deviation 1/5   epoch 1/120   F1 0.41552406545464815   accuracy 0.6457703927492447   precision 0.49044631838749486   recall 0.44483618603684516
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deviation 1/5   epoch 2/120   F1 0.4133155378545737   accuracy 0.6537009063444109   precision 0.4946729740847388   recall 0.4559090304561777
deviation 1/5   epoch 3/120   F1 0.43063752605293215   accuracy 0.6514350453172205   precision 0.4986836692719046   recall 0.49319490548295236
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deviation 1/5   epoch 4/120   F1 0.4511816882826374   accuracy 0.6570996978851964   precision 0.5089186548745372   recall 0.5379860495165512
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deviation 1/5   epoch 5/120   F1 0.46934200061372366   accuracy 0.6616314199395771   precision 0.5180198477992596   recall 0.5651279049238518
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deviation 1/5   epoch 6/120   F1 0.48115404859105404   accuracy 0.6654078549848943   precision 0.5245577951460304   recall 0.5818123420838508
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deviation 1/5   epoch 7/120   F1 0.49841215174201203   accuracy 0.6718277945619335   precision 0.5347876388317565   recall 0.6052572213135955
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deviation 1/5   epoch 8/120   F1 0.5153773703418164   accuracy 0.6748489425981873   precision 0.5436137392019745   recall 0.6135948546164651
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deviation 1/5   epoch 9/120   F1 0.5447651637309567   accuracy 0.6835347432024169   precision 0.561533319621555   recall 0.633587850169957
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deviation 1/5   epoch 10/120   F1 0.5576008381775301   accuracy 0.6880664652567976   precision 0.5700637597696422   recall 0.6425052945329045
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deviation 1/5   epoch 11/120   F1 0.5615518265413444   accuracy 0.6899546827794562   precision 0.5729046688605512   recall 0.6463860980441503
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deviation 1/5   epoch 12/120   F1 0.5918581432370505   accuracy 0.6963746223564955   precision 0.5934080625257097   recall 0.6529510819230445
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deviation 1/5   epoch 13/120   F1 0.5899727392317426   accuracy 0.7005287009063444   precision 0.5930944055944056   recall 0.663436637836191
deviation 1/5   epoch 14/120   F1 0.5988537427602911   accuracy 0.7020392749244713   precision 0.5993624023035787   recall 0.6636283771268292
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deviation 1/5   epoch 15/120   F1 0.6075969273574064   accuracy 0.7039274924471299   precision 0.6059132044426162   recall 0.6648578563196312
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deviation 1/5   epoch 16/120   F1 0.6137488720886317   accuracy 0.7077039274924471   precision 0.6110242698477992   recall 0.6710372579540008
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deviation 1/5   epoch 17/120   F1 0.6122937748420941   accuracy 0.7073262839879154   precision 0.6098853352529823   recall 0.6707442521474862
deviation 1/5   epoch 18/120   F1 0.6214493421752544   accuracy 0.7077039274924471   precision 0.6170171740024681   recall 0.6684842158256337
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deviation 1/5   epoch 19/120   F1 0.6198593586054916   accuracy 0.7114803625377644   precision 0.6161353352529824   recall 0.6771034266447111
deviation 1/5   epoch 20/120   F1 0.6225315301728631   accuracy 0.7133685800604229   precision 0.6184054915672563   recall 0.6802630458798905
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deviation 1/5   epoch 21/120   F1 0.6323236125074125   accuracy 0.7141238670694864   precision 0.6263908885232414   recall 0.677966262757353
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deviation 1/5   epoch 22/120   F1 0.6346299944278169   accuracy 0.7148791540785498   precision 0.6283833813245578   recall 0.6786991385503419
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deviation 1/5   epoch 23/120   F1 0.645218908695894   accuracy 0.7197885196374623   precision 0.6377673796791443   recall 0.6847672049072646
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deviation 1/5   epoch 24/120   F1 0.6458090627454026   accuracy 0.7190332326283988   precision 0.6383432743726861   recall 0.6831243789221492
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deviation 1/5   epoch 25/120   F1 0.6523067064289776   accuracy 0.7220543806646526   precision 0.6443156108597285   recall 0.6867346633267133
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deviation 1/5   epoch 26/120   F1 0.6553968125213809   accuracy 0.7212990936555891   precision 0.6474598930481283   recall 0.6845460834312006
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deviation 1/5   epoch 27/120   F1 0.6529575613867185   accuracy 0.722809667673716   precision 0.644881221719457   recall 0.6879310344827586
deviation 1/5   epoch 28/120   F1 0.6556778105733205   accuracy 0.7212990936555891   precision 0.647745269436446   recall 0.6844800133543922
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deviation 1/5   epoch 29/120   F1 0.6604976012355692   accuracy 0.7224320241691843   precision 0.6525889551624846   recall 0.685326075501539
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deviation 1/5   epoch 30/120   F1 0.6584275041157097   accuracy 0.7231873111782477   precision 0.6503008021390375   recall 0.6870310606696819
deviation 1/5   epoch 31/120   F1 0.6580530775781435   accuracy 0.7205438066465257   precision 0.6503187988482106   recall 0.6827650449504232
deviation 1/5   epoch 32/120   F1 0.6561796156584286   accuracy 0.7231873111782477   precision 0.6480177910324969   recall 0.6876333664941814
deviation 1/5   epoch 33/120   F1 0.6613598349687778   accuracy 0.722809667673716   precision 0.653442513368984   recall 0.6857663097609561
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deviation 1/5   epoch 34/120   F1 0.6634039759858454   accuracy 0.7239425981873112   precision 0.655432435211847   recall 0.687182791703917
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deviation 1/5   epoch 35/120   F1 0.668856504485277   accuracy 0.7280966767371602   precision 0.6605409296585767   recall 0.6927283950617285
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deviation 1/5   epoch 36/120   F1 0.6714707944407021   accuracy 0.7273413897280967   precision 0.6636852118469765   recall 0.6910384435349328
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deviation 1/5   epoch 37/120   F1 0.6655758580759368   accuracy 0.7273413897280967   precision 0.6571215549156726   recall 0.6922821589818617
deviation 1/5   epoch 38/120   F1 0.6730256729945034   accuracy 0.7277190332326284   precision 0.6653948992184286   recall 0.6913710208194668
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deviation 1/5   epoch 39/120   F1 0.671887390959556   accuracy 0.7280966767371602   precision 0.6639654463183875   recall 0.6921149026412184
deviation 1/5   epoch 40/120   F1 0.6769873054772029   accuracy 0.7311178247734139   precision 0.6690816536404771   recall 0.6958230607067568
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deviation 1/5   epoch 41/120   F1 0.6761722954169872   accuracy 0.7307401812688822   precision 0.6682280954339778   recall 0.6953943444215757
deviation 1/5   epoch 42/120   F1 0.6847135850048174   accuracy 0.7371601208459214   precision 0.6764603044014809   recall 0.7035951589938301
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deviation 1/5   epoch 43/120   F1 0.6769672987335789   accuracy 0.7341389728096677   precision 0.668204956807898   recall 0.7006784880635791
deviation 1/5   epoch 44/120   F1 0.6830026982290677   accuracy 0.7360271903323263   precision 0.6747557589469354   recall 0.7022020518274203
deviation 1/5   epoch 45/120   F1 0.6846299366023285   accuracy 0.7360271903323263   precision 0.6767533936651584   recall 0.7018569370154975
deviation 1/5   epoch 46/120   F1 0.6839576294200223   accuracy 0.7352719033232629   precision 0.6761877828054299   recall 0.7008430248958308
deviation 1/5   epoch 47/120   F1 0.6810896032232635   accuracy 0.7341389728096677   precision 0.6730563554092965   recall 0.6996677740863788
deviation 1/5   epoch 48/120   F1 0.6867748557400164   accuracy 0.7356495468277946   precision 0.6796097285067872   recall 0.7009561532951908
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deviation 1/5   epoch 49/120   F1 0.6828252438217983   accuracy 0.7345166163141994   precision 0.6750514191690662   recall 0.6999132382183446
deviation 1/5   epoch 50/120   F1 0.6747087362164317   accuracy 0.7307401812688822   precision 0.6665158371040724   recall 0.6956809579810733
deviation 1/5   epoch 51/120   F1 0.6875360543803157   accuracy 0.7352719033232629   precision 0.6807538050185109   recall 0.7003455166542589
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deviation 1/5   epoch 52/120   F1 0.6821542492740595   accuracy 0.7337613293051359   precision 0.6744858083093377   recall 0.6989028806891908
deviation 1/5   epoch 53/120   F1 0.6803508691280966   accuracy 0.7322507552870091   precision 0.6727838338132456   recall 0.6969627364825508
deviation 1/5   epoch 54/120   F1 0.6835306756010916   accuracy 0.7330060422960725   precision 0.6764885849444673   recall 0.6976353260153725
deviation 1/5   epoch 55/120   F1 0.6837495272915934   accuracy 0.7322507552870091   precision 0.677064479638009   recall 0.6965879484231732
deviation 1/5   epoch 56/120   F1 0.6857530932070223   accuracy 0.7337613293051359   precision 0.6790518305224187   recall 0.6984590669625523
deviation 1/5   epoch 57/120   F1 0.6863315310545197   accuracy 0.736404833836858   precision 0.6787484574249281   recall 0.7021134028110874
deviation 1/5   epoch 58/120   F1 0.6846431719842894   accuracy 0.7352719033232629   precision 0.6770439119703826   recall 0.7007247755025006
deviation 1/5   epoch 59/120   F1 0.6875636817681436   accuracy 0.7367824773413897   precision 0.6801727684080625   recall 0.7024662574294326
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deviation 1/5   epoch 60/120   F1 0.6863226315949337   accuracy 0.7348942598187311   precision 0.6793294940353765   recall 0.6999524141232589
deviation 1/5   epoch 61/120   F1 0.6822302224683836   accuracy 0.7348942598187311   precision 0.6741927190456602   recall 0.7006010273719117
deviation 1/5   epoch 62/120   F1 0.6812242039697904   accuracy 0.7337613293051359   precision 0.6733443027560675   recall 0.6990648169676303
deviation 1/5   epoch 63/120   F1 0.6827203181728752   accuracy 0.7341389728096677   precision 0.6750539901275195   recall 0.6993687101600771
deviation 1/5   epoch 64/120   F1 0.6858699864857123   accuracy 0.7341389728096677   precision 0.6790492595639654   recall 0.698960103989601
deviation 1/5   epoch 65/120   F1 0.6825082400636924   accuracy 0.7333836858006042   precision 0.6750591320444261   recall 0.6982963480691945
deviation 1/5   epoch 66/120   F1 0.6840793601696789   accuracy 0.7348942598187311   precision 0.6764757301522007   recall 0.700260821617269
deviation 1/5   epoch 67/120   F1 0.6856144756753276   accuracy 0.7326283987915407   precision 0.6793449197860963   recall 0.6969763711936388
deviation 1/5   epoch 68/120   F1 0.6825198130461287   accuracy 0.7326283987915407   precision 0.6753496503496503   recall 0.6972194269983922
deviation 1/5   epoch 69/120   F1 0.683754347006079   accuracy 0.7330060422960725   precision 0.6767739613327848   recall 0.6976124014298288
deviation 1/5   epoch 70/120   F1 0.6878186801850925   accuracy 0.7341389728096677   precision 0.6816176470588236   recall 0.6988235294117647
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deviation 1/5   epoch 71/120   F1 0.6843070602333032   accuracy 0.7348942598187311   precision 0.6767611065405184   recall 0.7002242413652513
deviation 1/5   epoch 72/120   F1 0.6863226315949337   accuracy 0.7348942598187311   precision 0.6793294940353765   recall 0.6999524141232589
deviation 1/5   epoch 73/120   F1 0.6856574675324676   accuracy 0.7348942598187311   precision 0.6784733648704238   recall 0.7000316966343938
deviation 1/5   epoch 74/120   F1 0.6891021446011858   accuracy 0.7367824773413897   precision 0.6821704031262854   recall 0.7022568608183529
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deviation 1/5   epoch 75/120   F1 0.689029857300119   accuracy 0.7394259818731118   precision 0.6810109008638421   recall 0.7061530262969112
deviation 1/5   epoch 76/120   F1 0.6885647137072163   accuracy 0.7371601208459214   precision 0.6813117030028795   recall 0.7028604056460219
deviation 1/5   epoch 77/120   F1 0.6885808135853514   accuracy 0.7345166163141994   precision 0.6824712052653229   recall 0.6992746273287347
deviation 1/5   epoch 78/120   F1 0.6882381191561375   accuracy 0.7375377643504532   precision 0.680738379267791   recall 0.7034592412243732
deviation 1/5   epoch 79/120   F1 0.6890190618207861   accuracy 0.7379154078549849   precision 0.6815919374742905   recall 0.7038824021822276
deviation 1/5   epoch 80/120   F1 0.6869959445913925   accuracy 0.7356495468277946   precision 0.679895104895105   recall 0.7009280849059855
deviation 1/5   epoch 81/120   F1 0.6920761459623082   accuracy 0.7428247734138973   precision 0.6835561497326204   recall 0.7107918793340788
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deviation 1/5   epoch 82/120   F1 0.6898177215491161   accuracy 0.7398036253776435   precision 0.6818644590703413   recall 0.7065622000051102
deviation 1/5   epoch 83/120   F1 0.689222002784343   accuracy 0.7371601208459214   precision 0.6821678321678322   recall 0.7027701465201466
deviation 1/5   epoch 84/120   F1 0.6897505993921946   accuracy 0.7367824773413897   precision 0.6830265322912381   recall 0.702185873827665
deviation 1/5   epoch 85/120   F1 0.6918058629238875   accuracy 0.7398036253776435   precision 0.6844328465651994   recall 0.7061741301575326
deviation 1/5   epoch 86/120   F1 0.6904529401137576   accuracy 0.7382930513595166   precision 0.6833016248457424   recall 0.704206457692327
deviation 1/5   epoch 87/120   F1 0.6909430438842203   accuracy 0.7371601208459214   precision 0.6844508432743727   recall 0.7025842595102557
deviation 1/5   epoch 88/120   F1 0.690730410046402   accuracy 0.7371601208459214   precision 0.6841654668860551   recall 0.7026032135715559
deviation 1/5   epoch 89/120   F1 0.6907639361453657   accuracy 0.7379154078549849   precision 0.6838749485808309   recall 0.7036336302990442
deviation 1/5   epoch 90/120   F1 0.6895931200053627   accuracy 0.7398036253776435   precision 0.6815790826820238   recall 0.7066121323596631
deviation 1/5   epoch 91/120   F1 0.6920231159231303   accuracy 0.7398036253776435   precision 0.6847182229535171   recall 0.7061376799899581
deviation 1/5   epoch 92/120   F1 0.6897505993921946   accuracy 0.7367824773413897   precision 0.6830265322912381   recall 0.702185873827665
deviation 1/5   epoch 93/120   F1 0.6927004758036439   accuracy 0.7405589123867069   precision 0.6852838338132456   recall 0.7071254333494997
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deviation 1/5   epoch 94/120   F1 0.6899152604898903   accuracy 0.7386706948640483   precision 0.6824429247223365   recall 0.7048378483698241
deviation 1/5   epoch 95/120   F1 0.6893656024363616   accuracy 0.7390483383685801   precision 0.6815842245989305   recall 0.7055033966150961
deviation 1/5   epoch 96/120   F1 0.6856354928971158   accuracy 0.7333836858006042   precision 0.6790544014808721   recall 0.6979630935055485
deviation 1/5   epoch 97/120   F1 0.6890036347436949   accuracy 0.7371601208459214   precision 0.6818824557795147   recall 0.7027989668704833
deviation 1/5   epoch 98/120   F1 0.6888845511154624   accuracy 0.7367824773413897   precision 0.6818850267379679   recall 0.7022829963308221
deviation 1/5   epoch 99/120   F1 0.6887845391937275   accuracy 0.7371601208459214   precision 0.681597079391197   recall 0.7028290508953492
deviation 1/5   epoch 100/120   F1 0.684627560635592   accuracy 0.7322507552870091   precision 0.6782059851912794   recall 0.696533619327578
deviation 1/5   epoch 101/120   F1 0.6862164124418179   accuracy 0.7352719033232629   precision 0.6790415466886055   recall 0.7004941818828286
deviation 1/5   epoch 102/120   F1 0.6880069036689688   accuracy 0.7367824773413897   precision 0.6807435211846977   recall 0.7024000857944661
deviation 1/5   epoch 103/120   F1 0.686644573793669   accuracy 0.7345166163141994   precision 0.6799028177704649   recall 0.6994022918084057
deviation 1/5   epoch 104/120   F1 0.6866671643557136   accuracy 0.7360271903323263   precision 0.6793217811600165   recall 0.7015099741644619
deviation 1/5   epoch 105/120   F1 0.6839576294200223   accuracy 0.7352719033232629   precision 0.6761877828054299   recall 0.7008430248958308
deviation 1/5   epoch 106/120   F1 0.6853981757368572   accuracy 0.7326283987915407   precision 0.6790595433977786   recall 0.6969861099719146
deviation 1/5   epoch 107/120   F1 0.6857706469432836   accuracy 0.7352719033232629   precision 0.6784707939119703   recall 0.7005536908994913
deviation 1/5   epoch 108/120   F1 0.6869811915519597   accuracy 0.7348942598187311   precision 0.6801856232003292   recall 0.6998842077643542
deviation 1/5   epoch 109/120   F1 0.6865260439087387   accuracy 0.7341389728096677   precision 0.6799053887289181   recall 0.6989039476077861
deviation 1/5   epoch 110/120   F1 0.6861071597913703   accuracy 0.7356495468277946   precision 0.6787535993418345   recall 0.7010479197751484
deviation 1/5   epoch 111/120   F1 0.6870540410284349   accuracy 0.7337613293051359   precision 0.6807640888523241   recall 0.6983727565447704
deviation 1/5   epoch 112/120   F1 0.6871992552940155   accuracy 0.7348942598187311   precision 0.6804709995886467   recall 0.6998639025793023
deviation 1/5   epoch 113/120   F1 0.6861838579204048   accuracy 0.7311178247734139   precision 0.6807820855614973   recall 0.695106589012855
deviation 1/5   epoch 114/120   F1 0.6854244063702654   accuracy 0.736404833836858   precision 0.6776069518716578   recall 0.7022762742187203
deviation 1/5   epoch 115/120   F1 0.6864258359463895   accuracy 0.7345166163141994   precision 0.6796174413821472   recall 0.6994224046207631
deviation 1/5   epoch 116/120   F1 0.6867748557400164   accuracy 0.7356495468277946   precision 0.6796097285067872   recall 0.7009561532951908
deviation 1/5   epoch 117/120   F1 0.6850622156755287   accuracy 0.7322507552870091   precision 0.6787767379679144   recall 0.6965133900658111
deviation 1/5   epoch 118/120   F1 0.6876697847236164   accuracy 0.736404833836858   precision 0.6804607157548335   recall 0.7019082794706064
deviation 1/5   epoch 119/120   F1 0.6864381856453484   accuracy 0.7352719033232629   precision 0.679326923076923   recall 0.7004663110057301
deviation 1/5   epoch 120/120   F1 0.6878491113529198   accuracy 0.7348942598187311   precision 0.6813271287535994   recall 0.6998101875460365

deviation 2/5   epoch 1/120   F1 0.42993929205192866   accuracy 0.6518126888217523   precision 0.49868109831345125   recall 0.49301356430789345
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deviation 2/5   epoch 2/120   F1 0.45338704430930404   accuracy 0.6537009063444109   precision 0.5078002879473468   recall 0.5296220359047584
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deviation 2/5   epoch 3/120   F1 0.4619399300036404   accuracy 0.6593655589123867   precision 0.5140400041135336   recall 0.5536212246180433
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deviation 2/5   epoch 4/120   F1 0.48091777467940977   accuracy 0.6578549848942599   precision 0.5206139448786508   recall 0.5595500694428971
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deviation 2/5   epoch 5/120   F1 0.48439760666019094   accuracy 0.668429003021148   precision 0.5273909913615795   recall 0.5930618519780229
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deviation 2/5   epoch 6/120   F1 0.5132558310624912   accuracy 0.672583081570997   precision 0.5416315302344714   recall 0.6068959541865051
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deviation 2/5   epoch 7/120   F1 0.5256750034691312   accuracy 0.6748489425981873   precision 0.5484651378033731   recall 0.6126618307323377
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deviation 2/5   epoch 8/120   F1 0.5393643007823123   accuracy 0.6782477341389728   precision 0.5567179144385026   recall 0.6204078179664773
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deviation 2/5   epoch 9/120   F1 0.5618032329988852   accuracy 0.6842900302114804   precision 0.5712309749074455   recall 0.6320842868039664
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deviation 2/5   epoch 10/120   F1 0.5633352446861097   accuracy 0.6850453172205438   precision 0.5723673385438092   recall 0.633583275988895
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deviation 2/5   epoch 11/120   F1 0.5785082744168549   accuracy 0.6891993957703928   precision 0.5828979843685727   recall 0.6402817250684408
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deviation 2/5   epoch 12/120   F1 0.5862499999999999   accuracy 0.6941087613293051   precision 0.589142842451666   recall 0.6493701750758203
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deviation 2/5   epoch 13/120   F1 0.6028036108762649   accuracy 0.7009063444108762   precision 0.6019385026737968   recall 0.6597836774827925
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deviation 2/5   epoch 14/120   F1 0.60424138275259   accuracy 0.699773413897281   precision 0.6028023447141094   recall 0.6570346196026222
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deviation 2/5   epoch 15/120   F1 0.6106895043559465   accuracy 0.6993957703927492   precision 0.6076563142739613   recall 0.6550062189054726
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deviation 2/5   epoch 16/120   F1 0.6108743570903747   accuracy 0.7027945619335347   precision 0.6082039284245166   recall 0.6615116945066184
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deviation 2/5   epoch 17/120   F1 0.6130299984936678   accuracy 0.7054380664652568   precision 0.6101835664335664   recall 0.66635807141554
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deviation 2/5   epoch 18/120   F1 0.6209045835688713   accuracy 0.7061933534743202   precision 0.6164567050596462   recall 0.665675474016854
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deviation 2/5   epoch 19/120   F1 0.6270067573998287   accuracy 0.706570996978852   precision 0.6215909090909091   recall 0.6650555999075153
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deviation 2/5   epoch 20/120   F1 0.6283209340715024   accuracy 0.706570996978852   precision 0.6227324146441794   recall 0.6648219518616183
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deviation 2/5   epoch 21/120   F1 0.6305750439387533   accuracy 0.7069486404833837   precision 0.6247274784039489   recall 0.6651012101659384
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deviation 2/5   epoch 22/120   F1 0.6312032867868552   accuracy 0.7080815709969789   precision 0.6252905183052242   recall 0.6669294224539306
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deviation 2/5   epoch 23/120   F1 0.6308666986691834   accuracy 0.7088368580060423   precision 0.625   recall 0.6683158119757981
deviation 2/5   epoch 24/120   F1 0.6321579826878818   accuracy 0.706570996978852   precision 0.6261569313039901   recall 0.6642555819533091
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deviation 2/5   epoch 25/120   F1 0.6371772222830991   accuracy 0.7095921450151057   precision 0.6307023858494447   recall 0.6684974582696347
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deviation 2/5   epoch 26/120   F1 0.6375467928456706   accuracy 0.7118580060422961   precision 0.6309723364870423   recall 0.6722573462468014
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deviation 2/5   epoch 27/120   F1 0.6406484750642824   accuracy 0.7126132930513596   precision 0.6338209584533114   recall 0.6729419924495076
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deviation 2/5   epoch 28/120   F1 0.6400389197709329   accuracy 0.7126132930513596   precision 0.6332502056766762   recall 0.6730588312877572
deviation 2/5   epoch 29/120   F1 0.6434496457785279   accuracy 0.7103474320241692   precision 0.6366901480872069   recall 0.668949456094734
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deviation 2/5   epoch 30/120   F1 0.6404166349663365   accuracy 0.7148791540785498   precision 0.6335201563142739   recall 0.676969046432481
deviation 2/5   epoch 31/120   F1 0.6505615919699554   accuracy 0.7137462235649547   precision 0.6435160427807487   recall 0.6733801710134394
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deviation 2/5   epoch 32/120   F1 0.6520514249072313   accuracy 0.7167673716012085   precision 0.6446369806663925   recall 0.6777824126303947
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deviation 2/5   epoch 33/120   F1 0.6499632953224395   accuracy 0.7133685800604229   precision 0.6429478609625668   recall 0.6728769898180083
deviation 2/5   epoch 34/120   F1 0.6518586560706845   accuracy 0.7152567975830816   precision 0.6446472645002057   recall 0.6754924437374257
deviation 2/5   epoch 35/120   F1 0.6541390157957336   accuracy 0.716012084592145   precision 0.6469251336898396   recall 0.6763827160493827
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deviation 2/5   epoch 36/120   F1 0.653652746755141   accuracy 0.7163897280966768   precision 0.6463518099547512   recall 0.676993626830275
deviation 2/5   epoch 37/120   F1 0.6539242177416029   accuracy 0.7163897280966768   precision 0.6466371863430687   recall 0.6769635010452097
deviation 2/5   epoch 38/120   F1 0.651578947368421   accuracy 0.7175226586102719   precision 0.6440610859728507   recall 0.6790635545556805
deviation 2/5   epoch 39/120   F1 0.6528328632916187   accuracy 0.7163897280966768   precision 0.6454956807897985   recall 0.6770914254198106
deviation 2/5   epoch 40/120   F1 0.6563048465378558   accuracy 0.7179003021148036   precision 0.648909913615796   recall 0.678952254938991
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deviation 2/5   epoch 41/120   F1 0.6574934515684028   accuracy 0.7156344410876133   precision 0.6506375976964213   recall 0.6756398352177475
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deviation 2/5   epoch 42/120   F1 0.6536408501049517   accuracy 0.7145015105740181   precision 0.6466500411353353   recall 0.6742481403980388
deviation 2/5   epoch 43/120   F1 0.6527820672823343   accuracy 0.7141238670694864   precision 0.6457964829288358   recall 0.673765430916605
deviation 2/5   epoch 44/120   F1 0.6508919679629275   accuracy 0.7122356495468278   precision 0.6440970793911971   recall 0.671214736295459
deviation 2/5   epoch 45/120   F1 0.6526201774647635   accuracy 0.7114803625377644   precision 0.6460998560263266   recall 0.6701840288696226
deviation 2/5   epoch 46/120   F1 0.6520283259922615   accuracy 0.7145015105740181   precision 0.6449377828054299   recall 0.6743612424726976
deviation 2/5   epoch 47/120   F1 0.6538546037763009   accuracy 0.7126132930513596   precision 0.6472336487042369   recall 0.6716709121253748
deviation 2/5   epoch 48/120   F1 0.6547178757705073   accuracy 0.709214501510574   precision 0.6489690456602222   recall 0.6675486079785327
deviation 2/5   epoch 49/120   F1 0.6536589126795312   accuracy 0.7129909365558912   precision 0.6469457013574661   recall 0.6721732215153268
deviation 2/5   epoch 50/120   F1 0.6585483070712377   accuracy 0.7122356495468278   precision 0.652658371040724   recall 0.6713972318039458
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deviation 2/5   epoch 51/120   F1 0.6529488859764089   accuracy 0.7152567975830816   precision 0.6457887700534759   recall 0.6753849865304974
deviation 2/5   epoch 52/120   F1 0.6529753480015822   accuracy 0.709214501510574   precision 0.6469714109419992   recall 0.667385505515002
deviation 2/5   epoch 53/120   F1 0.6530037444162216   accuracy 0.7107250755287009   precision 0.6466757507198684   recall 0.6692305410536308
deviation 2/5   epoch 54/120   F1 0.6520752942478182   accuracy 0.7129909365558912   precision 0.6452334430275607   recall 0.6722151088348272
deviation 2/5   epoch 55/120   F1 0.6590372116472047   accuracy 0.7145015105740181   precision 0.6526429452900041   recall 0.6741625110002933
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deviation 2/5   epoch 56/120   F1 0.6603503492840777   accuracy 0.7148791540785498   precision 0.6540672562731387   recall 0.6746748311395503
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deviation 2/5   epoch 57/120   F1 0.6593642376749043   accuracy 0.7148791540785498   precision 0.6529257507198684   recall 0.6746451538553574
deviation 2/5   epoch 58/120   F1 0.6626353874823887   accuracy 0.7163897280966768   precision 0.6563399835458659   recall 0.6766183297064277
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deviation 2/5   epoch 59/120   F1 0.6620712768456997   accuracy 0.7171450151057401   precision 0.6554787124640066   recall 0.6775607020510868
deviation 2/5   epoch 60/120   F1 0.6685837782477488   accuracy 0.7194108761329305   precision 0.6625976964212259   recall 0.680526029970164
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deviation 2/5   epoch 61/120   F1 0.6646998662844595   accuracy 0.720166163141994   precision 0.6577411559029206   recall 0.6814851433164706
deviation 2/5   epoch 62/120   F1 0.6673659520732668   accuracy 0.720166163141994   precision 0.6608802961744138   recall 0.6814250664115304
deviation 2/5   epoch 63/120   F1 0.6693978328317604   accuracy 0.7216767371601208   precision 0.6628676470588235   recall 0.6833419555095706
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deviation 2/5   epoch 64/120   F1 0.6679933146159052   accuracy 0.7163897280966768   precision 0.6629036404771699   recall 0.6770550483518187
deviation 2/5   epoch 65/120   F1 0.6675482226767329   accuracy 0.7209214501510574   precision 0.6608751542575072   recall 0.682393333173017
deviation 2/5   epoch 66/120   F1 0.6685127670899653   accuracy 0.7182779456193353   precision 0.6628907856849033   recall 0.6791986152397168
deviation 2/5   epoch 67/120   F1 0.6684492772698586   accuracy 0.7197885196374623   precision 0.662309749074455   recall 0.6809753958084296
deviation 2/5   epoch 68/120   F1 0.6687795775022345   accuracy 0.720166163141994   precision 0.6625925545043192   recall 0.6814463750963831
deviation 2/5   epoch 69/120   F1 0.6658620894109492   accuracy 0.7179003021148036   precision 0.6597542163718635   recall 0.678586337590487
deviation 2/5   epoch 70/120   F1 0.6660472638698235   accuracy 0.7186555891238671   precision 0.6597490744549568   recall 0.6795154590701373
deviation 2/5   epoch 71/120   F1 0.6637442147610388   accuracy 0.716012084592145   precision 0.657769436445907   recall 0.6762155270442562
deviation 2/5   epoch 72/120   F1 0.6652490397141471   accuracy 0.7163897280966768   precision 0.6594791238173592   recall 0.6767648955079273
deviation 2/5   epoch 73/120   F1 0.6653175510747977   accuracy 0.7148791540785498   precision 0.6600601604278075   recall 0.6750819593757096
deviation 2/5   epoch 74/120   F1 0.6637442147610388   accuracy 0.716012084592145   precision 0.657769436445907   recall 0.6762155270442562
deviation 2/5   epoch 75/120   F1 0.6635338285277086   accuracy 0.7171450151057401   precision 0.657190970793912   recall 0.677579695717492
deviation 2/5   epoch 76/120   F1 0.6686642089966675   accuracy 0.7156344410876133   precision 0.6640502879473468   recall 0.676369416936677
deviation 2/5   epoch 77/120   F1 0.6626232613597574   accuracy 0.7197885196374623   precision 0.6554607157548333   recall 0.6810880014374916
deviation 2/5   epoch 78/120   F1 0.6645304000723931   accuracy 0.7145015105740181   precision 0.6592066022213081   recall 0.6745728357056069
deviation 2/5   epoch 79/120   F1 0.6630293004167594   accuracy 0.716012084592145   precision 0.6569133072809543   recall 0.6761744627419285
deviation 2/5   epoch 80/120   F1 0.6645910764254228   accuracy 0.7156344410876133   precision 0.6589135129576306   recall 0.6758423390265672
deviation 2/5   epoch 81/120   F1 0.6665335901977123   accuracy 0.716012084592145   precision 0.6611939531057178   recall 0.6764649591894174
deviation 2/5   epoch 82/120   F1 0.6647854957446524   accuracy 0.7137462235649547   precision 0.6597824969148498   recall 0.6738005749633657
deviation 2/5   epoch 83/120   F1 0.6669644869442031   accuracy 0.7167673716012085   precision 0.6614741875771287   recall 0.6773487620854794
deviation 2/5   epoch 84/120   F1 0.6642780665051002   accuracy 0.7182779456193353   precision 0.6577540106951871   recall 0.6790158214276336
deviation 2/5   epoch 85/120   F1 0.6635338285277086   accuracy 0.7171450151057401   precision 0.657190970793912   recall 0.677579695717492
deviation 2/5   epoch 86/120   F1 0.6649674765311926   accuracy 0.7171450151057401   precision 0.6589032291238174   recall 0.6776350343985199
deviation 2/5   epoch 87/120   F1 0.6651507464573936   accuracy 0.7179003021148036   precision 0.6588980872069108   recall 0.6785591758051668
deviation 2/5   epoch 88/120   F1 0.6674590969598557   accuracy 0.7186555891238671   precision 0.6614613327848622   recall 0.6795688340763901
deviation 2/5   epoch 89/120   F1 0.6667995724778848   accuracy 0.7179003021148036   precision 0.6608957219251337   recall 0.6786363925051041
deviation 2/5   epoch 90/120   F1 0.6676473246111674   accuracy 0.7167673716012085   precision 0.6623303167420814   recall 0.6774218475588338
deviation 2/5   epoch 91/120   F1 0.6667063633568493   accuracy 0.7194108761329305   precision 0.6603146853146853   recall 0.6804680575503131
deviation 2/5   epoch 92/120   F1 0.6662748000169383   accuracy 0.7167673716012085   precision 0.660618058412176   recall 0.6772840136778331
deviation 2/5   epoch 93/120   F1 0.6661405203007938   accuracy 0.7171450151057401   precision 0.6603301110654052   recall 0.6777081203537805
deviation 2/5   epoch 94/120   F1 0.6648216977549681   accuracy 0.7175226586102719   precision 0.6586152817770465   recall 0.6780853551171215
deviation 2/5   epoch 95/120   F1 0.6622205808986642   accuracy 0.7156344410876133   precision 0.656059749074455   recall 0.6756782276182173
deviation 2/5   epoch 96/120   F1 0.6632683982683982   accuracy 0.716012084592145   precision 0.6571986836692719   recall 0.6761871830336561
deviation 2/5   epoch 97/120   F1 0.6650015737434473   accuracy 0.7182779456193353   precision 0.6586101398601398   recall 0.6790237022936205
deviation 2/5   epoch 98/120   F1 0.6641232638230887   accuracy 0.7156344410876133   precision 0.6583427601809955   recall 0.6758019363075143
deviation 2/5   epoch 99/120   F1 0.6622205808986642   accuracy 0.7156344410876133   precision 0.656059749074455   recall 0.6756782276182173
deviation 2/5   epoch 100/120   F1 0.6640288297602388   accuracy 0.7152567975830816   precision 0.6583453311394487   recall 0.6753606724009806
deviation 2/5   epoch 101/120   F1 0.6644493193988363   accuracy 0.7190332326283988   precision 0.6577488687782805   recall 0.6799882663537695
deviation 2/5   epoch 102/120   F1 0.6660992371225016   accuracy 0.7220543806646526   precision 0.6588698066639243   recall 0.6839961410654947
deviation 2/5   epoch 103/120   F1 0.6638352721024326   accuracy 0.7163897280966768   precision 0.6577668654874538   recall 0.6766703829873604
deviation 2/5   epoch 104/120   F1 0.6635968889806874   accuracy 0.7163897280966768   precision 0.6574814890991362   recall 0.6766580073845435
deviation 2/5   epoch 105/120   F1 0.6645830793199214   accuracy 0.7175226586102719   precision 0.6583299053887289   recall 0.678076963114612
deviation 2/5   epoch 106/120   F1 0.6641034546382019   accuracy 0.7175226586102719   precision 0.6577591526120938   recall 0.6780631906397994
deviation 2/5   epoch 107/120   F1 0.6607337372796167   accuracy 0.7133685800604229   precision 0.6549336692719046   recall 0.6728993849409148
deviation 2/5   epoch 108/120   F1 0.6625620419216496   accuracy 0.7171450151057401   precision 0.6560494652406417   recall 0.6775629234971678
deviation 2/5   epoch 109/120   F1 0.6625487121817567   accuracy 0.716012084592145   precision 0.6563425545043192   recall 0.676151949921644
deviation 2/5   epoch 110/120   F1 0.6666348720742619   accuracy 0.7163897280966768   precision 0.6611913821472645   recall 0.6768934250759133
deviation 2/5   epoch 111/120   F1 0.6622464893345638   accuracy 0.7137462235649547   precision 0.6566433566433566   recall 0.6734758085411097
deviation 2/5   epoch 112/120   F1 0.6620712768456997   accuracy 0.7171450151057401   precision 0.6554787124640066   recall 0.6775607020510868
deviation 2/5   epoch 113/120   F1 0.6629028216713412   accuracy 0.7145015105740181   precision 0.6572089675030851   recall 0.6743956557947455
deviation 2/5   epoch 114/120   F1 0.6644949322836953   accuracy 0.7152567975830816   precision 0.6589160839160839   recall 0.6754054399182735
deviation 2/5   epoch 115/120   F1 0.6647305177160079   accuracy 0.7171450151057401   precision 0.6586178527354998   recall 0.6776233349431792
deviation 2/5   epoch 116/120   F1 0.6659550865800865   accuracy 0.7182779456193353   precision 0.6597516454134101   recall 0.6790485246657445
deviation 2/5   epoch 117/120   F1 0.6630293004167594   accuracy 0.716012084592145   precision 0.6569133072809543   recall 0.6761744627419285
deviation 2/5   epoch 118/120   F1 0.6650595238095238   accuracy 0.7175226586102719   precision 0.658900658165364   recall 0.6780947441217151
deviation 2/5   epoch 119/120   F1 0.6669437812822535   accuracy 0.7194108761329305   precision 0.6606000617030029   recall 0.680471742335108
deviation 2/5   epoch 120/120   F1 0.6680546677501814   accuracy 0.7182779456193353   precision 0.6623200329082682   recall 0.6791625874373928

deviation 3/5   epoch 1/120   F1 0.41064373692772477   accuracy 0.6408610271903323   precision 0.4859137186343069   recall 0.42349234609275455
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deviation 3/5   epoch 2/120   F1 0.4242441657758724   accuracy 0.6570996978851964   precision 0.5000719868366927   recall 0.500520020800832
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deviation 3/5   epoch 3/120   F1 0.438648913295848   accuracy 0.658987915407855   precision 0.5057666598107775   recall 0.5324190337162287
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deviation 3/5   epoch 4/120   F1 0.46922349494501026   accuracy 0.6627643504531722   precision 0.5185828877005347   recall 0.5690104570701586
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deviation 3/5   epoch 5/120   F1 0.4876932006277005   accuracy 0.6703172205438066   precision 0.5296611476758535   recall 0.6002766146538405
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deviation 3/5   epoch 6/120   F1 0.5058845863859357   accuracy 0.6740936555891238   precision 0.5390528589058001   recall 0.6123572650362905
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deviation 3/5   epoch 7/120   F1 0.5138718155138411   accuracy 0.6744712990936556   precision 0.5427601809954751   recall 0.6125891025771206
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deviation 3/5   epoch 8/120   F1 0.539822336701671   accuracy 0.68202416918429   precision 0.5584044631838749   recall 0.6305214653428939
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deviation 3/5   epoch 9/120   F1 0.5469381223766325   accuracy 0.6850453172205438   precision 0.5632352941176471   recall 0.6372828095086597
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deviation 3/5   epoch 10/120   F1 0.5551815417020842   accuracy 0.6861782477341389   precision 0.5680789798436857   recall 0.6381096245144584
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deviation 3/5   epoch 11/120   F1 0.5654718976897855   accuracy 0.6891993957703928   precision 0.5749074454956807   recall 0.6431718088733009
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deviation 3/5   epoch 12/120   F1 0.570090148452334   accuracy 0.6914652567975831   precision 0.5783165364047717   recall 0.6475859579678951
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deviation 3/5   epoch 13/120   F1 0.5779954522985664   accuracy 0.695619335347432   precision 0.5842811600164541   recall 0.6555750658472344
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deviation 3/5   epoch 14/120   F1 0.5844236379465717   accuracy 0.6895770392749244   precision 0.5868906828465652   recall 0.6401736980938002
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deviation 3/5   epoch 15/120   F1 0.5883449060640242   accuracy 0.69297583081571   precision 0.5902920608802962   recall 0.6464714131551097
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deviation 3/5   epoch 16/120   F1 0.5902456547664141   accuracy 0.6922205438066465   precision 0.5914387083504731   recall 0.6445997192652922
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deviation 3/5   epoch 17/120   F1 0.5961847445787454   accuracy 0.695619335347432   precision 0.5962669683257918   recall 0.6503660363265453
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deviation 3/5   epoch 18/120   F1 0.6004951275669032   accuracy 0.6990181268882175   precision 0.5999537227478404   recall 0.6563979946396336
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deviation 3/5   epoch 19/120   F1 0.6068151637925336   accuracy 0.6937311178247734   precision 0.6039849856026327   recall 0.6455710268811157
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deviation 3/5   epoch 20/120   F1 0.6109398824591791   accuracy 0.7001510574018127   precision 0.6079365487453723   recall 0.6563612662942272
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deviation 3/5   epoch 21/120   F1 0.6122278393414623   accuracy 0.7012839879154078   precision 0.6090703414232825   recall 0.6582466934800266
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deviation 3/5   epoch 22/120   F1 0.6113044050560273   accuracy 0.7001510574018127   precision 0.6082219251336898   recall 0.6562956004500173
deviation 3/5   epoch 23/120   F1 0.6217352927422372   accuracy 0.7046827794561934   precision 0.6170377416700946   recall 0.6626751000571756
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deviation 3/5   epoch 24/120   F1 0.6242698993746028   accuracy 0.7001510574018127   precision 0.6190662278897573   recall 0.654830082075456
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deviation 3/5   epoch 25/120   F1 0.6238828913206018   accuracy 0.702416918429003   precision 0.6187654257507199   recall 0.6584435183756067
deviation 3/5   epoch 26/120   F1 0.627101590113604   accuracy 0.7031722054380665   precision 0.6216140477169889   recall 0.6593401781263053
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deviation 3/5   epoch 27/120   F1 0.6293086473291861   accuracy 0.7027945619335347   precision 0.6236142533936652   recall 0.6585849032488944
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deviation 3/5   epoch 28/120   F1 0.6283611490793812   accuracy 0.7046827794561934   precision 0.6227452694364459   recall 0.6616434182015168
deviation 3/5   epoch 29/120   F1 0.6299439862190127   accuracy 0.7039274924471299   precision 0.6241772932949403   recall 0.6602819369225867
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deviation 3/5   epoch 30/120   F1 0.6329835970756171   accuracy 0.7031722054380665   precision 0.6270361990950226   recall 0.6589858266703132
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deviation 3/5   epoch 31/120   F1 0.6354458690451794   accuracy 0.7046827794561934   precision 0.6293089263677498   recall 0.6610920539749343
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deviation 3/5   epoch 32/120   F1 0.6397307372599207   accuracy 0.7073262839879154   precision 0.6332861990950226   recall 0.6647421643560723
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deviation 3/5   epoch 33/120   F1 0.6431619850860103   accuracy 0.7103474320241692   precision 0.6364047716988893   recall 0.6689747450338429
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deviation 3/5   epoch 34/120   F1 0.6459065082532355   accuracy 0.7095921450151057   precision 0.6392636774989716   recall 0.6677112238618816
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deviation 3/5   epoch 35/120   F1 0.649411808622853   accuracy 0.7133685800604229   precision 0.6423771081859317   recall 0.6729233329716386
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deviation 3/5   epoch 36/120   F1 0.6497354497354497   accuracy 0.7137462235649547   precision 0.642659913615796   recall 0.6734529927354114
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deviation 3/5   epoch 37/120   F1 0.6502817000351246   accuracy 0.716012084592145   precision 0.6429298642533937   recall 0.6768594515492778
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deviation 3/5   epoch 38/120   F1 0.6526065007714025   accuracy 0.7167673716012085   precision 0.6452077334430275   recall 0.6777022668994919
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deviation 3/5   epoch 39/120   F1 0.6527821079113458   accuracy 0.716012084592145   precision 0.6454982517482517   recall 0.6765248990158923
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deviation 3/5   epoch 40/120   F1 0.6557105659288514   accuracy 0.7175226586102719   precision 0.6483417317976141   recall 0.6784562187038967
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deviation 3/5   epoch 41/120   F1 0.6590033287168647   accuracy 0.7197885196374623   precision 0.6514654463183875   recall 0.6814553014553015
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deviation 3/5   epoch 42/120   F1 0.6620768625971981   accuracy 0.7209214501510574   precision 0.6545968737145208   recall 0.6827643981444544
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deviation 3/5   epoch 43/120   F1 0.6619343247354501   accuracy 0.720166163141994   precision 0.6546020156314274   recall 0.6816804398350089
deviation 3/5   epoch 44/120   F1 0.6606412179228017   accuracy 0.7216767371601208   precision 0.6528794734677088   recall 0.6841083336235956
deviation 3/5   epoch 45/120   F1 0.6617882489249656   accuracy 0.7194108761329305   precision 0.654607157548334   recall 0.6806190985714554
deviation 3/5   epoch 46/120   F1 0.6603133658495886   accuracy 0.7212990936555891   precision 0.6525966680378446   recall 0.6835749389928957
deviation 3/5   epoch 47/120   F1 0.6648626523480415   accuracy 0.7209214501510574   precision 0.657736013986014   recall 0.6825092681765954
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deviation 3/5   epoch 48/120   F1 0.6668255180333758   accuracy 0.7209214501510574   precision 0.6600190250925545   recall 0.6824116549327507
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deviation 3/5   epoch 49/120   F1 0.6658506194803901   accuracy 0.7209214501510574   precision 0.6588775195392842   recall 0.6824514786151615
deviation 3/5   epoch 50/120   F1 0.6690672627514733   accuracy 0.7212990936555891   precision 0.6625848416289593   recall 0.6828625790855569
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deviation 3/5   epoch 51/120   F1 0.6682085062143666   accuracy 0.7216767371601208   precision 0.6614407651172357   recall 0.6833649069399883
deviation 3/5   epoch 52/120   F1 0.6675727307461383   accuracy 0.7220543806646526   precision 0.6605820649938297   recall 0.6838962690785755
deviation 3/5   epoch 53/120   F1 0.6691615474736811   accuracy 0.7216767371601208   precision 0.662582270670506   recall 0.683344386821343
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deviation 3/5   epoch 54/120   F1 0.6675727307461383   accuracy 0.7220543806646526   precision 0.6605820649938297   recall 0.6838962690785755
deviation 3/5   epoch 55/120   F1 0.6701019913974604   accuracy 0.7216767371601208   precision 0.6637237762237762   recall 0.6833410466780916
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deviation 3/5   epoch 56/120   F1 0.6714049604516137   accuracy 0.7205438066465257   precision 0.6657291238173592   recall 0.6820220023493269
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deviation 3/5   epoch 57/120   F1 0.6670887693417273   accuracy 0.7231873111782477   precision 0.659718222953517   recall 0.6855102584718337
deviation 3/5   epoch 58/120   F1 0.6692550241491784   accuracy 0.7220543806646526   precision 0.6625796997120527   recall 0.6838311603366327
deviation 3/5   epoch 59/120   F1 0.6697285268161874   accuracy 0.7220543806646526   precision 0.6631504524886878   recall 0.6838224431447864
deviation 3/5   epoch 60/120   F1 0.6720893023066714   accuracy 0.7239425981873112   precision 0.6654206088029617   recall 0.6862158534688281
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deviation 3/5   epoch 61/120   F1 0.6748082182085141   accuracy 0.725453172205438   precision 0.6682640888523241   recall 0.6880993695101578
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deviation 3/5   epoch 62/120   F1 0.6757028310882706   accuracy 0.7262084592145015   precision 0.6691150761003702   recall 0.6890506727021249
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deviation 3/5   epoch 63/120   F1 0.6743905403280002   accuracy 0.7239425981873112   precision 0.6682743726861374   recall 0.6862003975662403
deviation 3/5   epoch 64/120   F1 0.6738112835673811   accuracy 0.724320241691843   precision 0.6674156725627314   recall 0.6866685013028784
deviation 3/5   epoch 65/120   F1 0.6762643769773833   accuracy 0.7265861027190332   precision 0.6696832579185521   recall 0.6895222889698027
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deviation 3/5   epoch 66/120   F1 0.6767194396779659   accuracy 0.7265861027190332   precision 0.6702540106951872   recall 0.6895089285714285
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deviation 3/5   epoch 67/120   F1 0.6771772861000283   accuracy 0.7258308157099698   precision 0.6711152817770465   recall 0.6885574253498782
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deviation 3/5   epoch 68/120   F1 0.6779309762677952   accuracy 0.7284743202416919   precision 0.6710972850678734   recall 0.6919317985999505
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deviation 3/5   epoch 69/120   F1 0.6790645512941427   accuracy 0.7284743202416919   precision 0.6725241670094612   recall 0.691872338630874
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deviation 3/5   epoch 70/120   F1 0.6772123459371789   accuracy 0.7292296072507553   precision 0.6699506375976965   recall 0.6930304457171224
deviation 3/5   epoch 71/120   F1 0.6798367714398249   accuracy 0.7273413897280967   precision 0.6739587618264089   recall 0.6904390655783845
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deviation 3/5   epoch 72/120   F1 0.6783450327657159   accuracy 0.7299848942598187   precision 0.6710870012340601   recall 0.6939710862232171
deviation 3/5   epoch 73/120   F1 0.6771761351914024   accuracy 0.7250755287009063   precision 0.6714058000822707   recall 0.687644244300591
deviation 3/5   epoch 74/120   F1 0.6781592019196392   accuracy 0.7284743202416919   precision 0.6713826614561909   recall 0.6919176142804601
deviation 3/5   epoch 75/120   F1 0.680069893591315   accuracy 0.7288519637462235   precision 0.673663101604278   recall 0.6923244471398188
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deviation 3/5   epoch 76/120   F1 0.680726139673508   accuracy 0.7311178247734139   precision 0.6736476758535582   recall 0.6953051806100142
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deviation 3/5   epoch 77/120   F1 0.6763691556847673   accuracy 0.729607250755287   precision 0.6688065610859728   recall 0.6936735109241665
deviation 3/5   epoch 78/120   F1 0.6837495272915934   accuracy 0.7322507552870091   precision 0.677064479638009   recall 0.6965879484231732
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deviation 3/5   epoch 79/120   F1 0.6874359223405748   accuracy 0.7356495468277946   precision 0.68046585767174   recall 0.7008756868131868
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deviation 3/5   epoch 80/120   F1 0.6899653170141153   accuracy 0.7367824773413897   precision 0.6833119086795557   recall 0.7021646626513112
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deviation 3/5   epoch 81/120   F1 0.6897505993921946   accuracy 0.7367824773413897   precision 0.6830265322912381   recall 0.702185873827665
deviation 3/5   epoch 82/120   F1 0.6908523242781662   accuracy 0.7356495468277946   precision 0.6850318798848211   recall 0.7006300178412133
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deviation 3/5   epoch 83/120   F1 0.6810492505353318   accuracy 0.7348942598187311   precision 0.6727658371040723   recall 0.700857843137255
deviation 3/5   epoch 84/120   F1 0.689027821618521   accuracy 0.7386706948640483   precision 0.6813014191690663   recall 0.7050000726754749
deviation 3/5   epoch 85/120   F1 0.691869349978476   accuracy 0.7386706948640483   precision 0.6850113122171946   recall 0.7045490722212115
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deviation 3/5   epoch 86/120   F1 0.6904260267140356   accuracy 0.7375377643504532   precision 0.6835921431509666   recall 0.7031499479038872
deviation 3/5   epoch 87/120   F1 0.6913168870688154   accuracy 0.7382930513595166   precision 0.6844431303990127   recall 0.704091589589312
deviation 3/5   epoch 88/120   F1 0.6895886188419847   accuracy 0.7390483383685801   precision 0.681869600987248   recall 0.7054593100383603
deviation 3/5   epoch 89/120   F1 0.6896788364948949   accuracy 0.7379154078549849   precision 0.6824480666392432   recall 0.7037795338900311
deviation 3/5   epoch 90/120   F1 0.6893190155536093   accuracy 0.7367824773413897   precision 0.6824557795146031   recall 0.7022319663459655
deviation 3/5   epoch 91/120   F1 0.689222002784343   accuracy 0.7371601208459214   precision 0.6821678321678322   recall 0.7027701465201466
deviation 3/5   epoch 92/120   F1 0.6849856329143527   accuracy 0.7348942598187311   precision 0.677617235705471   recall 0.700122241243964
deviation 3/5   epoch 93/120   F1 0.6894596426908162   accuracy 0.7379154078549849   precision 0.6821626902509255   recall 0.7038125318214374
deviation 3/5   epoch 94/120   F1 0.6884275349669625   accuracy 0.7360271903323263   precision 0.6816047922665569   recall 0.7012887415001122
deviation 3/5   epoch 95/120   F1 0.6887647745060796   accuracy 0.736404833836858   precision 0.6818875976964212   recall 0.7017722486509919
deviation 3/5   epoch 96/120   F1 0.6870990966024951   accuracy 0.7352719033232629   precision 0.6801830522418757   recall 0.7003901494762862
deviation 3/5   epoch 97/120   F1 0.6846489598858355   accuracy 0.7337613293051359   precision 0.677624948580831   recall 0.6985637046217958
deviation 3/5   epoch 98/120   F1 0.6869959445913925   accuracy 0.7356495468277946   precision 0.679895104895105   recall 0.7009280849059855
deviation 3/5   epoch 99/120   F1 0.6850928178646452   accuracy 0.7337613293051359   precision 0.678195701357466   recall 0.69851822361548
deviation 3/5   epoch 100/120   F1 0.6905631345312913   accuracy 0.7360271903323263   precision 0.6844585561497326   recall 0.7011219852340856
deviation 3/5   epoch 101/120   F1 0.6853211668282424   accuracy 0.7345166163141994   precision 0.6781905594405595   recall 0.6995412299270098
deviation 3/5   epoch 102/120   F1 0.6843134864187497   accuracy 0.7341389728096677   precision 0.6770516248457426   recall 0.6991336733867703
deviation 3/5   epoch 103/120   F1 0.6854169148683404   accuracy 0.7333836858006042   precision 0.6787690250925544   recall 0.6979790387194315
deviation 3/5   epoch 104/120   F1 0.6836345744426653   accuracy 0.7318731117824774   precision 0.6770670505964624   recall 0.6960941748595606
deviation 3/5   epoch 105/120   F1 0.6800570751297423   accuracy 0.7303625377643505   precision 0.6730820649938297   recall 0.6943279403062623
deviation 3/5   epoch 106/120   F1 0.6880316220350158   accuracy 0.7341389728096677   precision 0.681903023447141   recall 0.6988141903758343
deviation 3/5   epoch 107/120   F1 0.6831927420523518   accuracy 0.7318731117824774   precision 0.6764962978198272   recall 0.6961232448183754
deviation 3/5   epoch 108/120   F1 0.6893404557842729   accuracy 0.7348942598187311   precision 0.6833247634718222   recall 0.6997260649993418
deviation 3/5   epoch 109/120   F1 0.681837713447851   accuracy 0.7326283987915407   precision 0.6744935211846976   recall 0.6973022863704414
deviation 3/5   epoch 110/120   F1 0.6839772757005127   accuracy 0.7330060422960725   precision 0.6770593377211025   recall 0.6975906898344899
deviation 3/5   epoch 111/120   F1 0.6816229763598184   accuracy 0.7318731117824774   precision 0.6744986631016043   recall 0.6962623038042033
deviation 3/5   epoch 112/120   F1 0.682635460320077   accuracy 0.7314954682779456   precision 0.6759281160016455   recall 0.6956580323399462
deviation 3/5   epoch 113/120   F1 0.6843058171207799   accuracy 0.7326283987915407   precision 0.6776326614561909   recall 0.6970521464343977
deviation 3/5   epoch 114/120   F1 0.6880316220350158   accuracy 0.7341389728096677   precision 0.681903023447141   recall 0.6988141903758343
deviation 3/5   epoch 115/120   F1 0.6804791249579372   accuracy 0.7318731117824774   precision 0.6730717811600164   recall 0.6963980943100626
deviation 3/5   epoch 116/120   F1 0.688186064887941   accuracy 0.7352719033232629   precision 0.6816099341834636   recall 0.7002876482100668
deviation 3/5   epoch 117/120   F1 0.6815026494341059   accuracy 0.7322507552870091   precision 0.6742107157548334   recall 0.6968070159387805
deviation 3/5   epoch 118/120   F1 0.68609978067159   accuracy 0.7314954682779456   precision 0.6804941382147265   recall 0.6955561497959272
deviation 3/5   epoch 119/120   F1 0.6838509012539185   accuracy 0.7348942598187311   precision 0.6761903537638831   recall 0.7002987046389824
deviation 3/5   epoch 120/120   F1 0.6828597341263225   accuracy 0.7322507552870091   precision 0.6759229740847388   recall 0.6966610982378617

deviation 4/5   epoch 1/120   F1 0.4244732073757918   accuracy 0.6457703927492447   precision 0.49330008227067046   recall 0.4671966063718641
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deviation 4/5   epoch 2/120   F1 0.415860853401848   accuracy 0.6597432024169184   precision 0.49919786096256685   recall 0.4915496963172114
deviation 4/5   epoch 3/120   F1 0.42327199955906303   accuracy 0.6612537764350453   precision 0.5023267174002468   recall 0.5209336887819715
deviation 4/5   epoch 4/120   F1 0.437098175849588   accuracy 0.6612537764350453   precision 0.5066073632250103   recall 0.5415442498797722
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deviation 4/5   epoch 5/120   F1 0.4420675143671659   accuracy 0.6623867069486404   precision 0.5088826614561909   recall 0.552234518626028
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deviation 4/5   epoch 6/120   F1 0.447925716410254   accuracy 0.6654078549848943   precision 0.5125719868366927   recall 0.5725917788697059
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deviation 4/5   epoch 7/120   F1 0.45861077223126123   accuracy 0.6680513595166163   precision 0.5176907651172357   recall 0.5900162542066345
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deviation 4/5   epoch 8/120   F1 0.4873361610732968   accuracy 0.6733383685800605   precision 0.5310674619498149   recall 0.6128884217901558
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deviation 4/5   epoch 9/120   F1 0.4908012594572575   accuracy 0.677870090634441   precision 0.5347465034965035   recall 0.6334633568280851
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deviation 4/5   epoch 10/120   F1 0.5087299066895283   accuracy 0.6816465256797583   precision 0.5438528383381325   recall 0.6413035599268506
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deviation 4/5   epoch 11/120   F1 0.5164742227689555   accuracy 0.6842900302114804   precision 0.5484008638420403   recall 0.6483764186633039
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deviation 4/5   epoch 12/120   F1 0.5460850254214822   accuracy 0.6876888217522659   precision 0.563788050185109   recall 0.6455722103817962
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deviation 4/5   epoch 13/120   F1 0.5545834996821807   accuracy 0.6925981873111783   precision 0.5700329082682024   recall 0.6574393563712656
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deviation 4/5   epoch 14/120   F1 0.5573112740241728   accuracy 0.6941087613293051   precision 0.5720202591526121   recall 0.6609498529141387
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deviation 4/5   epoch 15/120   F1 0.5768063806215191   accuracy 0.6990181268882175   precision 0.5845433977786919   recall 0.6655509197203395
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deviation 4/5   epoch 16/120   F1 0.5784488281021801   accuracy 0.7005287009063444   precision 0.5859599958864665   recall 0.6691594518191535
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deviation 4/5   epoch 17/120   F1 0.5899769861111959   accuracy 0.7027945619335347   precision 0.5936497326203208   recall 0.6694329095494975
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deviation 4/5   epoch 18/120   F1 0.6030910239040859   accuracy 0.7073262839879154   precision 0.6033216783216783   recall 0.6748431325843723
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deviation 4/5   epoch 19/120   F1 0.603811049631483   accuracy 0.7077039274924471   precision 0.6038898601398601   recall 0.6754563454157042
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deviation 4/5   epoch 20/120   F1 0.6117242748697895   accuracy 0.7099697885196374   precision 0.6098673385438091   recall 0.6772400749871427
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deviation 4/5   epoch 21/120   F1 0.6060549708037342   accuracy 0.7099697885196374   precision 0.6058720691073632   recall 0.6802345938375349
deviation 4/5   epoch 22/120   F1 0.6140557381401963   accuracy 0.7118580060422961   precision 0.6118521184697655   recall 0.6807750440188853
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deviation 4/5   epoch 23/120   F1 0.6391417003011787   accuracy 0.7186555891238671   precision 0.6323529411764706   recall 0.6847520355292376
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deviation 4/5   epoch 24/120   F1 0.637307797667965   accuracy 0.7220543806646526   precision 0.6309029206088029   recall 0.6932149362477231
deviation 4/5   epoch 25/120   F1 0.6436536505239767   accuracy 0.7231873111782477   precision 0.6363173591114768   recall 0.6925050398147636
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deviation 4/5   epoch 26/120   F1 0.6465708418891172   accuracy 0.7250755287009063   precision 0.6388728918140683   recall 0.6952573742047427
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deviation 4/5   epoch 27/120   F1 0.6488081574772624   accuracy 0.7250755287009063   precision 0.6408705265322913   recall 0.6941506418774073
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deviation 4/5   epoch 28/120   F1 0.6523412511619988   accuracy 0.7277190332326284   precision 0.6439916700946113   recall 0.6981750710996899
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deviation 4/5   epoch 29/120   F1 0.6478660753868878   accuracy 0.7262084592145015   precision 0.6400066844919786   recall 0.6971381536375821
deviation 4/5   epoch 30/120   F1 0.6510382783634099   accuracy 0.7262084592145015   precision 0.6428604483751543   recall 0.6955291880103911
deviation 4/5   epoch 31/120   F1 0.6592875661835189   accuracy 0.7280966767371602   precision 0.650552756067462   recall 0.6957742005583136
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deviation 4/5   epoch 32/120   F1 0.6516071573151971   accuracy 0.7250755287009063   precision 0.6434389140271493   recall 0.6928863812368624
deviation 4/5   epoch 33/120   F1 0.659739006411538   accuracy 0.726963746223565   precision 0.651131221719457   recall 0.6934182071536505
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deviation 4/5   epoch 34/120   F1 0.6560653173711843   accuracy 0.7284743202416919   precision 0.6474110448375154   recall 0.6979638077399475
deviation 4/5   epoch 35/120   F1 0.6531952087539759   accuracy 0.7262084592145015   precision 0.6448580830933772   recall 0.6945353398904651
deviation 4/5   epoch 36/120   F1 0.6649513989893524   accuracy 0.7284743202416919   precision 0.6562577128753599   recall 0.694443711284137
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deviation 4/5   epoch 37/120   F1 0.6628446219766415   accuracy 0.7292296072507553   precision 0.6539695598519129   recall 0.6965772618915737
deviation 4/5   epoch 38/120   F1 0.6660000144655942   accuracy 0.7299848942598187   precision 0.6571035582064993   recall 0.6968413957387591
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deviation 4/5   epoch 39/120   F1 0.6663306451612903   accuracy 0.7303625377643505   precision 0.6573863636363636   recall 0.697423245614035
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deviation 4/5   epoch 40/120   F1 0.6637850832821459   accuracy 0.7299848942598187   precision 0.6548205470999588   recall 0.6976637412144114
deviation 4/5   epoch 41/120   F1 0.6646494754113272   accuracy 0.7265861027190332   precision 0.6562705676676265   recall 0.6912407381188352
deviation 4/5   epoch 42/120   F1 0.6642916437419897   accuracy 0.7277190332326284   precision 0.6556921020156314   recall 0.6933020356276738
deviation 4/5   epoch 43/120   F1 0.663416774233529   accuracy 0.7273413897280967   precision 0.6548385438091321   recall 0.6928966526700809
deviation 4/5   epoch 44/120   F1 0.6698138271643053   accuracy 0.725453172205438   precision 0.6622711846976552   recall 0.6884754842567563
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deviation 4/5   epoch 45/120   F1 0.6647116832979483   accuracy 0.726963746223565   precision 0.6562679967091731   recall 0.6918673702834749
deviation 4/5   epoch 46/120   F1 0.6668271763344592   accuracy 0.726963746223565   precision 0.6585510078157137   recall 0.6913412425390645
deviation 4/5   epoch 47/120   F1 0.6698865854615768   accuracy 0.7246978851963746   precision 0.6625617030028794   recall 0.6873827098479646
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deviation 4/5   epoch 48/120   F1 0.660619683714694   accuracy 0.7250755287009063   precision 0.6522855820649939   recall 0.6897161928005663
deviation 4/5   epoch 49/120   F1 0.6679708814717615   accuracy 0.7262084592145015   precision 0.6599830316742081   recall 0.6898972421153979
deviation 4/5   epoch 50/120   F1 0.6653136091954984   accuracy 0.7258308157099698   precision 0.6571318387494858   recall 0.6898292660957936
deviation 4/5   epoch 51/120   F1 0.6661804167342014   accuracy 0.7224320241691843   precision 0.658867235705471   recall 0.6845218498768595
deviation 4/5   epoch 52/120   F1 0.6659548202813145   accuracy 0.7250755287009063   precision 0.6579931098313451   recall 0.6884951490557298
deviation 4/5   epoch 53/120   F1 0.6706444431408257   accuracy 0.726963746223565   precision 0.6628316536404771   recall 0.690599431978483
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deviation 4/5   epoch 54/120   F1 0.6686522217534105   accuracy 0.7258308157099698   precision 0.6608417317976141   recall 0.6892003871045786
deviation 4/5   epoch 55/120   F1 0.6688222823836518   accuracy 0.725453172205438   precision 0.661129679144385   recall 0.6886072187635188
deviation 4/5   epoch 56/120   F1 0.673610810048054   accuracy 0.7262084592145015   precision 0.6665466886055121   recall 0.6891642302062687
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deviation 4/5   epoch 57/120   F1 0.6717868649827603   accuracy 0.7265861027190332   precision 0.6642611065405183   recall 0.6898788348891325
deviation 4/5   epoch 58/120   F1 0.6698152007302414   accuracy 0.7265861027190332   precision 0.6619780954339778   recall 0.690160421351282
deviation 4/5   epoch 59/120   F1 0.6794016358157555   accuracy 0.7280966767371602   precision 0.6730974907445495   recall 0.6913771147898854
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deviation 4/5   epoch 60/120   F1 0.6733579493589691   accuracy 0.7280966767371602   precision 0.6656777046482929   recall 0.6918807541596694
deviation 4/5   epoch 61/120   F1 0.6720488427368108   accuracy 0.7277190332326284   precision 0.6642533936651583   recall 0.691515527587238
deviation 4/5   epoch 62/120   F1 0.6745068633392568   accuracy 0.7288519637462235   precision 0.6668140682846565   recall 0.6928299498042991
deviation 4/5   epoch 63/120   F1 0.6739560053296023   accuracy 0.729607250755287   precision 0.6659527972027972   recall 0.6940628767448642
deviation 4/5   epoch 64/120   F1 0.6766536821707085   accuracy 0.7307401812688822   precision 0.6687988482106129   recall 0.6953095775496316
deviation 4/5   epoch 65/120   F1 0.680582760644125   accuracy 0.7322507552870091   precision 0.6730692102015632   recall 0.6969290627388314
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deviation 4/5   epoch 66/120   F1 0.6774656214417097   accuracy 0.7311178247734139   precision 0.6696524064171123   recall 0.6957403891789273
deviation 4/5   epoch 67/120   F1 0.6802695985326199   accuracy 0.7311178247734139   precision 0.6730769230769231   recall 0.6953524004085802
deviation 4/5   epoch 68/120   F1 0.6815174231662382   accuracy 0.7299848942598187   precision 0.675082270670506   recall 0.6937335310496389
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deviation 4/5   epoch 69/120   F1 0.6816238799553997   accuracy 0.729607250755287   precision 0.6753702180172769   recall 0.6932460762649442
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deviation 4/5   epoch 70/120   F1 0.6817427330635936   accuracy 0.7307401812688822   precision 0.6750771287535993   recall 0.6947116089126781
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deviation 4/5   epoch 71/120   F1 0.6782747704834693   accuracy 0.7314954682779456   precision 0.6705059646236117   recall 0.696171374863472
deviation 4/5   epoch 72/120   F1 0.681630160784388   accuracy 0.7311178247734139   precision 0.6747891814068285   recall 0.6952251869378941
deviation 4/5   epoch 73/120   F1 0.6790131138817412   accuracy 0.7307401812688822   precision 0.6716526120937886   recall 0.6949635534725492
deviation 4/5   epoch 74/120   F1 0.6815144980895722   accuracy 0.7314954682779456   precision 0.6745012340600576   recall 0.6957502464038023
deviation 4/5   epoch 75/120   F1 0.6829638398622471   accuracy 0.7311178247734139   precision 0.6765014397367339   recall 0.6951405311988357
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deviation 4/5   epoch 76/120   F1 0.6778796528357538   accuracy 0.7299848942598187   precision 0.670516248457425   recall 0.6940241418525819
deviation 4/5   epoch 77/120   F1 0.677778948549131   accuracy 0.729607250755287   precision 0.6705188194158782   recall 0.6935010488296578
deviation 4/5   epoch 78/120   F1 0.6805154976189914   accuracy 0.729607250755287   precision 0.673943336075689   recall 0.6932863856471496
deviation 4/5   epoch 79/120   F1 0.6756536305509327   accuracy 0.729607250755287   precision 0.6679504319210201   recall 0.6937766967252017
deviation 4/5   epoch 80/120   F1 0.6834025174975483   accuracy 0.7311178247734139   precision 0.6770721925133689   recall 0.6951215366309706
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deviation 4/5   epoch 81/120   F1 0.6785629783962577   accuracy 0.7326283987915407   precision 0.6704982517482517   recall 0.6978413081028512
deviation 4/5   epoch 82/120   F1 0.6781771492284279   accuracy 0.7311178247734139   precision 0.670508535582065   recall 0.6956262038410826
deviation 4/5   epoch 83/120   F1 0.6789817596762276   accuracy 0.7314954682779456   precision 0.6713620937885644   recall 0.6960602920769763
deviation 4/5   epoch 84/120   F1 0.6812738236286257   accuracy 0.7322507552870091   precision 0.6739253393665159   recall 0.696835645145921
deviation 4/5   epoch 85/120   F1 0.6804982487678335   accuracy 0.7311178247734139   precision 0.6733622994652406   recall 0.6953281829794999
deviation 4/5   epoch 86/120   F1 0.6792447669397979   accuracy 0.7307401812688822   precision 0.6719379884821062   recall 0.6949358989774005
deviation 4/5   epoch 87/120   F1 0.6826354299875161   accuracy 0.7322507552870091   precision 0.6756375976964213   recall 0.6966823740595537
deviation 4/5   epoch 88/120   F1 0.681630160784388   accuracy 0.7311178247734139   precision 0.6747891814068285   recall 0.6952251869378941
deviation 4/5   epoch 89/120   F1 0.6812956902737886   accuracy 0.7299848942598187   precision 0.6747968942821885   recall 0.6937429427332861
deviation 4/5   epoch 90/120   F1 0.6821845772935635   accuracy 0.7322507552870091   precision 0.6750668449197861   recall 0.6967285578396087
deviation 4/5   epoch 91/120   F1 0.6797227371786837   accuracy 0.7299848942598187   precision 0.6727992595639655   recall 0.6938410225018765
deviation 4/5   epoch 92/120   F1 0.6820776810092704   accuracy 0.7311178247734139   precision 0.6753599341834635   recall 0.6951923076923077
deviation 4/5   epoch 93/120   F1 0.6804013467126824   accuracy 0.7299848942598187   precision 0.6736553887289182   recall 0.6937920275431707
deviation 4/5   epoch 94/120   F1 0.6801445011138798   accuracy 0.7314954682779456   precision 0.6727889757301522   recall 0.6959007117315839
deviation 4/5   epoch 95/120   F1 0.6827479607299186   accuracy 0.7318731117824774   precision 0.675925545043192   recall 0.696157010460293
deviation 4/5   epoch 96/120   F1 0.6827434042298277   accuracy 0.7311178247734139   precision 0.6762160633484162   recall 0.6951517429296251
deviation 4/5   epoch 97/120   F1 0.6826150912557887   accuracy 0.7299848942598187   precision 0.6765091526120939   recall 0.6937033366602362
deviation 4/5   epoch 98/120   F1 0.6823003272412318   accuracy 0.7311178247734139   precision 0.6756453105717812   recall 0.6951776250946333
deviation 4/5   epoch 99/120   F1 0.6853136420895278   accuracy 0.7337613293051359   precision 0.6784810777457837   recall 0.6984973026217501
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deviation 4/5   epoch 100/120   F1 0.6821893112065975   accuracy 0.7314954682779456   precision 0.6753573632250103   recall 0.6956913586888303
deviation 4/5   epoch 101/120   F1 0.6810705083668095   accuracy 0.7307401812688822   precision 0.6742209995886467   recall 0.6947584918539276
deviation 4/5   epoch 102/120   F1 0.6818522340169901   accuracy 0.7303625377643505   precision 0.6753650761003702   recall 0.6942093109996896
deviation 4/5   epoch 103/120   F1 0.6804791249579372   accuracy 0.7318731117824774   precision 0.6730717811600164   recall 0.6963980943100626
deviation 4/5   epoch 104/120   F1 0.6839701320337288   accuracy 0.7322507552870091   precision 0.6773498560263267   recall 0.696572617270846
deviation 4/5   epoch 105/120   F1 0.6836416284461724   accuracy 0.7326283987915407   precision 0.6767765322912382   recall 0.6971058613760345
deviation 4/5   epoch 106/120   F1 0.6794950250562735   accuracy 0.7299848942598187   precision 0.6725138831756479   recall 0.6938597080446969
deviation 4/5   epoch 107/120   F1 0.681965121246566   accuracy 0.7314954682779456   precision 0.6750719868366928   recall 0.6957097950458946
deviation 4/5   epoch 108/120   F1 0.6828483085094178   accuracy 0.7307401812688822   precision 0.6765040106951872   recall 0.6946566048863336
deviation 4/5   epoch 109/120   F1 0.6817401843739409   accuracy 0.7314954682779456   precision 0.6747866104483752   recall 0.695729422103735
deviation 4/5   epoch 110/120   F1 0.6846494931895897   accuracy 0.7345166163141994   precision 0.6773344302756068   recall 0.6996273772786965
deviation 4/5   epoch 111/120   F1 0.689075690951028   accuracy 0.7360271903323263   precision 0.6824609214315096   recall 0.7012261554306891
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deviation 4/5   epoch 112/120   F1 0.6813791837608727   accuracy 0.7326283987915407   precision 0.6739227684080625   recall 0.6973637761368643
deviation 4/5   epoch 113/120   F1 0.6844241083772018   accuracy 0.7345166163141994   precision 0.6770490538872892   recall 0.6996586103047502
deviation 4/5   epoch 114/120   F1 0.6895351663592559   accuracy 0.7367824773413897   precision 0.6827411559029206   recall 0.7022083062184623
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deviation 4/5   epoch 115/120   F1 0.6897174108920228   accuracy 0.7360271903323263   precision 0.6833170505964623   recall 0.7011744084754908
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deviation 4/5   epoch 116/120   F1 0.6883289625624589   accuracy 0.736404833836858   precision 0.6813168449197862   recall 0.7018229166666667
deviation 4/5   epoch 117/120   F1 0.6851957324467577   accuracy 0.736404833836858   precision 0.6773215754833402   recall 0.7023203285420945
deviation 4/5   epoch 118/120   F1 0.6843058171207799   accuracy 0.7326283987915407   precision 0.6776326614561909   recall 0.6970521464343977
deviation 4/5   epoch 119/120   F1 0.6869959445913925   accuracy 0.7356495468277946   precision 0.679895104895105   recall 0.7009280849059855
deviation 4/5   epoch 120/120   F1 0.686330465813473   accuracy 0.7356495468277946   precision 0.6790389757301523   recall 0.701016063619438

deviation 5/5   epoch 1/120   F1 0.4176536085713098   accuracy 0.6404833836858006   precision 0.4879139243109831   recall 0.4425551414431478
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deviation 5/5   epoch 2/120   F1 0.43743286408864773   accuracy 0.6367069486404834   precision 0.4925056561085973   recall 0.4752731406080347
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deviation 5/5   epoch 3/120   F1 0.4476098940133997   accuracy 0.6518126888217523   precision 0.5046740024681201   recall 0.5184840628336129
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deviation 5/5   epoch 4/120   F1 0.47364565465980557   accuracy 0.6638972809667674   precision 0.5208581859317153   recall 0.5745899529273316
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deviation 5/5   epoch 5/120   F1 0.48439760666019094   accuracy 0.668429003021148   precision 0.5273909913615795   recall 0.5930618519780229
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deviation 5/5   epoch 6/120   F1 0.507196205270102   accuracy 0.6710725075528701   precision 0.5382172974084739   recall 0.6025018660993955
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deviation 5/5   epoch 7/120   F1 0.516741622527403   accuracy 0.6740936555891238   precision 0.5439042575071987   recall 0.6111626446124979
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deviation 5/5   epoch 8/120   F1 0.5242517025457338   accuracy 0.6771148036253777   precision 0.5487350884409709   recall 0.6192713224387197
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deviation 5/5   epoch 9/120   F1 0.532694045631049   accuracy 0.6816465256797583   precision 0.5546971410941999   recall 0.6312512049354155
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deviation 5/5   epoch 10/120   F1 0.5477056373891356   accuracy 0.6816465256797583   precision 0.5624023035787742   recall 0.6279212403174315
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deviation 5/5   epoch 11/120   F1 0.5627232721712235   accuracy 0.6861782477341389   precision 0.5723596256684492   recall 0.6363602779530697
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deviation 5/5   epoch 12/120   F1 0.5764796797405493   accuracy 0.6948640483383686   precision 0.5831447963800904   recall 0.6541762013729977
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deviation 5/5   epoch 13/120   F1 0.578925271886026   accuracy 0.695619335347432   precision 0.5848519127930892   recall 0.65522601460829
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deviation 5/5   epoch 14/120   F1 0.5848021558677041   accuracy 0.6967522658610272   precision 0.5888394693541752   recall 0.6559666672308638
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deviation 5/5   epoch 15/120   F1 0.5964660493827161   accuracy 0.7016616314199395   precision 0.5976527149321267   recall 0.6636295492142266
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deviation 5/5   epoch 16/120   F1 0.6173696898911399   accuracy 0.7084592145015106   precision 0.6138728918140683   recall 0.6713635730535308
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deviation 5/5   epoch 17/120   F1 0.6289883457859293   accuracy 0.7129909365558912   precision 0.6235448375154258   recall 0.6768121274560306
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deviation 5/5   epoch 18/120   F1 0.6186397259354004   accuracy 0.7141238670694864   precision 0.615546585767174   recall 0.6840389428909261
deviation 5/5   epoch 19/120   F1 0.6445848829023504   accuracy 0.7194108761329305   precision 0.6371991978609626   recall 0.6842499363420181
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deviation 5/5   epoch 20/120   F1 0.6489894834042251   accuracy 0.7216767371601208   precision 0.6411790415466886   recall 0.6871202150180389
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deviation 5/5   epoch 21/120   F1 0.6478604243207475   accuracy 0.725453172205438   precision 0.6400118264088852   recall 0.6954431061166813
deviation 5/5   epoch 22/120   F1 0.6526320580195916   accuracy 0.7224320241691843   precision 0.6445984162895928   recall 0.6873319527331803
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deviation 5/5   epoch 23/120   F1 0.6572943096043047   accuracy 0.7288519637462235   precision 0.6485499794323324   recall 0.6981787312856922
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deviation 5/5   epoch 24/120   F1 0.6526930181444071   accuracy 0.7288519637462235   precision 0.6442693336075689   recall 0.7005253001715266
deviation 5/5   epoch 25/120   F1 0.6586204097527022   accuracy 0.7246978851963746   precision 0.6502905183052242   recall 0.6896207633389694
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deviation 5/5   epoch 26/120   F1 0.6654465245494269   accuracy 0.7265861027190332   precision 0.6571266968325792   recall 0.6910424246971004
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deviation 5/5   epoch 27/120   F1 0.6607677800020134   accuracy 0.7284743202416919   precision 0.6519770670505964   recall 0.6959241168160217
deviation 5/5   epoch 28/120   F1 0.6616574048974428   accuracy 0.7265861027190332   precision 0.6531314273961333   recall 0.6920859133126935
deviation 5/5   epoch 29/120   F1 0.661379877986315   accuracy 0.7265861027190332   precision 0.6528460510078158   recall 0.692172302440822
deviation 5/5   epoch 30/120   F1 0.6613869545380633   accuracy 0.7246978851963746   precision 0.6531442821883998   recall 0.6888655054198125
deviation 5/5   epoch 31/120   F1 0.6609174363994947   accuracy 0.7273413897280967   precision 0.652270156314274   recall 0.6937118149587242
deviation 5/5   epoch 32/120   F1 0.6659055364349695   accuracy 0.7262084592145015   precision 0.6577000205676676   recall 0.6903142610037891
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deviation 5/5   epoch 33/120   F1 0.66406225663599   accuracy 0.7246978851963746   precision 0.6559980460715755   recall 0.6882602979332384
deviation 5/5   epoch 34/120   F1 0.669393195748003   accuracy 0.726963746223565   precision 0.6614047716988893   recall 0.6908126939983512
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deviation 5/5   epoch 35/120   F1 0.6701464464017954   accuracy 0.726963746223565   precision 0.662260900863842   recall 0.6906807729289075
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deviation 5/5   epoch 36/120   F1 0.6698152007302414   accuracy 0.7265861027190332   precision 0.6619780954339778   recall 0.690160421351282
deviation 5/5   epoch 37/120   F1 0.6719970871386163   accuracy 0.725453172205438   precision 0.6648395721925133   recall 0.6882510454354274
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deviation 5/5   epoch 38/120   F1 0.6685723238119341   accuracy 0.725453172205438   precision 0.6608443027560674   recall 0.6886433176763782
deviation 5/5   epoch 39/120   F1 0.6672337792900781   accuracy 0.7250755287009063   precision 0.6594199917729329   recall 0.6882773027594248
deviation 5/5   epoch 40/120   F1 0.6661389966798816   accuracy 0.7246978851963746   precision 0.6582810571781159   recall 0.6878770262238976
deviation 5/5   epoch 41/120   F1 0.6693794006877354   accuracy 0.7235649546827795   precision 0.6622840394899219   recall 0.6858453457697381
deviation 5/5   epoch 42/120   F1 0.673451573990574   accuracy 0.7246978851963746   precision 0.6668423488276429   recall 0.6871587388451359
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deviation 5/5   epoch 43/120   F1 0.6706260036454912   accuracy 0.722809667673716   precision 0.6640014397367339   recall 0.6847812547976792
deviation 5/5   epoch 44/120   F1 0.6693476910248968   accuracy 0.7224320241691843   precision 0.6625771287535993   recall 0.6843229586813837
deviation 5/5   epoch 45/120   F1 0.6621899476542545   accuracy 0.720166163141994   precision 0.6548873920197449   recall 0.6816568631663534
deviation 5/5   epoch 46/120   F1 0.6703351538097315   accuracy 0.7216767371601208   precision 0.6640091526120938   recall 0.6833428535503224
deviation 5/5   epoch 47/120   F1 0.6729562956812527   accuracy 0.7220543806646526   precision 0.6671457219251338   recall 0.6838795349060847
deviation 5/5   epoch 48/120   F1 0.6684064924313857   accuracy 0.7205438066465257   precision 0.6620192307692307   recall 0.6819071398675076
deviation 5/5   epoch 49/120   F1 0.6685940501644291   accuracy 0.7212990936555891   precision 0.6620140888523242   recall 0.6828657489089052
deviation 5/5   epoch 50/120   F1 0.6687368161071136   accuracy 0.7209214501510574   precision 0.662302036199095   recall 0.6823843088650492
deviation 5/5   epoch 51/120   F1 0.6700593451738881   accuracy 0.7224320241691843   precision 0.663433257918552   recall 0.6843040470262494
deviation 5/5   epoch 52/120   F1 0.6684846808244267   accuracy 0.7190332326283988   precision 0.6626002673796791   recall 0.6800728320506579
deviation 5/5   epoch 53/120   F1 0.6684064924313857   accuracy 0.7205438066465257   precision 0.6620192307692307   recall 0.6819071398675076
deviation 5/5   epoch 54/120   F1 0.6706260036454912   accuracy 0.722809667673716   precision 0.6640014397367339   recall 0.6847812547976792
deviation 5/5   epoch 55/120   F1 0.664848631176798   accuracy 0.7220543806646526   precision 0.6574429247223365   recall 0.6841115510539085
deviation 5/5   epoch 56/120   F1 0.6639556500539903   accuracy 0.720166163141994   precision 0.6568850267379679   recall 0.6815246289940542
deviation 5/5   epoch 57/120   F1 0.6705675419961497   accuracy 0.7216767371601208   precision 0.6642945290004114   recall 0.6833457062420428
deviation 5/5   epoch 58/120   F1 0.6724559920024171   accuracy 0.7235649546827795   precision 0.6659939325380502   recall 0.6857221344885414
deviation 5/5   epoch 59/120   F1 0.670860936124094   accuracy 0.722809667673716   precision 0.6642868161250515   recall 0.684776825473935
deviation 5/5   epoch 60/120   F1 0.6729176158511274   accuracy 0.7235649546827795   precision 0.6665646853146854   recall 0.685719650387137
deviation 5/5   epoch 61/120   F1 0.6715913495077901   accuracy 0.7220543806646526   precision 0.6654334635952284   recall 0.6838301884097304
deviation 5/5   epoch 62/120   F1 0.6729176158511274   accuracy 0.7235649546827795   precision 0.6665646853146854   recall 0.685719650387137
deviation 5/5   epoch 63/120   F1 0.6710950884386988   accuracy 0.722809667673716   precision 0.664572192513369   recall 0.6847734784302972
deviation 5/5   epoch 64/120   F1 0.6697285268161874   accuracy 0.7220543806646526   precision 0.6631504524886878   recall 0.6838224431447864
deviation 5/5   epoch 65/120   F1 0.6701019913974604   accuracy 0.7216767371601208   precision 0.6637237762237762   recall 0.6833410466780916
deviation 5/5   epoch 66/120   F1 0.6697064426473809   accuracy 0.720166163141994   precision 0.6637340600575895   recall 0.6814810197371937
deviation 5/5   epoch 67/120   F1 0.6722542385685456   accuracy 0.722809667673716   precision 0.6659990744549569   recall 0.6847727793040292
deviation 5/5   epoch 68/120   F1 0.6713611983466615   accuracy 0.7220543806646526   precision 0.6651480872069108   recall 0.6838255494505494
deviation 5/5   epoch 69/120   F1 0.6725043370832888   accuracy 0.7220543806646526   precision 0.6665749691484986   recall 0.6838590218362917
deviation 5/5   epoch 70/120   F1 0.6729864587983083   accuracy 0.7246978851963746   precision 0.6662715960510078   recall 0.6871738194552472
deviation 5/5   epoch 71/120   F1 0.6733509209860171   accuracy 0.724320241691843   precision 0.6668449197860963   recall 0.686674260663957
deviation 5/5   epoch 72/120   F1 0.6740403190123136   accuracy 0.724320241691843   precision 0.667701048951049   recall 0.6866672390109889
update
deviation 5/5   epoch 73/120   F1 0.6714615242431072   accuracy 0.7224320241691843   precision 0.6651455162484574   recall 0.6842953718148725
deviation 5/5   epoch 74/120   F1 0.6742842048165318   accuracy 0.7235649546827795   precision 0.6682769436445908   recall 0.6857375955958512
update
deviation 5/5   epoch 75/120   F1 0.6751802286415235   accuracy 0.7235649546827795   precision 0.669418449197861   recall 0.6857703052804582
update
deviation 5/5   epoch 76/120   F1 0.6705675419961497   accuracy 0.7216767371601208   precision 0.6642945290004114   recall 0.6833457062420428
deviation 5/5   epoch 77/120   F1 0.6692067457838851   accuracy 0.7209214501510574   precision 0.6628727889757302   recall 0.6823880947222728
deviation 5/5   epoch 78/120   F1 0.6729649674173888   accuracy 0.7212990936555891   precision 0.6674362402303579   recall 0.6830024587284862
deviation 5/5   epoch 79/120   F1 0.6729562956812527   accuracy 0.7220543806646526   precision 0.6671457219251338   recall 0.6838795349060847
deviation 5/5   epoch 80/120   F1 0.6736248244470917   accuracy 0.7205438066465257   precision 0.6685828877005348   recall 0.6822234079212104
deviation 5/5   epoch 81/120   F1 0.6720493616757769   accuracy 0.7220543806646526   precision 0.6660042163718635   recall 0.6838425597703996
deviation 5/5   epoch 82/120   F1 0.6741833113112268   accuracy 0.7224320241691843   precision 0.6685700329082682   recall 0.6843904915172134
deviation 5/5   epoch 83/120   F1 0.6714263683444035   accuracy 0.7231873111782477   precision 0.6648549979432332   recall 0.6852531586599611
deviation 5/5   epoch 84/120   F1 0.6725556935351297   accuracy 0.7239425981873112   precision 0.6659913615795969   recall 0.686204126894173
deviation 5/5   epoch 85/120   F1 0.6717928904715458   accuracy 0.722809667673716   precision 0.6654283216783217   recall 0.6847698739963933
deviation 5/5   epoch 86/120   F1 0.6682985144534603   accuracy 0.7220543806646526   precision 0.6614381941587824   recall 0.6838617018473133
deviation 5/5   epoch 87/120   F1 0.6717577728104044   accuracy 0.7235649546827795   precision 0.6651378033730975   recall 0.685733948668124
deviation 5/5   epoch 88/120   F1 0.6731677787343953   accuracy 0.722809667673716   precision 0.6671405800082271   recall 0.6847911360742223
deviation 5/5   epoch 89/120   F1 0.6734792196582349   accuracy 0.7239425981873112   precision 0.6671328671328671   recall 0.6861937164489781
deviation 5/5   epoch 90/120   F1 0.6717179592636608   accuracy 0.7216767371601208   precision 0.6657214109419992   recall 0.6833754725099659
deviation 5/5   epoch 91/120   F1 0.66930269110049   accuracy 0.7212990936555891   precision 0.6628702180172769   recall 0.6828625860551041
deviation 5/5   epoch 92/120   F1 0.6713611983466615   accuracy 0.7220543806646526   precision 0.6651480872069108   recall 0.6838255494505494
deviation 5/5   epoch 93/120   F1 0.6708985931703785   accuracy 0.7220543806646526   precision 0.6645773344302757   recall 0.6838193910017114
deviation 5/5   epoch 94/120   F1 0.6705298509319735   accuracy 0.7224320241691843   precision 0.6640040106951872   recall 0.6842968753949905
deviation 5/5   epoch 95/120   F1 0.6703402560083593   accuracy 0.7235649546827795   precision 0.6634255450431921   recall 0.6857872708567153
deviation 5/5   epoch 96/120   F1 0.6706260036454912   accuracy 0.722809667673716   precision 0.6640014397367339   recall 0.6847812547976792
deviation 5/5   epoch 97/120   F1 0.6718924826246113   accuracy 0.7231873111782477   precision 0.6654257507198684   recall 0.685246950589729
deviation 5/5   epoch 98/120   F1 0.6729405318886145   accuracy 0.722809667673716   precision 0.6668552036199096   recall 0.684784991700335
deviation 5/5   epoch 99/120   F1 0.6740403190123136   accuracy 0.724320241691843   precision 0.667701048951049   recall 0.6866672390109889
deviation 5/5   epoch 100/120   F1 0.6726147291308329   accuracy 0.7250755287009063   precision 0.6656982723159194   recall 0.6876929349408818
deviation 5/5   epoch 101/120   F1 0.6723555064900647   accuracy 0.7231873111782477   precision 0.6659965034965035   recall 0.6852450373877024
deviation 5/5   epoch 102/120   F1 0.6724559920024171   accuracy 0.7235649546827795   precision 0.6659939325380502   recall 0.6857221344885414
deviation 5/5   epoch 103/120   F1 0.6745093297868052   accuracy 0.7235649546827795   precision 0.6685623200329083   recall 0.6857442348008386
deviation 5/5   epoch 104/120   F1 0.6763969666544124   accuracy 0.725453172205438   precision 0.6702617235705471   recall 0.6880848362724695
update
deviation 5/5   epoch 105/120   F1 0.6721865265854108   accuracy 0.724320241691843   precision 0.6654180378445085   recall 0.6867077955241898
deviation 5/5   epoch 106/120   F1 0.6752898161619344   accuracy 0.7239425981873112   precision 0.6694158782394077   recall 0.6862238283471631
deviation 5/5   epoch 107/120   F1 0.6750553261672614   accuracy 0.7246978851963746   precision 0.6688399835458659   recall 0.6871403688123132
deviation 5/5   epoch 108/120   F1 0.668538836642285   accuracy 0.7220543806646526   precision 0.6617235705471   recall 0.6838524130190797
deviation 5/5   epoch 109/120   F1 0.6705675419961497   accuracy 0.7216767371601208   precision 0.6642945290004114   recall 0.6833457062420428
deviation 5/5   epoch 110/120   F1 0.6768430393821556   accuracy 0.7246978851963746   precision 0.6711229946524064   recall 0.6871830511596646
update
deviation 5/5   epoch 111/120   F1 0.6720239481348736   accuracy 0.722809667673716   precision 0.6657136980666393   recall 0.6847707994713954
deviation 5/5   epoch 112/120   F1 0.6728874857769074   accuracy 0.724320241691843   precision 0.6662741670094612   recall 0.6866843708054902
deviation 5/5   epoch 113/120   F1 0.6703351538097315   accuracy 0.7216767371601208   precision 0.6640091526120938   recall 0.6833428535503224
deviation 5/5   epoch 114/120   F1 0.669868052168797   accuracy 0.7216767371601208   precision 0.6634383998354587   recall 0.683340291041284
deviation 5/5   epoch 115/120   F1 0.6718924826246113   accuracy 0.7231873111782477   precision 0.6654257507198684   recall 0.685246950589729
deviation 5/5   epoch 116/120   F1 0.6728154604987575   accuracy 0.7231873111782477   precision 0.6665672562731386   recall 0.6852473746399981
deviation 5/5   epoch 117/120   F1 0.6724209573040989   accuracy 0.724320241691843   precision 0.665703414232826   recall 0.6866988781034647
deviation 5/5   epoch 118/120   F1 0.6742458499696171   accuracy 0.7250755287009063   precision 0.6676959070341424   recall 0.6876263868393726
deviation 5/5   epoch 119/120   F1 0.6760677143556176   accuracy 0.724320241691843   precision 0.670269436445907   recall 0.6867034277450292
deviation 5/5   epoch 120/120   F1 0.675140778953217   accuracy 0.7258308157099698   precision 0.6685468942821884   recall 0.6885785130147881

