deviation 1/5   epoch 1/120   F1 0.4086001332883083   accuracy 0.6695619335347432   precision 0.5034116618675443   recall 0.7234853269336028
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deviation 1/5   epoch 2/120   F1 0.42363992714058274   accuracy 0.6710725075528701   precision 0.5085381530234472   recall 0.6539370763080132
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deviation 1/5   epoch 3/120   F1 0.42744487844144585   accuracy 0.6729607250755287   precision 0.5108083093377211   recall 0.6892074350780864
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deviation 1/5   epoch 4/120   F1 0.4460558999850785   accuracy 0.6759818731117825   precision 0.5182075277663514   recall 0.6766833819823865
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deviation 1/5   epoch 5/120   F1 0.4574133308601021   accuracy 0.6771148036253777   precision 0.5224804607157548   recall 0.6642875595951055
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deviation 1/5   epoch 6/120   F1 0.48951141635038253   accuracy 0.6858006042296072   precision 0.5384024064171122   recall 0.6880216003927344
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deviation 1/5   epoch 7/120   F1 0.5077565024044209   accuracy 0.6888217522658611   precision 0.5469431303990128   recall 0.6813513701419306
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deviation 1/5   epoch 8/120   F1 0.5469020995176178   accuracy 0.7001510574018127   precision 0.5691253599341835   recall 0.694918080324779
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deviation 1/5   epoch 9/120   F1 0.5764112786751767   accuracy 0.7103474320241692   precision 0.5878907856849033   recall 0.7068897694382791
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deviation 1/5   epoch 10/120   F1 0.6186139669822849   accuracy 0.7258308157099698   precision 0.6174645207733442   recall 0.7198235214872692
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deviation 1/5   epoch 11/120   F1 0.6330855334904494   accuracy 0.7318731117824774   precision 0.6285530645824764   recall 0.7252149590800787
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deviation 1/5   epoch 12/120   F1 0.6626500590766011   accuracy 0.7439577039274925   precision 0.6527277869189634   recall 0.732905982905983
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deviation 1/5   epoch 13/120   F1 0.6751773251226111   accuracy 0.7522658610271903   precision 0.663515528589058   recall 0.7452654107938221
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deviation 1/5   epoch 14/120   F1 0.6816204639321337   accuracy 0.7556646525679759   precision 0.6691999177293295   recall 0.7485612607840527
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deviation 1/5   epoch 15/120   F1 0.6829272700983227   accuracy 0.7598187311178247   precision 0.6700277663512958   recall 0.7610442718201339
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deviation 1/5   epoch 16/120   F1 0.6861504854951571   accuracy 0.7613293051359517   precision 0.6728712464006582   recall 0.7618706380857427
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deviation 1/5   epoch 17/120   F1 0.6866076119788899   accuracy 0.7628398791540786   precision 0.6731463389551625   recall 0.7667387507277718
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deviation 1/5   epoch 18/120   F1 0.6882186318581075   accuracy 0.763595166163142   precision 0.6745680789798437   recall 0.7671093574820124
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deviation 1/5   epoch 19/120   F1 0.697746373984893   accuracy 0.7666163141993958   precision 0.6833941793500617   recall 0.7640554667140488
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deviation 1/5   epoch 20/120   F1 0.6963224920644098   accuracy 0.7685045317220544   precision 0.6816690662278897   recall 0.7729403312388285
deviation 1/5   epoch 21/120   F1 0.7002539327660857   accuracy 0.7696374622356495   precision 0.6853712464006582   recall 0.7710407903194885
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deviation 1/5   epoch 22/120   F1 0.705178907254953   accuracy 0.7707703927492447   precision 0.6902149321266968   recall 0.7678345012584269
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deviation 1/5   epoch 23/120   F1 0.6997707438018057   accuracy 0.7685045317220544   precision 0.6850935828877005   recall 0.7677235189611462
deviation 1/5   epoch 24/120   F1 0.7008167279065385   accuracy 0.7681268882175226   precision 0.6862376593994242   recall 0.764948355571161
deviation 1/5   epoch 25/120   F1 0.7043164590667498   accuracy 0.7692598187311178   precision 0.689654463183875   recall 0.7639834598802792
deviation 1/5   epoch 26/120   F1 0.7071336405529953   accuracy 0.7700151057401813   precision 0.692503085150144   recall 0.7627488514212373
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deviation 1/5   epoch 27/120   F1 0.7050980805907181   accuracy 0.770392749244713   precision 0.6902175030851502   recall 0.7666745962233683
deviation 1/5   epoch 28/120   F1 0.713013871178961   accuracy 0.773036253776435   precision 0.6981900452488687   recall 0.7647509588413024
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deviation 1/5   epoch 29/120   F1 0.7113330135612437   accuracy 0.7734138972809668   precision 0.6961898395721925   recall 0.7681495537283014
deviation 1/5   epoch 30/120   F1 0.7161917507437308   accuracy 0.7764350453172205   precision 0.700735294117647   recall 0.7713868613138686
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deviation 1/5   epoch 31/120   F1 0.7130011180206453   accuracy 0.7749244712990937   precision 0.6976064376799671   recall 0.7708328194647545
deviation 1/5   epoch 32/120   F1 0.7178964368336624   accuracy 0.777190332326284   precision 0.7024424105306458   recall 0.7715063495839927
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deviation 1/5   epoch 33/120   F1 0.7193440864168958   accuracy 0.7779456193353474   precision 0.703864150555327   recall 0.7719726981187083
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deviation 1/5   epoch 34/120   F1 0.7186057809084285   accuracy 0.7779456193353474   precision 0.7030080213903743   recall 0.7729906516207545
deviation 1/5   epoch 35/120   F1 0.7175420785176883   accuracy 0.7768126888217523   precision 0.7021596051007816   recall 0.770767853376549
deviation 1/5   epoch 36/120   F1 0.7182510040773679   accuracy 0.7775679758308157   precision 0.7027252159605101   recall 0.7722472778120644
deviation 1/5   epoch 37/120   F1 0.7222245692473043   accuracy 0.7787009063444109   precision 0.7069981489099135   recall 0.7705270832843334
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deviation 1/5   epoch 38/120   F1 0.7261268522304469   accuracy 0.7813444108761329   precision 0.7106900452488687   recall 0.7736338965450172
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deviation 1/5   epoch 39/120   F1 0.726730936266458   accuracy 0.7824773413897281   precision 0.7109677087618265   recall 0.7764124122505625
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deviation 1/5   epoch 40/120   F1 0.7238760517846061   accuracy 0.7817220543806647   precision 0.7078337104072399   recall 0.7779997799083869
deviation 1/5   epoch 41/120   F1 0.7248355353048961   accuracy 0.7817220543806647   precision 0.70897521596051   recall 0.7766195668449926
deviation 1/5   epoch 42/120   F1 0.7264836295195471   accuracy 0.7817220543806647   precision 0.7109728506787331   recall 0.7743426441335273
deviation 1/5   epoch 43/120   F1 0.7251898381368305   accuracy 0.7813444108761329   precision 0.7095485396955985   recall 0.7749014095670452
deviation 1/5   epoch 44/120   F1 0.7257820853507165   accuracy 0.7817220543806647   precision 0.7101167215137804   recall 0.7752974385922362
deviation 1/5   epoch 45/120   F1 0.725430414425229   accuracy 0.7820996978851964   precision 0.7095433977786919   recall 0.7770136673195145
deviation 1/5   epoch 46/120   F1 0.7288370237639038   accuracy 0.7832326283987915   precision 0.7132455779514604   recall 0.775925389966168
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deviation 1/5   epoch 47/120   F1 0.7279941066125608   accuracy 0.7820996978851964   precision 0.7126825380501851   recall 0.7735147011052177
deviation 1/5   epoch 48/120   F1 0.7275350461394099   accuracy 0.7820996978851964   precision 0.7121117852735499   recall 0.7741202513508239
deviation 1/5   epoch 49/120   F1 0.7326616956249806   accuracy 0.7851208459214502   precision 0.7172279925956396   recall 0.7766781140122878
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deviation 1/5   epoch 50/120   F1 0.7332671444193767   accuracy 0.7843655589123867   precision 0.7183746400658165   recall 0.7736104098164608
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deviation 1/5   epoch 51/120   F1 0.7289649159379035   accuracy 0.7836102719033232   precision 0.713243006993007   recall 0.7769495580370149
deviation 1/5   epoch 52/120   F1 0.7295527590098133   accuracy 0.783987915407855   precision 0.7138111888111889   recall 0.7773427599546454
deviation 1/5   epoch 53/120   F1 0.7336846280242506   accuracy 0.7854984894259819   precision 0.7183669271904566   recall 0.776484375
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deviation 1/5   epoch 54/120   F1 0.7305958308499996   accuracy 0.7843655589123867   precision 0.7149501234060058   recall 0.7771070261133276
deviation 1/5   epoch 55/120   F1 0.7344184246962282   accuracy 0.7851208459214502   precision 0.7195110037021801   recall 0.7744030846684937
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deviation 1/5   epoch 56/120   F1 0.7353409637845374   accuracy 0.7870090634441088   precision 0.7197835252982312   recall 0.7789362917040542
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deviation 1/5   epoch 57/120   F1 0.7359196775111805   accuracy 0.7873867069486404   precision 0.7203517071164129   recall 0.7793267777514339
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deviation 1/5   epoch 58/120   F1 0.7364204064070546   accuracy 0.7881419939577039   precision 0.720631941587824   recall 0.7810136426709018
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deviation 1/5   epoch 59/120   F1 0.7374329393070899   accuracy 0.7873867069486404   precision 0.722349341834636   recall 0.7773166166314617
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deviation 1/5   epoch 60/120   F1 0.7387019965979926   accuracy 0.7873867069486404   precision 0.7240616001645414   recall 0.7757125061789422
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deviation 1/5   epoch 61/120   F1 0.7348415207273153   accuracy 0.7862537764350453   precision 0.7195032908268202   recall 0.7772706163553875
deviation 1/5   epoch 62/120   F1 0.7351356758069816   accuracy 0.7858761329305136   precision 0.7200766145619086   recall 0.7757428824297303
deviation 1/5   epoch 63/120   F1 0.7360699415007843   accuracy 0.7866314199395771   precision 0.7209276018099547   recall 0.776809118736365
deviation 1/5   epoch 64/120   F1 0.7332917638282668   accuracy 0.7862537764350453   precision 0.7175056561085973   recall 0.7793771877683112
deviation 1/5   epoch 65/120   F1 0.737792587455564   accuracy 0.7877643504531722   precision 0.7226321472645002   recall 0.77798644015563
deviation 1/5   epoch 66/120   F1 0.736213054121936   accuracy 0.7870090634441088   precision 0.7209250308515014   recall 0.777767541690506
deviation 1/5   epoch 67/120   F1 0.7395101975452685   accuracy 0.7888972809667674   precision 0.7243366927190457   recall 0.7791597183064797
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deviation 1/5   epoch 68/120   F1 0.737501705475714   accuracy 0.7892749244712991   precision 0.7214803578774167   recall 0.7831100799242823
deviation 1/5   epoch 69/120   F1 0.7387257099201349   accuracy 0.7885196374622356   precision 0.7234831345125463   recall 0.7790490131874623
deviation 1/5   epoch 70/120   F1 0.7416935098159849   accuracy 0.7896525679758308   precision 0.7268999382969972   recall 0.7785899569669981
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deviation 1/5   epoch 71/120   F1 0.7408057646850561   accuracy 0.7870090634441088   precision 0.7272033113944878   recall 0.7721891121891122
deviation 1/5   epoch 72/120   F1 0.7379835422729472   accuracy 0.7866314199395771   precision 0.7234959893048128   recall 0.7744105551991174
deviation 1/5   epoch 73/120   F1 0.7389382182420723   accuracy 0.7885196374622356   precision 0.7237685109008638   recall 0.778769069146977
deviation 1/5   epoch 74/120   F1 0.7387257099201349   accuracy 0.7885196374622356   precision 0.7234831345125463   recall 0.7790490131874623
deviation 1/5   epoch 75/120   F1 0.7408620934718484   accuracy 0.7896525679758308   precision 0.7257584327437269   recall 0.7796637766919251
deviation 1/5   epoch 76/120   F1 0.7390011390264039   accuracy 0.7881419939577039   precision 0.7240564582476348   recall 0.7775554141841521
deviation 1/5   epoch 77/120   F1 0.737723789072107   accuracy 0.7881419939577039   precision 0.7223441999177294   recall 0.7792280490472496
deviation 1/5   epoch 78/120   F1 0.7411790419355375   accuracy 0.7888972809667674   precision 0.7266197038255862   recall 0.777030345077931
deviation 1/5   epoch 79/120   F1 0.7395339605872375   accuracy 0.7873867069486404   precision 0.7252031057178117   recall 0.7747011944382377
deviation 1/5   epoch 80/120   F1 0.7429199254069405   accuracy 0.7896525679758308   precision 0.7286121966269026   recall 0.7770661911850507
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deviation 1/5   epoch 81/120   F1 0.7482123839951316   accuracy 0.7922960725075529   precision 0.7345871040723981   recall 0.778169014084507
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deviation 1/5   epoch 82/120   F1 0.7413330943171093   accuracy 0.7892749244712991   precision 0.7266171328671329   recall 0.777937188623321
deviation 1/5   epoch 83/120   F1 0.7405584655386819   accuracy 0.7888972809667674   precision 0.7257635746606335   recall 0.7778068215521503
deviation 1/5   epoch 84/120   F1 0.7468113954308554   accuracy 0.7926737160120846   precision 0.7323015220074043   recall 0.7809387113900101
deviation 1/5   epoch 85/120   F1 0.7451272919774772   accuracy 0.7915407854984894   precision 0.7305969765528588   recall 0.7797704268625525
deviation 1/5   epoch 86/120   F1 0.7466481854137268   accuracy 0.7922960725075529   precision 0.7323040929658577   recall 0.7800516978465429
deviation 1/5   epoch 87/120   F1 0.748935431028457   accuracy 0.7930513595166163   precision 0.7351527149321266   recall 0.7794061492874708
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deviation 1/5   epoch 88/120   F1 0.7483539260217035   accuracy 0.7930513595166163   precision 0.7342965857671739   recall 0.7801062247193774
deviation 1/5   epoch 89/120   F1 0.7496592420212767   accuracy 0.7938066465256798   precision 0.7357183257918551   recall 0.7806500391811146
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deviation 1/5   epoch 90/120   F1 0.7449260794907233   accuracy 0.7915407854984894   precision 0.7303116001645413   recall 0.78002425697388
deviation 1/5   epoch 91/120   F1 0.7492972407319809   accuracy 0.793429003021148   precision 0.7354355203619909   recall 0.7800272458941951
deviation 1/5   epoch 92/120   F1 0.745166567791087   accuracy 0.7911631419939577   precision 0.7308849238996298   recall 0.7786346730374685
deviation 1/5   epoch 93/120   F1 0.7446057017827907   accuracy 0.790785498489426   precision 0.730316742081448   recall 0.7782431521634474
deviation 1/5   epoch 94/120   F1 0.7502347690349489   accuracy 0.7938066465256798   precision 0.7365744549568078   recall 0.7799597180261832
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deviation 1/5   epoch 95/120   F1 0.7463205356492039   accuracy 0.7915407854984894   precision 0.7323092348827642   recall 0.7783059983059983
deviation 1/5   epoch 96/120   F1 0.7434384009678408   accuracy 0.7904078549848943   precision 0.7288924310983134   recall 0.7785985581906584
deviation 1/5   epoch 97/120   F1 0.7491496118834331   accuracy 0.7926737160120846   precision 0.7357260386672151   recall 0.7781173811988367
deviation 1/5   epoch 98/120   F1 0.7434823818019626   accuracy 0.7900302114803626   precision 0.7291803784450843   recall 0.7774589143426295
deviation 1/5   epoch 99/120   F1 0.7456306555872931   accuracy 0.7904078549848943   precision 0.7320315713698067   recall 0.7759785855222168
deviation 1/5   epoch 100/120   F1 0.7455986770365397   accuracy 0.790785498489426   precision 0.7317436240230357   recall 0.7770541082164328
deviation 1/5   epoch 101/120   F1 0.7519053441950985   accuracy 0.7945619335347432   precision 0.7385669477581243   recall 0.7800748532363461
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deviation 1/5   epoch 102/120   F1 0.750269847563662   accuracy 0.7930513595166163   precision 0.7371503496503496   recall 0.7778641314825525
deviation 1/5   epoch 103/120   F1 0.7504427471393943   accuracy 0.793429003021148   precision 0.7371477786918963   recall 0.7786840298470261
deviation 1/5   epoch 104/120   F1 0.7460206637742797   accuracy 0.7904078549848943   precision 0.7326023241464418   recall 0.77553682902558
deviation 1/5   epoch 105/120   F1 0.7515792531581218   accuracy 0.7926737160120846   precision 0.7394359317153435   recall 0.77547702521728
deviation 1/5   epoch 106/120   F1 0.748380594445809   accuracy 0.7926737160120846   precision 0.7345845331139449   recall 0.7790150808012005
deviation 1/5   epoch 107/120   F1 0.7472693779029937   accuracy 0.7919184290030211   precision 0.7334481694775812   recall 0.7782318266604873
deviation 1/5   epoch 108/120   F1 0.7462505575379126   accuracy 0.7922960725075529   precision 0.7317333401892225   recall 0.7805496762948207
deviation 1/5   epoch 109/120   F1 0.7488405040190658   accuracy 0.7911631419939577   precision 0.7363070752776635   recall 0.7744670320195113
deviation 1/5   epoch 110/120   F1 0.7453530341849538   accuracy 0.7888972809667674   precision 0.7326126079802551   recall 0.7722801737920139
deviation 1/5   epoch 111/120   F1 0.7466008173177143   accuracy 0.7904078549848943   precision 0.7334584533113945   recall 0.7748933458560977
deviation 1/5   epoch 112/120   F1 0.7453277406865056   accuracy 0.7892749244712991   precision 0.7323246606334841   recall 0.7732867598137059
deviation 1/5   epoch 113/120   F1 0.7464497039359836   accuracy 0.7922960725075529   precision 0.73201871657754   recall 0.7802992890487417
deviation 1/5   epoch 114/120   F1 0.7483068634007619   accuracy 0.7904078549848943   precision 0.7360268408062526   recall 0.7730960729703902
deviation 1/5   epoch 115/120   F1 0.7466241519076571   accuracy 0.7900302114803626   precision 0.7337464006581653   recall 0.7738757952573743
deviation 1/5   epoch 116/120   F1 0.7460206637742797   accuracy 0.7904078549848943   precision 0.7326023241464418   recall 0.77553682902558
deviation 1/5   epoch 117/120   F1 0.7515843848936266   accuracy 0.7919184290030211   precision 0.7400118264088853   recall 0.7735984326448313
deviation 1/5   epoch 118/120   F1 0.7484469997356595   accuracy 0.7915407854984894   precision 0.7354483751542575   recall 0.7758699633699634
deviation 1/5   epoch 119/120   F1 0.7439598759848537   accuracy 0.7892749244712991   precision 0.7303270259152612   recall 0.7747938003613286
deviation 1/5   epoch 120/120   F1 0.7456603142553693   accuracy 0.7900302114803626   precision 0.7323195187165775   recall 0.7749244712990937

deviation 2/5   epoch 1/120   F1 0.5048559180596616   accuracy 0.6756042296072508   precision 0.5393279514603044   recall 0.6179743760303091
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deviation 2/5   epoch 2/120   F1 0.5170705468715733   accuracy 0.6718277945619335   precision 0.5430635540929659   recall 0.6046955157504246
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deviation 2/5   epoch 3/120   F1 0.5582340280908713   accuracy 0.6801359516616314   precision 0.5678347387906212   recall 0.6232703432858309
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deviation 2/5   epoch 4/120   F1 0.5889046018183717   accuracy 0.6884441087613293   precision 0.5897521596051007   recall 0.6375634792802644
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deviation 2/5   epoch 5/120   F1 0.620865467696293   accuracy 0.706570996978852   precision 0.6164541341011929   recall 0.6664145429028309
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deviation 2/5   epoch 6/120   F1 0.6438033378362081   accuracy 0.7152567975830816   precision 0.6366567256273139   recall 0.676824582588996
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deviation 2/5   epoch 7/120   F1 0.674598037012833   accuracy 0.7292296072507553   precision 0.6668114973262032   recall 0.6933782630886784
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deviation 2/5   epoch 8/120   F1 0.6792669538402603   accuracy 0.7401812688821753   precision 0.6693053270259153   recall 0.7109192585973307
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deviation 2/5   epoch 9/120   F1 0.6939964875307341   accuracy 0.7515105740181269   precision 0.6829262649115591   recall 0.7263504485588853
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deviation 2/5   epoch 10/120   F1 0.7005397471843235   accuracy 0.7560422960725075   precision 0.6891736939531057   recall 0.7320142523806521
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deviation 2/5   epoch 11/120   F1 0.7069995461247227   accuracy 0.7628398791540786   precision 0.6945495680789798   recall 0.7429215301051659
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deviation 2/5   epoch 12/120   F1 0.7203316309210377   accuracy 0.7673716012084593   precision 0.7096436651583711   recall 0.7432645292554064
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deviation 2/5   epoch 13/120   F1 0.7188785290958902   accuracy 0.7692598187311178   precision 0.7067770464829288   recall 0.7484939910261252
deviation 2/5   epoch 14/120   F1 0.7220852006171219   accuracy 0.7734138972809668   precision 0.7090317770464829   recall 0.7558088316264728
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deviation 2/5   epoch 15/120   F1 0.7196313330733692   accuracy 0.7677492447129909   precision 0.7084995886466474   recall 0.7445349537565762
deviation 2/5   epoch 16/120   F1 0.7258408574194168   accuracy 0.777190332326284   precision 0.712145207733443   recall 0.7619198014239326
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deviation 2/5   epoch 17/120   F1 0.7259506021409456   accuracy 0.775679758308157   precision 0.713011620732209   recall 0.7578840886454183
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deviation 2/5   epoch 18/120   F1 0.7242038109345543   accuracy 0.775679758308157   precision 0.7107286096256684   recall 0.7595932147562583
deviation 2/5   epoch 19/120   F1 0.7251759076836476   accuracy 0.777190332326284   precision 0.7112890785684903   recall 0.7626259075570099
deviation 2/5   epoch 20/120   F1 0.7283641382673476   accuracy 0.7775679758308157   precision 0.715281777046483   recall 0.7603555263286764
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deviation 2/5   epoch 21/120   F1 0.7322903276580107   accuracy 0.7775679758308157   precision 0.7207039284245167   recall 0.7568381339331061
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deviation 2/5   epoch 22/120   F1 0.7327509773866316   accuracy 0.7787009063444109   precision 0.7206962155491567   recall 0.7590948191298311
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deviation 2/5   epoch 23/120   F1 0.7259261477580738   accuracy 0.7768126888217523   precision 0.7124331550802139   recall 0.7608274994535054
deviation 2/5   epoch 24/120   F1 0.7332072918565857   accuracy 0.779833836858006   precision 0.7206885026737968   recall 0.7614239150545109
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deviation 2/5   epoch 25/120   F1 0.7294962619339987   accuracy 0.7794561933534743   precision 0.7158396750308516   recall 0.7641401985306842
deviation 2/5   epoch 26/120   F1 0.7342196214337793   accuracy 0.779833836858006   precision 0.7221153846153847   recall 0.7605039926366328
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deviation 2/5   epoch 27/120   F1 0.7318224321107205   accuracy 0.7794561933534743   precision 0.7189788153023448   recall 0.7617935257017101
deviation 2/5   epoch 28/120   F1 0.7356430148233453   accuracy 0.7813444108761329   precision 0.7232466063348417   recall 0.7628690702604276
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deviation 2/5   epoch 29/120   F1 0.7363557851671054   accuracy 0.7820996978851964   precision 0.7238122171945702   recall 0.7640610603664988
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deviation 2/5   epoch 30/120   F1 0.7371785000697195   accuracy 0.7836102719033232   precision 0.7240873097490745   recall 0.7670752212897813
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deviation 2/5   epoch 31/120   F1 0.7396532988357051   accuracy 0.7847432024169184   precision 0.7269333607568902   recall 0.767476356275549
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deviation 2/5   epoch 32/120   F1 0.742864849636454   accuracy 0.7858761329305136   precision 0.7309209173179761   recall 0.7671882378751427
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deviation 2/5   epoch 33/120   F1 0.7428134059792806   accuracy 0.7866314199395771   precision 0.7303450226244343   recall 0.7690995100523736
deviation 2/5   epoch 34/120   F1 0.7441077325491682   accuracy 0.7873867069486404   precision 0.7317667626491156   recall 0.7697122033642221
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deviation 2/5   epoch 35/120   F1 0.7449011170422907   accuracy 0.7866314199395771   precision 0.7334841628959277   recall 0.767135935145645
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deviation 2/5   epoch 36/120   F1 0.7413181675101217   accuracy 0.7858761329305136   precision 0.7286379062114356   recall 0.7686836597426945
deviation 2/5   epoch 37/120   F1 0.7428134059792806   accuracy 0.7866314199395771   precision 0.7303450226244343   recall 0.7690995100523736
deviation 2/5   epoch 38/120   F1 0.7426972935096785   accuracy 0.7854984894259819   precision 0.7309234882764295   recall 0.7664333175130518
deviation 2/5   epoch 39/120   F1 0.7417385612565259   accuracy 0.7854984894259819   precision 0.7294966063348416   recall 0.7673285117470015
deviation 2/5   epoch 40/120   F1 0.7439616329214287   accuracy 0.7866314199395771   precision 0.7320572809543398   recall 0.7679944507414228
deviation 2/5   epoch 41/120   F1 0.7440827863061963   accuracy 0.7877643504531722   precision 0.7314788153023447   recall 0.7706880845652233
deviation 2/5   epoch 42/120   F1 0.7452070935889619   accuracy 0.7881419939577039   precision 0.7329031262854793   recall 0.7705133976396146
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deviation 2/5   epoch 43/120   F1 0.7439160866308244   accuracy 0.7873867069486404   precision 0.7314813862607981   recall 0.7699017586615976
deviation 2/5   epoch 44/120   F1 0.7444666750460696   accuracy 0.7877643504531722   precision 0.7320495680789798   recall 0.7703023224473294
deviation 2/5   epoch 45/120   F1 0.7444666750460696   accuracy 0.7877643504531722   precision 0.7320495680789798   recall 0.7703023224473294
deviation 2/5   epoch 46/120   F1 0.7457903209495933   accuracy 0.7877643504531722   precision 0.7340472027972028   recall 0.7690254973580624
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deviation 2/5   epoch 47/120   F1 0.7481604558534074   accuracy 0.7888972809667674   precision 0.7368932538050186   recall 0.7695520848950697
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deviation 2/5   epoch 48/120   F1 0.7479592787050526   accuracy 0.7896525679758308   precision 0.7360319827231592   recall 0.7715606968047464
deviation 2/5   epoch 49/120   F1 0.7448013040796546   accuracy 0.7885196374622356   precision 0.7320444261620732   recall 0.771881627144785
deviation 2/5   epoch 50/120   F1 0.7488534850834934   accuracy 0.790785498489426   precision 0.7365950226244344   recall 0.7734937574855194
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deviation 2/5   epoch 51/120   F1 0.7483068634007619   accuracy 0.7904078549848943   precision 0.7360268408062526   recall 0.7730960729703902
deviation 2/5   epoch 52/120   F1 0.7510350745834915   accuracy 0.7922960725075529   precision 0.7388677498971616   recall 0.775081049873429
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deviation 2/5   epoch 53/120   F1 0.7521129354631038   accuracy 0.7911631419939577   precision 0.7414438502673797   recall 0.7713186525073183
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deviation 2/5   epoch 54/120   F1 0.750863406508903   accuracy 0.790785498489426   precision 0.7397341628959276   recall 0.7715562933193547
deviation 2/5   epoch 55/120   F1 0.7497692659315871   accuracy 0.7911631419939577   precision 0.7377339572192514   recall 0.7735188610110132
deviation 2/5   epoch 56/120   F1 0.7502408168507577   accuracy 0.7870090634441088   precision 0.7417575071986837   recall 0.7638084657509651
deviation 2/5   epoch 57/120   F1 0.7512238858400953   accuracy 0.7915407854984894   precision 0.739729020979021   recall 0.7730269996457046
deviation 2/5   epoch 58/120   F1 0.7539059702879638   accuracy 0.7926737160120846   precision 0.7431458247634719   recall 0.7732312190372597
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deviation 2/5   epoch 59/120   F1 0.7535453659963002   accuracy 0.7922960725075529   precision 0.7428630193336075   recall 0.7726745276891769
deviation 2/5   epoch 60/120   F1 0.7537449835810834   accuracy 0.793429003021148   precision 0.7422845536816125   recall 0.7751875253227625
deviation 2/5   epoch 61/120   F1 0.7553377633345089   accuracy 0.7938066465256798   precision 0.7445649938296998   recall 0.77458542006437
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deviation 2/5   epoch 62/120   F1 0.7529876996867358   accuracy 0.7911631419939577   precision 0.7428707322089675   recall 0.7705691885888755
deviation 2/5   epoch 63/120   F1 0.751919926469285   accuracy 0.7904078549848943   precision 0.7417343685726039   recall 0.7697652733695555
deviation 2/5   epoch 64/120   F1 0.7504288493445181   accuracy 0.7873867069486404   precision 0.7417549362402304   recall 0.7644438679341456
deviation 2/5   epoch 65/120   F1 0.7497128871631913   accuracy 0.7866314199395771   precision 0.7411893253805019   recall 0.7633999861018204
deviation 2/5   epoch 66/120   F1 0.7524101608564462   accuracy 0.7896525679758308   precision 0.7431663924310983   recall 0.7677315692522824
deviation 2/5   epoch 67/120   F1 0.751393173614223   accuracy 0.7904078549848943   precision 0.7408782394076512   recall 0.7702099785789116
deviation 2/5   epoch 68/120   F1 0.7529198187508659   accuracy 0.7896525679758308   precision 0.744022521596051   recall 0.7673573480314384
deviation 2/5   epoch 69/120   F1 0.7532567754865445   accuracy 0.7896525679758308   precision 0.7445932743726862   recall 0.7671173982046079
deviation 2/5   epoch 70/120   F1 0.7525390446394733   accuracy 0.7888972809667674   precision 0.7440276635129577   recall 0.7660723859180691
deviation 2/5   epoch 71/120   F1 0.751440473302539   accuracy 0.7873867069486404   precision 0.7434671945701358   recall 0.7637842294640624
deviation 2/5   epoch 72/120   F1 0.7557483054863755   accuracy 0.7919184290030211   precision 0.7468608597285068   recall 0.7700289872190479
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deviation 2/5   epoch 73/120   F1 0.7553004173399634   accuracy 0.7904078549848943   precision 0.7474418963389551   recall 0.7672553531945616
deviation 2/5   epoch 74/120   F1 0.7541910091517946   accuracy 0.7888972809667674   precision 0.7468814273961333   recall 0.7650163001293662
deviation 2/5   epoch 75/120   F1 0.7559414286240955   accuracy 0.7922960725075529   precision 0.7468582887700534   recall 0.7706844495564145
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deviation 2/5   epoch 76/120   F1 0.7550539429100014   accuracy 0.7915407854984894   precision 0.7460073015220074   recall 0.7697513270918435
deviation 2/5   epoch 77/120   F1 0.7565187630811052   accuracy 0.793429003021148   precision 0.7468505758946935   recall 0.7726910616036415
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deviation 2/5   epoch 78/120   F1 0.7543097849282785   accuracy 0.7904078549848943   precision 0.7457296380090498   recall 0.7679281116518972
deviation 2/5   epoch 79/120   F1 0.7547977868833484   accuracy 0.7885196374622356   precision 0.7483108802961744   recall 0.7639723627498408
deviation 2/5   epoch 80/120   F1 0.7537835002996832   accuracy 0.7900302114803626   precision 0.7451614561908679   recall 0.7675228925397253
deviation 2/5   epoch 81/120   F1 0.7572846960126316   accuracy 0.7896525679758308   precision 0.7517276840806253   recall 0.7647259415173373
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deviation 2/5   epoch 82/120   F1 0.7559898405065215   accuracy 0.7892749244712991   precision 0.7497326203208556   recall 0.7647082067283455
deviation 2/5   epoch 83/120   F1 0.7555909259631852   accuracy 0.7900302114803626   precision 0.7483005964623612   recall 0.766337395448115
deviation 2/5   epoch 84/120   F1 0.7557136906472379   accuracy 0.7896525679758308   precision 0.7488739201974497   recall 0.7655516289047525
deviation 2/5   epoch 85/120   F1 0.7537982390152247   accuracy 0.7881419939577039   precision 0.74688656931304   recall 0.7638248127855951
deviation 2/5   epoch 86/120   F1 0.7570212406392259   accuracy 0.7900302114803626   precision 0.7508689839572192   recall 0.7655270376175549
deviation 2/5   epoch 87/120   F1 0.7568663771078181   accuracy 0.7915407854984894   precision 0.7491464417935005   recall 0.7684729609929077
deviation 2/5   epoch 88/120   F1 0.7575091575091575   accuracy 0.7915407854984894   precision 0.750287947346771   recall 0.7680632654859458
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deviation 2/5   epoch 89/120   F1 0.759039539730531   accuracy 0.7892749244712991   precision 0.7554401480872068   recall 0.7633795909711454
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deviation 2/5   epoch 90/120   F1 0.7566348815100186   accuracy 0.7926737160120846   precision 0.7477118469765529   recall 0.7709598404331983
deviation 2/5   epoch 91/120   F1 0.7587047861412648   accuracy 0.7922960725075529   precision 0.7517096873714522   recall 0.7687777960797233
deviation 2/5   epoch 92/120   F1 0.7610586316777717   accuracy 0.790785498489426   precision 0.7577128753599341   recall 0.7650316351108749
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deviation 2/5   epoch 93/120   F1 0.7598992235241653   accuracy 0.7919184290030211   precision 0.7542806458247635   recall 0.7674107284681371
deviation 2/5   epoch 94/120   F1 0.7617937075777228   accuracy 0.793429003021148   precision 0.7562679967091732   recall 0.769120878008282
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deviation 2/5   epoch 95/120   F1 0.7608772776986732   accuracy 0.793429003021148   precision 0.7545557383792678   recall 0.7696245524672762
deviation 2/5   epoch 96/120   F1 0.7625689101132391   accuracy 0.7919184290030211   precision 0.7594174208144796   recall 0.7662687268234016
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deviation 2/5   epoch 97/120   F1 0.7572671340223653   accuracy 0.790785498489426   precision 0.7505784656519952   recall 0.7667759700446702
deviation 2/5   epoch 98/120   F1 0.7596309396062362   accuracy 0.7885196374622356   precision 0.7574429247223364   recall 0.7620820519531506
deviation 2/5   epoch 99/120   F1 0.7563040677342168   accuracy 0.7892749244712991   precision 0.7503033730974907   recall 0.7645461239772946
deviation 2/5   epoch 100/120   F1 0.7582543593553314   accuracy 0.7911631419939577   precision 0.7520027766351296   recall 0.766920464269886
deviation 2/5   epoch 101/120   F1 0.7630672670927123   accuracy 0.7930513595166163   precision 0.7591243315508022   recall 0.7678827247284334
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deviation 2/5   epoch 102/120   F1 0.7614173044892051   accuracy 0.7911631419939577   precision 0.7579956807897984   recall 0.7654946276031074
deviation 2/5   epoch 103/120   F1 0.7632808231703878   accuracy 0.793429003021148   precision 0.7591217605923488   recall 0.7684145874598445
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deviation 2/5   epoch 104/120   F1 0.7608070586318187   accuracy 0.7919184290030211   precision 0.7559929041546689   recall 0.7669723263990134
deviation 2/5   epoch 105/120   F1 0.7619894871001405   accuracy 0.7919184290030211   precision 0.7582759152612093   recall 0.7664781547941544
deviation 2/5   epoch 106/120   F1 0.7618434117265491   accuracy 0.7919184290030211   precision 0.7579905388728918   recall 0.7665343928519018
deviation 2/5   epoch 107/120   F1 0.7594161575038962   accuracy 0.7881419939577039   precision 0.7574454956807898   recall 0.7615994017509886
deviation 2/5   epoch 108/120   F1 0.7607046329431055   accuracy 0.7896525679758308   precision 0.7582913410119292   recall 0.7634375366695795
deviation 2/5   epoch 109/120   F1 0.7588437237695412   accuracy 0.7873867069486404   precision 0.7571652612093789   recall 0.7606758673439804
deviation 2/5   epoch 110/120   F1 0.7589856349150279   accuracy 0.7873867069486404   precision 0.7574506375976964   recall 0.7606486021482985
deviation 2/5   epoch 111/120   F1 0.7607602084442507   accuracy 0.7885196374622356   precision 0.759725935828877   recall 0.7618512556926722
deviation 2/5   epoch 112/120   F1 0.7592680238060521   accuracy 0.7873867069486404   precision 0.7580213903743316   recall 0.7605983297142728
deviation 2/5   epoch 113/120   F1 0.7596309396062362   accuracy 0.7885196374622356   precision 0.7574429247223364   recall 0.7620820519531506
deviation 2/5   epoch 114/120   F1 0.7603229330942001   accuracy 0.7877643504531722   precision 0.7597310777457836   recall 0.7609332382841557
deviation 2/5   epoch 115/120   F1 0.757442676211877   accuracy 0.783987915407855   precision 0.7583299053887289   recall 0.7565962184745192
deviation 2/5   epoch 116/120   F1 0.7596253182811108   accuracy 0.7877643504531722   precision 0.7583041958041958   recall 0.7610403681118678
deviation 2/5   epoch 117/120   F1 0.7576724597532263   accuracy 0.7832326283987915   precision 0.7597619292472234   recall 0.7558028254595169
deviation 2/5   epoch 118/120   F1 0.757358038515252   accuracy 0.7836102719033232   precision 0.7586178527354999   recall 0.7561797781423834
deviation 2/5   epoch 119/120   F1 0.7563390836226871   accuracy 0.7820996978851964   precision 0.7583427601809956   recall 0.7545394902244145
deviation 2/5   epoch 120/120   F1 0.7554945050563879   accuracy 0.7813444108761329   precision 0.7574917729329494   recall 0.7537010310388218

deviation 3/5   epoch 1/120   F1 0.4238229442970822   accuracy 0.6669184290030211   precision 0.5059980460715755   recall 0.574775641025641
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deviation 3/5   epoch 2/120   F1 0.44567586176019663   accuracy 0.6733383685800605   precision 0.5165132661456191   recall 0.640418764039417
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deviation 3/5   epoch 3/120   F1 0.4807029274907775   accuracy 0.6801359516616314   precision 0.5321626902509256   recall 0.6562934343639413
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deviation 3/5   epoch 4/120   F1 0.5228074178559575   accuracy 0.6850453172205438   precision 0.5515348621966268   recall 0.6476676685525695
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deviation 3/5   epoch 5/120   F1 0.5726729028046402   accuracy 0.6993957703927492   precision 0.5822578157136981   recall 0.6690683407048081
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deviation 3/5   epoch 6/120   F1 0.6244954291932555   accuracy 0.7175226586102719   precision 0.6203748457424928   recall 0.6893478920230512
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deviation 3/5   epoch 7/120   F1 0.6658425617964843   accuracy 0.7382930513595166   precision 0.6559054915672563   recall 0.7145720086159997
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deviation 3/5   epoch 8/120   F1 0.6809395920536578   accuracy 0.7481117824773413   precision 0.6695367132867133   recall 0.7276771957687942
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deviation 3/5   epoch 9/120   F1 0.6944700051312482   accuracy 0.756797583081571   precision 0.68203414232826   recall 0.7385033078674696
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deviation 3/5   epoch 10/120   F1 0.6904852973053062   accuracy 0.7586858006042296   precision 0.6774552653229123   recall 0.7477105623219613
deviation 3/5   epoch 11/120   F1 0.7042367288928411   accuracy 0.7654833836858006   precision 0.6905363019333608   recall 0.752538857013856
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deviation 3/5   epoch 12/120   F1 0.7078817803884845   accuracy 0.7651057401812689   precision 0.6948195187165775   recall 0.7478413595510028
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deviation 3/5   epoch 13/120   F1 0.7057225742202722   accuracy 0.7673716012084593   precision 0.6916649526943645   recall 0.7563723399865194
deviation 3/5   epoch 14/120   F1 0.7048408856211688   accuracy 0.7658610271903323   precision 0.6911044837515425   recall 0.752964157852466
deviation 3/5   epoch 15/120   F1 0.7069021902828031   accuracy 0.7669939577039275   precision 0.6930944055944056   recall 0.7539614912198392
deviation 3/5   epoch 16/120   F1 0.7060717060717061   accuracy 0.7677492447129909   precision 0.6919477581242287   recall 0.7570903440468658
deviation 3/5   epoch 17/120   F1 0.7164538501225217   accuracy 0.7715256797583081   precision 0.702766351295763   recall 0.7564298063722164
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deviation 3/5   epoch 18/120   F1 0.7151590413850542   accuracy 0.7711480362537765   precision 0.7013420403126285   recall 0.7567512187765353
deviation 3/5   epoch 19/120   F1 0.7185608590691   accuracy 0.773036253776435   precision 0.7047537021801727   recall 0.7583366784658614
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deviation 3/5   epoch 20/120   F1 0.7160991105554005   accuracy 0.7719033232628398   precision 0.7021930275606746   recall 0.7578363970769034
deviation 3/5   epoch 21/120   F1 0.7212233116227842   accuracy 0.7741691842900302   precision 0.7075997531879885   recall 0.7586261566400507
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deviation 3/5   epoch 22/120   F1 0.7185608590691   accuracy 0.773036253776435   precision 0.7047537021801727   recall 0.7583366784658614
deviation 3/5   epoch 23/120   F1 0.7163279890894285   accuracy 0.7726586102719033   precision 0.702187885643768   recall 0.7597021332804967
deviation 3/5   epoch 24/120   F1 0.7185665301922027   accuracy 0.7737915407854985   precision 0.7044631838749486   recall 0.7604198815424855
deviation 3/5   epoch 25/120   F1 0.7232163898855244   accuracy 0.7760574018126888   precision 0.7092991567256273   recall 0.7616376093015707
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deviation 3/5   epoch 26/120   F1 0.7219533718177524   accuracy 0.775679758308157   precision 0.7078748457424928   recall 0.7619684814867616
deviation 3/5   epoch 27/120   F1 0.7253983018256394   accuracy 0.777190332326284   precision 0.7115744549568079   recall 0.7623878074832209
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deviation 3/5   epoch 28/120   F1 0.7186809450960394   accuracy 0.7734138972809668   precision 0.7047511312217194   recall 0.7592447916666667
deviation 3/5   epoch 29/120   F1 0.7194974285896687   accuracy 0.7737915407854985   precision 0.7056046894282189   recall 0.759410364639719
deviation 3/5   epoch 30/120   F1 0.7206640002756508   accuracy 0.774546827794562   precision 0.7067410530645825   recall 0.7602363239928318
deviation 3/5   epoch 31/120   F1 0.7214748802746905   accuracy 0.7749244712990937   precision 0.7075946112710818   recall 0.7604037667698658
deviation 3/5   epoch 32/120   F1 0.7232163898855244   accuracy 0.7760574018126888   precision 0.7092991567256273   recall 0.7616376093015707
deviation 3/5   epoch 33/120   F1 0.7216171219588903   accuracy 0.7760574018126888   precision 0.7073015220074044   recall 0.7634070727438591
deviation 3/5   epoch 34/120   F1 0.7224318658280923   accuracy 0.7764350453172205   precision 0.7081550802139037   recall 0.7635546875
deviation 3/5   epoch 35/120   F1 0.7220936842234242   accuracy 0.7768126888217523   precision 0.7075817564788153   recall 0.7650254592303558
deviation 3/5   epoch 36/120   F1 0.7270391218688432   accuracy 0.7787009063444109   precision 0.7129910530645824   recall 0.7647414101646386
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deviation 3/5   epoch 37/120   F1 0.7263291550397898   accuracy 0.7779456193353474   precision 0.7124254422048539   recall 0.7634431743906133
deviation 3/5   epoch 38/120   F1 0.7234713972578051   accuracy 0.7768126888217523   precision 0.7092940148087207   recall 0.7634498772264091
deviation 3/5   epoch 39/120   F1 0.7279707289614411   accuracy 0.7794561933534743   precision 0.7138420403126285   recall 0.7657991614684528
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deviation 3/5   epoch 40/120   F1 0.7279983508857951   accuracy 0.7783232628398792   precision 0.7144205059646236   recall 0.7626904502614668
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deviation 3/5   epoch 41/120   F1 0.7295661453296429   accuracy 0.7779456193353474   precision 0.7167060880296174   recall 0.7601543209876543
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deviation 3/5   epoch 42/120   F1 0.7319189003232132   accuracy 0.7813444108761329   precision 0.7181098313451255   recall 0.7666274857058898
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deviation 3/5   epoch 43/120   F1 0.7309197782984674   accuracy 0.779833836858006   precision 0.7175493624023036   recall 0.7636586066924194
deviation 3/5   epoch 44/120   F1 0.7296361153011117   accuracy 0.779833836858006   precision 0.7158371040723982   recall 0.7650069012213859
deviation 3/5   epoch 45/120   F1 0.7279182377233145   accuracy 0.7787009063444109   precision 0.7141325586178527   recall 0.7637864852538766
deviation 3/5   epoch 46/120   F1 0.7314869536128457   accuracy 0.7802114803625377   precision 0.7181175442204855   recall 0.7640656125498008
deviation 3/5   epoch 47/120   F1 0.7321170446130901   accuracy 0.7802114803625377   precision 0.7189736733854382   recall 0.7634269755012789
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deviation 3/5   epoch 48/120   F1 0.7310633664195669   accuracy 0.7802114803625377   precision 0.7175467914438503   recall 0.7645041699488603
deviation 3/5   epoch 49/120   F1 0.7291736466970202   accuracy 0.7809667673716012   precision 0.714687885643768   recall 0.7686819286024551
deviation 3/5   epoch 50/120   F1 0.7321317285612977   accuracy 0.7813444108761329   precision 0.718395207733443   recall 0.766396967451852
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deviation 3/5   epoch 51/120   F1 0.7289023360540388   accuracy 0.7802114803625377   precision 0.7146930275606747   recall 0.7668569127722671
deviation 3/5   epoch 52/120   F1 0.7301314411339024   accuracy 0.7805891238670695   precision 0.7161173385438091   recall 0.7665271585121773
deviation 3/5   epoch 53/120   F1 0.7316976867104408   accuracy 0.7802114803625377   precision 0.718402920608803   recall 0.7638501939663874
deviation 3/5   epoch 54/120   F1 0.7328449144844456   accuracy 0.7820996978851964   precision 0.7189608185931715   recall 0.767667771643094
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deviation 3/5   epoch 55/120   F1 0.7322754099278275   accuracy 0.7817220543806647   precision 0.7183926367749898   recall 0.7672644611197634
deviation 3/5   epoch 56/120   F1 0.7327659547766939   accuracy 0.7813444108761329   precision 0.7192513368983957   recall 0.765721311998978
deviation 3/5   epoch 57/120   F1 0.7331325897759249   accuracy 0.7828549848942599   precision 0.7189556766762649   recall 0.7694295600593178
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deviation 3/5   epoch 58/120   F1 0.73360174852131   accuracy 0.7813444108761329   precision 0.720392842451666   recall 0.7648567524583921
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deviation 3/5   epoch 59/120   F1 0.7325552532182238   accuracy 0.7813444108761329   precision 0.7189659605100782   recall 0.765943901945891
deviation 3/5   epoch 60/120   F1 0.7326815473072212   accuracy 0.7805891238670695   precision 0.7195418552036199   recall 0.7638340798688754
deviation 3/5   epoch 61/120   F1 0.7339581645813851   accuracy 0.7817220543806647   precision 0.7206756478815303   recall 0.7654744636168784
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deviation 3/5   epoch 62/120   F1 0.7361997027182801   accuracy 0.7817220543806647   precision 0.7238147881530235   recall 0.7632764773483336
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deviation 3/5   epoch 63/120   F1 0.7334527367328592   accuracy 0.7809667673716012   precision 0.7203954134101194   recall 0.764033264033264
deviation 3/5   epoch 64/120   F1 0.7346715541787393   accuracy 0.7824773413897281   precision 0.7212412587412588   recall 0.7667150171706276
deviation 3/5   epoch 65/120   F1 0.7362611475394218   accuracy 0.7828549848942599   precision 0.7232363225010283   recall 0.766060984437899
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deviation 3/5   epoch 66/120   F1 0.7368682552616412   accuracy 0.7828549848942599   precision 0.724092451665981   recall 0.7654561761891021
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deviation 3/5   epoch 67/120   F1 0.7397247845153485   accuracy 0.783987915407855   precision 0.7275092554504319   recall 0.7655280434965254
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deviation 3/5   epoch 68/120   F1 0.7391357663227873   accuracy 0.783987915407855   precision 0.7266531262854792   recall 0.7660881638320027
deviation 3/5   epoch 69/120   F1 0.7377445145308525   accuracy 0.7820996978851964   precision 0.7258098519127931   recall 0.7627800121320827
deviation 3/5   epoch 70/120   F1 0.7378666935238819   accuracy 0.7828549848942599   precision 0.7255193336075689   recall 0.764496252356647
deviation 3/5   epoch 71/120   F1 0.7392956156548016   accuracy 0.7843655589123867   precision 0.7266505553270259   recall 0.7668771621256509
deviation 3/5   epoch 72/120   F1 0.7404057095471943   accuracy 0.7851208459214502   precision 0.7277869189633895   recall 0.7676836227322612
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deviation 3/5   epoch 73/120   F1 0.7418835594481087   accuracy 0.7881419939577039   precision 0.7280517276840806   recall 0.7740608057640423
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deviation 3/5   epoch 74/120   F1 0.7456181347393387   accuracy 0.7873867069486404   precision 0.7340497737556562   recall 0.7682786489702247
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deviation 3/5   epoch 75/120   F1 0.742315715605409   accuracy 0.7854984894259819   precision 0.7303527354997943   recall 0.7667845785543288
deviation 3/5   epoch 76/120   F1 0.743401912292225   accuracy 0.7888972809667674   precision 0.7297588440970795   recall 0.774398093242294
deviation 3/5   epoch 77/120   F1 0.7414083765758506   accuracy 0.7847432024169184   precision 0.7295017482517483   recall 0.7657990019175569
deviation 3/5   epoch 78/120   F1 0.7407641040178499   accuracy 0.7828549848942599   precision 0.7297999794323323   recall 0.7619575674049912
deviation 3/5   epoch 79/120   F1 0.7412159571834278   accuracy 0.7847432024169184   precision 0.7292163718634307   recall 0.7659761398316841
deviation 3/5   epoch 80/120   F1 0.74242553363651   accuracy 0.7866314199395771   precision 0.7297742698477993   recall 0.7694865770066646
deviation 3/5   epoch 81/120   F1 0.7450871447500939   accuracy 0.7866314199395771   precision 0.7337695392842452   recall 0.7669708467201184
deviation 3/5   epoch 82/120   F1 0.7409521683644174   accuracy 0.7828549848942599   precision 0.7300853558206499   recall 0.7618056291984041
deviation 3/5   epoch 83/120   F1 0.742210258515461   accuracy 0.783987915407855   precision 0.7312191484985602   recall 0.7633351194502274
deviation 3/5   epoch 84/120   F1 0.7426737614871359   accuracy 0.7858761329305136   precision 0.7306355409296585   recall 0.7673670641795104
deviation 3/5   epoch 85/120   F1 0.742315715605409   accuracy 0.7854984894259819   precision 0.7303527354997943   recall 0.7667845785543288
deviation 3/5   epoch 86/120   F1 0.7426972935096785   accuracy 0.7854984894259819   precision 0.7309234882764295   recall 0.7664333175130518
deviation 3/5   epoch 87/120   F1 0.745585856518608   accuracy 0.7881419939577039   precision 0.7334738790621144   recall 0.7701421554227664
deviation 3/5   epoch 88/120   F1 0.7432451220256708   accuracy 0.7858761329305136   precision 0.7314916700946112   recall 0.766837364817659
deviation 3/5   epoch 89/120   F1 0.7438108035474336   accuracy 0.7858761329305136   precision 0.732347799259564   recall 0.7663277672792641
deviation 3/5   epoch 90/120   F1 0.7439981121468652   accuracy 0.7858761329305136   precision 0.7326331756478816   recall 0.7661622961994989
deviation 3/5   epoch 91/120   F1 0.7453026229377951   accuracy 0.7851208459214502   precision 0.7352067050596462   recall 0.7633890109668648
deviation 3/5   epoch 92/120   F1 0.746734223729438   accuracy 0.7858761329305136   precision 0.736913821472645   recall 0.7639329154992206
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deviation 3/5   epoch 93/120   F1 0.7479888911467859   accuracy 0.7877643504531722   precision 0.7374717194570135   recall 0.7670894201741907
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deviation 3/5   epoch 94/120   F1 0.7454669460000707   accuracy 0.7862537764350453   precision 0.7346282394076511   recall 0.7657726134311842
deviation 3/5   epoch 95/120   F1 0.7487024583719466   accuracy 0.7877643504531722   precision 0.7386132250102838   recall 0.7665114115390359
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deviation 3/5   epoch 96/120   F1 0.7497788510056722   accuracy 0.7888972809667674   precision 0.7394616412998766   recall 0.7681537707459585
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deviation 3/5   epoch 97/120   F1 0.7456561346209065   accuracy 0.7858761329305136   precision 0.7352015631427395   recall 0.7647690643551999
deviation 3/5   epoch 98/120   F1 0.7460178908815576   accuracy 0.7858761329305136   precision 0.7357723159193748   recall 0.7644823068731339
deviation 3/5   epoch 99/120   F1 0.748841542911342   accuracy 0.7862537764350453   precision 0.7400503907856849   recall 0.7632194698398469
deviation 3/5   epoch 100/120   F1 0.7488836053920968   accuracy 0.7881419939577039   precision 0.7386106540518305   recall 0.7672008187901397
deviation 3/5   epoch 101/120   F1 0.7476300266248131   accuracy 0.7870090634441088   precision 0.7374768613739202   recall 0.7657007332234504
deviation 3/5   epoch 102/120   F1 0.747093114164946   accuracy 0.7866314199395771   precision 0.7369086795557384   recall 0.7652949148785022
deviation 3/5   epoch 103/120   F1 0.7495811701926449   accuracy 0.7877643504531722   precision 0.7400401069518716   recall 0.7658341376747841
deviation 3/5   epoch 104/120   F1 0.7489797730366347   accuracy 0.7854984894259819   precision 0.7409116618675442   recall 0.7616325334003434
deviation 3/5   epoch 105/120   F1 0.7465541936418814   accuracy 0.7854984894259819   precision 0.7369163924310983   recall 0.763262245204051
deviation 3/5   epoch 106/120   F1 0.7474119667044872   accuracy 0.7847432024169184   precision 0.7389191690662279   recall 0.7611310151036179
deviation 3/5   epoch 107/120   F1 0.7484344655582422   accuracy 0.7847432024169184   precision 0.7406314273961333   recall 0.7605077334580261
deviation 3/5   epoch 108/120   F1 0.7487232574189095   accuracy 0.783987915407855   precision 0.7417780748663102   recall 0.7589490263459335
deviation 3/5   epoch 109/120   F1 0.7499304147282198   accuracy 0.7847432024169184   precision 0.7431998148909913   recall 0.7596908801405589
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deviation 3/5   epoch 110/120   F1 0.7498190257196389   accuracy 0.7854984894259819   precision 0.7423385438091321   recall 0.7611369680851063
deviation 3/5   epoch 111/120   F1 0.7502213352303414   accuracy 0.7866314199395771   precision 0.7420454545454546   recall 0.7630718965662979
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deviation 3/5   epoch 112/120   F1 0.7500320222020601   accuracy 0.7862537764350453   precision 0.7420480255039079   recall 0.7624526092774309
deviation 3/5   epoch 113/120   F1 0.7541561314791404   accuracy 0.7870090634441088   precision 0.7486065405183052   recall 0.761628787878788
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deviation 3/5   epoch 114/120   F1 0.7498190257196389   accuracy 0.7854984894259819   precision 0.7423385438091321   recall 0.7611369680851063
deviation 3/5   epoch 115/120   F1 0.7555874945608461   accuracy 0.7885196374622356   precision 0.7497377622377622   recall 0.7635694672064426
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deviation 3/5   epoch 116/120   F1 0.7548365405238885   accuracy 0.7888972809667674   precision 0.7480229329494035   recall 0.7646436147194311
deviation 3/5   epoch 117/120   F1 0.7568760046797319   accuracy 0.7888972809667674   precision 0.7517328259975319   recall 0.7636194568573327
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deviation 3/5   epoch 118/120   F1 0.7542800856488545   accuracy 0.7881419939577039   precision 0.7477426984779927   recall 0.7635622976433463
deviation 3/5   epoch 119/120   F1 0.7549814406524082   accuracy 0.7873867069486404   precision 0.7497454751131222   recall 0.7619035261843538
deviation 3/5   epoch 120/120   F1 0.7562578802402723   accuracy 0.7888972809667674   precision 0.7505913204442616   recall 0.763904786337167

deviation 4/5   epoch 1/120   F1 0.4150788573301295   accuracy 0.6650302114803626   precision 0.5023010078157137   recall 0.5370573560922086
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deviation 4/5   epoch 2/120   F1 0.4364854397030908   accuracy 0.6695619335347432   precision 0.511402200740436   recall 0.6056612763929836
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deviation 4/5   epoch 3/120   F1 0.47953592364663566   accuracy 0.6740936555891238   precision 0.5284939325380502   recall 0.6190597044186802
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deviation 4/5   epoch 4/120   F1 0.5140786250573862   accuracy 0.6816465256797583   precision 0.546135849444673   recall 0.6383964292255931
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deviation 4/5   epoch 5/120   F1 0.5490700370883284   accuracy 0.6918429003021148   precision 0.5668989099136158   recall 0.6579758977628024
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deviation 4/5   epoch 6/120   F1 0.5987960633799707   accuracy 0.7111027190332326   precision 0.6012983340189223   recall 0.6882677299860117
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deviation 4/5   epoch 7/120   F1 0.6329244223160647   accuracy 0.7284743202416919   precision 0.628005450431921   recall 0.7140709664451317
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deviation 4/5   epoch 8/120   F1 0.6685479581970867   accuracy 0.7466012084592145   precision 0.6578465651995065   recall 0.7348524187263017
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deviation 4/5   epoch 9/120   F1 0.6864882593409406   accuracy 0.756797583081571   precision 0.6737582270670506   recall 0.7464635929676645
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deviation 4/5   epoch 10/120   F1 0.6962977799850187   accuracy 0.7632175226586103   precision 0.6825611888111889   recall 0.7548379427135903
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deviation 4/5   epoch 11/120   F1 0.6995958383826979   accuracy 0.7647280966767371   precision 0.6856900452488688   recall 0.7555643524067743
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deviation 4/5   epoch 12/120   F1 0.7096406782257425   accuracy 0.7707703927492447   precision 0.6950663307280954   recall 0.7619618742636174
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deviation 4/5   epoch 13/120   F1 0.7076617354824465   accuracy 0.7711480362537765   precision 0.6927807486631017   recall 0.7656943721010987
deviation 4/5   epoch 14/120   F1 0.7136164147111181   accuracy 0.7734138972809668   precision 0.6987582270670506   recall 0.7651609473341222
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deviation 4/5   epoch 15/120   F1 0.7170809172892691   accuracy 0.7760574018126888   precision 0.7018793706293707   recall 0.7689717242802618
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deviation 4/5   epoch 16/120   F1 0.7167271784232365   accuracy 0.775679758308157   precision 0.7015965651995064   recall 0.7682437055281883
deviation 4/5   epoch 17/120   F1 0.7196075165688426   accuracy 0.777190332326284   precision 0.7044400452488687   recall 0.769227383531961
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deviation 4/5   epoch 18/120   F1 0.7193655583697077   accuracy 0.777190332326284   precision 0.7041546688605512   recall 0.7695424011296559
deviation 4/5   epoch 19/120   F1 0.7211596548303248   accuracy 0.7775679758308157   precision 0.7061497326203208   recall 0.7684057384011441
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deviation 4/5   epoch 20/120   F1 0.7188989904423764   accuracy 0.7764350453172205   precision 0.7038744343891402   recall 0.7677979838913935
deviation 4/5   epoch 21/120   F1 0.7217515123832072   accuracy 0.7779456193353474   precision 0.7067179144385026   recall 0.7688096551493573
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deviation 4/5   epoch 22/120   F1 0.720798321588036   accuracy 0.7779456193353474   precision 0.7055764088852323   recall 0.7700336018101075
deviation 4/5   epoch 23/120   F1 0.7222232926361941   accuracy 0.7779456193353474   precision 0.7072886672151377   recall 0.768217549392388
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deviation 4/5   epoch 24/120   F1 0.7236473183065253   accuracy 0.7802114803625377   precision 0.7081293706293706   recall 0.7733870286881785
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deviation 4/5   epoch 25/120   F1 0.7251442740608325   accuracy 0.7790785498489426   precision 0.7104200946112711   recall 0.7680070566950599
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deviation 4/5   epoch 26/120   F1 0.7235283930758529   accuracy 0.779833836858006   precision 0.708131941587824   recall 0.7723522361698101
deviation 4/5   epoch 27/120   F1 0.7253104145369338   accuracy 0.7817220543806647   precision 0.7095459687371453   recall 0.7759513813651138
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deviation 4/5   epoch 28/120   F1 0.7266675179840805   accuracy 0.7802114803625377   precision 0.711839263677499   recall 0.7694931773879142
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deviation 4/5   epoch 29/120   F1 0.7274080195484061   accuracy 0.7817220543806647   precision 0.7121143562320033   recall 0.7731169910256452
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deviation 4/5   epoch 30/120   F1 0.7291282957340297   accuracy 0.7820996978851964   precision 0.7141094199917729   recall 0.7720575084099189
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deviation 4/5   epoch 31/120   F1 0.7289369346658969   accuracy 0.7828549848942599   precision 0.7135335252982311   recall 0.774609090540888
deviation 4/5   epoch 32/120   F1 0.7316179159935523   accuracy 0.7828549848942599   precision 0.7169580419580419   recall 0.771211715826763
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deviation 4/5   epoch 33/120   F1 0.7332671444193767   accuracy 0.7843655589123867   precision 0.7183746400658165   recall 0.7736104098164608
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deviation 4/5   epoch 34/120   F1 0.7353519275971201   accuracy 0.7858761329305136   precision 0.7203619909502262   recall 0.775466874282404
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deviation 4/5   epoch 35/120   F1 0.73650019664033   accuracy 0.7866314199395771   precision 0.7214983545865898   recall 0.7762552557006064
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deviation 4/5   epoch 36/120   F1 0.7354235857022234   accuracy 0.7854984894259819   precision 0.7206499382969971   recall 0.7742611718989671
deviation 4/5   epoch 37/120   F1 0.7337651861923706   accuracy 0.7851208459214502   precision 0.7186548745372274   recall 0.7752329057495257
deviation 4/5   epoch 38/120   F1 0.7365489711293753   accuracy 0.7851208459214502   precision 0.7223647675853558   recall 0.7718289153919105
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deviation 4/5   epoch 39/120   F1 0.7367142425994215   accuracy 0.7866314199395771   precision 0.7217837309749074   recall 0.7759828680431418
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deviation 4/5   epoch 40/120   F1 0.7357822576174726   accuracy 0.7858761329305136   precision 0.7209327437268613   recall 0.7749239179553625
deviation 4/5   epoch 41/120   F1 0.7396864712447043   accuracy 0.7877643504531722   precision 0.7252005347593583   recall 0.7755958280239748
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deviation 4/5   epoch 42/120   F1 0.7400461241003937   accuracy 0.7881419939577039   precision 0.7254833401892226   recall 0.7762437290887602
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deviation 4/5   epoch 43/120   F1 0.7393270136130726   accuracy 0.7873867069486404   precision 0.724917729329494   recall 0.7749497732035229
deviation 4/5   epoch 44/120   F1 0.7375632775226417   accuracy 0.7866314199395771   precision 0.7229252365281778   recall 0.7749230129005409
deviation 4/5   epoch 45/120   F1 0.7373813959722606   accuracy 0.7851208459214502   precision 0.7235062731386261   recall 0.7708780752653747
deviation 4/5   epoch 46/120   F1 0.7380421043211741   accuracy 0.7862537764350453   precision 0.7237839366515837   recall 0.7732664004420333
deviation 4/5   epoch 47/120   F1 0.738304484211374   accuracy 0.7858761329305136   precision 0.7243572603866721   recall 0.771909427918654
deviation 4/5   epoch 48/120   F1 0.7386413768879522   accuracy 0.7877643504531722   precision 0.7237736528177705   recall 0.7768944455048674
deviation 4/5   epoch 49/120   F1 0.7401992301333489   accuracy 0.7870090634441088   precision 0.7263471822295351   recall 0.7728704082518194
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deviation 4/5   epoch 50/120   F1 0.741277218281803   accuracy 0.7881419939577039   precision 0.7271955985191279   recall 0.7747637558716101
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deviation 4/5   epoch 51/120   F1 0.739174718317386   accuracy 0.7870090634441088   precision 0.7249203002879474   recall 0.7740595014707772
deviation 4/5   epoch 52/120   F1 0.7392115401326651   accuracy 0.7881419939577039   precision 0.7243418346359523   recall 0.7772872183652733
deviation 4/5   epoch 53/120   F1 0.7424016480926179   accuracy 0.7888972809667674   precision 0.7283319621554916   recall 0.7755537284316425
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deviation 4/5   epoch 54/120   F1 0.7384922570712341   accuracy 0.7873867069486404   precision 0.7237762237762237   recall 0.7759724946990865
deviation 4/5   epoch 55/120   F1 0.7443199734289254   accuracy 0.7896525679758308   precision 0.7306098313451255   recall 0.7754144165927837
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deviation 4/5   epoch 56/120   F1 0.7444666750460696   accuracy 0.7877643504531722   precision 0.7320495680789798   recall 0.7703023224473294
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deviation 4/5   epoch 57/120   F1 0.7419250117229879   accuracy 0.7877643504531722   precision 0.7283396750308515   recall 0.7729846195458402
deviation 4/5   epoch 58/120   F1 0.7398402823967205   accuracy 0.7866314199395771   precision 0.7260643767996708   recall 0.7722427985928084
deviation 4/5   epoch 59/120   F1 0.7423232491134752   accuracy 0.7877643504531722   precision 0.7289104278074867   recall 0.7725444460769909
deviation 4/5   epoch 60/120   F1 0.7449679993618308   accuracy 0.7888972809667674   precision 0.7320418552036199   recall 0.7726838077844271
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deviation 4/5   epoch 61/120   F1 0.7401992301333489   accuracy 0.7870090634441088   precision 0.7263471822295351   recall 0.7728704082518194
deviation 4/5   epoch 62/120   F1 0.7446576621094823   accuracy 0.7877643504531722   precision 0.7323349444672974   recall 0.7701129842180774
deviation 4/5   epoch 63/120   F1 0.7417652627212079   accuracy 0.7873867069486404   precision 0.7283422459893047   recall 0.7721464055491931
deviation 4/5   epoch 64/120   F1 0.745603112574404   accuracy 0.7877643504531722   precision 0.7337618264088852   recall 0.7692010480969933
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deviation 4/5   epoch 65/120   F1 0.7436665432907212   accuracy 0.7881419939577039   precision 0.7306201151789387   recall 0.7720932436992634
deviation 4/5   epoch 66/120   F1 0.7466806244302278   accuracy 0.7888972809667674   precision 0.734610242698478   recall 0.7709427727142154
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deviation 4/5   epoch 67/120   F1 0.7432402482269505   accuracy 0.7885196374622356   precision 0.7297614150555327   recall 0.7735576452150064
deviation 4/5   epoch 68/120   F1 0.7450377326940842   accuracy 0.7877643504531722   precision 0.7329056972439325   recall 0.7697413084646443
deviation 4/5   epoch 69/120   F1 0.7458804573247579   accuracy 0.7896525679758308   precision 0.732892842451666   recall 0.7736838447948602
deviation 4/5   epoch 70/120   F1 0.7457127279936558   accuracy 0.7892749244712991   precision 0.7328954134101193   recall 0.7728787112010796
deviation 4/5   epoch 71/120   F1 0.7473837368912315   accuracy 0.7900302114803626   precision 0.7348879062114356   recall 0.77308106169297
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deviation 4/5   epoch 72/120   F1 0.7464549860716094   accuracy 0.7896525679758308   precision 0.7337489716166187   recall 0.7730761577593812
deviation 4/5   epoch 73/120   F1 0.7466806244302278   accuracy 0.7888972809667674   precision 0.734610242698478   recall 0.7709427727142154
deviation 4/5   epoch 74/120   F1 0.7483068634007619   accuracy 0.7904078549848943   precision 0.7360268408062526   recall 0.7730960729703902
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deviation 4/5   epoch 75/120   F1 0.7470401528458293   accuracy 0.7892749244712991   precision 0.7348930481283422   recall 0.7715263475420749
deviation 4/5   epoch 76/120   F1 0.746162873205611   accuracy 0.7877643504531722   precision 0.7346179555738379   recall 0.7686811051441492
deviation 4/5   epoch 77/120   F1 0.7461492914785178   accuracy 0.7881419939577039   precision 0.7343300082270671   recall 0.7696025325984794
deviation 4/5   epoch 78/120   F1 0.7473998611067108   accuracy 0.7896525679758308   precision 0.7351758535582065   recall 0.772111433787849
deviation 4/5   epoch 79/120   F1 0.7481332661820094   accuracy 0.7900302114803626   precision 0.7360294117647059   recall 0.7723243948742288
deviation 4/5   epoch 80/120   F1 0.7506826948206452   accuracy 0.7911631419939577   precision 0.7391608391608392   recall 0.7726283605415112
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deviation 4/5   epoch 81/120   F1 0.7496027081156391   accuracy 0.7900302114803626   precision 0.7383124228712464   recall 0.7709210157126825
deviation 4/5   epoch 82/120   F1 0.7526395387473291   accuracy 0.7911631419939577   precision 0.7422999794323324   recall 0.770862747211295
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deviation 4/5   epoch 83/120   F1 0.7489973556993015   accuracy 0.7919184290030211   precision 0.7360165569724393   recall 0.7762646002219422
deviation 4/5   epoch 84/120   F1 0.7508574984217795   accuracy 0.7919184290030211   precision 0.738870320855615   recall 0.7743134671523418
deviation 4/5   epoch 85/120   F1 0.7505034177986765   accuracy 0.790785498489426   precision 0.7391634101192925   recall 0.7718884446315002
deviation 4/5   epoch 86/120   F1 0.7530229692145147   accuracy 0.7926737160120846   precision 0.741718942821884   recall 0.7740505448204348
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deviation 4/5   epoch 87/120   F1 0.7532082622624803   accuracy 0.793429003021148   precision 0.7414284245166598   recall 0.7757174913073063
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deviation 4/5   epoch 88/120   F1 0.757071540138762   accuracy 0.7941842900302115   precision 0.7471308103661045   recall 0.7739170546308136
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deviation 4/5   epoch 89/120   F1 0.7567511340824538   accuracy 0.7945619335347432   precision 0.7462721102426985   recall 0.7750657584911729
deviation 4/5   epoch 90/120   F1 0.7541106086527454   accuracy 0.7941842900302115   precision 0.7422794117647059   recall 0.7766893407058827
deviation 4/5   epoch 91/120   F1 0.7580263593418219   accuracy 0.7960725075528701   precision 0.747117955573838   recall 0.7774517586271594
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deviation 4/5   epoch 92/120   F1 0.7580072160258682   accuracy 0.7956948640483383   precision 0.7474059029206088   recall 0.7765705663630975
deviation 4/5   epoch 93/120   F1 0.7576961790350201   accuracy 0.7964501510574018   precision 0.7462592554504319   recall 0.7786977423547974
deviation 4/5   epoch 94/120   F1 0.7574090052636242   accuracy 0.7941842900302115   precision 0.7477015631427396   recall 0.7736311307739879
deviation 4/5   epoch 95/120   F1 0.7540682421789513   accuracy 0.7922960725075529   precision 0.7437191484985602   recall 0.7722143095071272
deviation 4/5   epoch 96/120   F1 0.7562479243937705   accuracy 0.7949395770392749   precision 0.7451280337309749   recall 0.7764314266972541
deviation 4/5   epoch 97/120   F1 0.7548375989566246   accuracy 0.7956948640483383   precision 0.7422691279308926   recall 0.7797877386325932
deviation 4/5   epoch 98/120   F1 0.7558390953517329   accuracy 0.793429003021148   precision 0.7457090703414233   recall 0.7732647533759224
deviation 4/5   epoch 99/120   F1 0.7576961790350201   accuracy 0.7964501510574018   precision 0.7462592554504319   recall 0.7786977423547974
deviation 4/5   epoch 100/120   F1 0.7565955225252539   accuracy 0.7949395770392749   precision 0.7456987865076101   recall 0.7761000688321715
deviation 4/5   epoch 101/120   F1 0.7564350857185527   accuracy 0.7953172205438066   precision 0.7451254627725217   recall 0.777166819285164
deviation 4/5   epoch 102/120   F1 0.7558725758914442   accuracy 0.7941842900302115   precision 0.7451331756478816   recall 0.7749830383337263
deviation 4/5   epoch 103/120   F1 0.7581555861864432   accuracy 0.7953172205438066   precision 0.7479792266556973   recall 0.7755553016126959
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deviation 4/5   epoch 104/120   F1 0.7571301606727175   accuracy 0.7953172205438066   precision 0.7462669683257919   recall 0.776496312439563
deviation 4/5   epoch 105/120   F1 0.7574920399376839   accuracy 0.7956948640483383   precision 0.7465497737556561   recall 0.7770563520971423
deviation 4/5   epoch 106/120   F1 0.7576245498647003   accuracy 0.7949395770392749   precision 0.7474110448375154   recall 0.7751576002304584
deviation 4/5   epoch 107/120   F1 0.756971697240975   accuracy 0.7956948640483383   precision 0.7456936445907034   recall 0.777561760868192
deviation 4/5   epoch 108/120   F1 0.7594340259859561   accuracy 0.7968277945619335   precision 0.7488250719868368   recall 0.7779172074752185
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deviation 4/5   epoch 109/120   F1 0.7581778021979877   accuracy 0.7956948640483383   precision 0.7476912793089263   recall 0.7764129323793642
deviation 4/5   epoch 110/120   F1 0.7585394204176519   accuracy 0.7938066465256798   precision 0.7499871452077334   recall 0.771919080058615
deviation 4/5   epoch 111/120   F1 0.7551635846372688   accuracy 0.7938066465256798   precision 0.7442796174413822   recall 0.7747464057277027
deviation 4/5   epoch 112/120   F1 0.7575768978087414   accuracy 0.7941842900302115   precision 0.7479869395310572   recall 0.773491211418599
deviation 4/5   epoch 113/120   F1 0.7548024877003938   accuracy 0.793429003021148   precision 0.7439968120115179   recall 0.7741875023022302
deviation 4/5   epoch 114/120   F1 0.7586606758501937   accuracy 0.7953172205438066   precision 0.74883535582065   recall 0.7751131298890304
deviation 4/5   epoch 115/120   F1 0.759687811961158   accuracy 0.7956948640483383   precision 0.7502596668037844   recall 0.7750882250082132
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deviation 4/5   epoch 116/120   F1 0.7607732505810125   accuracy 0.7968277945619335   precision 0.7511080830933772   recall 0.7767040625531192
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deviation 4/5   epoch 117/120   F1 0.7595512268618165   accuracy 0.7960725075528701   precision 0.749686343068696   recall 0.7760539839912679
deviation 4/5   epoch 118/120   F1 0.7598839318099383   accuracy 0.7960725075528701   precision 0.7502570958453312   recall 0.775766332370106
deviation 4/5   epoch 119/120   F1 0.7604703753957485   accuracy 0.7972054380664653   precision 0.7502493829699712   recall 0.7778423594207491
deviation 4/5   epoch 120/120   F1 0.7601811856045901   accuracy 0.7956948640483383   precision 0.7511157959687371   recall 0.7746832532897998

deviation 5/5   epoch 1/120   F1 0.40131378540546964   accuracy 0.6672960725075529   precision 0.5000025709584534   recall 0.5005040957781979
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deviation 5/5   epoch 2/120   F1 0.40589659104048337   accuracy 0.6680513595166163   precision 0.501709687371452   recall 0.6119952844090775
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deviation 5/5   epoch 3/120   F1 0.4309053594993255   accuracy 0.6740936555891238   precision 0.5125128547922666   recall 0.7015174883807591
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deviation 5/5   epoch 4/120   F1 0.45810061130078944   accuracy 0.6801359516616314   precision 0.5244575277663514   recall 0.7024311743582923
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deviation 5/5   epoch 5/120   F1 0.47808684718679956   accuracy 0.6854229607250756   precision 0.5341243315508022   recall 0.7103894971686262
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deviation 5/5   epoch 6/120   F1 0.5108738977843886   accuracy 0.6914652567975831   precision 0.5494935211846976   recall 0.6945768930463851
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deviation 5/5   epoch 7/120   F1 0.5765561937278403   accuracy 0.7126132930513596   precision 0.5887314890991362   recall 0.7171561063160758
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deviation 5/5   epoch 8/120   F1 0.633144923647499   accuracy 0.7371601208459214   precision 0.6293732003290826   recall 0.7455221877973213
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deviation 5/5   epoch 9/120   F1 0.6686807653575024   accuracy 0.7515105740181269   precision 0.6578131427396133   recall 0.7509074410163339
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deviation 5/5   epoch 10/120   F1 0.6747230614300099   accuracy 0.7560422960725075   precision 0.6629190662278898   recall 0.7590253592975915
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deviation 5/5   epoch 11/120   F1 0.696670744311611   accuracy 0.7669939577039275   precision 0.6822501028383381   recall 0.7668938220940028
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deviation 5/5   epoch 12/120   F1 0.7045935435062709   accuracy 0.7719033232628398   precision 0.6893510900863842   recall 0.7726323738450604
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deviation 5/5   epoch 13/120   F1 0.7133811392233798   accuracy 0.7764350453172205   precision 0.6975961538461539   recall 0.7754306683916099
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deviation 5/5   epoch 14/120   F1 0.7141832488988702   accuracy 0.7775679758308157   precision 0.6981591937474291   recall 0.778210775090758
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deviation 5/5   epoch 15/120   F1 0.7215881524655612   accuracy 0.7805891238670695   precision 0.7055584121760592   recall 0.7775334945689291
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deviation 5/5   epoch 16/120   F1 0.7192394885326465   accuracy 0.7802114803625377   precision 0.7029925956396544   recall 0.7797685485385464
deviation 5/5   epoch 17/120   F1 0.7226778531585156   accuracy 0.7809667673716012   precision 0.7066973467708761   recall 0.7772128722600933
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deviation 5/5   epoch 18/120   F1 0.7253112033195022   accuracy 0.7824773413897281   precision 0.7092554504319211   recall 0.7784345922276956
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deviation 5/5   epoch 19/120   F1 0.7227409423275304   accuracy 0.7828549848942599   precision 0.7061137392019745   recall 0.7836733881490197
deviation 5/5   epoch 20/120   F1 0.7280188947020846   accuracy 0.7828549848942599   precision 0.7123920197449609   recall 0.7758443375396824
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deviation 5/5   epoch 21/120   F1 0.7293718360133099   accuracy 0.7862537764350453   precision 0.7126542575071987   recall 0.7852020040066341
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deviation 5/5   epoch 22/120   F1 0.7292372717642206   accuracy 0.7851208459214502   precision 0.7129473467708762   recall 0.781513643952944
deviation 5/5   epoch 23/120   F1 0.7326838030572471   accuracy 0.7877643504531722   precision 0.7160684903331962   recall 0.7852720440728709
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deviation 5/5   epoch 24/120   F1 0.7327490008811788   accuracy 0.7866314199395771   precision 0.7166469559851913   recall 0.781370440026345
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deviation 5/5   epoch 25/120   F1 0.7328128903524699   accuracy 0.7881419939577039   precision 0.716065919374743   recall 0.7863760856323823
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deviation 5/5   epoch 26/120   F1 0.737501705475714   accuracy 0.7892749244712991   precision 0.7214803578774167   recall 0.7831100799242823
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deviation 5/5   epoch 27/120   F1 0.7365608513734764   accuracy 0.7885196374622356   precision 0.7206293706293707   recall 0.782022294668209
deviation 5/5   epoch 28/120   F1 0.7423989443471141   accuracy 0.7919184290030211   precision 0.7265991361579597   recall 0.7845715549521466
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deviation 5/5   epoch 29/120   F1 0.7429717854883888   accuracy 0.7922960725075529   precision 0.7271673179761415   recall 0.7849554953560371
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deviation 5/5   epoch 30/120   F1 0.7438482361244556   accuracy 0.793429003021148   precision 0.7277303578774168   recall 0.7873262051600189
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deviation 5/5   epoch 31/120   F1 0.7435746818201167   accuracy 0.7938066465256798   precision 0.7271570341423284   recall 0.7889798134411345
deviation 5/5   epoch 32/120   F1 0.7463971262922988   accuracy 0.7945619335347432   precision 0.7305764088852325   recall 0.7872502954656828
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deviation 5/5   epoch 33/120   F1 0.7461278723607494   accuracy 0.793429003021148   precision 0.7308694981489099   recall 0.7840897676717746
deviation 5/5   epoch 34/120   F1 0.7475344779059949   accuracy 0.7953172205438066   precision 0.7317127725215959   recall 0.788011938848553
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deviation 5/5   epoch 35/120   F1 0.7478252437943262   accuracy 0.7922960725075529   precision 0.734016351295763   recall 0.7786236409050837
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deviation 5/5   epoch 36/120   F1 0.7474989294349164   accuracy 0.7938066465256798   precision 0.732579185520362   recall 0.7833916527524991
deviation 5/5   epoch 37/120   F1 0.746381201333278   accuracy 0.790785498489426   precision 0.732885129576306   recall 0.7761508444607036
deviation 5/5   epoch 38/120   F1 0.7497747672885358   accuracy 0.7949395770392749   precision 0.7351398601398601   recall 0.7837695807138452
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deviation 5/5   epoch 39/120   F1 0.7470431631484754   accuracy 0.7922960725075529   precision 0.7328748457424927   recall 0.7795648148148149
deviation 5/5   epoch 40/120   F1 0.7465170933649277   accuracy 0.7915407854984894   precision 0.7325946112710818   recall 0.778071480384081
deviation 5/5   epoch 41/120   F1 0.7476012384580353   accuracy 0.7926737160120846   precision 0.7334430275606746   recall 0.7799550776929296
deviation 5/5   epoch 42/120   F1 0.7505689912029355   accuracy 0.7972054380664653   precision 0.7348390580008226   recall 0.7896157580801775
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deviation 5/5   epoch 43/120   F1 0.7469359046255437   accuracy 0.7911631419939577   precision 0.7334533113944879   recall 0.7765448943092278
deviation 5/5   epoch 44/120   F1 0.7483868901720387   accuracy 0.7949395770392749   precision 0.7331422254216371   recall 0.7856267682768863
deviation 5/5   epoch 45/120   F1 0.7469359046255437   accuracy 0.7911631419939577   precision 0.7334533113944879   recall 0.7765448943092278
deviation 5/5   epoch 46/120   F1 0.7467129955979197   accuracy 0.7915407854984894   precision 0.7328799876593994   recall 0.7778396351132909
deviation 5/5   epoch 47/120   F1 0.747963006191572   accuracy 0.7930513595166163   precision 0.7337258329905388   recall 0.7805864197530865
deviation 5/5   epoch 48/120   F1 0.7467685628114056   accuracy 0.790785498489426   precision 0.7334558823529411   recall 0.7757147541780023
deviation 5/5   epoch 49/120   F1 0.7461865488864328   accuracy 0.790785498489426   precision 0.7325997531879884   recall 0.776372745184891
deviation 5/5   epoch 50/120   F1 0.7493743583189774   accuracy 0.7919184290030211   precision 0.7365873097490745   recall 0.7758551433001566
deviation 5/5   epoch 51/120   F1 0.7469359046255437   accuracy 0.7911631419939577   precision 0.7334533113944879   recall 0.7765448943092278
deviation 5/5   epoch 52/120   F1 0.7512122769448927   accuracy 0.7926737160120846   precision 0.7388651789387084   recall 0.7758566426688698
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deviation 5/5   epoch 53/120   F1 0.7511937822150283   accuracy 0.793429003021148   precision 0.7382892842451666   recall 0.7778396048463428
deviation 5/5   epoch 54/120   F1 0.7515655618416437   accuracy 0.793429003021148   precision 0.7388600370218017   recall 0.7774322578044339
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deviation 5/5   epoch 55/120   F1 0.7495744278418763   accuracy 0.7915407854984894   precision 0.7371606334841629   recall 0.7746691916485036
deviation 5/5   epoch 56/120   F1 0.7511812714776632   accuracy 0.7938066465256798   precision 0.7380013368983958   recall 0.7788612155388471
deviation 5/5   epoch 57/120   F1 0.7487663863280714   accuracy 0.7926737160120846   precision 0.73515528589058   recall 0.7785610248765233
deviation 5/5   epoch 58/120   F1 0.7502840702670028   accuracy 0.7926737160120846   precision 0.7374382969971205   recall 0.7768473740732498
deviation 5/5   epoch 59/120   F1 0.7517642735542706   accuracy 0.7922960725075529   precision 0.740009255450432   recall 0.7743486885607229
update
deviation 5/5   epoch 60/120   F1 0.7494211603751684   accuracy 0.7900302114803626   precision 0.7380270464829288   recall 0.7710886236066092
deviation 5/5   epoch 61/120   F1 0.7488642723183199   accuracy 0.7904078549848943   precision 0.7368829699712053   recall 0.7725397789078798
deviation 5/5   epoch 62/120   F1 0.7466640422953555   accuracy 0.7892749244712991   precision 0.7343222953517071   recall 0.7719009078081043
deviation 5/5   epoch 63/120   F1 0.7477734267518494   accuracy 0.7896525679758308   precision 0.7357466063348417   recall 0.7717419731491215
deviation 5/5   epoch 64/120   F1 0.7472401844242735   accuracy 0.7888972809667674   precision 0.7354663718634307   recall 0.7704044463635256
deviation 5/5   epoch 65/120   F1 0.7485197976427049   accuracy 0.7892749244712991   precision 0.7371760592348828   recall 0.7701194355870615
deviation 5/5   epoch 66/120   F1 0.7464928588126594   accuracy 0.7888972809667674   precision 0.7343248663101605   recall 0.7711267946053078
deviation 5/5   epoch 67/120   F1 0.7446977855728893   accuracy 0.7870090634441088   precision 0.7329108391608392   recall 0.7682210478009208
deviation 5/5   epoch 68/120   F1 0.7510162676974821   accuracy 0.7892749244712991   precision 0.7411713286713286   recall 0.7679903438227607
deviation 5/5   epoch 69/120   F1 0.747977624601701   accuracy 0.7888972809667674   precision 0.736607877416701   recall 0.7697181442315513
deviation 5/5   epoch 70/120   F1 0.7488835939810268   accuracy 0.7892749244712991   precision 0.7377468120115179   recall 0.769789913146985
deviation 5/5   epoch 71/120   F1 0.7526491673271958   accuracy 0.7915407854984894   precision 0.7420120320855614   recall 0.7717190815015804
update
deviation 5/5   epoch 72/120   F1 0.7519291125541125   accuracy 0.790785498489426   precision 0.7414464212258329   recall 0.7706114568925773
deviation 5/5   epoch 73/120   F1 0.7495988767014196   accuracy 0.7904078549848943   precision 0.7380244755244756   recall 0.7718300937130005
deviation 5/5   epoch 74/120   F1 0.7529737608543956   accuracy 0.790785498489426   precision 0.7431586795557383   recall 0.7697417205699488
update
deviation 5/5   epoch 75/120   F1 0.7522546808311577   accuracy 0.7900302114803626   precision 0.7425930686960098   recall 0.7686614334645905
deviation 5/5   epoch 76/120   F1 0.7485242983441052   accuracy 0.7888972809667674   precision 0.7374640065816537   recall 0.7692264810495181
deviation 5/5   epoch 77/120   F1 0.7520943459785504   accuracy 0.7904078549848943   precision 0.7420197449609214   recall 0.7696211495760676
deviation 5/5   epoch 78/120   F1 0.7533598334599738   accuracy 0.7919184290030211   precision 0.7428655902920609   recall 0.7719655785692333
update
deviation 5/5   epoch 79/120   F1 0.7497841688784161   accuracy 0.7896525679758308   precision 0.7388857466063348   recall 0.7698708327796766
deviation 5/5   epoch 80/120   F1 0.7522796475766165   accuracy 0.790785498489426   precision 0.7420171740024681   recall 0.7703133435177634
deviation 5/5   epoch 81/120   F1 0.7531609135822822   accuracy 0.7911631419939577   precision 0.7431561085972851   recall 0.7704254830941184
deviation 5/5   epoch 82/120   F1 0.7561800595521152   accuracy 0.793429003021148   precision 0.7462798231180584   recall 0.7729738297849604
update
deviation 5/5   epoch 83/120   F1 0.7542413780302186   accuracy 0.7922960725075529   precision 0.7440045248868778   recall 0.7720650837196102
deviation 5/5   epoch 84/120   F1 0.7586038857663782   accuracy 0.7945619335347432   precision 0.7494112505141917   recall 0.7734838169501272
update
deviation 5/5   epoch 85/120   F1 0.7533779330596957   accuracy 0.7926737160120846   precision 0.7422896955985192   recall 0.7737162968239342
deviation 5/5   epoch 86/120   F1 0.7568552208051635   accuracy 0.793429003021148   precision 0.7474213286713287   recall 0.7724163480380188
deviation 5/5   epoch 87/120   F1 0.7555113636363635   accuracy 0.7938066465256798   precision 0.7448503702180174   recall 0.7744265790686953
deviation 5/5   epoch 88/120   F1 0.7556285208985865   accuracy 0.7926737160120846   precision 0.7459995886466475   recall 0.7717509924332953
deviation 5/5   epoch 89/120   F1 0.755667760811292   accuracy 0.793429003021148   precision 0.7454236939531057   recall 0.7734133056272989
deviation 5/5   epoch 90/120   F1 0.7618761848656525   accuracy 0.7964501510574018   precision 0.753393665158371   recall 0.7749710375093025
update
deviation 5/5   epoch 91/120   F1 0.7573557286476187   accuracy 0.793429003021148   precision 0.7482774578362814   recall 0.7720191655628299
deviation 5/5   epoch 92/120   F1 0.7601460499075156   accuracy 0.7953172205438066   precision 0.7514037433155081   recall 0.773895787058952
deviation 5/5   epoch 93/120   F1 0.7542413780302186   accuracy 0.7922960725075529   precision 0.7440045248868778   recall 0.7720650837196102
deviation 5/5   epoch 94/120   F1 0.7628748814061486   accuracy 0.7968277945619335   precision 0.7548179761415055   recall 0.7750088095826061
update
deviation 5/5   epoch 95/120   F1 0.7533699112646481   accuracy 0.7922960725075529   precision 0.74257764294529   recall 0.7728321593393248
deviation 5/5   epoch 96/120   F1 0.7568289143381897   accuracy 0.7930513595166163   precision 0.7477092760180996   recall 0.7716175720209855
deviation 5/5   epoch 97/120   F1 0.7625574429304111   accuracy 0.7968277945619335   precision 0.7542472233648705   recall 0.7752482026703185
deviation 5/5   epoch 98/120   F1 0.7539059702879638   accuracy 0.7926737160120846   precision 0.7431458247634719   recall 0.7732312190372597
deviation 5/5   epoch 99/120   F1 0.759326335898344   accuracy 0.7953172205438066   precision 0.7499768613739202   recall 0.7745521595735068
deviation 5/5   epoch 100/120   F1 0.7598839318099383   accuracy 0.7960725075528701   precision 0.7502570958453312   recall 0.775766332370106
deviation 5/5   epoch 101/120   F1 0.7588791400913006   accuracy 0.7960725075528701   precision 0.7485448375154258   recall 0.7766540750915751
deviation 5/5   epoch 102/120   F1 0.7623164951409226   accuracy 0.797583081570997   precision 0.7531005758946936   recall 0.7770785251899803
deviation 5/5   epoch 103/120   F1 0.7614296163914485   accuracy 0.7968277945619335   precision 0.7522495886466474   recall 0.7761469180973826
deviation 5/5   epoch 104/120   F1 0.7640056316928925   accuracy 0.7983383685800605   precision 0.7553784450843275   recall 0.7773436082143206
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deviation 5/5   epoch 105/120   F1 0.7660300533717384   accuracy 0.7983383685800605   precision 0.7590883381324558   recall 0.7758359244985549
update
deviation 5/5   epoch 106/120   F1 0.7629487233852084   accuracy 0.7990936555891238   precision 0.7528049156725627   recall 0.7799706166238158
deviation 5/5   epoch 107/120   F1 0.7642033848319358   accuracy 0.800226586102719   precision 0.7539387083504732   recall 0.7814628533976398
deviation 5/5   epoch 108/120   F1 0.7654564694667587   accuracy 0.7998489425981873   precision 0.7565096668037845   recall 0.7794585162134229
deviation 5/5   epoch 109/120   F1 0.765340366461774   accuracy 0.800226586102719   precision 0.7559363430686961   recall 0.7804104371193348
deviation 5/5   epoch 110/120   F1 0.7643305256653099   accuracy 0.7998489425981873   precision 0.7545120320855614   recall 0.7804549832851719
deviation 5/5   epoch 111/120   F1 0.764167525345303   accuracy 0.7998489425981873   precision 0.7542266556972439   recall 0.7806055704536103
deviation 5/5   epoch 112/120   F1 0.76566038461828   accuracy 0.800226586102719   precision 0.756507095845331   recall 0.7801283405643644
deviation 5/5   epoch 113/120   F1 0.7584347876998027   accuracy 0.797583081570997   precision 0.7465369189633896   recall 0.7807805038020865
deviation 5/5   epoch 114/120   F1 0.7632414117842832   accuracy 0.7987160120845922   precision 0.7536636157959686   recall 0.7788298838149942
deviation 5/5   epoch 115/120   F1 0.763598521491407   accuracy 0.797583081570997   precision 0.755383587001234   recall 0.7760473983170485
deviation 5/5   epoch 116/120   F1 0.7628012596871372   accuracy 0.797583081570997   precision 0.7539567050596463   recall 0.7766771516361874
deviation 5/5   epoch 117/120   F1 0.7621538286227549   accuracy 0.797583081570997   precision 0.7528151995063759   recall 0.777216306808411
deviation 5/5   epoch 118/120   F1 0.7624786213221143   accuracy 0.797583081570997   precision 0.7533859522830111   recall 0.776942746750966
deviation 5/5   epoch 119/120   F1 0.7639288000509433   accuracy 0.7990936555891238   precision 0.7545171740024681   recall 0.779082551737553
deviation 5/5   epoch 120/120   F1 0.7617916385443716   accuracy 0.7972054380664653   precision 0.7525323940765116   recall 0.7766809830942215

