deviation 1/5   epoch 1/120   F1 0.42843412893062954   accuracy 0.6729607250755287   precision 0.5110936857260386   recall 0.6835545346265102
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deviation 1/5   epoch 2/120   F1 0.4883871347499559   accuracy 0.6839123867069486   precision 0.536988379267791   recall 0.6745322645703871
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deviation 1/5   epoch 3/120   F1 0.5935757795260471   accuracy 0.7186555891238671   precision 0.6001054092965858   recall 0.7217523716774091
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deviation 1/5   epoch 4/120   F1 0.612591346768562   accuracy 0.7303625377643505   precision 0.614579905388729   recall 0.7473470973470973
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deviation 1/5   epoch 5/120   F1 0.6330906010156457   accuracy 0.7390483383685801   precision 0.6296457219251337   recall 0.7538692442749533
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deviation 1/5   epoch 6/120   F1 0.6740828400557455   accuracy 0.756797583081571   precision 0.662343171534348   recall 0.7628643029901881
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deviation 1/5   epoch 7/120   F1 0.6919120652261466   accuracy 0.7643504531722054   precision 0.6779874537227478   recall 0.7643940666962008
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deviation 1/5   epoch 8/120   F1 0.7041280084873982   accuracy 0.7696374622356495   precision 0.6893665158371041   recall 0.7654815583741525
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deviation 1/5   epoch 9/120   F1 0.6882531513576697   accuracy 0.7673716012084593   precision 0.674256993006993   recall 0.7821550335319021
deviation 1/5   epoch 10/120   F1 0.7077628619786233   accuracy 0.7753021148036254   precision 0.6918963389551624   recall 0.7801446888766908
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deviation 1/5   epoch 11/120   F1 0.7104758544587869   accuracy 0.7753021148036254   precision 0.6947501028383382   recall 0.7758319336910955
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deviation 1/5   epoch 12/120   F1 0.7147988016239183   accuracy 0.7779456193353474   precision 0.6987273755656109   recall 0.7786049747155271
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deviation 1/5   epoch 13/120   F1 0.7156035273622461   accuracy 0.7790785498489426   precision 0.6992904154668861   recall 0.7814345114533818
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deviation 1/5   epoch 14/120   F1 0.7115252334408868   accuracy 0.7775679758308157   precision 0.6953054298642534   recall 0.7824941639775875
deviation 1/5   epoch 15/120   F1 0.7199930231544063   accuracy 0.7802114803625377   precision 0.7038487248046071   recall 0.7786176119193197
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deviation 1/5   epoch 16/120   F1 0.7194456135428358   accuracy 0.7809667673716012   precision 0.7029874537227478   recall 0.7821397941680961
deviation 1/5   epoch 17/120   F1 0.7138406676908717   accuracy 0.7783232628398792   precision 0.6975832990538873   recall 0.7815073529748435
deviation 1/5   epoch 18/120   F1 0.718478184624018   accuracy 0.7802114803625377   precision 0.7021364664747017   recall 0.7809569754145226
deviation 1/5   epoch 19/120   F1 0.7272198896561297   accuracy 0.7847432024169184   precision 0.710666906622789   recall 0.7832897720986836
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deviation 1/5   epoch 20/120   F1 0.7213804713804715   accuracy 0.7824773413897281   precision 0.70468942821884   recall 0.784505431675243
deviation 1/5   epoch 21/120   F1 0.7219900806732711   accuracy 0.7828549848942599   precision 0.7052576100370218   recall 0.7848902405189879
deviation 1/5   epoch 22/120   F1 0.7255212034761204   accuracy 0.7847432024169184   precision 0.708669271904566   recall 0.7859951725717507
deviation 1/5   epoch 23/120   F1 0.7177406245196163   accuracy 0.7813444108761329   precision 0.7009872480460716   recall 0.7863571387362902
deviation 1/5   epoch 24/120   F1 0.7235294505537982   accuracy 0.7847432024169184   precision 0.7063862607980255   recall 0.78934231535847
deviation 1/5   epoch 25/120   F1 0.7263524984785878   accuracy 0.7858761329305136   precision 0.7092323118058412   recall 0.7887726815075025
deviation 1/5   epoch 26/120   F1 0.7272146903147925   accuracy 0.7854984894259819   precision 0.7103763883175648   recall 0.7859679042719749
deviation 1/5   epoch 27/120   F1 0.7373600841025733   accuracy 0.7888972809667674   precision 0.7214829288358701   recall 0.7820975248355553
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deviation 1/5   epoch 28/120   F1 0.7245581199795454   accuracy 0.783987915407855   precision 0.70781828465652   recall 0.7848288377173664
deviation 1/5   epoch 29/120   F1 0.730439659811867   accuracy 0.7866314199395771   precision 0.7137931921020156   recall 0.7848449712310244
deviation 1/5   epoch 30/120   F1 0.7253872515596411   accuracy 0.7851208459214502   precision 0.7083813245577951   recall 0.7875981885841772
deviation 1/5   epoch 31/120   F1 0.7290159521816723   accuracy 0.7866314199395771   precision 0.7120809337721102   recall 0.7871132141306438
deviation 1/5   epoch 32/120   F1 0.7280505203797609   accuracy 0.7866314199395771   precision 0.7109394282188399   recall 0.7887070255491309
deviation 1/5   epoch 33/120   F1 0.7332745848238165   accuracy 0.7881419939577039   precision 0.716636672151378   recall 0.7856549600102379
deviation 1/5   epoch 34/120   F1 0.7314088430005343   accuracy 0.7881419939577039   precision 0.7143536610448376   recall 0.7886328840699747
deviation 1/5   epoch 35/120   F1 0.7318603516371489   accuracy 0.7873867069486404   precision 0.7152149321266968   recall 0.7852481780117646
deviation 1/5   epoch 36/120   F1 0.7325061339759542   accuracy 0.790785498489426   precision 0.7146210407239819   recall 0.7966264906121636
deviation 1/5   epoch 37/120   F1 0.7363088756205278   accuracy 0.7896525679758308   precision 0.7197655285890581   recall 0.7861334246050309
deviation 1/5   epoch 38/120   F1 0.7343703200850258   accuracy 0.7873867069486404   precision 0.71835407239819   recall 0.7814952914807496
deviation 1/5   epoch 39/120   F1 0.7338284111721611   accuracy 0.7877643504531722   precision 0.7174953722747841   recall 0.7835324163449163
deviation 1/5   epoch 40/120   F1 0.7334046708836364   accuracy 0.7885196374622356   precision 0.7166341011929247   recall 0.7867575992703612
deviation 1/5   epoch 41/120   F1 0.733961283903179   accuracy 0.7881419939577039   precision 0.7174928013163308   recall 0.7846014424188903
deviation 1/5   epoch 42/120   F1 0.7333728926766483   accuracy 0.7877643504531722   precision 0.7169246194981489   recall 0.7842172278588464
deviation 1/5   epoch 43/120   F1 0.7356199972712387   accuracy 0.7877643504531722   precision 0.7197783833813246   recall 0.7809345094121358
deviation 1/5   epoch 44/120   F1 0.7344875973325198   accuracy 0.7896525679758308   precision 0.7174825174825175   recall 0.7890040800917657
deviation 1/5   epoch 45/120   F1 0.7347179677831117   accuracy 0.7896525679758308   precision 0.7177678938708351   recall 0.7886319008736173
deviation 1/5   epoch 46/120   F1 0.7333728926766483   accuracy 0.7877643504531722   precision 0.7169246194981489   recall 0.7842172278588464
deviation 1/5   epoch 47/120   F1 0.7369492633538398   accuracy 0.793429003021148   precision 0.7188836898395722   recall 0.7987559293158006
deviation 1/5   epoch 48/120   F1 0.7397335575012992   accuracy 0.7922960725075529   precision 0.722886672151378   recall 0.7898350132892031
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deviation 1/5   epoch 49/120   F1 0.7375623167573611   accuracy 0.7900302114803626   precision 0.7211898395721925   recall 0.7855009557183816
deviation 1/5   epoch 50/120   F1 0.7363943291290546   accuracy 0.7911631419939577   precision 0.7191844919786097   recall 0.7912657679702975
deviation 1/5   epoch 51/120   F1 0.7348007519517086   accuracy 0.7926737160120846   precision 0.7166058206499383   recall 0.7997917495087299
deviation 1/5   epoch 52/120   F1 0.7377103503918856   accuracy 0.7922960725075529   precision 0.7203182846565199   recall 0.7931547619047619
deviation 1/5   epoch 53/120   F1 0.7408220761524911   accuracy 0.793429003021148   precision 0.7237350884409708   recall 0.792032970490153
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deviation 1/5   epoch 54/120   F1 0.7384363254361546   accuracy 0.7930513595166163   precision 0.7208838955162484   recall 0.7946785340673286
deviation 1/5   epoch 55/120   F1 0.7341889549452956   accuracy 0.7915407854984894   precision 0.7163281571369806   recall 0.7964921862612097
deviation 1/5   epoch 56/120   F1 0.7357517445813959   accuracy 0.7926737160120846   precision 0.7177473262032086   recall 0.7980248093030048
deviation 1/5   epoch 57/120   F1 0.7381653017607143   accuracy 0.7922960725075529   precision 0.7208890374331551   recall 0.792389839506677
deviation 1/5   epoch 58/120   F1 0.7354507548916134   accuracy 0.7885196374622356   precision 0.7192024886877828   recall 0.783633230539948
deviation 1/5   epoch 59/120   F1 0.733822779343492   accuracy 0.7858761329305136   precision 0.7183643562320032   recall 0.7774640307012064
deviation 1/5   epoch 60/120   F1 0.7381448093200522   accuracy 0.7904078549848943   precision 0.7217580213903744   recall 0.7858835568481715
deviation 1/5   epoch 61/120   F1 0.7329777602377194   accuracy 0.7900302114803626   precision 0.7154823118058412   recall 0.792908465667636
deviation 1/5   epoch 62/120   F1 0.737078155806721   accuracy 0.7911631419939577   precision 0.7200406211435624   recall 0.7901433732764824
deviation 1/5   epoch 63/120   F1 0.7377017580964262   accuracy 0.7904078549848943   precision 0.7211872686137393   recall 0.7865553026953345
deviation 1/5   epoch 64/120   F1 0.7401019580421806   accuracy 0.7904078549848943   precision 0.7243264088852324   recall 0.7830314604645883
deviation 1/5   epoch 65/120   F1 0.7401791171891288   accuracy 0.7911631419939577   precision 0.7240358905800082   recall 0.7853491713295158
deviation 1/5   epoch 66/120   F1 0.733791772816163   accuracy 0.7896525679758308   precision 0.7166263883175648   recall 0.7901443249269336
deviation 1/5   epoch 67/120   F1 0.7338647614890709   accuracy 0.7885196374622356   precision 0.7172048539695599   recall 0.7860373781148429
deviation 1/5   epoch 68/120   F1 0.740613167390352   accuracy 0.7922960725075529   precision 0.7240281777046483   recall 0.7884571458837472
deviation 1/5   epoch 69/120   F1 0.7397212605433734   accuracy 0.7888972809667674   precision 0.7246220691073633   recall 0.778883145922161
deviation 1/5   epoch 70/120   F1 0.7383732789393167   accuracy 0.7892749244712991   precision 0.7226218634306869   recall 0.7818717447916667
deviation 1/5   epoch 71/120   F1 0.7350014403649592   accuracy 0.7885196374622356   precision 0.7186317359111477   recall 0.7843020243050332
deviation 1/5   epoch 72/120   F1 0.7451342820181113   accuracy 0.7892749244712991   precision 0.7320392842451666   recall 0.7734944833834845
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deviation 1/5   epoch 73/120   F1 0.7409529450024721   accuracy 0.7904078549848943   precision 0.7254679144385027   recall 0.7818496119658656
deviation 1/5   epoch 74/120   F1 0.7392331932773109   accuracy 0.7892749244712991   precision 0.7237633689839572   recall 0.7806856295149638
deviation 1/5   epoch 75/120   F1 0.7442449278915972   accuracy 0.7904078549848943   precision 0.7300339366515838   recall 0.7776076915021932
deviation 1/5   epoch 76/120   F1 0.7488253165253014   accuracy 0.7915407854984894   precision 0.7360191279308926   recall 0.775459990158071
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deviation 1/5   epoch 77/120   F1 0.7478614716164202   accuracy 0.7941842900302115   precision 0.7328619909502263   recall 0.7840434497979216
deviation 1/5   epoch 78/120   F1 0.7482937060891764   accuracy 0.7938066465256798   precision 0.7337206910736322   recall 0.782355425934036
deviation 1/5   epoch 79/120   F1 0.7406102693848717   accuracy 0.7911631419939577   precision 0.7246066433566434   recall 0.7847205078253898
deviation 1/5   epoch 80/120   F1 0.7432803882961546   accuracy 0.7900302114803626   precision 0.7288950020567668   recall 0.7777055163056192
deviation 1/5   epoch 81/120   F1 0.7424656192385328   accuracy 0.7900302114803626   precision 0.7277534965034964   recall 0.7787200906130539
deviation 1/5   epoch 82/120   F1 0.7412462731469591   accuracy 0.7866314199395771   precision 0.728062011517894   recall 0.7707058777754128
deviation 1/5   epoch 83/120   F1 0.7324525447082209   accuracy 0.7877643504531722   precision 0.7157831139448787   recall 0.785631151223098
deviation 1/5   epoch 84/120   F1 0.7428199508042561   accuracy 0.7919184290030211   precision 0.7271698889345948   recall 0.7839771911936861
deviation 1/5   epoch 85/120   F1 0.7470122936424306   accuracy 0.7945619335347432   precision 0.7314325380501852   recall 0.786371444932239
deviation 1/5   epoch 86/120   F1 0.7388680771492091   accuracy 0.7911631419939577   precision 0.7223236322501029   recall 0.7873174155553433
deviation 1/5   epoch 87/120   F1 0.7424865061343483   accuracy 0.7926737160120846   precision 0.7263086178527356   recall 0.7868779998549722
deviation 1/5   epoch 88/120   F1 0.7382852110892033   accuracy 0.790785498489426   precision 0.721755450431921   recall 0.7869365907858538
deviation 1/5   epoch 89/120   F1 0.7449666697145048   accuracy 0.7911631419939577   precision 0.7305995475113123   recall 0.7788803928838768
deviation 1/5   epoch 90/120   F1 0.742272849840524   accuracy 0.7926737160120846   precision 0.7260232414644179   recall 0.7871957708255237
deviation 1/5   epoch 91/120   F1 0.7386171764624803   accuracy 0.7922960725075529   precision 0.7214597902097902   recall 0.7916407096424702
deviation 1/5   epoch 92/120   F1 0.7465218003352914   accuracy 0.7881419939577039   precision 0.7349007610037022   recall 0.769254089815705
deviation 1/5   epoch 93/120   F1 0.7428743677029551   accuracy 0.7900302114803626   precision 0.7283242492801316   recall 0.7782071242626536
deviation 1/5   epoch 94/120   F1 0.7398402823967205   accuracy 0.7866314199395771   precision 0.7260643767996708   recall 0.7722427985928084
deviation 1/5   epoch 95/120   F1 0.7368594649909929   accuracy 0.7870090634441088   precision 0.7217811600164541   recall 0.7769238671237978
deviation 1/5   epoch 96/120   F1 0.7406524903804275   accuracy 0.7896525679758308   precision 0.7254730563554093   recall 0.7799397028393771
deviation 1/5   epoch 97/120   F1 0.7409187314839752   accuracy 0.7892749244712991   precision 0.7260463800904977   recall 0.7784629319955407
deviation 1/5   epoch 98/120   F1 0.7399901247867852   accuracy 0.7885196374622356   precision 0.7251953928424517   recall 0.7774146143711361
deviation 1/5   epoch 99/120   F1 0.7449679993618308   accuracy 0.7888972809667674   precision 0.7320418552036199   recall 0.7726838077844271
deviation 1/5   epoch 100/120   F1 0.7405100327741707   accuracy 0.7877643504531722   precision 0.7263420403126286   recall 0.7746081504702195
deviation 1/5   epoch 101/120   F1 0.7431637644228597   accuracy 0.7892749244712991   precision 0.729185520361991   recall 0.7757119041948763
deviation 1/5   epoch 102/120   F1 0.7436344273404976   accuracy 0.7885196374622356   precision 0.7303321678321678   recall 0.7731235900249984
deviation 1/5   epoch 103/120   F1 0.7378935454720223   accuracy 0.7843655589123867   precision 0.724652920608803   recall 0.7683001531393568
deviation 1/5   epoch 104/120   F1 0.7400294937586542   accuracy 0.7824773413897281   precision 0.728946421225833   recall 0.7617030343104843
deviation 1/5   epoch 105/120   F1 0.7399507325081636   accuracy 0.7836102719033232   precision 0.7280825791855203   recall 0.7644075121358771
deviation 1/5   epoch 106/120   F1 0.7490135313619757   accuracy 0.7915407854984894   precision 0.7363045043192102   recall 0.7752586736145426
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deviation 1/5   epoch 107/120   F1 0.7486790876970851   accuracy 0.7904078549848943   precision 0.7365975935828877   recall 0.7727228948154141
deviation 1/5   epoch 108/120   F1 0.7426587101573314   accuracy 0.777190332326284   precision 0.7372583299053888   recall 0.7500413195150037
deviation 1/5   epoch 109/120   F1 0.738715088494659   accuracy 0.7858761329305136   precision 0.7249280131633073   recall 0.7714458022905412
deviation 1/5   epoch 110/120   F1 0.734274228837912   accuracy 0.7696374622356495   precision 0.7293192102015631   recall 0.7409901573260781
deviation 1/5   epoch 111/120   F1 0.7424525365701835   accuracy 0.7809667673716012   precision 0.7338081036610449   recall 0.7567938465708864
deviation 1/5   epoch 112/120   F1 0.7381294584580493   accuracy 0.7734138972809668   precision 0.7327180172768408   recall 0.7456070851015335
deviation 1/5   epoch 113/120   F1 0.7449267916773696   accuracy 0.7824773413897281   precision 0.7366515837104073   recall 0.7582368255678248
deviation 1/5   epoch 114/120   F1 0.736702969084737   accuracy 0.7715256797583081   precision 0.7318747429041547   recall 0.7431628151508309
deviation 1/5   epoch 115/120   F1 0.7397546448057546   accuracy 0.7760574018126888   precision 0.7332707733443028   recall 0.7492748725746952
deviation 1/5   epoch 116/120   F1 0.7392141315840898   accuracy 0.7851208459214502   precision 0.7260746606334842   recall 0.7688934298712546
deviation 1/5   epoch 117/120   F1 0.7460206637742797   accuracy 0.7904078549848943   precision 0.7326023241464418   recall 0.77553682902558
deviation 1/5   epoch 118/120   F1 0.7423569364554934   accuracy 0.7892749244712991   precision 0.7280440148087206   recall 0.7766730610271526
deviation 1/5   epoch 119/120   F1 0.7429630681106538   accuracy 0.7892749244712991   precision 0.7289001439736733   recall 0.7759481037924152
deviation 1/5   epoch 120/120   F1 0.7440259840692909   accuracy 0.7885196374622356   precision 0.7309029206088029   recall 0.7726996696463273

deviation 2/5   epoch 1/120   F1 0.5364937586897652   accuracy 0.654833836858006   precision 0.5468891402714933   recall 0.5764904481305178
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deviation 2/5   epoch 2/120   F1 0.5965851053951157   accuracy 0.6827794561933535   precision 0.5946421225832991   recall 0.628648512636994
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deviation 2/5   epoch 3/120   F1 0.6343802236500392   accuracy 0.7194108761329305   precision 0.6283525298231181   recall 0.6885548590436857
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deviation 2/5   epoch 4/120   F1 0.676613106148533   accuracy 0.7435800604229608   precision 0.6658576717400246   recall 0.7198295360159475
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deviation 2/5   epoch 5/120   F1 0.6992024686149118   accuracy 0.7594410876132931   precision 0.6865821678321679   recall 0.741127340839525
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deviation 2/5   epoch 6/120   F1 0.7084097553384244   accuracy 0.7605740181268882   precision 0.6971333813245577   recall 0.7366574074074074
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deviation 2/5   epoch 7/120   F1 0.7170481627556564   accuracy 0.7647280966767371   precision 0.706522521596051   recall 0.7398727311954145
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deviation 2/5   epoch 8/120   F1 0.7066780204078686   accuracy 0.7681268882175226   precision 0.6925159399424106   recall 0.7575106262981965
deviation 2/5   epoch 9/120   F1 0.7185062126719981   accuracy 0.7707703927492447   precision 0.7056252570958453   recall 0.752468695917744
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deviation 2/5   epoch 10/120   F1 0.7186846234309623   accuracy 0.7741691842900302   precision 0.7044606129164952   recall 0.7613543748028184
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deviation 2/5   epoch 11/120   F1 0.7189189959357268   accuracy 0.7749244712990937   precision 0.7044554709995886   recall 0.7632554629025798
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deviation 2/5   epoch 12/120   F1 0.7279707289614411   accuracy 0.7794561933534743   precision 0.7138420403126285   recall 0.7657991614684528
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deviation 2/5   epoch 13/120   F1 0.7255683853570888   accuracy 0.7783232628398792   precision 0.7112813656931304   recall 0.7653349336945177
deviation 2/5   epoch 14/120   F1 0.7286289164965075   accuracy 0.7794561933534743   precision 0.7146981694775812   recall 0.7650717521100294
update
deviation 2/5   epoch 15/120   F1 0.7252706021466255   accuracy 0.7794561933534743   precision 0.7104175236528177   recall 0.7689688715953307
deviation 2/5   epoch 16/120   F1 0.7386183618145137   accuracy 0.7832326283987915   precision 0.7263728918140683   recall 0.7647172891506498
update
deviation 2/5   epoch 17/120   F1 0.7312005619950825   accuracy 0.7817220543806647   precision 0.7169657548334019   recall 0.7684704460138703
deviation 2/5   epoch 18/120   F1 0.7289845417064951   accuracy 0.779833836858006   precision 0.7149809749074455   recall 0.7657171660839536
deviation 2/5   epoch 19/120   F1 0.7382498059709938   accuracy 0.7862537764350453   precision 0.7240693130399013   recall 0.7730225957728081
deviation 2/5   epoch 20/120   F1 0.741573683158858   accuracy 0.7851208459214502   precision 0.7294991772932949   recall 0.7665597632597179
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deviation 2/5   epoch 21/120   F1 0.7380958526000172   accuracy 0.7843655589123867   precision 0.7249382969971205   recall 0.7680894581416637
deviation 2/5   epoch 22/120   F1 0.7394932515842672   accuracy 0.7843655589123867   precision 0.7269359317153434   recall 0.7666835857218282
deviation 2/5   epoch 23/120   F1 0.7461742444557382   accuracy 0.7873867069486404   precision 0.7349059029206089   recall 0.7677780000249113
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deviation 2/5   epoch 24/120   F1 0.7411648401673477   accuracy 0.7873867069486404   precision 0.727486116824352   recall 0.7728112900826376
deviation 2/5   epoch 25/120   F1 0.7430951072514396   accuracy 0.7851208459214502   precision 0.7317821883998354   recall 0.7651886572533528
deviation 2/5   epoch 26/120   F1 0.7424549441183345   accuracy 0.7862537764350453   precision 0.7300622171945701   recall 0.768507627494989
deviation 2/5   epoch 27/120   F1 0.7450167636946416   accuracy 0.7881419939577039   precision 0.7326177498971617   recall 0.7707025163973849
deviation 2/5   epoch 28/120   F1 0.7475549344229264   accuracy 0.7904078549848943   precision 0.7348853352529823   recall 0.7738706817539702
update
deviation 2/5   epoch 29/120   F1 0.747093114164946   accuracy 0.7866314199395771   precision 0.7369086795557384   recall 0.7652949148785022
deviation 2/5   epoch 30/120   F1 0.7458259851266589   accuracy 0.7904078549848943   precision 0.7323169477581242   recall 0.7757564175041636
deviation 2/5   epoch 31/120   F1 0.7440503106904133   accuracy 0.783987915407855   precision 0.7340729123817359   recall 0.7618922285217882
deviation 2/5   epoch 32/120   F1 0.7429304486512724   accuracy 0.7911631419939577   precision 0.7277457836281366   recall 0.781494510103935
deviation 2/5   epoch 33/120   F1 0.7440360550050469   accuracy 0.7847432024169184   precision 0.7334970176881941   recall 0.763548727829882
deviation 2/5   epoch 34/120   F1 0.7456876671098502   accuracy 0.7896525679758308   precision 0.7326074660633484   recall 0.7738913228897919
deviation 2/5   epoch 35/120   F1 0.7486670888123179   accuracy 0.790785498489426   precision 0.7363096462361168   recall 0.7736836150117317
update
deviation 2/5   epoch 36/120   F1 0.7453657985228078   accuracy 0.7911631419939577   precision 0.7311703002879473   recall 0.7783917147534511
deviation 2/5   epoch 37/120   F1 0.7493849874513947   accuracy 0.7870090634441088   precision 0.7403306252570958   recall 0.7643913531676109
update
deviation 2/5   epoch 38/120   F1 0.7444666750460696   accuracy 0.7877643504531722   precision 0.7320495680789798   recall 0.7703023224473294
deviation 2/5   epoch 39/120   F1 0.7482757761177738   accuracy 0.7911631419939577   precision 0.7354509461127108   recall 0.7750644816128851
deviation 2/5   epoch 40/120   F1 0.7481681739816739   accuracy 0.7877643504531722   precision 0.7377570958453311   recall 0.7669418505635978
deviation 2/5   epoch 41/120   F1 0.7504910529742814   accuracy 0.7892749244712991   precision 0.7403151995063759   recall 0.7684123775283995
update
deviation 2/5   epoch 42/120   F1 0.7476275774376233   accuracy 0.7866314199395771   precision 0.7377648087206911   recall 0.7648809545120284
deviation 2/5   epoch 43/120   F1 0.7488857278330963   accuracy 0.7888972809667674   precision 0.7380347593582888   recall 0.7689094667686122
deviation 2/5   epoch 44/120   F1 0.7416821211054163   accuracy 0.7881419939577039   precision 0.7277663512957631   recall 0.7742924373130227
deviation 2/5   epoch 45/120   F1 0.7481332661820094   accuracy 0.7900302114803626   precision 0.7360294117647059   recall 0.7723243948742288
deviation 2/5   epoch 46/120   F1 0.7459769071156972   accuracy 0.7877643504531722   precision 0.7343325791855204   recall 0.7688521882254387
deviation 2/5   epoch 47/120   F1 0.7504102807155697   accuracy 0.7870090634441088   precision 0.7420428835870012   recall 0.7636974502757556
deviation 2/5   epoch 48/120   F1 0.7479835351780914   accuracy 0.7885196374622356   precision 0.7368958247634718   recall 0.7688242313201834
deviation 2/5   epoch 49/120   F1 0.7478045500433805   accuracy 0.7866314199395771   precision 0.7380501851090087   recall 0.7647469425305103
deviation 2/5   epoch 50/120   F1 0.7498190257196389   accuracy 0.7854984894259819   precision 0.7423385438091321   recall 0.7611369680851063
deviation 2/5   epoch 51/120   F1 0.7482010436693216   accuracy 0.7836102719033232   precision 0.7412098930481283   recall 0.7585357284329091
deviation 2/5   epoch 52/120   F1 0.7508038124033449   accuracy 0.7881419939577039   precision 0.7417497943233238   recall 0.7657340779912605
update
deviation 2/5   epoch 53/120   F1 0.7449163016423133   accuracy 0.7820996978851964   precision 0.7369395310571781   recall 0.7575224224879443
deviation 2/5   epoch 54/120   F1 0.7435204205820398   accuracy 0.7828549848942599   precision 0.7340806252570958   recall 0.7598908035026799
deviation 2/5   epoch 55/120   F1 0.7425213726970672   accuracy 0.7877643504531722   precision 0.7291958041958042   recall 0.7723282063814514
deviation 2/5   epoch 56/120   F1 0.7488836053920968   accuracy 0.7881419939577039   precision 0.7386106540518305   recall 0.7672008187901397
deviation 2/5   epoch 57/120   F1 0.7412047142080296   accuracy 0.7790785498489426   precision 0.7332502056766763   recall 0.7539156110172367
deviation 2/5   epoch 58/120   F1 0.7435213086526045   accuracy 0.7824773413897281   precision 0.7343685726038667   recall 0.7591186101509915
deviation 2/5   epoch 59/120   F1 0.7475549344229264   accuracy 0.7904078549848943   precision 0.7348853352529823   recall 0.7738706817539702
deviation 2/5   epoch 60/120   F1 0.7404582091015138   accuracy 0.7813444108761329   precision 0.7303810160427807   recall 0.7588869700627001
deviation 2/5   epoch 61/120   F1 0.7464638707425323   accuracy 0.7824773413897281   precision 0.7392199712052654   recall 0.7573807449206811
deviation 2/5   epoch 62/120   F1 0.7474466084530016   accuracy 0.7862537764350453   precision 0.7377673796791444   recall 0.7642078649277929
deviation 2/5   epoch 63/120   F1 0.7404852479306065   accuracy 0.7741691842900302   precision 0.7361373920197449   recall 0.7460967957151163
deviation 2/5   epoch 64/120   F1 0.7436374925500828   accuracy 0.779833836858006   precision 0.7366695804195804   recall 0.7540543337645537
deviation 2/5   epoch 65/120   F1 0.7443878846179539   accuracy 0.7817220543806647   precision 0.7363713492389963   recall 0.7571087396668792
deviation 2/5   epoch 66/120   F1 0.7413804716526162   accuracy 0.7809667673716012   precision 0.7320958453311395   recall 0.7574694548068037
deviation 2/5   epoch 67/120   F1 0.7438618216376325   accuracy 0.7843655589123867   precision 0.7334995886466474   recall 0.7628531323823615
deviation 2/5   epoch 68/120   F1 0.7465486869838813   accuracy 0.7870090634441088   precision 0.7357646030440148   recall 0.7665823631157429
deviation 2/5   epoch 69/120   F1 0.7426078710289237   accuracy 0.7832326283987915   precision 0.7323657959687371   recall 0.7613466810090566
deviation 2/5   epoch 70/120   F1 0.7453046263519039   accuracy 0.7843655589123867   precision 0.7357825997531879   recall 0.7617804409677398
deviation 2/5   epoch 71/120   F1 0.7394296000752294   accuracy 0.7787009063444109   precision 0.7306843891402715   recall 0.7541985381608023
deviation 2/5   epoch 72/120   F1 0.7454315274255205   accuracy 0.7873867069486404   precision 0.7337643973673386   recall 0.7684499359691176
deviation 2/5   epoch 73/120   F1 0.7472587818794945   accuracy 0.7854984894259819   precision 0.7380578979843686   recall 0.7627591197377943
deviation 2/5   epoch 74/120   F1 0.7410314051535426   accuracy 0.7794561933534743   precision 0.7326768819415879   recall 0.754719954967633
deviation 2/5   epoch 75/120   F1 0.7414338001351993   accuracy 0.7843655589123867   precision 0.7297896955985191   recall 0.764875521485074
deviation 2/5   epoch 76/120   F1 0.7465256929034505   accuracy 0.783987915407855   precision 0.7380681818181818   recall 0.7602009132420091
deviation 2/5   epoch 77/120   F1 0.742273634998659   accuracy 0.7805891238670695   precision 0.7338106746194981   recall 0.7561689859560987
deviation 2/5   epoch 78/120   F1 0.7436871806361521   accuracy 0.783987915407855   precision 0.7335021596051008   recall 0.7621646196256151
deviation 2/5   epoch 79/120   F1 0.7474500152344974   accuracy 0.7866314199395771   precision 0.7374794323323735   recall 0.7650169455054064
deviation 2/5   epoch 80/120   F1 0.7393375026795076   accuracy 0.770392749244713   precision 0.7375899835458659   recall 0.7412752369986868
deviation 2/5   epoch 81/120   F1 0.7449414588601074   accuracy 0.7832326283987915   precision 0.7360756890168655   recall 0.759710433501243
deviation 2/5   epoch 82/120   F1 0.7473356345306176   accuracy 0.774546827794562   precision 0.7486913821472645   recall 0.7460799147264192
deviation 2/5   epoch 83/120   F1 0.7435564342113272   accuracy 0.7783232628398792   precision 0.7378213698066639   recall 0.7515351644952635
deviation 2/5   epoch 84/120   F1 0.7434120091400345   accuracy 0.7726586102719033   precision 0.7429967091731797   recall 0.7438373763927981
deviation 2/5   epoch 85/120   F1 0.7400831291392798   accuracy 0.7715256797583081   precision 0.7378676470588235   recall 0.742606921118859
deviation 2/5   epoch 86/120   F1 0.7400614622755362   accuracy 0.7753021148036254   precision 0.7344174208144796   recall 0.7479349292835219
deviation 2/5   epoch 87/120   F1 0.7455920491023756   accuracy 0.7764350453172205   precision 0.7432563759769641   recall 0.7482584362528633
deviation 2/5   epoch 88/120   F1 0.7456394191024136   accuracy 0.7832326283987915   precision 0.7372171945701358   recall 0.7592708113804004
deviation 2/5   epoch 89/120   F1 0.7476980951370085   accuracy 0.7813444108761329   precision 0.7423668243521184   recall 0.7548817226977378
deviation 2/5   epoch 90/120   F1 0.7452455556361386   accuracy 0.7790785498489426   precision 0.7400992389962978   recall 0.7521411913994607
deviation 2/5   epoch 91/120   F1 0.7420813388868366   accuracy 0.7741691842900302   precision 0.7389911559029205   recall 0.7457782395913479
deviation 2/5   epoch 92/120   F1 0.7349930563754842   accuracy 0.7647280966767371   precision 0.7350601604278075   recall 0.7349262266280472
deviation 2/5   epoch 93/120   F1 0.7467350976412133   accuracy 0.7862537764350453   precision 0.7366258741258741   recall 0.7647486070480349
deviation 2/5   epoch 94/120   F1 0.7454789141462517   accuracy 0.783987915407855   precision 0.7363559234882764   recall 0.7608805459782346
deviation 2/5   epoch 95/120   F1 0.7371782731047127   accuracy 0.7654833836858006   precision 0.7384795351707116   recall 0.7359753006803189
deviation 2/5   epoch 96/120   F1 0.7342981426069045   accuracy 0.7571752265861027   precision 0.7422459893048128   recall 0.7295225527027496
deviation 2/5   epoch 97/120   F1 0.736476196240796   accuracy 0.7609516616314199   precision 0.7422202797202797   recall 0.7324539679387025
deviation 2/5   epoch 98/120   F1 0.7409992170431714   accuracy 0.7677492447129909   precision 0.743600884409708   recall 0.738768697313156
deviation 2/5   epoch 99/120   F1 0.7340394939473844   accuracy 0.7571752265861027   precision 0.7416752365281777   recall 0.7293561025419557
deviation 2/5   epoch 100/120   F1 0.7350791844632443   accuracy 0.7594410876132931   precision 0.7410890580008227   recall 0.7309569329380363
deviation 2/5   epoch 101/120   F1 0.7446980585814   accuracy 0.7783232628398792   precision 0.7398190045248869   recall 0.7511430738776068
deviation 2/5   epoch 102/120   F1 0.7388879991206997   accuracy 0.7628398791540786   precision 0.7450611888111889   recall 0.7346585328025643
deviation 2/5   epoch 103/120   F1 0.7333699789815254   accuracy 0.7598187311178247   precision 0.7370912176059234   recall 0.7304213443139881
deviation 2/5   epoch 104/120   F1 0.740077652466267   accuracy 0.7658610271903323   precision 0.7438991155902921   recall 0.7370377218472887
deviation 2/5   epoch 105/120   F1 0.7333848191646298   accuracy 0.7571752265861027   precision 0.7402483545865899   recall 0.7289572189074016
deviation 2/5   epoch 106/120   F1 0.739044126521881   accuracy 0.7681268882175226   precision 0.7393176676264912   recall 0.7387749971783586
deviation 2/5   epoch 107/120   F1 0.7482982405055241   accuracy 0.7854984894259819   precision 0.739770156314274   recall 0.7620611169652265
deviation 2/5   epoch 108/120   F1 0.7390750390709142   accuracy 0.7726586102719033   precision 0.7350061703002879   recall 0.7442529426697129
deviation 2/5   epoch 109/120   F1 0.7350202525917262   accuracy 0.7628398791540786   precision 0.7370706499382971   recall 0.7332123572629902
deviation 2/5   epoch 110/120   F1 0.7383731223290317   accuracy 0.7768126888217523   precision 0.7304118675442205   recall 0.7512265800474444
deviation 2/5   epoch 111/120   F1 0.7219014774097149   accuracy 0.745845921450151   precision 0.7294811805841217   recall 0.717428187422469
deviation 2/5   epoch 112/120   F1 0.7365712813065217   accuracy 0.7601963746223565   precision 0.7433669271904566   recall 0.7321271476083191
deviation 2/5   epoch 113/120   F1 0.7376301011673101   accuracy 0.7647280966767371   precision 0.7401969354175236   recall 0.7354322707293456
deviation 2/5   epoch 114/120   F1 0.7384337138959051   accuracy 0.7669939577039275   precision 0.7393253805018511   recall 0.7375883334449964
deviation 2/5   epoch 115/120   F1 0.7227381788012162   accuracy 0.7424471299093656   precision 0.7357825997531879   recall 0.7177955414965695
deviation 2/5   epoch 116/120   F1 0.7410956641047003   accuracy 0.7700151057401813   precision 0.7413024475524475   recall 0.7408913727666755
deviation 2/5   epoch 117/120   F1 0.7293394765280287   accuracy 0.752643504531722   precision 0.7371400658165363   recall 0.7246848065906374
deviation 2/5   epoch 118/120   F1 0.7262680433039294   accuracy 0.7507552870090635   precision 0.7328722747840395   recall 0.7220223154757236
deviation 2/5   epoch 119/120   F1 0.7282204339667787   accuracy 0.7537764350453172   precision 0.7334224598930481   recall 0.7245170479836196
deviation 2/5   epoch 120/120   F1 0.7155473633716208   accuracy 0.7314954682779456   precision 0.7347156519950637   recall 0.712377296251731

deviation 3/5   epoch 1/120   F1 0.4438223352020615   accuracy 0.6695619335347432   precision 0.5136852118469766   recall 0.6024013235414352
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deviation 3/5   epoch 2/120   F1 0.4676494177318058   accuracy 0.6786253776435045   precision 0.526750822706705   recall 0.6617900305931653
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deviation 3/5   epoch 3/120   F1 0.5871356850286242   accuracy 0.7111027190332326   precision 0.5941639243109831   recall 0.6982658638810058
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deviation 3/5   epoch 4/120   F1 0.6010900518740852   accuracy 0.7262084592145015   precision 0.6066176470588236   recall 0.7463119287851452
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deviation 3/5   epoch 5/120   F1 0.6459965265117389   accuracy 0.7450906344410876   precision 0.6395927601809955   recall 0.7594397265886776
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deviation 3/5   epoch 6/120   F1 0.6627935508117393   accuracy 0.7522658610271903   precision 0.652956602221308   recall 0.7624997793897037
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deviation 3/5   epoch 7/120   F1 0.6913548744798212   accuracy 0.7624622356495468   precision 0.6777149321266969   recall 0.7586378335096586
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deviation 3/5   epoch 8/120   F1 0.6969185745242132   accuracy 0.7651057401812689   precision 0.6828337104072398   recall 0.760105775983146
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deviation 3/5   epoch 9/120   F1 0.695051458766119   accuracy 0.7658610271903323   precision 0.6808309337721102   recall 0.7652307042550945
deviation 3/5   epoch 10/120   F1 0.7005209019597509   accuracy 0.7666163141993958   precision 0.6862479432332373   recall 0.7603578154425612
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deviation 3/5   epoch 11/120   F1 0.7038992685921579   accuracy 0.7673716012084593   precision 0.6896673179761414   recall 0.758523354464314
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deviation 3/5   epoch 12/120   F1 0.7014497524133382   accuracy 0.7700151057401813   precision 0.6865101809954751   recall 0.7706016966459677
deviation 3/5   epoch 13/120   F1 0.7057321099740799   accuracy 0.7696374622356495   precision 0.6910787741670095   recall 0.7633486760281909
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deviation 3/5   epoch 14/120   F1 0.6963224920644098   accuracy 0.7685045317220544   precision 0.6816690662278897   recall 0.7729403312388285
deviation 3/5   epoch 15/120   F1 0.7075712974508808   accuracy 0.7719033232628398   precision 0.6924902303578775   recall 0.7683134857351734
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deviation 3/5   epoch 16/120   F1 0.7080044572383695   accuracy 0.770392749244713   precision 0.6933566433566434   recall 0.7628326996197718
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deviation 3/5   epoch 17/120   F1 0.7117497119666991   accuracy 0.773036253776435   precision 0.6967631633072809   recall 0.7663761576058062
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deviation 3/5   epoch 18/120   F1 0.71064781497099   accuracy 0.7737915407854985   precision 0.6953311394487866   recall 0.7703466779109478
deviation 3/5   epoch 19/120   F1 0.7116068157741011   accuracy 0.7715256797583081   precision 0.6970588235294117   recall 0.761863825549386
deviation 3/5   epoch 20/120   F1 0.71064781497099   accuracy 0.7737915407854985   precision 0.6953311394487866   recall 0.7703466779109478
deviation 3/5   epoch 21/120   F1 0.7107904763992007   accuracy 0.7722809667673716   precision 0.6959121760592349   recall 0.7652240989099819
deviation 3/5   epoch 22/120   F1 0.7173851185274075   accuracy 0.7737915407854985   precision 0.7030363019333608   recall 0.7617480973273509
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deviation 3/5   epoch 23/120   F1 0.7198586655286712   accuracy 0.7764350453172205   precision 0.7050159399424105   recall 0.7665964595556893
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deviation 3/5   epoch 24/120   F1 0.7195885200553249   accuracy 0.7779456193353474   precision 0.7041495269436446   recall 0.7716406677613574
deviation 3/5   epoch 25/120   F1 0.7219710835851815   accuracy 0.7764350453172205   precision 0.7075843274372686   recall 0.7640802229286864
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deviation 3/5   epoch 26/120   F1 0.7186819078909842   accuracy 0.7749244712990937   precision 0.704170094611271   recall 0.7635327068068387
deviation 3/5   epoch 27/120   F1 0.7186727335164834   accuracy 0.775679758308157   precision 0.7038795763060468   recall 0.7657825235950235
deviation 3/5   epoch 28/120   F1 0.7233441763802295   accuracy 0.7764350453172205   precision 0.709296585767174   recall 0.7625386996904024
update
deviation 3/5   epoch 29/120   F1 0.721987801219878   accuracy 0.7779456193353474   precision 0.7070032908268202   recall 0.7685119722537184
deviation 3/5   epoch 30/120   F1 0.7231403699164487   accuracy 0.777190332326284   precision 0.7087206910736322   recall 0.7648959947793458
deviation 3/5   epoch 31/120   F1 0.7292024615853099   accuracy 0.779833836858006   precision 0.7152663512957631   recall 0.7654776767136318
update
deviation 3/5   epoch 32/120   F1 0.7315573212446257   accuracy 0.7820996978851964   precision 0.7172485602632661   recall 0.7691219641530601
update
deviation 3/5   epoch 33/120   F1 0.7232887885229904   accuracy 0.7790785498489426   precision 0.7081370835047305   recall 0.7703182350530198
deviation 3/5   epoch 34/120   F1 0.7298426625384251   accuracy 0.7828549848942599   precision 0.7146750308515014   recall 0.7734264675183273
deviation 3/5   epoch 35/120   F1 0.7207652866285743   accuracy 0.7794561933534743   precision 0.704995372274784   recall 0.7749302631896531
deviation 3/5   epoch 36/120   F1 0.7323328787255741   accuracy 0.7836102719033232   precision 0.7175236528177704   recall 0.772544173509826
update
deviation 3/5   epoch 37/120   F1 0.7243561126373628   accuracy 0.7802114803625377   precision 0.7089854997943232   recall 0.7724387333762334
deviation 3/5   epoch 38/120   F1 0.7311785716870973   accuracy 0.7828549848942599   precision 0.7163872891814068   recall 0.771747140780394
deviation 3/5   epoch 39/120   F1 0.7271523103511006   accuracy 0.7809667673716012   precision 0.7121194981489098   recall 0.7711444421074771
deviation 3/5   epoch 40/120   F1 0.7286393044974216   accuracy 0.7813444108761329   precision 0.713829185520362   recall 0.7704204927953493
deviation 3/5   epoch 41/120   F1 0.7375877668491015   accuracy 0.7851208459214502   precision 0.7237916495269436   recall 0.7706471188593433
update
deviation 3/5   epoch 42/120   F1 0.728863123795356   accuracy 0.7813444108761329   precision 0.7141145619086795   recall 0.770147226378296
deviation 3/5   epoch 43/120   F1 0.7361005798394291   accuracy 0.783987915407855   precision 0.7223724804607158   recall 0.7692168824701195
deviation 3/5   epoch 44/120   F1 0.7358530172798897   accuracy 0.7828549848942599   precision 0.7226655697243933   recall 0.7664765196950571
deviation 3/5   epoch 45/120   F1 0.741076477566831   accuracy 0.783987915407855   precision 0.7295068901686549   recall 0.7643010466166305
update
deviation 3/5   epoch 46/120   F1 0.7321672040122273   accuracy 0.7843655589123867   precision 0.7169477581242287   recall 0.7750117936922689
deviation 3/5   epoch 47/120   F1 0.7353437950091242   accuracy 0.7820996978851964   precision 0.7223853352529823   recall 0.7650467475860168
deviation 3/5   epoch 48/120   F1 0.7380043489591119   accuracy 0.7813444108761329   precision 0.7266711229946523   recall 0.7607907936702786
deviation 3/5   epoch 49/120   F1 0.7331224180488801   accuracy 0.7817220543806647   precision 0.71953414232826   recall 0.7663485082424866
deviation 3/5   epoch 50/120   F1 0.7360574231986213   accuracy 0.7828549848942599   precision 0.7229509461127108   recall 0.7662675064383777
deviation 3/5   epoch 51/120   F1 0.7358434197325583   accuracy 0.7813444108761329   precision 0.7235319827231592   recall 0.7626834376800955
deviation 3/5   epoch 52/120   F1 0.7323256744589322   accuracy 0.7802114803625377   precision 0.7192590497737557   recall 0.7632191358024691
deviation 3/5   epoch 53/120   F1 0.7358434197325583   accuracy 0.7813444108761329   precision 0.7235319827231592   recall 0.7626834376800955
deviation 3/5   epoch 54/120   F1 0.7326196877870373   accuracy 0.7809667673716012   precision 0.7192539078568491   recall 0.7648782624090347
deviation 3/5   epoch 55/120   F1 0.7281893990121373   accuracy 0.7813444108761329   precision 0.7132584327437268   recall 0.7709762039516614
deviation 3/5   epoch 56/120   F1 0.7325917374182311   accuracy 0.779833836858006   precision 0.7198323735088441   recall 0.7620040370303696
deviation 3/5   epoch 57/120   F1 0.7355928335045077   accuracy 0.7832326283987915   precision 0.7220922459893049   recall 0.7677409156841597
deviation 3/5   epoch 58/120   F1 0.7352190156801982   accuracy 0.7775679758308157   precision 0.7249845742492802   recall 0.754620654940422
deviation 3/5   epoch 59/120   F1 0.7282734820367175   accuracy 0.7790785498489426   precision 0.714415364047717   recall 0.7644281949150863
deviation 3/5   epoch 60/120   F1 0.7415636286731722   accuracy 0.7805891238670695   precision 0.7326691690662279   recall 0.7565980814473994
update
deviation 3/5   epoch 61/120   F1 0.7376483739337438   accuracy 0.7809667673716012   precision 0.726388317564788   recall 0.7602219936877195
deviation 3/5   epoch 62/120   F1 0.7350377735591136   accuracy 0.7813444108761329   precision 0.722390477169889   recall 0.7634400456218065
deviation 3/5   epoch 63/120   F1 0.736515833578095   accuracy 0.7805891238670695   precision 0.7249640065816536   recall 0.760295763597354
deviation 3/5   epoch 64/120   F1 0.7359993100474342   accuracy 0.7817220543806647   precision 0.723529411764706   recall 0.7634642715369254
deviation 3/5   epoch 65/120   F1 0.7374693152390734   accuracy 0.7828549848942599   precision 0.7249485808309337   recall 0.7648731161930393
deviation 3/5   epoch 66/120   F1 0.7386863594871753   accuracy 0.7824773413897281   precision 0.7269487865076101   recall 0.7628422720072414
deviation 3/5   epoch 67/120   F1 0.730190347725779   accuracy 0.7813444108761329   precision 0.7158268202385849   recall 0.7685702174286868
deviation 3/5   epoch 68/120   F1 0.7320535897000492   accuracy 0.7805891238670695   precision 0.7186857260386672   recall 0.7644721633409433
deviation 3/5   epoch 69/120   F1 0.7348787245655326   accuracy 0.7824773413897281   precision 0.7215266351295764   recall 0.7664982076746782
deviation 3/5   epoch 70/120   F1 0.7385408265850614   accuracy 0.783987915407855   precision 0.7257969971205265   recall 0.7666695005829771
deviation 3/5   epoch 71/120   F1 0.7461492914785178   accuracy 0.7881419939577039   precision 0.7343300082270671   recall 0.7696025325984794
update
deviation 3/5   epoch 72/120   F1 0.7412890974605886   accuracy 0.7836102719033232   precision 0.7300802139037432   recall 0.7632413793610604
deviation 3/5   epoch 73/120   F1 0.7361566049793289   accuracy 0.7836102719033232   precision 0.7226604278074866   recall 0.7681435211523799
deviation 3/5   epoch 74/120   F1 0.7400111642289133   accuracy 0.7851208459214502   precision 0.7272161661867544   recall 0.768077152032881
deviation 3/5   epoch 75/120   F1 0.7295766471416447   accuracy 0.7820996978851964   precision 0.714680172768408   recall 0.7714966994432826
deviation 3/5   epoch 76/120   F1 0.7373329300810482   accuracy 0.783987915407855   precision 0.7240847387906211   recall 0.7678977587075992
deviation 3/5   epoch 77/120   F1 0.7329091826046477   accuracy 0.783987915407855   precision 0.7180918346359523   recall 0.7729419713959362
deviation 3/5   epoch 78/120   F1 0.7280582469261715   accuracy 0.7809667673716012   precision 0.7132610037021802   recall 0.77001953125
deviation 3/5   epoch 79/120   F1 0.7365561650312094   accuracy 0.7820996978851964   precision 0.7240975935828877   recall 0.7638710932267334
deviation 3/5   epoch 80/120   F1 0.7321317285612977   accuracy 0.7813444108761329   precision 0.718395207733443   recall 0.766396967451852
deviation 3/5   epoch 81/120   F1 0.7234094485475702   accuracy 0.7802114803625377   precision 0.707843994241053   recall 0.7737100487540629
deviation 3/5   epoch 82/120   F1 0.7359529830578379   accuracy 0.7779456193353474   precision 0.7258381324557794   recall 0.7549041229454917
deviation 3/5   epoch 83/120   F1 0.7338651040702779   accuracy 0.7809667673716012   precision 0.7209661661867544   recall 0.7636257396041335
deviation 3/5   epoch 84/120   F1 0.7345280956362015   accuracy 0.7805891238670695   precision 0.722110242698478   recall 0.7620530145333075
deviation 3/5   epoch 85/120   F1 0.7369248896744145   accuracy 0.783987915407855   precision 0.7235139860139861   recall 0.7683271604938271
deviation 3/5   epoch 86/120   F1 0.7288468444205045   accuracy 0.7794561933534743   precision 0.7149835458658989   recall 0.7648348028782812
deviation 3/5   epoch 87/120   F1 0.7425831823604789   accuracy 0.783987915407855   precision 0.7317899012751954   recall 0.7630301403593737
deviation 3/5   epoch 88/120   F1 0.7376483739337438   accuracy 0.7809667673716012   precision 0.726388317564788   recall 0.7602219936877195
deviation 3/5   epoch 89/120   F1 0.7456620507405822   accuracy 0.7851208459214502   precision 0.7357774578362813   recall 0.7631176143597468
deviation 3/5   epoch 90/120   F1 0.737640404517975   accuracy 0.7847432024169184   precision 0.7240795968737146   recall 0.7695694398480777
deviation 3/5   epoch 91/120   F1 0.7472594199172837   accuracy 0.7881419939577039   precision 0.7360422665569725   recall 0.7685837779329865
update
deviation 3/5   epoch 92/120   F1 0.7327976075808863   accuracy 0.779833836858006   precision 0.7201177498971616   recall 0.7618082742202927
deviation 3/5   epoch 93/120   F1 0.7436401952342286   accuracy 0.7854984894259819   precision 0.7323503702180173   recall 0.7655940048490192
deviation 3/5   epoch 94/120   F1 0.7329527931976385   accuracy 0.7787009063444109   precision 0.7209815919374742   recall 0.7589195344129555
deviation 3/5   epoch 95/120   F1 0.731381296512537   accuracy 0.7768126888217523   precision 0.7198529411764706   recall 0.7558478208999433
deviation 3/5   epoch 96/120   F1 0.7395968886984963   accuracy 0.7794561933534743   precision 0.7303938708350473   recall 0.7555814139201661
deviation 3/5   epoch 97/120   F1 0.73360174852131   accuracy 0.7813444108761329   precision 0.720392842451666   recall 0.7648567524583921
deviation 3/5   epoch 98/120   F1 0.7394576954928214   accuracy 0.7824773413897281   precision 0.7280902920608803   recall 0.7621783278366845
deviation 3/5   epoch 99/120   F1 0.7316144797448101   accuracy 0.7794561933534743   precision 0.7186934389140271   recall 0.761994301994302
deviation 3/5   epoch 100/120   F1 0.7299005573765956   accuracy 0.777190332326284   precision 0.7175673591114768   recall 0.7579873178464728
deviation 3/5   epoch 101/120   F1 0.7261448473143185   accuracy 0.7768126888217523   precision 0.7127185314685315   recall 0.7606053304418832
deviation 3/5   epoch 102/120   F1 0.7323960853887281   accuracy 0.7783232628398792   precision 0.7204134101192925   recall 0.7585078627766257
deviation 3/5   epoch 103/120   F1 0.7333985096911241   accuracy 0.7783232628398792   precision 0.7218402920608803   recall 0.75766408590495
deviation 3/5   epoch 104/120   F1 0.7388871276385941   accuracy 0.7787009063444109   precision 0.7298282599753187   recall 0.7545249545155587
deviation 3/5   epoch 105/120   F1 0.7434517173647608   accuracy 0.7794561933534743   precision 0.7366721513780338   recall 0.7534804828619261
deviation 3/5   epoch 106/120   F1 0.726240027305971   accuracy 0.7783232628398792   precision 0.7121374948580831   recall 0.7645802854611989
deviation 3/5   epoch 107/120   F1 0.7310504999962673   accuracy 0.7790785498489426   precision 0.7181252570958454   recall 0.7615853381236073
deviation 3/5   epoch 108/120   F1 0.7353311500204975   accuracy 0.7805891238670695   precision 0.7232517482517482   recall 0.761323001109711
deviation 3/5   epoch 109/120   F1 0.734165360545125   accuracy 0.7817220543806647   precision 0.7209610242698479   recall 0.7652623456790124
deviation 3/5   epoch 110/120   F1 0.7484962817331372   accuracy 0.7862537764350453   precision 0.7394796380090498   recall 0.7634551692343372
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deviation 3/5   epoch 111/120   F1 0.7219908847874682   accuracy 0.7719033232628398   precision 0.7096128136569313   recall 0.7521657908654813
deviation 3/5   epoch 112/120   F1 0.7323349862802663   accuracy 0.777190332326284   precision 0.7209918757712875   recall 0.7559432355498386
deviation 3/5   epoch 113/120   F1 0.7285698792693891   accuracy 0.7787009063444109   precision 0.7149886877828054   recall 0.7630987776676577
deviation 3/5   epoch 114/120   F1 0.7341285515587945   accuracy 0.7768126888217523   precision 0.7238482106129165   recall 0.7537894769825846
deviation 3/5   epoch 115/120   F1 0.7355459527476746   accuracy 0.7783232628398792   precision 0.7249794323323735   recall 0.7559957874259051
deviation 3/5   epoch 116/120   F1 0.7389607238718872   accuracy 0.7813444108761329   precision 0.7280980049362402   recall 0.7600174231983512
deviation 3/5   epoch 117/120   F1 0.7501233452457892   accuracy 0.7851208459214502   precision 0.743197243932538   recall 0.7602727947463384
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deviation 3/5   epoch 118/120   F1 0.7403072899640406   accuracy 0.7802114803625377   precision 0.7309594816947758   recall 0.7566429071378576
deviation 3/5   epoch 119/120   F1 0.7355063495479983   accuracy 0.775679758308157   precision 0.726709687371452   recall 0.7506509232308531
deviation 3/5   epoch 120/120   F1 0.7223428146641104   accuracy 0.7722809667673716   precision 0.7098956190867955   recall 0.752771230750773

deviation 4/5   epoch 1/120   F1 0.4410788046258607   accuracy 0.665785498489426   precision 0.5105717811600164   recall 0.5722192218694978
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deviation 4/5   epoch 2/120   F1 0.4911891627903253   accuracy 0.6737160120845922   precision 0.532777149321267   recall 0.6136244128944859
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deviation 4/5   epoch 3/120   F1 0.5677161729102245   accuracy 0.7016616314199395   precision 0.5802447552447553   recall 0.6803963726527145
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deviation 4/5   epoch 4/120   F1 0.6262568433867575   accuracy 0.7246978851963746   precision 0.6226090086384204   recall 0.7083099008354892
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deviation 4/5   epoch 5/120   F1 0.6474621401231486   accuracy 0.7401812688821753   precision 0.6401969354175236   recall 0.737716602367096
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deviation 4/5   epoch 6/120   F1 0.6748633634308133   accuracy 0.7522658610271903   precision 0.6632301522007404   recall 0.7456396923410249
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deviation 4/5   epoch 7/120   F1 0.7021404857592171   accuracy 0.7666163141993958   precision 0.6879602015631427   recall 0.7583283864767074
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deviation 4/5   epoch 8/120   F1 0.7065847624500854   accuracy 0.7677492447129909   precision 0.6925185109008638   recall 0.756499887390377
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deviation 4/5   epoch 9/120   F1 0.7136295324738838   accuracy 0.7700151057401813   precision 0.6999228712464006   recall 0.7552471453248155
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deviation 4/5   epoch 10/120   F1 0.7135527078452679   accuracy 0.7722809667673716   precision 0.699051316330728   recall 0.7617961352583497
deviation 4/5   epoch 11/120   F1 0.7162324822838338   accuracy 0.775679758308157   precision 0.7010258124228712   recall 0.7688934894149689
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deviation 4/5   epoch 12/120   F1 0.7240526629998976   accuracy 0.777190332326284   precision 0.7098621966269025   recall 0.7638583153124323
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deviation 4/5   epoch 13/120   F1 0.7141144132543813   accuracy 0.7734138972809668   precision 0.6993289798436857   recall 0.7645359846869317
deviation 4/5   epoch 14/120   F1 0.7256003753890596   accuracy 0.7790785498489426   precision 0.7109908473879062   recall 0.7674605715887306
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deviation 4/5   epoch 15/120   F1 0.7186570335741607   accuracy 0.7764350453172205   precision 0.7035890580008227   recall 0.7681067172264355
deviation 4/5   epoch 16/120   F1 0.7293528488880127   accuracy 0.7820996978851964   precision 0.7143947963800905   recall 0.7717755556478954
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deviation 4/5   epoch 17/120   F1 0.7241206472729199   accuracy 0.7802114803625377   precision 0.7087001234060057   recall 0.7727514036402245
deviation 4/5   epoch 18/120   F1 0.7288370237639038   accuracy 0.7832326283987915   precision 0.7132455779514604   recall 0.775925389966168
deviation 4/5   epoch 19/120   F1 0.7292197861844316   accuracy 0.7817220543806647   precision 0.7143973673385438   recall 0.7708209519912446
deviation 4/5   epoch 20/120   F1 0.7297996933159248   accuracy 0.7820996978851964   precision 0.7149655491567256   recall 0.7712209125521536
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deviation 4/5   epoch 21/120   F1 0.7279941066125608   accuracy 0.7820996978851964   precision 0.7126825380501851   recall 0.7735147011052177
deviation 4/5   epoch 22/120   F1 0.7293913259842799   accuracy 0.7828549848942599   precision 0.7141042780748663   recall 0.774011320348083
deviation 4/5   epoch 23/120   F1 0.7322714218469404   accuracy 0.7828549848942599   precision 0.7178141711229946   recall 0.770430690584434
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deviation 4/5   epoch 24/120   F1 0.7377396772521867   accuracy 0.7854984894259819   precision 0.7237890785684904   recall 0.7715107846348197
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deviation 4/5   epoch 25/120   F1 0.7345599530134634   accuracy 0.7854984894259819   precision 0.7195084327437269   recall 0.7753482972136223
deviation 4/5   epoch 26/120   F1 0.7372658687431787   accuracy 0.7858761329305136   precision 0.7229303784450843   recall 0.7731160493593847
deviation 4/5   epoch 27/120   F1 0.7400881790662119   accuracy 0.7862537764350453   precision 0.7266377005347593   recall 0.7709498752105438
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deviation 4/5   epoch 28/120   F1 0.7421244629094763   accuracy 0.7877643504531722   precision 0.728625051419169   recall 0.7727632438600205
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deviation 4/5   epoch 29/120   F1 0.742153536876492   accuracy 0.7892749244712991   precision 0.7277586384204031   recall 0.7769202395688761
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deviation 4/5   epoch 30/120   F1 0.7409187314839752   accuracy 0.7892749244712991   precision 0.7260463800904977   recall 0.7784629319955407
deviation 4/5   epoch 31/120   F1 0.7450856346066927   accuracy 0.7919184290030211   precision 0.7303090292060881   recall 0.780929364678027
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deviation 4/5   epoch 32/120   F1 0.740253027774305   accuracy 0.7881419939577039   precision 0.7257687165775402   recall 0.7759900591407269
deviation 4/5   epoch 33/120   F1 0.7464928588126594   accuracy 0.7888972809667674   precision 0.7343248663101605   recall 0.7711267946053078
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deviation 4/5   epoch 34/120   F1 0.7466241519076571   accuracy 0.7900302114803626   precision 0.7337464006581653   recall 0.7738757952573743
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deviation 4/5   epoch 35/120   F1 0.7413845185937227   accuracy 0.7888972809667674   precision 0.7269050802139037   recall 0.7767772511848341
deviation 4/5   epoch 36/120   F1 0.7421995811399784   accuracy 0.7888972809667674   precision 0.7280465857671741   recall 0.7757929151246767
deviation 4/5   epoch 37/120   F1 0.7448427820477407   accuracy 0.7904078549848943   precision 0.7308900658165365   recall 0.7768934544313759
deviation 4/5   epoch 38/120   F1 0.7472396641432286   accuracy 0.7922960725075529   precision 0.7331602221308103   recall 0.7793254793254794
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deviation 4/5   epoch 39/120   F1 0.7526622266785139   accuracy 0.7922960725075529   precision 0.7414361373920197   recall 0.7734841866154115
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deviation 4/5   epoch 40/120   F1 0.7519271948608137   accuracy 0.7938066465256798   precision 0.739142842451666   recall 0.7780278574844572
deviation 4/5   epoch 41/120   F1 0.7451272919774772   accuracy 0.7915407854984894   precision 0.7305969765528588   recall 0.7797704268625525
deviation 4/5   epoch 42/120   F1 0.7533335523162923   accuracy 0.7911631419939577   precision 0.7434414849856026   recall 0.7702838095605095
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deviation 4/5   epoch 43/120   F1 0.7546018732101576   accuracy 0.7926737160120846   precision 0.7442873303167421   recall 0.772614270088045
update
deviation 4/5   epoch 44/120   F1 0.7452380345656258   accuracy 0.7904078549848943   precision 0.7314608185931715   recall 0.7764307399432732
deviation 4/5   epoch 45/120   F1 0.7573833389157119   accuracy 0.7938066465256798   precision 0.7479895104895105   recall 0.7728170085670729
update
deviation 4/5   epoch 46/120   F1 0.7541427475673828   accuracy 0.7904078549848943   precision 0.7454442616207322   recall 0.7680467512303047
deviation 4/5   epoch 47/120   F1 0.748701998432602   accuracy 0.7892749244712991   precision 0.7374614356232003   recall 0.7699535867938645
deviation 4/5   epoch 48/120   F1 0.7476307021356086   accuracy 0.7922960725075529   precision 0.7337309749074454   recall 0.7788549133639451
deviation 4/5   epoch 49/120   F1 0.753560387677882   accuracy 0.7953172205438066   precision 0.7405594405594406   recall 0.7802150247817559
deviation 4/5   epoch 50/120   F1 0.7575216400849243   accuracy 0.7964501510574018   precision 0.7459738790621144   recall 0.7788746085913515
update
deviation 4/5   epoch 51/120   F1 0.7557306995024125   accuracy 0.7953172205438066   precision 0.7439839572192514   recall 0.7778729397434433
deviation 4/5   epoch 52/120   F1 0.7477053732506126   accuracy 0.7911631419939577   precision 0.7345948169477581   recall 0.7756839188157265
deviation 4/5   epoch 53/120   F1 0.7471947888356133   accuracy 0.7900302114803626   precision 0.734602529823118   recall 0.7732761331476574
deviation 4/5   epoch 54/120   F1 0.7568795738269479   accuracy 0.7938066465256798   precision 0.7471333813245578   recall 0.7732314216845553
deviation 4/5   epoch 55/120   F1 0.7550539429100014   accuracy 0.7915407854984894   precision 0.7460073015220074   recall 0.7697513270918435
deviation 4/5   epoch 56/120   F1 0.7554293368913175   accuracy 0.7900302114803626   precision 0.7480152200740435   recall 0.7664361390677994
deviation 4/5   epoch 57/120   F1 0.7523708034057062   accuracy 0.7888972809667674   precision 0.7437422871246401   recall 0.7661880451789109
deviation 4/5   epoch 58/120   F1 0.7562149757164967   accuracy 0.7915407854984894   precision 0.7480049362402303   recall 0.7689116859946477
deviation 4/5   epoch 59/120   F1 0.7544677074062739   accuracy 0.7941842900302115   precision 0.742850164541341   recall 0.7763302336296518
deviation 4/5   epoch 60/120   F1 0.7521251562056948   accuracy 0.7926737160120846   precision 0.7402920608802962   recall 0.7749250467148142
deviation 4/5   epoch 61/120   F1 0.7558193616825079   accuracy 0.7930513595166163   precision 0.7459970176881942   recall 0.7724311611843323
deviation 4/5   epoch 62/120   F1 0.7476307021356086   accuracy 0.7922960725075529   precision 0.7337309749074454   recall 0.7788549133639451
deviation 4/5   epoch 63/120   F1 0.752733153357591   accuracy 0.7972054380664653   precision 0.7379781982723159   recall 0.7865902696343082
deviation 4/5   epoch 64/120   F1 0.7533877650395895   accuracy 0.793429003021148   precision 0.7417138009049774   recall 0.7755385768514713
deviation 4/5   epoch 65/120   F1 0.7504391835478617   accuracy 0.7964501510574018   precision 0.7351295763060468   recall 0.7874332044499723
deviation 4/5   epoch 66/120   F1 0.7555457515256458   accuracy 0.7949395770392749   precision 0.7439865281777047   recall 0.7771206330781893
deviation 4/5   epoch 67/120   F1 0.7559208716058301   accuracy 0.7960725075528701   precision 0.7436934389140272   recall 0.7795919992684776
deviation 4/5   epoch 68/120   F1 0.7550187143137352   accuracy 0.7956948640483383   precision 0.7425545043192102   recall 0.7795893464794618
deviation 4/5   epoch 69/120   F1 0.7520275913352553   accuracy 0.7960725075528701   precision 0.7377005347593583   recall 0.7841757133899702
deviation 4/5   epoch 70/120   F1 0.7518561405544821   accuracy 0.7956948640483383   precision 0.7377031057178116   recall 0.7833030109198991
deviation 4/5   epoch 71/120   F1 0.7604112243120864   accuracy 0.7990936555891238   precision 0.7485242698477993   recall 0.7825301627384961
update
deviation 4/5   epoch 72/120   F1 0.746034092418911   accuracy 0.7941842900302115   precision 0.7302936034553682   recall 0.7865723689209346
deviation 4/5   epoch 73/120   F1 0.7541111229896684   accuracy 0.7953172205438066   precision 0.7414155697243933   recall 0.7795970748323626
deviation 4/5   epoch 74/120   F1 0.7588791400913006   accuracy 0.7960725075528701   precision 0.7485448375154258   recall 0.7766540750915751
deviation 4/5   epoch 75/120   F1 0.7532991728461896   accuracy 0.7904078549848943   precision 0.7440173796791444   recall 0.7686685250094297
deviation 4/5   epoch 76/120   F1 0.7501077581883576   accuracy 0.7956948640483383   precision 0.7351347182229535   recall 0.7855815776182331
deviation 4/5   epoch 77/120   F1 0.7470401528458293   accuracy 0.7892749244712991   precision 0.7348930481283422   recall 0.7715263475420749
deviation 4/5   epoch 78/120   F1 0.7572260317679005   accuracy 0.7919184290030211   precision 0.7494292472233648   recall 0.7689850539984349
deviation 4/5   epoch 79/120   F1 0.7536935121308426   accuracy 0.7915407854984894   precision 0.7437242904154668   recall 0.7708272029939862
deviation 4/5   epoch 80/120   F1 0.7527504976636004   accuracy 0.7896525679758308   precision 0.7437371452077335   recall 0.7674801708358756
deviation 4/5   epoch 81/120   F1 0.757744232794907   accuracy 0.7941842900302115   precision 0.7482723159193747   recall 0.7733533037951661
deviation 4/5   epoch 82/120   F1 0.749872860406857   accuracy 0.793429003021148   precision 0.7362916495269436   recall 0.7793439483912146
deviation 4/5   epoch 83/120   F1 0.7488728781180066   accuracy 0.7900302114803626   precision 0.7371709173179761   recall 0.7716047201808931
deviation 4/5   epoch 84/120   F1 0.7449260794907233   accuracy 0.7915407854984894   precision 0.7303116001645413   recall 0.78002425697388
deviation 4/5   epoch 85/120   F1 0.7533868156776542   accuracy 0.7945619335347432   precision 0.7408499588646648   recall 0.7784122823441304
deviation 4/5   epoch 86/120   F1 0.7522681863257985   accuracy 0.7904078549848943   precision 0.742305121349239   recall 0.7694790596668504
deviation 4/5   epoch 87/120   F1 0.7491676460785517   accuracy 0.7858761329305136   precision 0.740909090909091   recall 0.7622530549987231
deviation 4/5   epoch 88/120   F1 0.751209742559213   accuracy 0.7900302114803626   precision 0.7408808103661044   recall 0.7695092379251128
deviation 4/5   epoch 89/120   F1 0.7477910111147823   accuracy 0.7858761329305136   precision 0.7386260798025504   recall 0.7631676319917547
deviation 4/5   epoch 90/120   F1 0.7462867178771557   accuracy 0.7919184290030211   precision 0.7320212875359935   recall 0.7794165341135584
deviation 4/5   epoch 91/120   F1 0.745166567791087   accuracy 0.7911631419939577   precision 0.7308849238996298   recall 0.7786346730374685
deviation 4/5   epoch 92/120   F1 0.7468524107532011   accuracy 0.7892749244712991   precision 0.7346076717400247   recall 0.771712461738188
deviation 4/5   epoch 93/120   F1 0.7377112750263435   accuracy 0.7870090634441088   precision 0.7229226655697244   recall 0.7758414455684928
deviation 4/5   epoch 94/120   F1 0.7494211603751684   accuracy 0.7900302114803626   precision 0.7380270464829288   recall 0.7710886236066092
deviation 4/5   epoch 95/120   F1 0.7478012887495645   accuracy 0.7885196374622356   precision 0.7366104483751543   recall 0.7689861578750468
deviation 4/5   epoch 96/120   F1 0.7417248931790807   accuracy 0.7877643504531722   precision 0.728054298642534   recall 0.7732085932085933
deviation 4/5   epoch 97/120   F1 0.7422613114756353   accuracy 0.7862537764350453   precision 0.7297768408062526   recall 0.7686978194270322
deviation 4/5   epoch 98/120   F1 0.741925389532643   accuracy 0.7760574018126888   precision 0.7369806663924311   recall 0.7485173040175517
deviation 4/5   epoch 99/120   F1 0.7506537531216343   accuracy 0.7824773413897281   precision 0.746639757301522   recall 0.7556556684601712
deviation 4/5   epoch 100/120   F1 0.7344024565639152   accuracy 0.7862537764350453   precision 0.7189325380501851   recall 0.7778562688636921
deviation 4/5   epoch 101/120   F1 0.736912807244502   accuracy 0.7824773413897281   precision 0.724380399012752   recall 0.7644672927215813
deviation 4/5   epoch 102/120   F1 0.7502408168507577   accuracy 0.7870090634441088   precision 0.7417575071986837   recall 0.7638084657509651
deviation 4/5   epoch 103/120   F1 0.7496841022138707   accuracy 0.779833836858006   precision 0.7475138831756478   recall 0.7521306497327727
deviation 4/5   epoch 104/120   F1 0.7447323477611144   accuracy 0.7817220543806647   precision 0.7369421020156315   recall 0.7569162578055308
deviation 4/5   epoch 105/120   F1 0.7317737230954506   accuracy 0.7820996978851964   precision 0.7175339366515837   recall 0.7688726348879499
deviation 4/5   epoch 106/120   F1 0.7388782474212177   accuracy 0.7900302114803626   precision 0.7229020979020979   recall 0.7835668589819067
deviation 4/5   epoch 107/120   F1 0.7400294937586542   accuracy 0.7824773413897281   precision 0.728946421225833   recall 0.7617030343104843
deviation 4/5   epoch 108/120   F1 0.7394336483456614   accuracy 0.7783232628398792   precision 0.7309723364870424   recall 0.7534719111822732
deviation 4/5   epoch 109/120   F1 0.7501636692015972   accuracy 0.7775679758308157   precision 0.7509538255861785   recall 0.749407372913349
deviation 4/5   epoch 110/120   F1 0.7374228358721463   accuracy 0.7813444108761329   precision 0.7258149938296997   recall 0.7612804027798952
deviation 4/5   epoch 111/120   F1 0.7433739088483364   accuracy 0.7760574018126888   precision 0.7395490538872892   recall 0.7481399490670617
deviation 4/5   epoch 112/120   F1 0.7471762689490717   accuracy 0.7832326283987915   precision 0.7397855820649939   recall 0.7583859707446808
deviation 4/5   epoch 113/120   F1 0.7400511324282936   accuracy 0.7820996978851964   precision 0.7292343685726038   recall 0.7608373222363211
deviation 4/5   epoch 114/120   F1 0.7334639493432931   accuracy 0.7854984894259819   precision 0.718081550802139   recall 0.7767762460233298
deviation 4/5   epoch 115/120   F1 0.7483217429433334   accuracy 0.7753021148036254   precision 0.7498277457836281   recall 0.746937988509873
deviation 4/5   epoch 116/120   F1 0.7465256929034505   accuracy 0.783987915407855   precision 0.7380681818181818   recall 0.7602009132420091
deviation 4/5   epoch 117/120   F1 0.7458004739069846   accuracy 0.7828549848942599   precision 0.7377905183052242   recall 0.7584473348343366
deviation 4/5   epoch 118/120   F1 0.7442098810221269   accuracy 0.7851208459214502   precision 0.7334944467297408   recall 0.7642514899061721
deviation 4/5   epoch 119/120   F1 0.7431128286772113   accuracy 0.7794561933534743   precision 0.7361013986013987   recall 0.753637438271264
deviation 4/5   epoch 120/120   F1 0.7382792076418871   accuracy 0.7707703927492447   precision 0.7353044014808721   recall 0.7418302941827322

deviation 5/5   epoch 1/120   F1 0.4649429178150615   accuracy 0.676737160120846   precision 0.5247660427807487   recall 0.6483757682177349
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deviation 5/5   epoch 2/120   F1 0.6295435853519981   accuracy 0.7258308157099698   precision 0.6251696832579186   recall 0.7089214066556526
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deviation 5/5   epoch 3/120   F1 0.6688262321890666   accuracy 0.745845921450151   precision 0.6581370835047305   recall 0.73230952697937
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deviation 5/5   epoch 4/120   F1 0.6920032394516303   accuracy 0.7564199395770392   precision 0.6794683257918552   recall 0.7397416644987023
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deviation 5/5   epoch 5/120   F1 0.708802338157793   accuracy 0.7685045317220544   precision 0.6947963800904977   recall 0.756199960945128
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deviation 5/5   epoch 6/120   F1 0.7091487840343451   accuracy 0.7719033232628398   precision 0.6942024886877829   recall 0.7661674800472171
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deviation 5/5   epoch 7/120   F1 0.7164802505640069   accuracy 0.775679758308157   precision 0.7013111888111888   recall 0.7685668227264153
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deviation 5/5   epoch 8/120   F1 0.7251168457130811   accuracy 0.7783232628398792   precision 0.7107106129164953   recall 0.7658524816828651
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deviation 5/5   epoch 9/120   F1 0.7346969428069104   accuracy 0.7836102719033232   precision 0.7206627930892637   recall 0.7697483435175021
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deviation 5/5   epoch 10/120   F1 0.7292944692401127   accuracy 0.7832326283987915   precision 0.7138163307280954   recall 0.7753084417196598
deviation 5/5   epoch 11/120   F1 0.7292600789402495   accuracy 0.7824773413897281   precision 0.7141068490333196   recall 0.7730288932820578
deviation 5/5   epoch 12/120   F1 0.73650019664033   accuracy 0.7866314199395771   precision 0.7214983545865898   recall 0.7762552557006064
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deviation 5/5   epoch 13/120   F1 0.735260142500487   accuracy 0.7873867069486404   precision 0.7194955779514604   recall 0.7802361697500851
deviation 5/5   epoch 14/120   F1 0.7322571423934929   accuracy 0.7858761329305136   precision 0.7163667215137803   recall 0.7796190697693736
deviation 5/5   epoch 15/120   F1 0.7349004939623276   accuracy 0.7870090634441088   precision 0.719212772521596   recall 0.7795399630842669
deviation 5/5   epoch 16/120   F1 0.7415893083622036   accuracy 0.7888972809667674   precision 0.7271904566022214   recall 0.7765269840524778
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deviation 5/5   epoch 17/120   F1 0.7405100327741707   accuracy 0.7877643504531722   precision 0.7263420403126286   recall 0.7746081504702195
deviation 5/5   epoch 18/120   F1 0.7457127279936558   accuracy 0.7892749244712991   precision 0.7328954134101193   recall 0.7728787112010796
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deviation 5/5   epoch 19/120   F1 0.74112626013098   accuracy 0.7892749244712991   precision 0.7263317564788153   recall 0.7781986013278852
deviation 5/5   epoch 20/120   F1 0.7453657985228078   accuracy 0.7911631419939577   precision 0.7311703002879473   recall 0.7783917147534511
deviation 5/5   epoch 21/120   F1 0.7406524903804275   accuracy 0.7896525679758308   precision 0.7254730563554093   recall 0.7799397028393771
deviation 5/5   epoch 22/120   F1 0.7474989294349164   accuracy 0.7938066465256798   precision 0.732579185520362   recall 0.7833916527524991
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deviation 5/5   epoch 23/120   F1 0.7515554761282872   accuracy 0.7938066465256798   precision 0.7385720896750309   recall 0.7784395741565346
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deviation 5/5   epoch 24/120   F1 0.7477053732506126   accuracy 0.7911631419939577   precision 0.7345948169477581   recall 0.7756839188157265
deviation 5/5   epoch 25/120   F1 0.7393110091223299   accuracy 0.7900302114803626   precision 0.7234728506787331   recall 0.78294921875
deviation 5/5   epoch 26/120   F1 0.7476012384580353   accuracy 0.7926737160120846   precision 0.7334430275606746   recall 0.7799550776929296
deviation 5/5   epoch 27/120   F1 0.7528457285865207   accuracy 0.7938066465256798   precision 0.7405697243932539   recall 0.7770410504655741
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deviation 5/5   epoch 28/120   F1 0.754285635731273   accuracy 0.7960725075528701   precision 0.7411250514191691   recall 0.7814191581549983
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deviation 5/5   epoch 29/120   F1 0.7548361699632473   accuracy 0.7960725075528701   precision 0.7419811805841218   recall 0.7807880597727348
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deviation 5/5   epoch 30/120   F1 0.7497017680034497   accuracy 0.7930513595166163   precision 0.7362942204853969   recall 0.778509589306764
deviation 5/5   epoch 31/120   F1 0.7537445780486466   accuracy 0.7953172205438066   precision 0.7408448169477582   recall 0.7800065758010521
deviation 5/5   epoch 32/120   F1 0.7551989722717477   accuracy 0.7964501510574018   precision 0.742263986013986   recall 0.7813858921843306
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deviation 5/5   epoch 33/120   F1 0.748380594445809   accuracy 0.7926737160120846   precision 0.7345845331139449   recall 0.7790150808012005
deviation 5/5   epoch 34/120   F1 0.7507464013858285   accuracy 0.7949395770392749   precision 0.7365667420814479   recall 0.7825286800462105
deviation 5/5   epoch 35/120   F1 0.7559258010487853   accuracy 0.7968277945619335   precision 0.7431175442204854   recall 0.7815682281059063
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deviation 5/5   epoch 36/120   F1 0.7560455703007001   accuracy 0.7941842900302115   precision 0.7454185520361991   recall 0.7748244344366895
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deviation 5/5   epoch 37/120   F1 0.7486871243277444   accuracy 0.7938066465256798   precision 0.7342914438502673   recall 0.781854368541675
deviation 5/5   epoch 38/120   F1 0.7546563825895498   accuracy 0.7953172205438066   precision 0.742271698889346   recall 0.7790010510577193
deviation 5/5   epoch 39/120   F1 0.7629487233852084   accuracy 0.7990936555891238   precision 0.7528049156725627   recall 0.7799706166238158
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deviation 5/5   epoch 40/120   F1 0.7562598670177356   accuracy 0.7953172205438066   precision 0.7448400863842041   recall 0.7773399732075252
deviation 5/5   epoch 41/120   F1 0.7604970520439949   accuracy 0.797583081570997   precision 0.7499614356232003   recall 0.7787070401298004
deviation 5/5   epoch 42/120   F1 0.7508322738883384   accuracy 0.7930513595166163   precision 0.7380064788153023   recall 0.777241214081428
deviation 5/5   epoch 43/120   F1 0.7557221717367604   accuracy 0.7949395770392749   precision 0.7442719045660222   recall 0.7769449830829849
deviation 5/5   epoch 44/120   F1 0.7639605863430436   accuracy 0.7979607250755287   precision 0.7556663924310982   recall 0.776568480554561
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deviation 5/5   epoch 45/120   F1 0.7577431997312729   accuracy 0.7987160120845922   precision 0.7445315713698066   recall 0.7845668988616636
deviation 5/5   epoch 46/120   F1 0.76131341534876   accuracy 0.7956948640483383   precision 0.75311343068696   recall 0.7738068006021186
deviation 5/5   epoch 47/120   F1 0.7610686128621387   accuracy 0.7949395770392749   precision 0.7534039489921842   recall 0.7724329673078505
deviation 5/5   epoch 48/120   F1 0.7552885789654684   accuracy 0.7926737160120846   precision 0.7454288358700123   recall 0.7720306049391071
deviation 5/5   epoch 49/120   F1 0.7599831963353028   accuracy 0.7953172205438066   precision 0.7511183669271904   recall 0.7740231394200556
deviation 5/5   epoch 50/120   F1 0.7569499118586557   accuracy 0.790785498489426   precision 0.7500077128753599   recall 0.7669604128918904
deviation 5/5   epoch 51/120   F1 0.7612305242140888   accuracy 0.7964501510574018   precision 0.7522521596051008   recall 0.7754815754358799
deviation 5/5   epoch 52/120   F1 0.7572232621228543   accuracy 0.7904078549848943   precision 0.7508664129987659   recall 0.7661037899411693
deviation 5/5   epoch 53/120   F1 0.7591880461460974   accuracy 0.7938066465256798   precision 0.7511286507610038   recall 0.7714481831015663
deviation 5/5   epoch 54/120   F1 0.7576213496324937   accuracy 0.7926737160120846   precision 0.7494241053064583   recall 0.7702382370002374
deviation 5/5   epoch 55/120   F1 0.757836061527851   accuracy 0.7956948640483383   precision 0.7471205265322913   recall 0.776730338348327
deviation 5/5   epoch 56/120   F1 0.755699005112824   accuracy 0.7941842900302115   precision 0.744847799259564   recall 0.775143785567201
deviation 5/5   epoch 57/120   F1 0.7551177580861563   accuracy 0.7926737160120846   precision 0.7451434594816948   recall 0.7721734470255693
deviation 5/5   epoch 58/120   F1 0.7536836813657676   accuracy 0.7870090634441088   precision 0.7477504113533526   recall 0.7618478937228784
deviation 5/5   epoch 59/120   F1 0.7523234556353896   accuracy 0.7881419939577039   precision 0.7443181818181819   recall 0.7647062305406589
deviation 5/5   epoch 60/120   F1 0.7500871278000125   accuracy 0.7873867069486404   precision 0.7411841834635953   recall 0.764678518905155
deviation 5/5   epoch 61/120   F1 0.7527296095107086   accuracy 0.7892749244712991   precision 0.7440250925545043   recall 0.76671162627327
deviation 5/5   epoch 62/120   F1 0.7560098609710884   accuracy 0.793429003021148   precision 0.7459944467297408   recall 0.7731182657580993
deviation 5/5   epoch 63/120   F1 0.7543782528124665   accuracy 0.7915407854984894   precision 0.7448657959687371   recall 0.7702734147760326
deviation 5/5   epoch 64/120   F1 0.7557415895245201   accuracy 0.7960725075528701   precision 0.7434080625257096   recall 0.7797853351773704
deviation 5/5   epoch 65/120   F1 0.7533427014137284   accuracy 0.7885196374622356   precision 0.7457424928013163   recall 0.7648049645390071
deviation 5/5   epoch 66/120   F1 0.7474884420322123   accuracy 0.7828549848942599   precision 0.7406442821883998   recall 0.757540582500497
deviation 5/5   epoch 67/120   F1 0.7535545312931491   accuracy 0.7926737160120846   precision 0.7425750719868367   recall 0.7735524460825352
deviation 5/5   epoch 68/120   F1 0.7498760242756275   accuracy 0.7824773413897281   precision 0.7452128753599341   recall 0.7559054273050216
deviation 5/5   epoch 69/120   F1 0.753701182864349   accuracy 0.7888972809667674   precision 0.7460252982311806   recall 0.7653142278476801
deviation 5/5   epoch 70/120   F1 0.7512210078470104   accuracy 0.790785498489426   precision 0.7403049156725627   recall 0.7712328210604513
deviation 5/5   epoch 71/120   F1 0.7533965915087799   accuracy 0.7858761329305136   precision 0.7483288770053476   recall 0.7600547760059824
deviation 5/5   epoch 72/120   F1 0.7481567342722946   accuracy 0.7866314199395771   precision 0.7386209378856438   recall 0.7644848061722811
deviation 5/5   epoch 73/120   F1 0.7507423101948337   accuracy 0.7847432024169184   precision 0.7446266968325792   recall 0.7592960989767138
deviation 5/5   epoch 74/120   F1 0.7464824143612234   accuracy 0.7828549848942599   precision 0.7389320238584944   recall 0.7580640682543154
deviation 5/5   epoch 75/120   F1 0.7488498787359661   accuracy 0.7817220543806647   precision 0.7440765117235706   recall 0.7550705947151359
deviation 5/5   epoch 76/120   F1 0.7509749177545418   accuracy 0.7881419939577039   precision 0.7420351707116413   recall 0.7656124028820619
deviation 5/5   epoch 77/120   F1 0.7507683043506681   accuracy 0.7873867069486404   precision 0.7423256890168655   recall 0.7642166601842411
deviation 5/5   epoch 78/120   F1 0.7497836527839622   accuracy 0.7900302114803626   precision 0.738597799259564   recall 0.7707555949737865
deviation 5/5   epoch 79/120   F1 0.7518756454315101   accuracy 0.7836102719033232   precision 0.7477735499794322   recall 0.757002987399056
deviation 5/5   epoch 80/120   F1 0.7509570619086348   accuracy 0.7877643504531722   precision 0.7423231180584122   recall 0.7648514225500527
deviation 5/5   epoch 81/120   F1 0.7562059133995465   accuracy 0.7873867069486404   precision 0.7520284862196627   recall 0.7614164178278588
deviation 5/5   epoch 82/120   F1 0.7541632579541695   accuracy 0.7790785498489426   precision 0.7575071986836692   recall 0.751378017599724
deviation 5/5   epoch 83/120   F1 0.7576248575907768   accuracy 0.7870090634441088   precision 0.7551701974496092   recall 0.7604172406283536
deviation 5/5   epoch 84/120   F1 0.7529263782130755   accuracy 0.7817220543806647   precision 0.7517816742081448   recall 0.7541443489453579
deviation 5/5   epoch 85/120   F1 0.7572671340223653   accuracy 0.790785498489426   precision 0.7505784656519952   recall 0.7667759700446702
deviation 5/5   epoch 86/120   F1 0.7548715171329157   accuracy 0.7877643504531722   precision 0.7491721513780337   recall 0.7625970331233489
deviation 5/5   epoch 87/120   F1 0.7546691711619145   accuracy 0.790785498489426   precision 0.746012443438914   recall 0.7684514992369154
deviation 5/5   epoch 88/120   F1 0.7533115494349852   accuracy 0.7881419939577039   precision 0.7460304401480873   recall 0.7641028029322984
deviation 5/5   epoch 89/120   F1 0.7540282773295313   accuracy 0.7888972809667674   precision 0.7465960510078158   recall 0.7651138396605229
deviation 5/5   epoch 90/120   F1 0.7511264877129891   accuracy 0.7877643504531722   precision 0.7426084944467297   recall 0.7647370724481551
deviation 5/5   epoch 91/120   F1 0.7526656355340262   accuracy 0.7926737160120846   precision 0.7411481900452489   recall 0.7743936197054855
deviation 5/5   epoch 92/120   F1 0.754214189038076   accuracy 0.7851208459214502   precision 0.7506170300287947   recall 0.7585760412639403
deviation 5/5   epoch 93/120   F1 0.7515059891284999   accuracy 0.7802114803625377   precision 0.7506504524886878   recall 0.7524025267954229
deviation 5/5   epoch 94/120   F1 0.7478119914025629   accuracy 0.7794561933534743   precision 0.744377313862608   recall 0.7519729081341868
deviation 5/5   epoch 95/120   F1 0.7480182133885334   accuracy 0.7813444108761329   precision 0.7429375771287536   recall 0.7547642076953927
deviation 5/5   epoch 96/120   F1 0.7535581997415162   accuracy 0.7828549848942599   precision 0.7517739613327848   recall 0.7555226139339797
deviation 5/5   epoch 97/120   F1 0.7542804440252111   accuracy 0.7828549848942599   precision 0.7532008432743726   recall 0.7554245458877842
deviation 5/5   epoch 98/120   F1 0.7444707145138851   accuracy 0.7760574018126888   precision 0.7415466886055122   recall 0.7479260222442567
deviation 5/5   epoch 99/120   F1 0.7481195684112251   accuracy 0.7794561933534743   precision 0.7449480666392432   recall 0.7519043199839246
deviation 5/5   epoch 100/120   F1 0.7497879675421956   accuracy 0.7817220543806647   precision 0.745788770053476   recall 0.7547735733911092
deviation 5/5   epoch 101/120   F1 0.7478348035284683   accuracy 0.770392749244713   precision 0.7549979432332374   recall 0.7431171072240961
deviation 5/5   epoch 102/120   F1 0.747623785136601   accuracy 0.7726586102719033   precision 0.7515580008227067   recall 0.7444811465722516
deviation 5/5   epoch 103/120   F1 0.7430360480913614   accuracy 0.770392749244713   precision 0.744724393253805   recall 0.7415056426077778
deviation 5/5   epoch 104/120   F1 0.7474334690148982   accuracy 0.7854984894259819   precision 0.7383432743726861   recall 0.7626381098079211
deviation 5/5   epoch 105/120   F1 0.7443771179436317   accuracy 0.7741691842900302   precision 0.743271801727684   recall 0.7455546213253612
deviation 5/5   epoch 106/120   F1 0.7376620693870926   accuracy 0.7692598187311178   precision 0.735600061703003   recall 0.7399946050383965
deviation 5/5   epoch 107/120   F1 0.7482010436693216   accuracy 0.7836102719033232   precision 0.7412098930481283   recall 0.7585357284329091
deviation 5/5   epoch 108/120   F1 0.7458223629160612   accuracy 0.7836102719033232   precision 0.7372146236116824   recall 0.7598984399812119
deviation 5/5   epoch 109/120   F1 0.7456759326403997   accuracy 0.7749244712990937   precision 0.7449789181406828   recall 0.7464010964146723
deviation 5/5   epoch 110/120   F1 0.7410549861246587   accuracy 0.7753021148036254   precision 0.736129679144385   recall 0.7476248892064316
deviation 5/5   epoch 111/120   F1 0.7390060435476695   accuracy 0.7639728096676737   precision 0.7439119703825586   recall 0.7353631436331172
deviation 5/5   epoch 112/120   F1 0.7437832607643928   accuracy 0.7669939577039275   precision 0.7504550596462362   recall 0.7392998629915738
deviation 5/5   epoch 113/120   F1 0.7439621830683283   accuracy 0.775679758308157   precision 0.7409785067873302   recall 0.7475020332287673
deviation 5/5   epoch 114/120   F1 0.7326002149762141   accuracy 0.7579305135951662   precision 0.7376748251748252   recall 0.7289209359049361
deviation 5/5   epoch 115/120   F1 0.741969012895053   accuracy 0.7677492447129909   precision 0.7455985191279308   recall 0.7390400662610015
deviation 5/5   epoch 116/120   F1 0.7450835676254748   accuracy 0.7790785498489426   precision 0.7398138626079802   recall 0.7521969357469378
