/5   epoch 98/120   F1 0.751978361386772   accuracy 0.7832326283987915   precision 0.7483468737145207   recall 0.756402293358815
deviation 1/5   epoch 99/120   F1 0.7470893632124938   accuracy 0.7764350453172205   precision 0.7461101398601399   recall 0.7481240425813174
deviation 1/5   epoch 100/120   F1 0.7506520578196632   accuracy 0.7794561933534743   precision 0.7497994652406417   recall 0.7515455910526588
deviation 1/5   epoch 101/120   F1 0.7488589499059256   accuracy 0.7783232628398792   precision 0.7475241670094611   recall 0.7502965344626666
deviation 1/5   epoch 102/120   F1 0.7482245383068202   accuracy 0.783987915407855   precision 0.7409219457013575   recall 0.7592119275825346
deviation 1/5   epoch 103/120   F1 0.7493294084465034   accuracy 0.7794561933534743   precision 0.7472310777457836   recall 0.7516861872668978
deviation 1/5   epoch 104/120   F1 0.7424649235665923   accuracy 0.7722809667673716   precision 0.7415723981900453   recall 0.7434048494715784
deviation 1/5   epoch 105/120   F1 0.7456354439238437   accuracy 0.7737915407854985   precision 0.7461281365693131   recall 0.7451563917447233
deviation 1/5   epoch 106/120   F1 0.7454093408731207   accuracy 0.7741691842900302   precision 0.745269436445907   recall 0.745550364850778
deviation 1/5   epoch 107/120   F1 0.7509367321867322   accuracy 0.7779456193353474   precision 0.7520927601809955   recall 0.7498522097195043
deviation 1/5   epoch 108/120   F1 0.747706844227815   accuracy 0.7775679758308157   precision 0.7461024269847799   recall 0.7494620125129733
deviation 1/5   epoch 109/120   F1 0.7497395312341673   accuracy 0.7802114803625377   precision 0.747225935828877   recall 0.7526271266590305
deviation 1/5   epoch 110/120   F1 0.7489178273701651   accuracy 0.7787009063444109   precision 0.7472362196626903   recall 0.750764039552737
deviation 1/5   epoch 111/120   F1 0.7443217381618688   accuracy 0.7737915407854985   precision 0.743559749074455   recall 0.7451177301221061
deviation 1/5   epoch 112/120   F1 0.7475481162981163   accuracy 0.7749244712990937   precision 0.7486888111888111   recall 0.7464785143509458
deviation 1/5   epoch 113/120   F1 0.7481135483738723   accuracy 0.775679758308157   precision 0.7489690456602222   recall 0.7472981807409829
deviation 1/5   epoch 114/120   F1 0.7470075204389425   accuracy 0.7779456193353474   precision 0.7443875976964212   recall 0.7500427448226156
deviation 1/5   epoch 115/120   F1 0.7405421985296936   accuracy 0.7654833836858006   precision 0.7453285684903332   recall 0.7369511195042111
deviation 1/5   epoch 116/120   F1 0.7449301303695645   accuracy 0.773036253776435   precision 0.7455625257095846   recall 0.744320227453092
deviation 1/5   epoch 117/120   F1 0.7456383199879569   accuracy 0.7722809667673716   precision 0.7478506787330317   recall 0.7436895185625443
deviation 1/5   epoch 118/120   F1 0.7449105608004345   accuracy 0.7737915407854985   precision 0.7447012546277252   recall 0.7451223854228167
deviation 1/5   epoch 119/120   F1 0.7485249534291941   accuracy 0.7790785498489426   precision 0.7460921431509666   recall 0.7513102751167515
deviation 1/5   epoch 120/120   F1 0.7414087503021514   accuracy 0.7711480362537765   precision 0.7407239819004525   recall 0.7421214589555616

deviation 2/5   epoch 1/120   F1 0.42211025459226514   accuracy 0.6722054380664653   precision 0.5088158165364047   recall 0.7011969723640203
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deviation 2/5   epoch 2/120   F1 0.4961457245620141   accuracy 0.6748489425981873   precision 0.5353378239407651   recall 0.6171564522349863
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deviation 2/5   epoch 3/120   F1 0.5573560376650039   accuracy 0.6763595166163142   precision 0.5661481900452489   recall 0.6156444009955784
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deviation 2/5   epoch 4/120   F1 0.5929763093723618   accuracy 0.6993957703927492   precision 0.594814376799671   recall 0.659498138128787
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deviation 2/5   epoch 5/120   F1 0.6067067389682292   accuracy 0.7133685800604229   precision 0.6069904360345537   recall 0.6894279494418782
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deviation 2/5   epoch 6/120   F1 0.6452061120480193   accuracy 0.7277190332326284   precision 0.6377133895516248   recall 0.7023063261091864
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deviation 2/5   epoch 7/120   F1 0.6596201817964943   accuracy 0.7379154078549849   precision 0.6502005347593582   recall 0.7182572149061361
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deviation 2/5   epoch 8/120   F1 0.6772292265341169   accuracy 0.7439577039274925   precision 0.6664258535582065   recall 0.7202971644818339
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deviation 2/5   epoch 9/120   F1 0.6854623627408089   accuracy 0.7556646525679759   precision 0.6729098107774578   recall 0.7441802733345012
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deviation 2/5   epoch 10/120   F1 0.6984368881464317   accuracy 0.7605740181268882   precision 0.6854329494035376   recall 0.7448243907903178
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deviation 2/5   epoch 11/120   F1 0.7060664236601517   accuracy 0.7620845921450151   precision 0.6936985808309337   recall 0.7418589570733336
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deviation 2/5   epoch 12/120   F1 0.7025892703912793   accuracy 0.7639728096676737   precision 0.6891197038255862   recall 0.7500138075189375
deviation 2/5   epoch 13/120   F1 0.7102701942020828   accuracy 0.7651057401812689   precision 0.6976732825997531   recall 0.7457018866959813
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deviation 2/5   epoch 14/120   F1 0.7130605305682737   accuracy 0.7666163141993958   precision 0.7005167626491156   recall 0.7470134032634033
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deviation 2/5   epoch 15/120   F1 0.713063047799765   accuracy 0.7681268882175226   precision 0.6999357260386672   recall 0.7507965686274509
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deviation 2/5   epoch 16/120   F1 0.7106205746148675   accuracy 0.7639728096676737   precision 0.6985371246400658   recall 0.7427009091501948
deviation 2/5   epoch 17/120   F1 0.7087027688673702   accuracy 0.7681268882175226   precision 0.6947989510489511   recall 0.7552279127423636
deviation 2/5   epoch 18/120   F1 0.7174775750037082   accuracy 0.7677492447129909   precision 0.7056458247634718   recall 0.7461080253252382
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deviation 2/5   epoch 19/120   F1 0.7222865061481147   accuracy 0.7715256797583081   precision 0.7101861373920197   recall 0.7510226561810345
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deviation 2/5   epoch 20/120   F1 0.7234871050988676   accuracy 0.7707703927492447   precision 0.7121889140271493   recall 0.7483736152124438
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deviation 2/5   epoch 21/120   F1 0.7206336737912837   accuracy 0.7711480362537765   precision 0.7081910736322501   recall 0.7515133726546218
deviation 2/5   epoch 22/120   F1 0.7235566851552291   accuracy 0.7726586102719033   precision 0.7113199300699301   recall 0.7526371761928765
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deviation 2/5   epoch 23/120   F1 0.725673124724058   accuracy 0.7749244712990937   precision 0.7130167626491156   recall 0.7562607670966803
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deviation 2/5   epoch 24/120   F1 0.7242409087586867   accuracy 0.774546827794562   precision 0.7113070752776636   recall 0.7566418450484658
deviation 2/5   epoch 25/120   F1 0.7278372452760999   accuracy 0.774546827794562   precision 0.7161584738790621   recall 0.7535175381266079
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deviation 2/5   epoch 26/120   F1 0.7347741475879074   accuracy 0.7783232628398792   precision 0.7238379267791033   recall 0.7565733588244612
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deviation 2/5   epoch 27/120   F1 0.731669393666241   accuracy 0.7760574018126888   precision 0.7207142122583299   recall 0.7539372189483446
deviation 2/5   epoch 28/120   F1 0.7342249490819038   accuracy 0.7779456193353474   precision 0.7232697449609213   recall 0.7561596842654836
deviation 2/5   epoch 29/120   F1 0.7427987970700076   accuracy 0.7828549848942599   precision 0.7329391197038255   recall 0.760398412099657
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deviation 2/5   epoch 30/120   F1 0.7394576954928214   accuracy 0.7824773413897281   precision 0.7280902920608803   recall 0.7621783278366845
deviation 2/5   epoch 31/120   F1 0.7390749810102942   accuracy 0.7783232628398792   precision 0.7304015837104072   recall 0.7536772328950729
deviation 2/5   epoch 32/120   F1 0.7413416976893106   accuracy 0.7824773413897281   precision 0.7309440559440559   recall 0.7606671928684186
deviation 2/5   epoch 33/120   F1 0.7403159523936597   accuracy 0.7779456193353474   precision 0.732687165775401   recall 0.7523026315789474
deviation 2/5   epoch 34/120   F1 0.7420779220779221   accuracy 0.7824773413897281   precision 0.7320855614973262   recall 0.7601198709082526
deviation 2/5   epoch 35/120   F1 0.7396092245505625   accuracy 0.7787009063444109   precision 0.730969765528589   recall 0.7540933299016017
deviation 2/5   epoch 36/120   F1 0.7458408700212524   accuracy 0.7851208459214502   precision 0.736062834224599   recall 0.7629848764864127
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deviation 2/5   epoch 37/120   F1 0.744409052948755   accuracy 0.7828549848942599   precision 0.7355075071986836   recall 0.7592989674379568
deviation 2/5   epoch 38/120   F1 0.7429867876460411   accuracy 0.7820996978851964   precision 0.7338003907856849   recall 0.7587068073439517
deviation 2/5   epoch 39/120   F1 0.7438228693961004   accuracy 0.7802114803625377   precision 0.7366670094611272   recall 0.7546339709279006
deviation 2/5   epoch 40/120   F1 0.7451253191284571   accuracy 0.783987915407855   precision 0.7357851707116413   recall 0.7611219780251068
deviation 2/5   epoch 41/120   F1 0.7434677740306204   accuracy 0.779833836858006   precision 0.7363842040312629   recall 0.7541351481895318
deviation 2/5   epoch 42/120   F1 0.7478892791158309   accuracy 0.783987915407855   precision 0.7403511929247224   recall 0.7593957320000111
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deviation 2/5   epoch 43/120   F1 0.7463526776503875   accuracy 0.783987915407855   precision 0.7377828054298643   recall 0.7603095975232199
deviation 2/5   epoch 44/120   F1 0.7477811047790764   accuracy 0.7854984894259819   precision 0.7389140271493213   recall 0.7624017348875034
deviation 2/5   epoch 45/120   F1 0.7511055074950127   accuracy 0.7873867069486404   precision 0.7428964417935007   recall 0.7639968089126901
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deviation 2/5   epoch 46/120   F1 0.7485065834384361   accuracy 0.7866314199395771   precision 0.7391916906622789   recall 0.7642304390705243
deviation 2/5   epoch 47/120   F1 0.7491676460785517   accuracy 0.7858761329305136   precision 0.740909090909091   recall 0.7622530549987231
deviation 2/5   epoch 48/120   F1 0.7513590274459838   accuracy 0.7862537764350453   precision 0.7443310366104483   recall 0.7616832980879372
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deviation 2/5   epoch 49/120   F1 0.7510632949973184   accuracy 0.7847432024169184   precision 0.7451974496092144   recall 0.7591496634684622
deviation 2/5   epoch 50/120   F1 0.752131285593602   accuracy 0.7877643504531722   precision 0.7443207527766351   recall 0.7640894387567946
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deviation 2/5   epoch 51/120   F1 0.7511006708436849   accuracy 0.7836102719033232   precision 0.7463466680378446   recall 0.7572655384220909
deviation 2/5   epoch 52/120   F1 0.7479555495625552   accuracy 0.7824773413897281   precision 0.7417883587001235   recall 0.7566617542710551
deviation 2/5   epoch 53/120   F1 0.7476256365797225   accuracy 0.7805891238670695   precision 0.7429427190456602   recall 0.753710715549061
deviation 2/5   epoch 54/120   F1 0.7475372319483321   accuracy 0.7813444108761329   precision 0.7420814479638009   recall 0.7549427996461233
deviation 2/5   epoch 55/120   F1 0.7500748084894462   accuracy 0.7828549848942599   precision 0.7452103044014808   recall 0.7564326960627148
deviation 2/5   epoch 56/120   F1 0.751616898580115   accuracy 0.7854984894259819   precision 0.7454776840806252   recall 0.7601981169353191
deviation 2/5   epoch 57/120   F1 0.7529448044359155   accuracy 0.7847432024169184   precision 0.748621966269025   recall 0.7584044784694108
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deviation 2/5   epoch 58/120   F1 0.7514569734203678   accuracy 0.783987915407855   precision 0.7466294734677088   recall 0.7577385510283587
deviation 2/5   epoch 59/120   F1 0.7517216868481239   accuracy 0.7836102719033232   precision 0.7474881735911147   recall 0.7570524670032598
deviation 2/5   epoch 60/120   F1 0.7501878693764812   accuracy 0.7802114803625377   precision 0.7480820649938297   recall 0.7525525093240856
deviation 2/5   epoch 61/120   F1 0.7497590202045021   accuracy 0.7828549848942599   precision 0.7446395516248457   recall 0.7565490373176329
deviation 2/5   epoch 62/120   F1 0.7501898328745018   accuracy 0.783987915407855   precision 0.7443464623611682   recall 0.7582502533836568
deviation 2/5   epoch 63/120   F1 0.7516568849233038   accuracy 0.7843655589123867   precision 0.7466269025092553   recall 0.7582724355803072
deviation 2/5   epoch 64/120   F1 0.7457095607933364   accuracy 0.7809667673716012   precision 0.7392302550390786   recall 0.7550719155270105
deviation 2/5   epoch 65/120   F1 0.7512229855351469   accuracy 0.7847432024169184   precision 0.7454828259975319   recall 0.7590788716802153
deviation 2/5   epoch 66/120   F1 0.7497981265108264   accuracy 0.7787009063444109   precision 0.7489484779925957   recall 0.7506886553098948
deviation 2/5   epoch 67/120   F1 0.753031150904682   accuracy 0.7832326283987915   precision 0.7503445084327437   recall 0.7561374989149392
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deviation 2/5   epoch 68/120   F1 0.7538307983418302   accuracy 0.7836102719033232   precision 0.7514834430275606   recall 0.7564939981526726
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deviation 2/5   epoch 69/120   F1 0.7515672116739034   accuracy 0.7836102719033232   precision 0.7472027972027973   recall 0.7571034549145781
deviation 2/5   epoch 70/120   F1 0.7474632879602789   accuracy 0.7824773413897281   precision 0.7409322295351708   recall 0.7568865935861273
deviation 2/5   epoch 71/120   F1 0.7517684980205801   accuracy 0.783987915407855   precision 0.7472002262443438   recall 0.7576262194582806
deviation 2/5   epoch 72/120   F1 0.7527416990251175   accuracy 0.7843655589123867   precision 0.7486245372274785   recall 0.7578856734848167
deviation 2/5   epoch 73/120   F1 0.7529263782130755   accuracy 0.7817220543806647   precision 0.7517816742081448   recall 0.7541443489453579
deviation 2/5   epoch 74/120   F1 0.7503884913126966   accuracy 0.7828549848942599   precision 0.745781057178116   recall 0.7563224978298829
deviation 2/5   epoch 75/120   F1 0.7524915084630754   accuracy 0.7817220543806647   precision 0.7509255450431921   recall 0.7541964553137737
deviation 2/5   epoch 76/120   F1 0.7552560564587798   accuracy 0.7851208459214502   precision 0.7526146647470177   recall 0.7582966124808181
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deviation 2/5   epoch 77/120   F1 0.7511601893762032   accuracy 0.7817220543806647   precision 0.748357157548334   recall 0.7544274125579435
deviation 2/5   epoch 78/120   F1 0.7492983584304971   accuracy 0.7783232628398792   precision 0.7483802961744138   recall 0.7502643888747493
deviation 2/5   epoch 79/120   F1 0.7516499879139473   accuracy 0.7802114803625377   precision 0.7509358288770054   recall 0.7523925888574273
deviation 2/5   epoch 80/120   F1 0.7489654760398105   accuracy 0.7722809667673716   precision 0.7549850884409708   recall 0.7447041000933255
deviation 2/5   epoch 81/120   F1 0.7478824512126457   accuracy 0.7768126888217523   precision 0.7472490744549568   recall 0.7485387012386231
deviation 2/5   epoch 82/120   F1 0.7487487149537383   accuracy 0.7760574018126888   precision 0.7498226038667215   recall 0.7477374779707253
deviation 2/5   epoch 83/120   F1 0.7496923899375565   accuracy 0.7753021148036254   precision 0.7526815096668038   recall 0.7471646903274115
deviation 2/5   epoch 84/120   F1 0.749639479781262   accuracy 0.775679758308157   precision 0.7521081859317154   recall 0.747489393491983
deviation 2/5   epoch 85/120   F1 0.7481077745783629   accuracy 0.7764350453172205   precision 0.7481077745783629   recall 0.7481077745783629
deviation 2/5   epoch 86/120   F1 0.747356275932459   accuracy 0.7726586102719033   precision 0.7509872480460715   recall 0.7444052223766069
deviation 2/5   epoch 87/120   F1 0.7461156933345152   accuracy 0.7696374622356495   precision 0.7521493212669683   recall 0.7418745052197009
deviation 2/5   epoch 88/120   F1 0.7505057531617958   accuracy 0.777190332326284   precision 0.7520979020979021   recall 0.7490481887011935
deviation 2/5   epoch 89/120   F1 0.7495961054597966   accuracy 0.7768126888217523   precision 0.7506735911147676   recall 0.7485813625166116
deviation 2/5   epoch 90/120   F1 0.7454109201720369   accuracy 0.7669939577039275   precision 0.7541649526943645   recall 0.7402361536456736
deviation 2/5   epoch 91/120   F1 0.7481532879973357   accuracy 0.7726586102719033   precision 0.7526995063759769   recall 0.744646719583436
deviation 2/5   epoch 92/120   F1 0.7485898588399954   accuracy 0.7677492447129909   precision 0.7607234677087618   recall 0.7428123430585409
deviation 2/5   epoch 93/120   F1 0.7458922789749485   accuracy 0.7692598187311178   precision 0.7521518922254217   recall 0.7415548351543475
deviation 2/5   epoch 94/120   F1 0.7470816295412204   accuracy 0.7669939577039275   precision 0.7581602221308104   recall 0.7414414739341478
deviation 2/5   epoch 95/120   F1 0.7435273932178941   accuracy 0.7617069486404834   precision 0.7576254627725216   recall 0.7378982167604928
deviation 2/5   epoch 96/120   F1 0.7493098353784807   accuracy 0.7692598187311178   precision 0.7601424310983134   recall 0.7436479896362016
deviation 2/5   epoch 97/120   F1 0.7425843635554674   accuracy 0.7643504531722054   precision 0.751329185520362   recall 0.7374615898463595
deviation 2/5   epoch 98/120   F1 0.7445424533728411   accuracy 0.7685045317220544   precision 0.7501593994241054   recall 0.7405061648520936
deviation 2/5   epoch 99/120   F1 0.7472954832809381   accuracy 0.7662386706948641   precision 0.7598776223776225   recall 0.7415318859150007
deviation 2/5   epoch 100/120   F1 0.7484139944762607   accuracy 0.7711480362537765   precision 0.7552781777046483   recall 0.7438026066373984
deviation 2/5   epoch 101/120   F1 0.7433038121244269   accuracy 0.7647280966767371   precision 0.7524681201151789   recall 0.7380699845751499
deviation 2/5   epoch 102/120   F1 0.7468460641702495   accuracy 0.7666163141993958   precision 0.7581627930892636   recall 0.7411850891098621
deviation 2/5   epoch 103/120   F1 0.7458240966530607   accuracy 0.7685045317220544   precision 0.753013163307281   recall 0.7411221101492312
deviation 2/5   epoch 104/120   F1 0.7489654760398105   accuracy 0.7722809667673716   precision 0.7549850884409708   recall 0.7447041000933255
deviation 2/5   epoch 105/120   F1 0.7440064625768266   accuracy 0.7624622356495468   precision 0.7576203208556149   recall 0.7383416176732055
deviation 2/5   epoch 106/120   F1 0.7468309332801835   accuracy 0.7681268882175226   precision 0.7558694981489099   recall 0.7415606796116505
deviation 2/5   epoch 107/120   F1 0.7466000713587841   accuracy 0.7677492447129909   precision 0.7558720691073633   recall 0.7412798079924361
deviation 2/5   epoch 108/120   F1 0.7440195551842126   accuracy 0.7651057401812689   precision 0.7536070547099959   recall 0.7386832171893147
deviation 2/5   epoch 109/120   F1 0.7406111597146414   accuracy 0.7586858006042296   precision 0.75507764294529   recall 0.7351134600471222
deviation 2/5   epoch 110/120   F1 0.7422522072726848   accuracy 0.7605740181268882   precision 0.7562062937062937   recall 0.7366611808123339
deviation 2/5   epoch 111/120   F1 0.7459914004678317   accuracy 0.7677492447129909   precision 0.7544451871657754   recall 0.7408862034239678
deviation 2/5   epoch 112/120   F1 0.735633267700158   accuracy 0.7552870090634441   precision 0.7479663718634307   recall 0.7302308538800686
deviation 2/5   epoch 113/120   F1 0.7419304537657883   accuracy 0.7620845921450151   precision 0.7530568696009873   recall 0.7364149493202671
deviation 2/5   epoch 114/120   F1 0.7386555543370984   accuracy 0.7552870090634441   precision 0.7556715343480049   recall 0.7336058256988489
deviation 2/5   epoch 115/120   F1 0.7418611793372274   accuracy 0.7639728096676737   precision 0.750190250925545   recall 0.736858006042296
deviation 2/5   epoch 116/120   F1 0.7450426938961664   accuracy 0.7632175226586103   precision 0.7590420608802961   recall 0.7393552230154643
deviation 2/5   epoch 117/120   F1 0.7366807333659884   accuracy 0.7556646525679759   precision 0.7499614356232003   recall 0.7312558757961499
deviation 2/5   epoch 118/120   F1 0.7413793340617811   accuracy 0.7586858006042296   precision 0.757075277663513   recall 0.7359839400080831
deviation 2/5   epoch 119/120   F1 0.7444181377184481   accuracy 0.7669939577039275   precision 0.751881941587824   recall 0.7396389223684315
deviation 2/5   epoch 120/120   F1 0.7346652858351739   accuracy 0.7522658610271903   precision 0.7502699506375976   recall 0.7295423301570683

deviation 3/5   epoch 1/120   F1 0.4051092095134532   accuracy 0.6688066465256798   precision 0.5019899218428631   recall 0.7342792281498298
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deviation 3/5   epoch 2/120   F1 0.4721195048046746   accuracy 0.6748489425981873   precision 0.526205779514603   recall 0.6273460412847045
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deviation 3/5   epoch 3/120   F1 0.5110840397315997   accuracy 0.6740936555891238   precision 0.5413358700123406   recall 0.6117010652174291
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deviation 3/5   epoch 4/120   F1 0.5465315803544051   accuracy 0.697129909365559   precision 0.5677190456602221   recall 0.6809525772345995
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deviation 3/5   epoch 5/120   F1 0.6036478707597799   accuracy 0.7171450151057401   precision 0.6058232208967503   recall 0.7042103722556488
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deviation 3/5   epoch 6/120   F1 0.6259435417746833   accuracy 0.729607250755287   precision 0.6231463389551625   recall 0.725280901518679
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deviation 3/5   epoch 7/120   F1 0.6272380225233823   accuracy 0.7326283987915407   precision 0.6245526532291238   recall 0.7352661227661228
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deviation 3/5   epoch 8/120   F1 0.6542336077088061   accuracy 0.7409365558912386   precision 0.6456139448786508   recall 0.7323486337138942
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deviation 3/5   epoch 9/120   F1 0.6561562062914362   accuracy 0.7488670694864048   precision 0.6475575894693542   recall 0.7590522615843784
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deviation 3/5   epoch 10/120   F1 0.6493157596014378   accuracy 0.7462235649546828   precision 0.6421534348004936   recall 0.7588964638897213
deviation 3/5   epoch 11/120   F1 0.6866744753931799   accuracy 0.7605740181268882   precision 0.6734471410941999   recall 0.7584797875886484
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deviation 3/5   epoch 12/120   F1 0.675110959790687   accuracy 0.7583081570996979   precision 0.6631890168654875   recall 0.7672139429148774
deviation 3/5   epoch 13/120   F1 0.6805153916570592   accuracy 0.7620845921450151   precision 0.6677293294940354   recall 0.7736175477593474
deviation 3/5   epoch 14/120   F1 0.6751266298068432   accuracy 0.7594410876132931   precision 0.6631813039901275   recall 0.7718386724785347
deviation 3/5   epoch 15/120   F1 0.683301389915941   accuracy 0.7605740181268882   precision 0.6703080008227067   recall 0.7632660360861616
deviation 3/5   epoch 16/120   F1 0.6703604021774479   accuracy 0.7564199395770392   precision 0.6592066022213081   recall 0.7672939856155477
deviation 3/5   epoch 17/120   F1 0.68770684266902   accuracy 0.7617069486404834   precision 0.6742955573837927   recall 0.7610094220035402
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deviation 3/5   epoch 18/120   F1 0.6939524401167326   accuracy 0.7643504531722054   precision 0.6799850884409708   recall 0.7615373120388531
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deviation 3/5   epoch 19/120   F1 0.6869524884254349   accuracy 0.7632175226586103   precision 0.6734291443850268   recall 0.7676315478864955
deviation 3/5   epoch 20/120   F1 0.696670744311611   accuracy 0.7669939577039275   precision 0.6822501028383381   recall 0.7668938220940028
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deviation 3/5   epoch 21/120   F1 0.6975279100805085   accuracy 0.7669939577039275   precision 0.6831062320032908   recall 0.7656630151881241
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deviation 3/5   epoch 22/120   F1 0.6895433594168721   accuracy 0.7620845921450151   precision 0.6760052447552447   recall 0.7597867334547663
deviation 3/5   epoch 23/120   F1 0.7049468477748555   accuracy 0.7685045317220544   precision 0.6905157342657343   recall 0.760753674287509
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deviation 3/5   epoch 24/120   F1 0.6915322606699423   accuracy 0.7617069486404834   precision 0.6780054504319211   recall 0.7559084839888561
deviation 3/5   epoch 25/120   F1 0.695944036178632   accuracy 0.7643504531722054   precision 0.6819827231591937   recall 0.7588951310861423
deviation 3/5   epoch 26/120   F1 0.6900287534515626   accuracy 0.7613293051359517   precision 0.6765811394487865   recall 0.7565910152236854
deviation 3/5   epoch 27/120   F1 0.6985825259206555   accuracy 0.7651057401812689   precision 0.6845459687371452   recall 0.7579786087031526
deviation 3/5   epoch 28/120   F1 0.6996255196407482   accuracy 0.7662386706948641   precision 0.685394385026738   recall 0.7602892885278121
deviation 3/5   epoch 29/120   F1 0.7052100519851989   accuracy 0.7685045317220544   precision 0.6908011106540519   recall 0.7604258141377171
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deviation 3/5   epoch 30/120   F1 0.6979603539368046   accuracy 0.7647280966767371   precision 0.6839777869189634   recall 0.7575548307277022
deviation 3/5   epoch 31/120   F1 0.705122922276906   accuracy 0.7681268882175226   precision 0.6908036816125052   recall 0.7593624189219415
deviation 3/5   epoch 32/120   F1 0.693773063215551   accuracy 0.7632175226586103   precision 0.6799928013163308   recall 0.7579855861931097
deviation 3/5   epoch 33/120   F1 0.7097979669072665   accuracy 0.770392749244713   precision 0.6953542780748663   recall 0.7606197801443981
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deviation 3/5   epoch 34/120   F1 0.71997166514063   accuracy 0.774546827794562   precision 0.7058849238996298   recall 0.7609880954999833
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deviation 3/5   epoch 35/120   F1 0.7149923914898586   accuracy 0.773036253776435   precision 0.7004730563554092   recall 0.7623301583296537
deviation 3/5   epoch 36/120   F1 0.7184491360579778   accuracy 0.7741691842900302   precision 0.7041752365281777   recall 0.7616198053071108
deviation 3/5   epoch 37/120   F1 0.7246333543020875   accuracy 0.7775679758308157   precision 0.7104303784450843   recall 0.7642662325135383
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deviation 3/5   epoch 38/120   F1 0.7163140828774266   accuracy 0.7734138972809668   precision 0.7018973673385438   recall 0.7618888814780231
deviation 3/5   epoch 39/120   F1 0.713410021199909   accuracy 0.7726586102719033   precision 0.6987633689839572   recall 0.7631021902778345
deviation 3/5   epoch 40/120   F1 0.7177255036630037   accuracy 0.7749244712990937   precision 0.7030285890580008   recall 0.7646731552981554
deviation 3/5   epoch 41/120   F1 0.7222157027996772   accuracy 0.777190332326284   precision 0.7075791855203619   recall 0.7659814531139333
deviation 3/5   epoch 42/120   F1 0.7291408578395159   accuracy 0.7790785498489426   precision 0.7155568696009873   recall 0.7635066278942775
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deviation 3/5   epoch 43/120   F1 0.7256981075508466   accuracy 0.7787009063444109   precision 0.711278794734677   recall 0.7662582133461204
deviation 3/5   epoch 44/120   F1 0.7292583627438299   accuracy 0.7805891238670695   precision 0.7149758329905389   recall 0.7675112673409075
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deviation 3/5   epoch 45/120   F1 0.7337709286456781   accuracy 0.7828549848942599   precision 0.7198118058412176   recall 0.768708057580298
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deviation 3/5   epoch 46/120   F1 0.7341929379396548   accuracy 0.7828549848942599   precision 0.7203825586178527   recall 0.7682406874997556
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deviation 3/5   epoch 47/120   F1 0.7242045963653139   accuracy 0.7783232628398792   precision 0.709569107363225   recall 0.7669231745304064
deviation 3/5   epoch 48/120   F1 0.733332404103479   accuracy 0.7817220543806647   precision 0.7198195187165776   recall 0.7661261205179283
deviation 3/5   epoch 49/120   F1 0.7362611475394218   accuracy 0.7828549848942599   precision 0.7232363225010283   recall 0.766060984437899
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deviation 3/5   epoch 50/120   F1 0.7382236536176222   accuracy 0.7832326283987915   precision 0.7258021390374332   recall 0.7650891145888354
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deviation 3/5   epoch 51/120   F1 0.7380253103119252   accuracy 0.7832326283987915   precision 0.7255167626491157   recall 0.7652785338414081
deviation 3/5   epoch 52/120   F1 0.7363557851671054   accuracy 0.7820996978851964   precision 0.7238122171945702   recall 0.7640610603664988
deviation 3/5   epoch 53/120   F1 0.7380958526000172   accuracy 0.7843655589123867   precision 0.7249382969971205   recall 0.7680894581416637
deviation 3/5   epoch 54/120   F1 0.7388983606806496   accuracy 0.7843655589123867   precision 0.7260798025503907   recall 0.7672715046103695
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deviation 3/5   epoch 55/120   F1 0.7407637217023928   accuracy 0.7854984894259819   precision 0.7280697243932538   recall 0.7682816185810197
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deviation 3/5   epoch 56/120   F1 0.7336592647674964   accuracy 0.7809667673716012   precision 0.7206807897984369   recall 0.7638282700370065
deviation 3/5   epoch 57/120   F1 0.7386863594871753   accuracy 0.7824773413897281   precision 0.7269487865076101   recall 0.7628422720072414
deviation 3/5   epoch 58/120   F1 0.7372252880240101   accuracy 0.7832326283987915   precision 0.7243752570958453   recall 0.7660599963416865
deviation 3/5   epoch 59/120   F1 0.7416001561328363   accuracy 0.7847432024169184   precision 0.7297871246400658   recall 0.7656241177117418
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deviation 3/5   epoch 60/120   F1 0.7392956156548016   accuracy 0.7843655589123867   precision 0.7266505553270259   recall 0.7668771621256509
deviation 3/5   epoch 61/120   F1 0.7424549441183345   accuracy 0.7862537764350453   precision 0.7300622171945701   recall 0.768507627494989
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deviation 3/5   epoch 62/120   F1 0.742171677831438   accuracy 0.7847432024169184   precision 0.7306432538050185   recall 0.7651128290601321
deviation 3/5   epoch 63/120   F1 0.7433302495152248   accuracy 0.7836102719033232   precision 0.7332193541752365   recall 0.7616184710202452
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deviation 3/5   epoch 64/120   F1 0.7411556084236497   accuracy 0.7854984894259819   precision 0.7286404771698889   recall 0.7678932909196067
deviation 3/5   epoch 65/120   F1 0.7475967268747624   accuracy 0.7851208459214502   precision 0.7389165981077745   recall 0.7617631669937686
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deviation 3/5   epoch 66/120   F1 0.7440256274736955   accuracy 0.7851208459214502   precision 0.7332090703414232   recall 0.7644024172786013
deviation 3/5   epoch 67/120   F1 0.7465419118028336   accuracy 0.7873867069486404   precision 0.7354766556972439   recall 0.7674550943010553
deviation 3/5   epoch 68/120   F1 0.7432230546349674   accuracy 0.7862537764350453   precision 0.7312037227478404   recall 0.7677701551911006
deviation 3/5   epoch 69/120   F1 0.7456181347393387   accuracy 0.7873867069486404   precision 0.7340497737556562   recall 0.7682786489702247
deviation 3/5   epoch 70/120   F1 0.7469118227868969   accuracy 0.7858761329305136   precision 0.7371991978609626   recall 0.7638005191032424
deviation 3/5   epoch 71/120   F1 0.7474334690148982   accuracy 0.7854984894259819   precision 0.7383432743726861   recall 0.7626381098079211
deviation 3/5   epoch 72/120   F1 0.7422896702582208   accuracy 0.7858761329305136   precision 0.7300647881530234   recall 0.7677315772978965
deviation 3/5   epoch 73/120   F1 0.742339461080435   accuracy 0.7851208459214502   precision 0.7306406828465652   recall 0.7658564431513664
deviation 3/5   epoch 74/120   F1 0.7479888911467859   accuracy 0.7877643504531722   precision 0.7374717194570135   recall 0.7670894201741907
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deviation 3/5   epoch 75/120   F1 0.7461952177741651   accuracy 0.7862537764350453   precision 0.7357697449609214   recall 0.7651751737858126
deviation 3/5   epoch 76/120   F1 0.7478090109656212   accuracy 0.7877643504531722   precision 0.737186343068696   recall 0.76723905694646
deviation 3/5   epoch 77/120   F1 0.7431116212479244   accuracy 0.7847432024169184   precision 0.7320701357466063   recall 0.7643043074697751
deviation 3/5   epoch 78/120   F1 0.742616886097069   accuracy 0.7828549848942599   precision 0.732653743315508   recall 0.7605301550994086
deviation 3/5   epoch 79/120   F1 0.7400478790279523   accuracy 0.7847432024169184   precision 0.7275041135335253   recall 0.7670872130751701
deviation 3/5   epoch 80/120   F1 0.7503670954554782   accuracy 0.7862537764350453   precision 0.742618778280543   recall 0.7622497526706017
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deviation 3/5   epoch 81/120   F1 0.7483115478909541   accuracy 0.7858761329305136   precision 0.739482208967503   recall 0.7628107509513413
deviation 3/5   epoch 82/120   F1 0.7532789714818129   accuracy 0.7900302114803626   precision 0.7443053270259152   recall 0.7678850821627017
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deviation 3/5   epoch 83/120   F1 0.7522050901538408   accuracy 0.7866314199395771   precision 0.7454699712052653   recall 0.7619195721634673
deviation 3/5   epoch 84/120   F1 0.7505014414535328   accuracy 0.7900302114803626   precision 0.7397393048128342   recall 0.7701154919051385
deviation 3/5   epoch 85/120   F1 0.753505617792175   accuracy 0.7911631419939577   precision 0.7437268613739202   recall 0.7701441552474007
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deviation 3/5   epoch 86/120   F1 0.7526262072175401   accuracy 0.7877643504531722   precision 0.7451768819415878   recall 0.7637898842371686
deviation 3/5   epoch 87/120   F1 0.7531096729879692   accuracy 0.7900302114803626   precision 0.7440199506375977   recall 0.7680096232041204
deviation 3/5   epoch 88/120   F1 0.7549567842969285   accuracy 0.7885196374622356   precision 0.7485962566844919   recall 0.7638884340374434
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deviation 3/5   epoch 89/120   F1 0.7526550164463415   accuracy 0.7881419939577039   precision 0.744888934594817   recall 0.7644979677124877
deviation 3/5   epoch 90/120   F1 0.7529843763692232   accuracy 0.7881419939577039   precision 0.7454596873714521   recall 0.764296851588739
deviation 3/5   epoch 91/120   F1 0.7492314380752418   accuracy 0.7877643504531722   precision 0.7394693541752365   recall 0.7660991043752767
deviation 3/5   epoch 92/120   F1 0.7603554178506838   accuracy 0.7919184290030211   precision 0.7551367749897162   recall 0.7671841377086829
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deviation 3/5   epoch 93/120   F1 0.7582369086613568   accuracy 0.7888972809667674   precision 0.7543012134923899   recall 0.7630708622151299
deviation 3/5   epoch 94/120   F1 0.7583395473429588   accuracy 0.7877643504531722   precision 0.7557358083093377   recall 0.7613229159004213
deviation 3/5   epoch 95/120   F1 0.7627061350523374   accuracy 0.7911631419939577   precision 0.7605640682846565   recall 0.7650951742916612
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deviation 3/5   epoch 96/120   F1 0.7552214651451292   accuracy 0.7915407854984894   precision 0.7462926779103249   recall 0.7696256684491978
deviation 3/5   epoch 97/120   F1 0.7593334576923298   accuracy 0.7911631419939577   precision 0.7540004113533525   recall 0.7663656002399544
deviation 3/5   epoch 98/120   F1 0.7554840164539933   accuracy 0.7847432024169184   precision 0.7534733648704237   recall 0.7577219067933958
deviation 3/5   epoch 99/120   F1 0.7573719244347428   accuracy 0.7881419939577039   precision 0.7534502262443439   recall 0.762190528432986
deviation 3/5   epoch 100/120   F1 0.7525390446394733   accuracy 0.7888972809667674   precision 0.7440276635129577   recall 0.7660723859180691
deviation 3/5   epoch 101/120   F1 0.7557519774911079   accuracy 0.7900302114803626   precision 0.7485859728506787   recall 0.7662404176579434
deviation 3/5   epoch 102/120   F1 0.751612996329269   accuracy 0.783987915407855   precision 0.7469148498560263   recall 0.7576816167079858
deviation 3/5   epoch 103/120   F1 0.755393151672943   accuracy 0.7896525679758308   precision 0.7483031674208145   recall 0.765737219238021
deviation 3/5   epoch 104/120   F1 0.7548733874820832   accuracy 0.7892749244712991   precision 0.7477349856026327   recall 0.7653289937439423
deviation 3/5   epoch 105/120   F1 0.7527150758624495   accuracy 0.7813444108761329   precision 0.7517842451665981   recall 0.7536941585763347
deviation 3/5   epoch 106/120   F1 0.7571999180929128   accuracy 0.7862537764350453   precision 0.7551753393665158   recall 0.759452408586635
deviation 3/5   epoch 107/120   F1 0.7562733096668232   accuracy 0.7843655589123867   precision 0.7554735705471   recall 0.7571077608539987
deviation 3/5   epoch 108/120   F1 0.7562059133995465   accuracy 0.7873867069486404   precision 0.7520284862196627   recall 0.7614164178278588
deviation 3/5   epoch 109/120   F1 0.7557342081108144   accuracy 0.7862537764350453   precision 0.7523215754833401   recall 0.7598245298203998
deviation 3/5   epoch 110/120   F1 0.7540152317571569   accuracy 0.7858761329305136   precision 0.7494703825586178   recall 0.7598147794858408
deviation 3/5   epoch 111/120   F1 0.7513279400304915   accuracy 0.7858761329305136   precision 0.7446189839572193   recall 0.7610115579781459
deviation 3/5   epoch 112/120   F1 0.7507475211138416   accuracy 0.7870090634441088   precision 0.7426136363636364   recall 0.7634808951431643
deviation 3/5   epoch 113/120   F1 0.7568239124901934   accuracy 0.7885196374622356   precision 0.7520207733443027   recall 0.7630101849168787
deviation 3/5   epoch 114/120   F1 0.7567497379453626   accuracy 0.7904078549848943   precision 0.7500102838338132   recall 0.7663680968571419
deviation 3/5   epoch 115/120   F1 0.7553930817610062   accuracy 0.7870090634441088   precision 0.7508895516248457   recall 0.7611150355338642
deviation 3/5   epoch 116/120   F1 0.7531475606169704   accuracy 0.7851208459214502   precision 0.7486193953105718   recall 0.7589285056848039
deviation 3/5   epoch 117/120   F1 0.7567653712701765   accuracy 0.7862537764350453   precision 0.7543192102015631   recall 0.7595487546015328
deviation 3/5   epoch 118/120   F1 0.7594293705706557   accuracy 0.790785498489426   precision 0.7545737350884409   recall 0.765674469021325
deviation 3/5   epoch 119/120   F1 0.7577987353380509   accuracy 0.7843655589123867   precision 0.7586127108185932   recall 0.7570190617999384
deviation 3/5   epoch 120/120   F1 0.7537067351750175   accuracy 0.7847432024169184   precision 0.7500488482106129   recall 0.7581594733768647

deviation 4/5   epoch 1/120   F1 0.4355995834039771   accuracy 0.6676737160120846   precision 0.5099881735911147   recall 0.5861132660977502
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deviation 4/5   epoch 2/120   F1 0.485575811601886   accuracy 0.6740936555891238   precision 0.5307769436445907   recall 0.6168771891284981
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deviation 4/5   epoch 3/120   F1 0.5390174986178253   accuracy 0.6907099697885196   precision 0.5614844714109419   recall 0.6601403529917921
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deviation 4/5   epoch 4/120   F1 0.5783698379497928   accuracy 0.7061933534743202   precision 0.5876336898395722   recall 0.6881177736692514
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deviation 4/5   epoch 5/120   F1 0.6122822998996685   accuracy 0.7186555891238671   precision 0.611805841217606   recall 0.7013969691812343
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deviation 4/5   epoch 6/120   F1 0.6210220549822633   accuracy 0.7246978851963746   precision 0.6188991155902921   recall 0.7132438803681866
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deviation 4/5   epoch 7/120   F1 0.6407242808342889   accuracy 0.7314954682779456   precision 0.6342631633072809   recall 0.7161979782800165
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deviation 4/5   epoch 8/120   F1 0.637594603538876   accuracy 0.7326283987915407   precision 0.6319724393253805   recall 0.722884137763343
deviation 4/5   epoch 9/120   F1 0.6525886471700517   accuracy 0.7390483383685801   precision 0.6441999177293295   recall 0.7280354567326017
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deviation 4/5   epoch 10/120   F1 0.6591989869616579   accuracy 0.7466012084592145   precision 0.6498560263266145   recall 0.7458457538062797
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deviation 4/5   epoch 11/120   F1 0.6738720931973705   accuracy 0.7515105740181269   precision 0.6623791649526944   recall 0.7443590695946887
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deviation 4/5   epoch 12/120   F1 0.6435078864849302   accuracy 0.7413141993957704   precision 0.6373354586589881   recall 0.7473837219399185
deviation 4/5   epoch 13/120   F1 0.6710326830063624   accuracy 0.7533987915407855   precision 0.6597979226655697   recall 0.7545210710318739
deviation 4/5   epoch 14/120   F1 0.6676706827309237   accuracy 0.7522658610271903   precision 0.656951871657754   recall 0.7550808931675358
deviation 4/5   epoch 15/120   F1 0.6789389338731444   accuracy 0.756797583081571   precision 0.6666238173591115   recall 0.7558181760767968
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deviation 4/5   epoch 16/120   F1 0.6815262411826568   accuracy 0.7579305135951662   precision 0.668899115590292   recall 0.7562789713341662
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deviation 4/5   epoch 17/120   F1 0.6862874833748729   accuracy 0.7598187311178247   precision 0.673166906622789   recall 0.7564117205909784
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deviation 4/5   epoch 18/120   F1 0.6666574835929082   accuracy 0.7515105740181269   precision 0.6561008844097079   recall 0.7536978539911753
deviation 4/5   epoch 19/120   F1 0.6917545489195788   accuracy 0.7632175226586103   precision 0.6779951665981078   recall 0.760662735371771
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deviation 4/5   epoch 20/120   F1 0.6844329974633425   accuracy 0.7594410876132931   precision 0.671457219251337   recall 0.7575980115241217
deviation 4/5   epoch 21/120   F1 0.6743708705790905   accuracy 0.7552870090634441   precision 0.6626388317564789   recall 0.756737012987013
deviation 4/5   epoch 22/120   F1 0.6841275979367254   accuracy 0.7594410876132931   precision 0.6711718428630193   recall 0.7580143870952116
deviation 4/5   epoch 23/120   F1 0.683204986456013   accuracy 0.7594410876132931   precision 0.6703157136980666   recall 0.7592922752656439
deviation 4/5   epoch 24/120   F1 0.6968321213920357   accuracy 0.7662386706948641   precision 0.6825406211435623   recall 0.7640308577070358
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deviation 4/5   epoch 25/120   F1 0.6947042661547982   accuracy 0.7654833836858006   precision 0.680548128342246   recall 0.7644013874051101
deviation 4/5   epoch 26/120   F1 0.6951585635437726   accuracy 0.7647280966767371   precision 0.6811240230357878   recall 0.7611834818594262
deviation 4/5   epoch 27/120   F1 0.7060681526940382   accuracy 0.7711480362537765   precision 0.6910684903331963   recall 0.7678676340725843
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deviation 4/5   epoch 28/120   F1 0.7055512332696037   accuracy 0.7700151057401813   precision 0.6907908268202386   recall 0.7648108614917155
deviation 4/5   epoch 29/120   F1 0.7006808752083408   accuracy 0.7688821752265861   precision 0.6859471410942   recall 0.767731284055911
deviation 4/5   epoch 30/120   F1 0.7047477617135055   accuracy 0.7700151057401813   precision 0.6899346976552859   recall 0.7658940501630862
deviation 4/5   epoch 31/120   F1 0.7107227659260819   accuracy 0.773036253776435   precision 0.6956216577540107   recall 0.7677420121029144
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deviation 4/5   epoch 32/120   F1 0.7134144583882853   accuracy 0.774546827794562   precision 0.6981797614150556   recall 0.7690224101000318
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deviation 4/5   epoch 33/120   F1 0.7147772881316724   accuracy 0.7749244712990937   precision 0.69960407239819   recall 0.768413264741675
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deviation 4/5   epoch 34/120   F1 0.7148794332478637   accuracy 0.7753021148036254   precision 0.6996015014397368   recall 0.7694908061866567
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deviation 4/5   epoch 35/120   F1 0.7133543756502951   accuracy 0.7753021148036254   precision 0.6978892431098314   recall 0.7715967703092871
deviation 4/5   epoch 36/120   F1 0.7162663997261558   accuracy 0.7749244712990937   precision 0.7013163307280954   recall 0.7664815344196241
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deviation 4/5   epoch 37/120   F1 0.715420279367171   accuracy 0.774546827794562   precision 0.700462772521596   recall 0.7663872013064492
deviation 4/5   epoch 38/120   F1 0.7228025930517232   accuracy 0.7775679758308157   precision 0.7081473673385438   recall 0.7663876474783394
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deviation 4/5   epoch 39/120   F1 0.7309928861619808   accuracy 0.7805891238670695   precision 0.7172588440970794   recall 0.7655871997686856
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deviation 4/5   epoch 40/120   F1 0.7313490272632179   accuracy 0.7809667673716012   precision 0.7175416495269437   recall 0.7662230402567369
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deviation 4/5   epoch 41/120   F1 0.7346121312549206   accuracy 0.7828549848942599   precision 0.7209533113944879   recall 0.7677840173055367
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deviation 4/5   epoch 42/120   F1 0.7319189003232132   accuracy 0.7813444108761329   precision 0.7181098313451255   recall 0.7666274857058898
deviation 4/5   epoch 43/120   F1 0.727345874670137   accuracy 0.7802114803625377   precision 0.7126953928424516   recall 0.7686710638698635
deviation 4/5   epoch 44/120   F1 0.7323438453340176   accuracy 0.7813444108761329   precision 0.7186805841217606   recall 0.766169113361575
deviation 4/5   epoch 45/120   F1 0.7354421509494875   accuracy 0.7828549848942599   precision 0.7220948169477581   recall 0.7669020976374255
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deviation 4/5   epoch 46/120   F1 0.7348787245655326   accuracy 0.7824773413897281   precision 0.7215266351295764   recall 0.7664982076746782
deviation 4/5   epoch 47/120   F1 0.7346969428069104   accuracy 0.7836102719033232   precision 0.7206627930892637   recall 0.7697483435175021
deviation 4/5   epoch 48/120   F1 0.7373510358407875   accuracy 0.7820996978851964   precision 0.7252390991361579   recall 0.7631345384918624
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deviation 4/5   epoch 49/120   F1 0.7417385612565259   accuracy 0.7854984894259819   precision 0.7294966063348416   recall 0.7673285117470015
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deviation 4/5   epoch 50/120   F1 0.7373115409124572   accuracy 0.7824773413897281   precision 0.7249511517893872   recall 0.764090065345668
deviation 4/5   epoch 51/120   F1 0.73858079362134   accuracy 0.7836102719033232   precision 0.7260849444672974   recall 0.7656835487113949
deviation 4/5   epoch 52/120   F1 0.7366654039909262   accuracy 0.7843655589123867   precision 0.7229406622788976   recall 0.7696179596062767
deviation 4/5   epoch 53/120   F1 0.7347828106079668   accuracy 0.7817220543806647   precision 0.7218171534348006   recall 0.7646410178547876
deviation 4/5   epoch 54/120   F1 0.7369549255013563   accuracy 0.7820996978851964   precision 0.7246683463595229   recall 0.7634981874266433
deviation 4/5   epoch 55/120   F1 0.73858079362134   accuracy 0.7836102719033232   precision 0.7260849444672974   recall 0.7656835487113949
deviation 4/5   epoch 56/120   F1 0.7404398366450744   accuracy 0.7847432024169184   precision 0.7280748663101604   recall 0.766707554288841
deviation 4/5   epoch 57/120   F1 0.743434310638716   accuracy 0.7858761329305136   precision 0.7317770464829289   recall 0.7666652862890792
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deviation 4/5   epoch 58/120   F1 0.7388983606806496   accuracy 0.7843655589123867   precision 0.7260798025503907   recall 0.7672715046103695
deviation 4/5   epoch 59/120   F1 0.7432649168002066   accuracy 0.7854984894259819   precision 0.7317796174413822   recall 0.7659231488500644
deviation 4/5   epoch 60/120   F1 0.7399793071735132   accuracy 0.7832326283987915   precision 0.7283705265322913   recall 0.7634877788324632
deviation 4/5   epoch 61/120   F1 0.7406887846023844   accuracy 0.7862537764350453   precision 0.727493829699712   recall 0.7703059369797315
deviation 4/5   epoch 62/120   F1 0.7401711505653166   accuracy 0.7832326283987915   precision 0.7286559029206088   recall 0.7633210463205578
deviation 4/5   epoch 63/120   F1 0.7403363109096968   accuracy 0.7836102719033232   precision 0.7286533319621555   recall 0.7640633547776994
deviation 4/5   epoch 64/120   F1 0.740082220910034   accuracy 0.7843655589123867   precision 0.7277920608802961   recall 0.766117024272118
deviation 4/5   epoch 65/120   F1 0.7423801055792985   accuracy 0.7843655589123867   precision 0.7312165775401069   recall 0.7640552985243891
deviation 4/5   epoch 66/120   F1 0.7415137656139843   accuracy 0.7858761329305136   precision 0.7289232825997531   recall 0.768488512076661
deviation 4/5   epoch 67/120   F1 0.7425293170254487   accuracy 0.7851208459214502   precision 0.7309260592348827   recall 0.7656862041859458
deviation 4/5   epoch 68/120   F1 0.7418831611904568   accuracy 0.7828549848942599   precision 0.7315122377622377   recall 0.7610768634187532
deviation 4/5   epoch 69/120   F1 0.745088235004604   accuracy 0.7820996978851964   precision 0.7372249074454957   recall 0.7574254525367375
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deviation 4/5   epoch 70/120   F1 0.7429657896141324   accuracy 0.7802114803625377   precision 0.7352401275195393   recall 0.7550708073148974
deviation 4/5   epoch 71/120   F1 0.747434971590522   accuracy 0.7885196374622356   precision 0.7360396955985191   recall 0.7693165151070696
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deviation 4/5   epoch 72/120   F1 0.7464928588126594   accuracy 0.7888972809667674   precision 0.7343248663101605   recall 0.7711267946053078
deviation 4/5   epoch 73/120   F1 0.7434134883705006   accuracy 0.7862537764350453   precision 0.731489099136158   recall 0.7675915276551861
deviation 4/5   epoch 74/120   F1 0.7464928588126594   accuracy 0.7888972809667674   precision 0.7343248663101605   recall 0.7711267946053078
deviation 4/5   epoch 75/120   F1 0.7413416976893106   accuracy 0.7824773413897281   precision 0.7309440559440559   recall 0.7606671928684186
deviation 4/5   epoch 76/120   F1 0.7436966127570945   accuracy 0.7820996978851964   precision 0.7349418963389551   recall 0.7582507603776985
deviation 4/5   epoch 77/120   F1 0.7438725981183077   accuracy 0.7820996978851964   precision 0.7352272727272727   recall 0.7581413310668073
deviation 4/5   epoch 78/120   F1 0.741853204300541   accuracy 0.7836102719033232   precision 0.7309363430686959   recall 0.7627739361604874
deviation 4/5   epoch 79/120   F1 0.7425293170254487   accuracy 0.7851208459214502   precision 0.7309260592348827   recall 0.7656862041859458
deviation 4/5   epoch 80/120   F1 0.7401334089924738   accuracy 0.779833836858006   precision 0.7309620526532291   recall 0.7559957825596016
deviation 4/5   epoch 81/120   F1 0.7443478159721962   accuracy 0.7805891238670695   precision 0.7372351912793089   recall 0.7550500391454475
deviation 4/5   epoch 82/120   F1 0.7430127187672957   accuracy 0.7775679758308157   precision 0.737541135335253   recall 0.7505180488419906
deviation 4/5   epoch 83/120   F1 0.742448186504479   accuracy 0.7820996978851964   precision 0.7329442616207322   recall 0.7590684019669023
deviation 4/5   epoch 84/120   F1 0.7446201914978647   accuracy 0.7794561933534743   precision 0.7386697860962568   recall 0.7529819732664769
deviation 4/5   epoch 85/120   F1 0.7418294691699783   accuracy 0.777190332326284   precision 0.7358314479638008   recall 0.7503384094754653
deviation 4/5   epoch 86/120   F1 0.7439925792639331   accuracy 0.7802114803625377   precision 0.7369523858494447   recall 0.7545516311853022
deviation 4/5   epoch 87/120   F1 0.7425564387969992   accuracy 0.7783232628398792   precision 0.7361091114767586   recall 0.7519314161249329
deviation 4/5   epoch 88/120   F1 0.7451878891670469   accuracy 0.7805891238670695   precision 0.7386620732208968   recall 0.7546554586808968
deviation 4/5   epoch 89/120   F1 0.7533871590350383   accuracy 0.7836102719033232   precision 0.750627313862608   recall 0.7565896793221236
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deviation 4/5   epoch 90/120   F1 0.7478553089963614   accuracy 0.7775679758308157   precision 0.7463878033730975   recall 0.7494483491469991
deviation 4/5   epoch 91/120   F1 0.7441172968164655   accuracy 0.775679758308157   precision 0.741263883175648   recall 0.747476891836654
deviation 4/5   epoch 92/120   F1 0.7429425356139563   accuracy 0.7794561933534743   precision 0.7358160222130811   recall 0.7537183795969737
deviation 4/5   epoch 93/120   F1 0.7493212788259959   accuracy 0.7817220543806647   precision 0.7449326408885233   recall 0.7549153394982447
deviation 4/5   epoch 94/120   F1 0.7443306558010176   accuracy 0.7749244712990937   precision 0.7424105306458249   recall 0.7464736451373422
deviation 4/5   epoch 95/120   F1 0.7479002813583722   accuracy 0.7802114803625377   precision 0.7438014191690663   recall 0.7530527832630625
deviation 4/5   epoch 96/120   F1 0.7435036449054455   accuracy 0.7775679758308157   precision 0.7383972645002057   recall 0.7503538559669531
deviation 4/5   epoch 97/120   F1 0.7479002813583722   accuracy 0.7802114803625377   precision 0.7438014191690663   recall 0.7530527832630625
deviation 4/5   epoch 98/120   F1 0.7446416723428188   accuracy 0.773036253776435   precision 0.7449917729329494   recall 0.7442985281252104
deviation 4/5   epoch 99/120   F1 0.7448672018859019   accuracy 0.7768126888217523   precision 0.7415415466886055   recall 0.7488862044323996
deviation 4/5   epoch 100/120   F1 0.7434511167709732   accuracy 0.7696374622356495   precision 0.746441793500617   recall 0.7409392649864394
deviation 4/5   epoch 101/120   F1 0.7410569338173875   accuracy 0.7707703927492447   precision 0.7404411764705883   recall 0.7416952939299003
deviation 4/5   epoch 102/120   F1 0.7491523837266068   accuracy 0.7783232628398792   precision 0.7480949197860962   recall 0.7502737803079178
deviation 4/5   epoch 103/120   F1 0.7436165028406093   accuracy 0.773036253776435   precision 0.7429941382147265   recall 0.7442615716706713
deviation 4/5   epoch 104/120   F1 0.7446542708982494   accuracy 0.7722809667673716   precision 0.7458530440148087   recall 0.7435353074242653
deviation 4/5   epoch 105/120   F1 0.7416943090808126   accuracy 0.7677492447129909   precision 0.7450277663512958   recall 0.7389569296594451
deviation 4/5   epoch 106/120   F1 0.7450859784333541   accuracy 0.7760574018126888   precision 0.7426881941587824   recall 0.7478341488708826
deviation 4/5   epoch 107/120   F1 0.7482362420433486   accuracy 0.777190332326284   precision 0.7475318798848211   recall 0.7489688788901387
deviation 4/5   epoch 108/120   F1 0.7478824512126457   accuracy 0.7768126888217523   precision 0.7472490744549568   recall 0.7485387012386231
deviation 4/5   epoch 109/120   F1 0.7478977484631975   accuracy 0.7760574018126888   precision 0.7481103455368161   recall 0.7476876730435452
deviation 4/5   epoch 110/120   F1 0.7471950244216499   accuracy 0.774546827794562   precision 0.7484060057589469   recall 0.7460642015678889
deviation 4/5   epoch 111/120   F1 0.7464002275152466   accuracy 0.7768126888217523   precision 0.7443953105717811   recall 0.7486452482823245
deviation 4/5   epoch 112/120   F1 0.7421768306587784   accuracy 0.770392749244713   precision 0.7430121349238996   recall 0.7413812476378234
deviation 4/5   epoch 113/120   F1 0.7459151742558234   accuracy 0.7722809667673716   precision 0.7484214315096668   recall 0.7437442257180605
deviation 4/5   epoch 114/120   F1 0.748620409898316   accuracy 0.7787009063444109   precision 0.7466654668860551   recall 0.7507998996204398
deviation 4/5   epoch 115/120   F1 0.7498894807053761   accuracy 0.7802114803625377   precision 0.7475113122171946   recall 0.752600866386967
deviation 4/5   epoch 116/120   F1 0.7516224230173878   accuracy 0.7828549848942599   precision 0.7480640682846564   recall 0.7559420034205355
deviation 4/5   epoch 117/120   F1 0.7454262284049722   accuracy 0.7734138972809668   precision 0.7461307075277663   recall 0.7447495238460458
deviation 4/5   epoch 118/120   F1 0.739883539097533   accuracy 0.7617069486404834   precision 0.7487787947346771   recall 0.7347743331349889
deviation 4/5   epoch 119/120   F1 0.7459868156199678   accuracy 0.7696374622356495   precision 0.7518639448786508   recall 0.7418172393364929
deviation 4/5   epoch 120/120   F1 0.7451486841575161   accuracy 0.7726586102719033   precision 0.7464212258329905   recall 0.7439656379255488

deviation 5/5   epoch 1/120   F1 0.4007645016356059   accuracy 0.665785498489426   precision 0.4988713492389963   recall 0.40501433439714396
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deviation 5/5   epoch 2/120   F1 0.41647424493713336   accuracy 0.668429003021148   precision 0.504846256684492   recall 0.6027808069792803
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deviation 5/5   epoch 3/120   F1 0.4549601835605345   accuracy 0.6774924471299094   precision 0.5219071369806664   recall 0.6743676843742326
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deviation 5/5   epoch 4/120   F1 0.49753009398469067   accuracy 0.6876888217522659   precision 0.5423848210612916   recall 0.6890861961686132
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deviation 5/5   epoch 5/120   F1 0.5806189813846047   accuracy 0.7084592145015106   precision 0.5896158988070752   recall 0.6945546792585523
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deviation 5/5   epoch 6/120   F1 0.6353305151699116   accuracy 0.7345166163141994   precision 0.6305327025915262   recall 0.7320987146388542
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deviation 5/5   epoch 7/120   F1 0.6710815140009492   accuracy 0.7469788519637462   precision 0.6601270053475936   recall 0.7334025362753327
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deviation 5/5   epoch 8/120   F1 0.6673303125825887   accuracy 0.7522658610271903   precision 0.6566664952694364   recall 0.7555707006102292
deviation 5/5   epoch 9/120   F1 0.6796211574688651   accuracy 0.7575528700906344   precision 0.66718942821884   recall 0.7575618952563143
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deviation 5/5   epoch 10/120   F1 0.6889496812379363   accuracy 0.7620845921450151   precision 0.6754344919786096   recall 0.7606017323291732
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deviation 5/5   epoch 11/120   F1 0.6978961018833786   accuracy 0.7692598187311178   precision 0.6830908062525709   recall 0.7732923545106286
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deviation 5/5   epoch 12/120   F1 0.7038336231480837   accuracy 0.7722809667673716   precision 0.6884923899629782   recall 0.7751753484684278
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deviation 5/5   epoch 13/120   F1 0.7056479886213463   accuracy 0.773036253776435   precision 0.6901995063759769   recall 0.7751088414693668
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deviation 5/5   epoch 14/120   F1 0.7090645229748218   accuracy 0.7737915407854985   precision 0.6936188811188811   recall 0.7726274739784842
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deviation 5/5   epoch 15/120   F1 0.7171063532900188   accuracy 0.7779456193353474   precision 0.7012957630604689   recall 0.7751282591889803
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deviation 5/5   epoch 16/120   F1 0.7172543670717124   accuracy 0.7794561933534743   precision 0.7010001028383381   recall 0.7801754568292342
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deviation 5/5   epoch 17/120   F1 0.7162449197613845   accuracy 0.7775679758308157   precision 0.7004422048539696   recall 0.7751006301125523
deviation 5/5   epoch 18/120   F1 0.7169527399808187   accuracy 0.7813444108761329   precision 0.7001311188811189   recall 0.7877173204954653
deviation 5/5   epoch 19/120   F1 0.7155089469052509   accuracy 0.7787009063444109   precision 0.6992929864253394   recall 0.7802089358010411
deviation 5/5   epoch 20/120   F1 0.7179645595877109   accuracy 0.7783232628398792   precision 0.7021493212669683   recall 0.7751599935258943
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deviation 5/5   epoch 21/120   F1 0.7177662677076831   accuracy 0.7794561933534743   precision 0.7015708556149732   recall 0.7793771268729845
deviation 5/5   epoch 22/120   F1 0.7172543670717124   accuracy 0.7794561933534743   precision 0.7010001028383381   recall 0.7801754568292342
deviation 5/5   epoch 23/120   F1 0.7225465409252321   accuracy 0.7813444108761329   precision 0.7064093994241053   recall 0.7786824500521109
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deviation 5/5   epoch 24/120   F1 0.7230534472202175   accuracy 0.779833836858006   precision 0.7075611888111888   recall 0.7729884838847931
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deviation 5/5   epoch 25/120   F1 0.725430414425229   accuracy 0.7820996978851964   precision 0.7095433977786919   recall 0.7770136673195145
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deviation 5/5   epoch 26/120   F1 0.730526339929424   accuracy 0.7854984894259819   precision 0.7143716577540107   recall 0.7808723068838676
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deviation 5/5   epoch 27/120   F1 0.7313938557063382   accuracy 0.7873867069486404   precision 0.7146441793500617   recall 0.7859787745846503
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deviation 5/5   epoch 28/120   F1 0.724916552094653   accuracy 0.7843655589123867   precision 0.7081010900863842   recall 0.7856122095223477
deviation 5/5   epoch 29/120   F1 0.7300101532108103   accuracy 0.783987915407855   precision 0.714381941587824   recall 0.7767136561537644
deviation 5/5   epoch 30/120   F1 0.7326094018776309   accuracy 0.7843655589123867   precision 0.7175185109008638   recall 0.7744419710737267
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deviation 5/5   epoch 31/120   F1 0.7361908117722071   accuracy 0.7847432024169184   precision 0.7220819621554916   recall 0.771188090214989
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deviation 5/5   epoch 32/120   F1 0.7373600841025733   accuracy 0.7888972809667674   precision 0.7214829288358701   recall 0.7820975248355553
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deviation 5/5   epoch 33/120   F1 0.732064394661847   accuracy 0.7866314199395771   precision 0.7157908268202386   recall 0.7823743140099666
deviation 5/5   epoch 34/120   F1 0.7317049593753826   accuracy 0.7862537764350453   precision 0.7155080213903744   recall 0.7816486850637896
deviation 5/5   epoch 35/120   F1 0.7366394695091694   accuracy 0.7881419939577039   precision 0.7209173179761414   recall 0.7807079440759788
deviation 5/5   epoch 36/120   F1 0.7356742758707234   accuracy 0.7885196374622356   precision 0.7194878650761004   recall 0.7833041308272273
deviation 5/5   epoch 37/120   F1 0.7394463704429953   accuracy 0.7892749244712991   precision 0.7240487453722748   recall 0.7803970462845284
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deviation 5/5   epoch 38/120   F1 0.74435396079175   accuracy 0.7892749244712991   precision 0.7308977786918963   recall 0.7743504757831712
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deviation 5/5   epoch 39/120   F1 0.7414002110273465   accuracy 0.7915407854984894   precision 0.7254602015631428   recall 0.784795224780221
deviation 5/5   epoch 40/120   F1 0.7412791957170114   accuracy 0.7896525679758308   precision 0.726329185520362   recall 0.7791209400947229
deviation 5/5   epoch 41/120   F1 0.746432667964108   accuracy 0.7900302114803626   precision 0.7334610242698478   recall 0.7740805577773417
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deviation 5/5   epoch 42/120   F1 0.7446084425537778   accuracy 0.7885196374622356   precision 0.7317590497737556   recall 0.772082459291007
deviation 5/5   epoch 43/120   F1 0.746681752987937   accuracy 0.7919184290030211   precision 0.7325920403126285   recall 0.7789345366057451
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deviation 5/5   epoch 44/120   F1 0.7437045515755454   accuracy 0.7915407854984894   precision 0.7285993418346359   recall 0.7816078848687544
deviation 5/5   epoch 45/120   F1 0.7445840023627375   accuracy 0.7926737160120846   precision 0.7291623817359112   recall 0.783880501707471
deviation 5/5   epoch 46/120   F1 0.7431637644228597   accuracy 0.7892749244712991   precision 0.729185520361991   recall 0.7757119041948763
deviation 5/5   epoch 47/120   F1 0.7458543698973673   accuracy 0.7900302114803626   precision 0.7326048951048951   recall 0.7747097260007774
deviation 5/5   epoch 48/120   F1 0.7481867304332914   accuracy 0.7926737160120846   precision 0.7342991567256273   recall 0.7792460635123697
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deviation 5/5   epoch 49/120   F1 0.746681752987937   accuracy 0.7919184290030211   precision 0.7325920403126285   recall 0.7789345366057451
deviation 5/5   epoch 50/120   F1 0.7477597497827595   accuracy 0.7900302114803626   precision 0.7354586589880707   recall 0.7726980383749598
deviation 5/5   epoch 51/120   F1 0.7500634566488851   accuracy 0.793429003021148   precision 0.7365770259152612   recall 0.7791214041154323
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deviation 5/5   epoch 52/120   F1 0.7492011200790645   accuracy 0.7915407854984894   precision 0.7365898807075277   recall 0.7750597800095649
deviation 5/5   epoch 53/120   F1 0.749027495771404   accuracy 0.7911631419939577   precision 0.7365924516659811   recall 0.7742726856146547
deviation 5/5   epoch 54/120   F1 0.7500214354938868   accuracy 0.7941842900302115   precision 0.7360011312217194   recall 0.7812745372161343
deviation 5/5   epoch 55/120   F1 0.7537188357106929   accuracy 0.7964501510574018   precision 0.7399809749074455   recall 0.7831374957818147
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deviation 5/5   epoch 56/120   F1 0.7456204595069321   accuracy 0.7941842900302115   precision 0.729722850678733   recall 0.7871685600354168
deviation 5/5   epoch 57/120   F1 0.753906018980627   accuracy 0.7964501510574018   precision 0.740266351295763   recall 0.7829095295865445
update
deviation 5/5   epoch 58/120   F1 0.7541130533684995   accuracy 0.7949395770392749   precision 0.7417035170711641   recall 0.7786084248131693
update
deviation 5/5   epoch 59/120   F1 0.753928155777926   accuracy 0.7953172205438066   precision 0.7411301933360757   recall 0.7798005984433314
deviation 5/5   epoch 60/120   F1 0.7553501266935633   accuracy 0.7941842900302115   precision 0.7442770464829289   recall 0.7754717664923477
update
deviation 5/5   epoch 61/120   F1 0.7513552051023216   accuracy 0.7941842900302115   precision 0.7379987659399424   recall 0.7796840668574592
deviation 5/5   epoch 62/120   F1 0.7497747672885358   accuracy 0.7949395770392749   precision 0.7351398601398601   recall 0.7837695807138452
deviation 5/5   epoch 63/120   F1 0.7531901604590007   accuracy 0.7953172205438066   precision 0.7399886877828055   recall 0.780639410256179
deviation 5/5   epoch 64/120   F1 0.7559153014332758   accuracy 0.7956948640483383   precision 0.743981386260798   recall 0.7786330395030356
update
deviation 5/5   epoch 65/120   F1 0.7531901604590007   accuracy 0.7953172205438066   precision 0.7399886877828055   recall 0.780639410256179
deviation 5/5   epoch 66/120   F1 0.7578962154044964   accuracy 0.7972054380664653   precision 0.7459687371452077   recall 0.7803889373680712
update
deviation 5/5   epoch 67/120   F1 0.7564350857185527   accuracy 0.7953172205438066   precision 0.7451254627725217   recall 0.777166819285164
deviation 5/5   epoch 68/120   F1 0.760134529352219   accuracy 0.7972054380664653   precision 0.749678630193336   recall 0.778153500691338
update
deviation 5/5   epoch 69/120   F1 0.7556059274791971   accuracy 0.7922960725075529   precision 0.7462875359934183   recall 0.7709446407005258
deviation 5/5   epoch 70/120   F1 0.7552214651451292   accuracy 0.7915407854984894   precision 0.7462926779103249   recall 0.7696256684491978
deviation 5/5   epoch 71/120   F1 0.7537835002996832   accuracy 0.7900302114803626   precision 0.7451614561908679   recall 0.7675228925397253
deviation 5/5   epoch 72/120   F1 0.7576454313836212   accuracy 0.7953172205438066   precision 0.7471230974907446   recall 0.7760162414858547
deviation 5/5   epoch 73/120   F1 0.7553604569329302   accuracy 0.7945619335347432   precision 0.743989099136158   recall 0.7763760265594968
deviation 5/5   epoch 74/120   F1 0.7589063559577122   accuracy 0.7926737160120846   precision 0.7517071164129987   recall 0.7693801688991426
deviation 5/5   epoch 75/120   F1 0.7562319237949915   accuracy 0.7900302114803626   precision 0.7494421020156314   recall 0.7659599838817115
deviation 5/5   epoch 76/120   F1 0.7592838079223874   accuracy 0.7919184290030211   precision 0.7531391402714932   recall 0.7677362229481004
deviation 5/5   epoch 77/120   F1 0.7600797318111805   accuracy 0.7964501510574018   precision 0.7502545248868778   recall 0.776451338285027
deviation 5/5   epoch 78/120   F1 0.7567105318953453   accuracy 0.7938066465256798   precision 0.7468480049362403   recall 0.7733735931142678
deviation 5/5   epoch 79/120   F1 0.7613842351002472   accuracy 0.7949395770392749   precision 0.7539747017688194   recall 0.7722174190103852
update
deviation 5/5   epoch 80/120   F1 0.7609278422112646   accuracy 0.7938066465256798   precision 0.7542677910324969   recall 0.7703049882066125
deviation 5/5   epoch 81/120   F1 0.7592680238060521   accuracy 0.7873867069486404   precision 0.7580213903743316   recall 0.7605983297142728
deviation 5/5   epoch 82/120   F1 0.759387314298195   accuracy 0.7941842900302115   precision 0.7511260798025503   recall 0.7720822391534303
deviation 5/5   epoch 83/120   F1 0.7611805688646383   accuracy 0.7945619335347432   precision 0.7539772727272727   recall 0.7716055153073148
deviation 5/5   epoch 84/120   F1 0.7633852602062099   accuracy 0.7949395770392749   precision 0.7576845948169477   recall 0.7709904444025368
update
deviation 5/5   epoch 85/120   F1 0.7594126036659448   accuracy 0.7888972809667674   precision 0.7565842245989305   recall 0.7626883035783026
deviation 5/5   epoch 86/120   F1 0.7641298117400646   accuracy 0.7994712990936556   precision 0.7545146030440149   recall 0.7797652985166894
update
deviation 5/5   epoch 87/120   F1 0.7636464443310811   accuracy 0.7930513595166163   precision 0.7602658371040724   recall 0.7676570981362649
deviation 5/5   epoch 88/120   F1 0.7610431800748996   accuracy 0.7915407854984894   precision 0.7568516042780749   recall 0.7662408092889141
deviation 5/5   epoch 89/120   F1 0.7575472024497723   accuracy 0.7851208459214502   precision 0.7571806869600988   recall 0.7579208766416888
deviation 5/5   epoch 90/120   F1 0.7662119807531012   accuracy 0.797583081570997   precision 0.7602349856026327   recall 0.7742559100453837
update
deviation 5/5   epoch 91/120   F1 0.7620951244361599   accuracy 0.793429003021148   precision 0.7568387494858083   recall 0.7689664781343581
deviation 5/5   epoch 92/120   F1 0.7555802124195219   accuracy 0.7817220543806647   precision 0.7572038255861786   recall 0.7540923441099453
deviation 5/5   epoch 93/120   F1 0.7610312938902828   accuracy 0.793429003021148   precision 0.7548411147675853   recall 0.7695363405539712
deviation 5/5   epoch 94/120   F1 0.7655871423819111   accuracy 0.7956948640483383   precision 0.7611039695598519   recall 0.7711944516209142
deviation 5/5   epoch 95/120   F1 0.765153761436801   accuracy 0.797583081570997   precision 0.7582373508844097   recall 0.7749299290531664
deviation 5/5   epoch 96/120   F1 0.76666928721174   accuracy 0.7968277945619335   precision 0.7619523858494447   recall 0.7726287567428718
update
deviation 5/5   epoch 97/120   F1 0.7613954117403752   accuracy 0.7888972809667674   precision 0.7605794940353764   recall 0.7622463454533812
deviation 5/5   epoch 98/120   F1 0.7626395553973545   accuracy 0.7915407854984894   precision 0.759990744549568   recall 0.7656708105211169
deviation 5/5   epoch 99/120   F1 0.764141550243743   accuracy 0.7926737160120846   precision 0.7616952900041135   recall 0.766909305928033
deviation 5/5   epoch 100/120   F1 0.7634940783877511   accuracy 0.7938066465256798   precision 0.7591191896338956   recall 0.7689518065858996
deviation 5/5   epoch 101/120   F1 0.7643309346723275   accuracy 0.7972054380664653   precision 0.7570984162895927   recall 0.7747372679437701
deviation 5/5   epoch 102/120   F1 0.7641952793577875   accuracy 0.7953172205438066   precision 0.7588235294117647   recall 0.7712339322615671
deviation 5/5   epoch 103/120   F1 0.7645007481555774   accuracy 0.7930513595166163   precision 0.7619780954339778   recall 0.7673651288429195
deviation 5/5   epoch 104/120   F1 0.7658741511524624   accuracy 0.7949395770392749   precision 0.7625359934183463   recall 0.7698171225117333
deviation 5/5   epoch 105/120   F1 0.7630830327515137   accuracy 0.7949395770392749   precision 0.7571138420403126   recall 0.7711600159159788
deviation 5/5   epoch 106/120   F1 0.7599093846731295   accuracy 0.7945619335347432   precision 0.7516942616207323   recall 0.7724843646930136
deviation 5/5   epoch 107/120   F1 0.7655706319369794   accuracy 0.7983383685800605   precision 0.7582322089675031   recall 0.7761557813122912
deviation 5/5   epoch 108/120   F1 0.7679685730882455   accuracy 0.7983383685800605   precision 0.7627982311805841   recall 0.7746356076787706
update
deviation 5/5   epoch 109/120   F1 0.7592254559402238   accuracy 0.7941842900302115   precision 0.7508407034142328   recall 0.7722006819873186
deviation 5/5   epoch 110/120   F1 0.7598187511143789   accuracy 0.7904078549848943   precision 0.7557178116001645   recall 0.7648885633915344
deviation 5/5   epoch 111/120   F1 0.7594677674526507   accuracy 0.793429003021148   precision 0.7519873508844097   recall 0.7704972833117723
deviation 5/5   epoch 112/120   F1 0.7554959542443267   accuracy 0.790785498489426   precision 0.7474393253805018   recall 0.7678779680641723
deviation 5/5   epoch 113/120   F1 0.7571819808056195   accuracy 0.7888972809667674   precision 0.752303578774167   recall 0.7634864784498931
deviation 5/5   epoch 114/120   F1 0.7562458077412382   accuracy 0.7919184290030211   precision 0.7477169888934595   recall 0.7696641163155998
deviation 5/5   epoch 115/120   F1 0.7556483223169155   accuracy 0.7877643504531722   precision 0.7505990333196215   recall 0.7622497847610847
deviation 5/5   epoch 116/120   F1 0.7540808149805558   accuracy 0.7926737160120846   precision 0.7434312011517894   recall 0.7730738144318003
deviation 5/5   epoch 117/120   F1 0.7548733874820832   accuracy 0.7892749244712991   precision 0.7477349856026327   recall 0.7653289937439423
deviation 5/5   epoch 118/120   F1 0.7550869404365521   accuracy 0.7870090634441088   precision 0.7503187988482106   recall 0.7612339955139145
deviation 5/5   epoch 119/120   F1 0.7513154253681609   accuracy 0.7881419939577039   precision 0.7426059234882765   recall 0.765374721148296
deviation 5/5   epoch 120/120   F1 0.7562319237949915   accuracy 0.7900302114803626   precision 0.7494421020156314   recall 0.7659599838817115

