deviation 1/5   epoch 1/120   F1 0.4604231622496703   accuracy 0.6714501510574018   precision 0.5202360139860139   recall 0.6108466651644885
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deviation 1/5   epoch 2/120   F1 0.5349646827907697   accuracy 0.6918429003021148   precision 0.5600498765939942   recall 0.6679936706584673
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deviation 1/5   epoch 3/120   F1 0.6091327636083065   accuracy 0.7107250755287009   precision 0.608149938296997   recall 0.6805136567468406
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deviation 1/5   epoch 4/120   F1 0.6599914436031963   accuracy 0.7405589123867069   precision 0.6504679144385026   recall 0.7253272772248163
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deviation 1/5   epoch 5/120   F1 0.6882516556195726   accuracy 0.7537764350453172   precision 0.6760618058412176   recall 0.7361259089921695
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deviation 1/5   epoch 6/120   F1 0.7003394945303658   accuracy 0.7620845921450151   precision 0.6871349238996298   recall 0.7470714826393485
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deviation 1/5   epoch 7/120   F1 0.705994298561708   accuracy 0.7685045317220544   precision 0.6916572398190045   recall 0.7594638054308605
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deviation 1/5   epoch 8/120   F1 0.710438880826374   accuracy 0.7719033232628398   precision 0.6956293706293707   recall 0.7644838373305527
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deviation 1/5   epoch 9/120   F1 0.7144431252295576   accuracy 0.7711480362537765   precision 0.7004859111476758   recall 0.7575160161151839
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deviation 1/5   epoch 10/120   F1 0.7156323121514709   accuracy 0.7711480362537765   precision 0.7019127930892637   recall 0.7562558120564483
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deviation 1/5   epoch 11/120   F1 0.7168892807311906   accuracy 0.774546827794562   precision 0.7021750308515015   recall 0.7645572867385773
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deviation 1/5   epoch 12/120   F1 0.7227457385768732   accuracy 0.7734138972809668   precision 0.7098879062114356   recall 0.7551921177338485
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deviation 1/5   epoch 13/120   F1 0.7228626280224287   accuracy 0.775679758308157   precision 0.709016351295763   recall 0.760985271646314
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deviation 1/5   epoch 14/120   F1 0.7255335871756778   accuracy 0.774546827794562   precision 0.713019333607569   recall 0.7554620916004998
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deviation 1/5   epoch 15/120   F1 0.7209963830932868   accuracy 0.7741691842900302   precision 0.7073143767996709   recall 0.7588601255826495
deviation 1/5   epoch 16/120   F1 0.7269896310261245   accuracy 0.7779456193353474   precision 0.7132815713698066   recall 0.762738167629472
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deviation 1/5   epoch 17/120   F1 0.7353729624142571   accuracy 0.7802114803625377   precision 0.7235396955985192   recall 0.760389620112903
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deviation 1/5   epoch 18/120   F1 0.7292115290560708   accuracy 0.7775679758308157   precision 0.7164232825997532   recall 0.759544255949238
deviation 1/5   epoch 19/120   F1 0.7341225327078496   accuracy 0.7805891238670695   precision 0.7215394899218428   recall 0.7624319803381587
deviation 1/5   epoch 20/120   F1 0.7279941066125608   accuracy 0.7820996978851964   precision 0.7126825380501851   recall 0.7735147011052177
deviation 1/5   epoch 21/120   F1 0.7330376045972375   accuracy 0.7809667673716012   precision 0.7198246606334842   recall 0.7644507195590786
deviation 1/5   epoch 22/120   F1 0.7377790204576168   accuracy 0.7817220543806647   precision 0.726097799259564   recall 0.7618566953704695
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deviation 1/5   epoch 23/120   F1 0.7371917049406196   accuracy 0.7817220543806647   precision 0.7252416700946113   recall 0.7623721605797882
deviation 1/5   epoch 24/120   F1 0.7353437950091242   accuracy 0.7820996978851964   precision 0.7223853352529823   recall 0.7650467475860168
deviation 1/5   epoch 25/120   F1 0.7344200696419108   accuracy 0.779833836858006   precision 0.7224007610037022   recall 0.7603268945022288
deviation 1/5   epoch 26/120   F1 0.7378683736279725   accuracy 0.7805891238670695   precision 0.7269616412998765   recall 0.7591960515315069
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deviation 1/5   epoch 27/120   F1 0.7353856910168266   accuracy 0.7832326283987915   precision 0.7218068696009873   recall 0.767962467736976
deviation 1/5   epoch 28/120   F1 0.7353941053621564   accuracy 0.7817220543806647   precision 0.7226732825997533   recall 0.764041826717883
deviation 1/5   epoch 29/120   F1 0.7358434197325583   accuracy 0.7813444108761329   precision 0.7235319827231592   recall 0.7626834376800955
deviation 1/5   epoch 30/120   F1 0.7429734848484848   accuracy 0.7832326283987915   precision 0.7329365487453723   recall 0.7610736514522822
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deviation 1/5   epoch 31/120   F1 0.7407830647546081   accuracy 0.7824773413897281   precision 0.7300879267791032   recall 0.7610987767057704
deviation 1/5   epoch 32/120   F1 0.7376173194008977   accuracy 0.7813444108761329   precision 0.7261003702180173   recall 0.7611150328049068
deviation 1/5   epoch 33/120   F1 0.7392956156548016   accuracy 0.7843655589123867   precision 0.7266505553270259   recall 0.7668771621256509
deviation 1/5   epoch 34/120   F1 0.7461952177741651   accuracy 0.7862537764350453   precision 0.7357697449609214   recall 0.7651751737858126
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deviation 1/5   epoch 35/120   F1 0.7493968256209549   accuracy 0.7873867069486404   precision 0.740042677910325   recall 0.7651705082408706
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deviation 1/5   epoch 36/120   F1 0.7465084395759185   accuracy 0.7885196374622356   precision 0.7346128136569313   recall 0.770181048393066
deviation 1/5   epoch 37/120   F1 0.7467338309885239   accuracy 0.7866314199395771   precision 0.7363379267791033   recall 0.7655809529174946
deviation 1/5   epoch 38/120   F1 0.7476300266248131   accuracy 0.7870090634441088   precision 0.7374768613739202   recall 0.7657007332234504
deviation 1/5   epoch 39/120   F1 0.748165176254487   accuracy 0.7885196374622356   precision 0.7371812011517893   recall 0.7686644533752693
deviation 1/5   epoch 40/120   F1 0.7527504976636004   accuracy 0.7896525679758308   precision 0.7437371452077335   recall 0.7674801708358756
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deviation 1/5   epoch 41/120   F1 0.7516739501472325   accuracy 0.7885196374622356   precision 0.7428887289181407   recall 0.7658992400788066
deviation 1/5   epoch 42/120   F1 0.7520326367715153   accuracy 0.7888972809667674   precision 0.743171534348005   recall 0.7664249845251601
deviation 1/5   epoch 43/120   F1 0.7487480256800759   accuracy 0.7843655589123867   precision 0.7414901275195394   recall 0.7596244939250273
deviation 1/5   epoch 44/120   F1 0.7525390446394733   accuracy 0.7888972809667674   precision 0.7440276635129577   recall 0.7660723859180691
deviation 1/5   epoch 45/120   F1 0.75191033454443   accuracy 0.7870090634441088   precision 0.7446112710818593   recall 0.7627793674116464
deviation 1/5   epoch 46/120   F1 0.7534244147838759   accuracy 0.7896525679758308   precision 0.7448786507610037   recall 0.7670002487849832
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deviation 1/5   epoch 47/120   F1 0.7548356303482724   accuracy 0.790785498489426   precision 0.7462978198272316   recall 0.7683330579044813
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deviation 1/5   epoch 48/120   F1 0.7501998377297634   accuracy 0.7862537764350453   precision 0.7423334018922254   recall 0.7623502921095626
deviation 1/5   epoch 49/120   F1 0.7555548420241458   accuracy 0.7915407854984894   precision 0.7468634306869602   recall 0.7693801059341054
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deviation 1/5   epoch 50/120   F1 0.754941327252451   accuracy 0.7900302114803626   precision 0.7471590909090908   recall 0.7667430626271146
deviation 1/5   epoch 51/120   F1 0.7560805252170837   accuracy 0.7919184290030211   precision 0.7474316125051419   recall 0.7697838373857253
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deviation 1/5   epoch 52/120   F1 0.7550539429100014   accuracy 0.7915407854984894   precision 0.7460073015220074   recall 0.7697513270918435
deviation 1/5   epoch 53/120   F1 0.7541200053826097   accuracy 0.7881419939577039   precision 0.747457322089675   recall 0.7636480985006454
deviation 1/5   epoch 54/120   F1 0.7511433575510231   accuracy 0.783987915407855   precision 0.7460587206910736   recall 0.7578570601056679
deviation 1/5   epoch 55/120   F1 0.7532434278616922   accuracy 0.7873867069486404   precision 0.746606334841629   recall 0.7627414323818132
deviation 1/5   epoch 56/120   F1 0.752221578286487   accuracy 0.7892749244712991   precision 0.7431689633895516   recall 0.7670749751513508
deviation 1/5   epoch 57/120   F1 0.7520742486389144   accuracy 0.7870090634441088   precision 0.7448966474701768   recall 0.7626861802608247
deviation 1/5   epoch 58/120   F1 0.7534690122706889   accuracy 0.7904078549848943   precision 0.744302756067462   recall 0.7685403220963463
deviation 1/5   epoch 59/120   F1 0.7562319237949915   accuracy 0.7900302114803626   precision 0.7494421020156314   recall 0.7659599838817115
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deviation 1/5   epoch 60/120   F1 0.7553610375334023   accuracy 0.7911631419939577   precision 0.7468660016454134   recall 0.7687377336509902
deviation 1/5   epoch 61/120   F1 0.7564105410830408   accuracy 0.7919184290030211   precision 0.7480023652817771   recall 0.7695462829910436
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deviation 1/5   epoch 62/120   F1 0.7569014636916206   accuracy 0.7919184290030211   precision 0.7488584944467298   recall 0.7692040006813813
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deviation 1/5   epoch 63/120   F1 0.7562578802402723   accuracy 0.7888972809667674   precision 0.7505913204442616   recall 0.763904786337167
deviation 1/5   epoch 64/120   F1 0.7545571434885839   accuracy 0.7877643504531722   precision 0.7486013986013986   recall 0.7627473038076839
deviation 1/5   epoch 65/120   F1 0.7566684031542591   accuracy 0.7911631419939577   precision 0.749149012751954   recall 0.7678585125282708
deviation 1/5   epoch 66/120   F1 0.758268133024427   accuracy 0.7926737160120846   precision 0.7505656108597285   recall 0.7697946158727873
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deviation 1/5   epoch 67/120   F1 0.7589001183647455   accuracy 0.7941842900302115   precision 0.7502699506375976   recall 0.7724432643094286
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deviation 1/5   epoch 68/120   F1 0.7580772373907759   accuracy 0.7941842900302115   precision 0.7488430686960099   recall 0.7730834746973165
deviation 1/5   epoch 69/120   F1 0.757548445095835   accuracy 0.7919184290030211   precision 0.75   recall 0.7687734034841867
deviation 1/5   epoch 70/120   F1 0.7563266567256411   accuracy 0.7930513595166163   precision 0.7468531468531469   recall 0.7720154116380531
deviation 1/5   epoch 71/120   F1 0.7569499118586557   accuracy 0.790785498489426   precision 0.7500077128753599   recall 0.7669604128918904
deviation 1/5   epoch 72/120   F1 0.7585394204176519   accuracy 0.7938066465256798   precision 0.7499871452077334   recall 0.771919080058615
deviation 1/5   epoch 73/120   F1 0.7561109585278769   accuracy 0.7904078549848943   precision 0.748868778280543   recall 0.7667447427793948
deviation 1/5   epoch 74/120   F1 0.7573332981711257   accuracy 0.7900302114803626   precision 0.7514397367338543   recall 0.7653657054169335
deviation 1/5   epoch 75/120   F1 0.7580981332503395   accuracy 0.7911631419939577   precision 0.751717400246812   recall 0.7670064653100629
deviation 1/5   epoch 76/120   F1 0.7577088480190319   accuracy 0.7919184290030211   precision 0.7502853763883175   recall 0.7686702889176369
deviation 1/5   epoch 77/120   F1 0.7590645868437762   accuracy 0.7926737160120846   precision 0.7519924928013164   recall 0.7692810403646826
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deviation 1/5   epoch 78/120   F1 0.7549965829035274   accuracy 0.7888972809667674   precision 0.7483083093377212   recall 0.7645547646194775
deviation 1/5   epoch 79/120   F1 0.7582061999762655   accuracy 0.790785498489426   precision 0.7522907239819004   recall 0.7662638245221789
deviation 1/5   epoch 80/120   F1 0.7577974938260313   accuracy 0.7900302114803626   precision 0.752295865898807   recall 0.7651361844575992
deviation 1/5   epoch 81/120   F1 0.7570659469649195   accuracy 0.7904078549848943   precision 0.7505810366104484   recall 0.7661901793450393
deviation 1/5   epoch 82/120   F1 0.7530470033016723   accuracy 0.7843655589123867   precision 0.7491952900041134   recall 0.7577888595222659
deviation 1/5   epoch 83/120   F1 0.7574885471991124   accuracy 0.7900302114803626   precision 0.7517251131221719   recall 0.7652875431822801
deviation 1/5   epoch 84/120   F1 0.7573342028587781   accuracy 0.7888972809667674   precision 0.7525889551624846   recall 0.7634223835426366
deviation 1/5   epoch 85/120   F1 0.7551560924736358   accuracy 0.7888972809667674   precision 0.7485936857260387   recall 0.7644676246448608
deviation 1/5   epoch 86/120   F1 0.7583535874580889   accuracy 0.7896525679758308   precision 0.7537253187988482   recall 0.7642461484910251
deviation 1/5   epoch 87/120   F1 0.7586687258626283   accuracy 0.790785498489426   precision 0.7531468531468531   recall 0.7660304817587666
deviation 1/5   epoch 88/120   F1 0.7589244541026661   accuracy 0.7915407854984894   precision 0.752856334841629   recall 0.7672443542317109
deviation 1/5   epoch 89/120   F1 0.7598446387555328   accuracy 0.7915407854984894   precision 0.7545685931715344   recall 0.7667749748762673
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deviation 1/5   epoch 90/120   F1 0.759828089824927   accuracy 0.7938066465256798   precision 0.752270156314274   recall 0.7710071036379906
deviation 1/5   epoch 91/120   F1 0.7577458579724698   accuracy 0.7896525679758308   precision 0.752583813245578   recall 0.7645106270701703
deviation 1/5   epoch 92/120   F1 0.756549231262753   accuracy 0.7900302114803626   precision 0.7500128547922666   recall 0.7657816843089185
deviation 1/5   epoch 93/120   F1 0.7576248575907768   accuracy 0.7870090634441088   precision 0.7551701974496092   recall 0.7604172406283536
deviation 1/5   epoch 94/120   F1 0.7563641262737288   accuracy 0.7885196374622356   precision 0.75116464417935   recall 0.7632078089680275
deviation 1/5   epoch 95/120   F1 0.7564131868421204   accuracy 0.7888972809667674   precision 0.7508766968325792   recall 0.7638310125337373
deviation 1/5   epoch 96/120   F1 0.7562714527441352   accuracy 0.7904078549848943   precision 0.7491541546688605   recall 0.7666479566533013
deviation 1/5   epoch 97/120   F1 0.7541993429703182   accuracy 0.7873867069486404   precision 0.7483185931715344   recall 0.762259738584719
deviation 1/5   epoch 98/120   F1 0.7515407711757269   accuracy 0.7847432024169184   precision 0.7460535787741671   recall 0.7589420995670996
deviation 1/5   epoch 99/120   F1 0.7534841869329747   accuracy 0.7866314199395771   precision 0.7477529823118059   recall 0.7612877707936365
deviation 1/5   epoch 100/120   F1 0.7539930088516307   accuracy 0.7828549848942599   precision 0.7526300904977375   recall 0.7554596462904433
deviation 1/5   epoch 101/120   F1 0.7540640681047694   accuracy 0.7862537764350453   precision 0.749182435211847   recall 0.7604065073415818
deviation 1/5   epoch 102/120   F1 0.7535520285452453   accuracy 0.7858761329305136   precision 0.7486142533936652   recall 0.7599924315292008
deviation 1/5   epoch 103/120   F1 0.7539091644686373   accuracy 0.7862537764350453   precision 0.7488970588235294   recall 0.760468682737839
deviation 1/5   epoch 104/120   F1 0.7554293368913175   accuracy 0.7900302114803626   precision 0.7480152200740435   recall 0.7664361390677994
deviation 1/5   epoch 105/120   F1 0.7535251433822364   accuracy 0.7870090634441088   precision 0.7474650349650349   recall 0.7619241988854057
deviation 1/5   epoch 106/120   F1 0.7527271196828729   accuracy 0.7854984894259819   precision 0.7474753187988482   recall 0.7597047301453685
deviation 1/5   epoch 107/120   F1 0.7514902728198569   accuracy 0.7858761329305136   precision 0.7449043603455368   recall 0.760928100144149
deviation 1/5   epoch 108/120   F1 0.7521483995846822   accuracy 0.7805891238670695   precision 0.7515040106951871   recall 0.7528158308065749
deviation 1/5   epoch 109/120   F1 0.7525382435668203   accuracy 0.783987915407855   precision 0.7486271081859317   recall 0.7573720405382388
deviation 1/5   epoch 110/120   F1 0.752637743960443   accuracy 0.7836102719033232   precision 0.7492004319210201   recall 0.756777976683641
deviation 1/5   epoch 111/120   F1 0.7519257686822657   accuracy 0.7828549848942599   precision 0.7486348210612916   recall 0.7558616835163817
deviation 1/5   epoch 112/120   F1 0.7583608905545114   accuracy 0.790785498489426   precision 0.752576100370218   recall 0.7661843798685903
deviation 1/5   epoch 113/120   F1 0.751151685667579   accuracy 0.7783232628398792   precision 0.7520901892225422   recall 0.7502604939335062
deviation 1/5   epoch 114/120   F1 0.7515059891284999   accuracy 0.7802114803625377   precision 0.7506504524886878   recall 0.7524025267954229
deviation 1/5   epoch 115/120   F1 0.7529101639956144   accuracy 0.7824773413897281   precision 0.7509204031262855   recall 0.7551261541035373
deviation 1/5   epoch 116/120   F1 0.7459953662699497   accuracy 0.7734138972809668   precision 0.7472722130810365   recall 0.7448081450843144
deviation 1/5   epoch 117/120   F1 0.7466454624206457   accuracy 0.7764350453172205   precision 0.7452540106951872   recall 0.7481504604339004
deviation 1/5   epoch 118/120   F1 0.7442922606504127   accuracy 0.770392749244713   precision 0.7472927807486631   recall 0.7417712514735713
deviation 1/5   epoch 119/120   F1 0.7486712224753227   accuracy 0.777190332326284   precision 0.7483880090497738   recall 0.7489589453394766
deviation 1/5   epoch 120/120   F1 0.7473207224125045   accuracy 0.7760574018126888   precision 0.7469688399835459   recall 0.7476796390298929

deviation 2/5   epoch 1/120   F1 0.5060882135217212   accuracy 0.6616314199395771   precision 0.5334301727684081   recall 0.5779542334370485
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deviation 2/5   epoch 2/120   F1 0.5429462789117974   accuracy 0.6665407854984894   precision 0.5545146030440148   recall 0.5961101976573027
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deviation 2/5   epoch 3/120   F1 0.5829817018298171   accuracy 0.6669184290030211   precision 0.5819081653640478   recall 0.6062462482491829
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deviation 2/5   epoch 4/120   F1 0.629716201983923   accuracy 0.6718277945619335   precision 0.629532599753188   recall 0.629905406494239
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deviation 2/5   epoch 5/120   F1 0.654747997329773   accuracy 0.6978851963746223   precision 0.6527560674619498   recall 0.6572983734327347
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deviation 2/5   epoch 6/120   F1 0.6789030519280288   accuracy 0.7141238670694864   precision 0.6794708967503085   recall 0.6783649433051824
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deviation 2/5   epoch 7/120   F1 0.6732983482039332   accuracy 0.7209214501510574   precision 0.6680095639654463   recall 0.6826045224301722
deviation 2/5   epoch 8/120   F1 0.6837434378102074   accuracy 0.7345166163141994   precision 0.6761929247223365   recall 0.6997599627483173
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deviation 2/5   epoch 9/120   F1 0.6958777061592238   accuracy 0.7443353474320241   precision 0.6878265117235705   recall 0.7121888721158112
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deviation 2/5   epoch 10/120   F1 0.7025559621179509   accuracy 0.7477341389728097   precision 0.6952231591937474   recall 0.7158393214480626
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deviation 2/5   epoch 11/120   F1 0.705265497527129   accuracy 0.7556646525679759   precision 0.6951691690662278   recall 0.7284514830628022
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deviation 2/5   epoch 12/120   F1 0.7081239343471746   accuracy 0.7583081570996979   precision 0.6977195598519128   recall 0.7321204895643119
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deviation 2/5   epoch 13/120   F1 0.7131618801207417   accuracy 0.7628398791540786   precision 0.702254730563554   recall 0.738388741920528
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deviation 2/5   epoch 14/120   F1 0.7165269046294644   accuracy 0.7688821752265861   precision 0.7039258535582065   recall 0.7495603064483144
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deviation 2/5   epoch 15/120   F1 0.7220304137058182   accuracy 0.7669939577039275   precision 0.7122146236116824   recall 0.7414711829946575
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deviation 2/5   epoch 16/120   F1 0.7234204495627643   accuracy 0.7711480362537765   precision 0.7119009666803784   recall 0.7492620818968124
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deviation 2/5   epoch 17/120   F1 0.7253092658560414   accuracy 0.7722809667673716   precision 0.7138908885232415   recall 0.750365828427408
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deviation 2/5   epoch 18/120   F1 0.7212233116227842   accuracy 0.7741691842900302   precision 0.7075997531879885   recall 0.7586261566400507
deviation 2/5   epoch 19/120   F1 0.7272173375125857   accuracy 0.774546827794562   precision 0.7153023447141095   recall 0.754020831200543
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deviation 2/5   epoch 20/120   F1 0.7189132728558114   accuracy 0.7734138972809668   precision 0.705036507610037   recall 0.7589965673236491
deviation 2/5   epoch 21/120   F1 0.7272083171272693   accuracy 0.7779456193353474   precision 0.7135669477581242   recall 0.7625085718439024
deviation 2/5   epoch 22/120   F1 0.7292024615853099   accuracy 0.779833836858006   precision 0.7152663512957631   recall 0.7654776767136318
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deviation 2/5   epoch 23/120   F1 0.7277019618531986   accuracy 0.7805891238670695   precision 0.7129781982723159   recall 0.7693442861474159
deviation 2/5   epoch 24/120   F1 0.7271205167431583   accuracy 0.7802114803625377   precision 0.712410016454134   recall 0.7689420572916666
deviation 2/5   epoch 25/120   F1 0.7343718652268838   accuracy 0.7817220543806647   precision 0.7212464006581654   recall 0.7650527450527451
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deviation 2/5   epoch 26/120   F1 0.7317737230954506   accuracy 0.7820996978851964   precision 0.7175339366515837   recall 0.7688726348879499
deviation 2/5   epoch 27/120   F1 0.7329117281623878   accuracy 0.7817220543806647   precision 0.7192487659399425   recall 0.7665735148855296
deviation 2/5   epoch 28/120   F1 0.7349342451660807   accuracy 0.7820996978851964   precision 0.7218145824763471   recall 0.7654580949765663
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deviation 2/5   epoch 29/120   F1 0.7354421509494875   accuracy 0.7828549848942599   precision 0.7220948169477581   recall 0.7669020976374255
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deviation 2/5   epoch 30/120   F1 0.7410474241564335   accuracy 0.7866314199395771   precision 0.7277766351295762   recall 0.7709177600572439
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deviation 2/5   epoch 31/120   F1 0.7375326325194399   accuracy 0.7854984894259819   precision 0.7235037021801728   recall 0.7717468772272028
deviation 2/5   epoch 32/120   F1 0.7388116066087227   accuracy 0.7851208459214502   precision 0.725503907856849   recall 0.7693164764898464
deviation 2/5   epoch 33/120   F1 0.7390736953232122   accuracy 0.7862537764350453   precision 0.7252108185931716   recall 0.7720747415075645
deviation 2/5   epoch 34/120   F1 0.7436963298486127   accuracy 0.7877643504531722   precision 0.7309080625257096   recall 0.7710834100478396
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deviation 2/5   epoch 35/120   F1 0.7471947888356133   accuracy 0.7900302114803626   precision 0.734602529823118   recall 0.7732761331476574
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deviation 2/5   epoch 36/120   F1 0.7426440216731054   accuracy 0.7885196374622356   precision 0.72890528589058   recall 0.7742280742280743
deviation 2/5   epoch 37/120   F1 0.7521121274072835   accuracy 0.7938066465256798   precision 0.7394282188399836   recall 0.7778256757845246
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deviation 2/5   epoch 38/120   F1 0.7518353066133516   accuracy 0.7960725075528701   precision 0.7374151583710407   recall 0.7844228844228844
deviation 2/5   epoch 39/120   F1 0.7513552051023216   accuracy 0.7941842900302115   precision 0.7379987659399424   recall 0.7796840668574592
deviation 2/5   epoch 40/120   F1 0.7541130533684995   accuracy 0.7949395770392749   precision 0.7417035170711641   recall 0.7786084248131693
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deviation 2/5   epoch 41/120   F1 0.7456601731601731   accuracy 0.7854984894259819   precision 0.7354895104895105   recall 0.7639349930843706
deviation 2/5   epoch 42/120   F1 0.7490556976505758   accuracy 0.7877643504531722   precision 0.7391839777869189   recall 0.7662345467032967
deviation 2/5   epoch 43/120   F1 0.752304884518509   accuracy 0.7930513595166163   precision 0.7402894899218428   recall 0.7756866134346452
deviation 2/5   epoch 44/120   F1 0.7533895529719994   accuracy 0.7938066465256798   precision 0.7414258535582066   recall 0.7764774119087997
deviation 2/5   epoch 45/120   F1 0.7505791815303219   accuracy 0.7870090634441088   precision 0.7423282599753188   recall 0.7635882635882636
deviation 2/5   epoch 46/120   F1 0.7530094528755339   accuracy 0.7919184290030211   precision 0.7422948375154257   recall 0.772274935772289
deviation 2/5   epoch 47/120   F1 0.7540913487707482   accuracy 0.7930513595166163   precision 0.7431432538050186   recall 0.7739507385167097
deviation 2/5   epoch 48/120   F1 0.7515810509690559   accuracy 0.7911631419939577   precision 0.740587721102427   recall 0.7717935648018054
deviation 2/5   epoch 49/120   F1 0.752486074966608   accuracy 0.7926737160120846   precision 0.7408628136569313   recall 0.7745685047481512
deviation 2/5   epoch 50/120   F1 0.7528445996088022   accuracy 0.7926737160120846   precision 0.7414335664335665   recall 0.7742209714450492
deviation 2/5   epoch 51/120   F1 0.7542256552012243   accuracy 0.7919184290030211   precision 0.7442924722336487   recall 0.7712286282930394
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deviation 2/5   epoch 52/120   F1 0.7506689844079224   accuracy 0.783987915407855   precision 0.7452025915261209   recall 0.7580465367965368
deviation 2/5   epoch 53/120   F1 0.7516071217030533   accuracy 0.7873867069486404   precision 0.7437525709584534   recall 0.7636806407764964
deviation 2/5   epoch 54/120   F1 0.7501233452457892   accuracy 0.7851208459214502   precision 0.743197243932538   recall 0.7602727947463384
deviation 2/5   epoch 55/120   F1 0.7516313951524449   accuracy 0.7877643504531722   precision 0.7434646236116824   recall 0.7644050760145746
deviation 2/5   epoch 56/120   F1 0.7536771119033983   accuracy 0.7911631419939577   precision 0.7440122377622378   recall 0.7700065075690496
deviation 2/5   epoch 57/120   F1 0.7497730394489499   accuracy 0.7885196374622356   precision 0.7397495886466474   recall 0.7673208291409029
deviation 2/5   epoch 58/120   F1 0.7491993378454833   accuracy 0.7866314199395771   precision 0.7403331962155492   recall 0.7637446349282482
deviation 2/5   epoch 59/120   F1 0.7537305820728056   accuracy 0.7892749244712991   precision 0.7457373508844097   recall 0.7660354094126358
deviation 2/5   epoch 60/120   F1 0.7511773099859925   accuracy 0.7888972809667674   precision 0.7417446524064171   recall 0.7670506465815634
deviation 2/5   epoch 61/120   F1 0.7511454547921648   accuracy 0.7881419939577039   precision 0.7423205470999589   recall 0.7654926210188817
deviation 2/5   epoch 62/120   F1 0.7539091644686373   accuracy 0.7862537764350453   precision 0.7488970588235294   recall 0.760468682737839
deviation 2/5   epoch 63/120   F1 0.7525280719992921   accuracy 0.7866314199395771   precision 0.7460407239819005   recall 0.7617516436403171
deviation 2/5   epoch 64/120   F1 0.7522131985589109   accuracy 0.7851208459214502   precision 0.7469071369806664   recall 0.7592905331294907
deviation 2/5   epoch 65/120   F1 0.7508376819555067   accuracy 0.7858761329305136   precision 0.7437628547922666   recall 0.7612720665484043
deviation 2/5   epoch 66/120   F1 0.7521706203142414   accuracy 0.7862537764350453   precision 0.7457579185520362   recall 0.7612583804112243
deviation 2/5   epoch 67/120   F1 0.7495870663952158   accuracy 0.7813444108761329   precision 0.7457913410119292   recall 0.75426752439369
deviation 2/5   epoch 68/120   F1 0.7489931334242712   accuracy 0.7832326283987915   precision 0.742924722336487   recall 0.7574920630595032
deviation 2/5   epoch 69/120   F1 0.7505337971670634   accuracy 0.7862537764350453   precision 0.7429041546688606   recall 0.762150980985175
deviation 2/5   epoch 70/120   F1 0.7512165261591868   accuracy 0.7802114803625377   precision 0.7500796997120527   recall 0.7524264034213586
deviation 2/5   epoch 71/120   F1 0.7496922980640854   accuracy 0.7809667673716012   precision 0.7463646647470177   recall 0.7536904862758387
deviation 2/5   epoch 72/120   F1 0.7468501611861437   accuracy 0.7768126888217523   precision 0.7452514397367338   recall 0.7485994082952034
deviation 2/5   epoch 73/120   F1 0.7490896785109982   accuracy 0.7779456193353474   precision 0.7483828671328672   recall 0.7498248063819609
deviation 2/5   epoch 74/120   F1 0.7522816558697292   accuracy 0.7813444108761329   precision 0.7509281160016454   recall 0.7537386090145177
deviation 2/5   epoch 75/120   F1 0.753848561414105   accuracy 0.7828549848942599   precision 0.7523447141094199   recall 0.7554792546092373
deviation 2/5   epoch 76/120   F1 0.7542048156163541   accuracy 0.7817220543806647   precision 0.7543500617030029   recall 0.7540607031789688
deviation 2/5   epoch 77/120   F1 0.7495280163347391   accuracy 0.777190332326284   precision 0.7501002673796792   recall 0.7489736895986896
deviation 2/5   epoch 78/120   F1 0.74539051906145   accuracy 0.7760574018126888   precision 0.7432589469354176   recall 0.7477963480562098
deviation 2/5   epoch 79/120   F1 0.7438626491840545   accuracy 0.7696374622356495   precision 0.7472979226655697   recall 0.7410510224538893
deviation 2/5   epoch 80/120   F1 0.7439510119945105   accuracy 0.7707703927492447   precision 0.7461487042369395   recall 0.7420161184827924
deviation 2/5   epoch 81/120   F1 0.7434003238523914   accuracy 0.7681268882175226   precision 0.7481643356643357   recall 0.7398024460714046
deviation 2/5   epoch 82/120   F1 0.7470319592605621   accuracy 0.773036253776435   precision 0.749843171534348   recall 0.744636870488769
deviation 2/5   epoch 83/120   F1 0.7478932979596953   accuracy 0.774546827794562   precision 0.7498328877005347   recall 0.7461548983684876
deviation 2/5   epoch 84/120   F1 0.7457838109394006   accuracy 0.773036253776435   precision 0.7472747840394899   recall 0.7444145568715547
deviation 2/5   epoch 85/120   F1 0.7463412286001045   accuracy 0.774546827794562   precision 0.7466937474290416   recall 0.7459956866025105
deviation 2/5   epoch 86/120   F1 0.7538575943483918   accuracy 0.7847432024169184   precision 0.7503342245989304   recall 0.7581149681233184
deviation 2/5   epoch 87/120   F1 0.7452827284760057   accuracy 0.7734138972809668   precision 0.7458453311394488   recall 0.7447379197379198
deviation 2/5   epoch 88/120   F1 0.7438778237352848   accuracy 0.770392749244713   precision 0.7464366515837104   recall 0.7416722974676524
deviation 2/5   epoch 89/120   F1 0.7458434999073376   accuracy 0.7760574018126888   precision 0.7441150761003702   recall 0.7477496958607711
deviation 2/5   epoch 90/120   F1 0.7392805091272141   accuracy 0.7628398791540786   precision 0.7459173179761415   recall 0.7348625475117122
deviation 2/5   epoch 91/120   F1 0.7462608146494649   accuracy 0.7749244712990937   precision 0.7461204236939531   recall 0.7464023268084887
deviation 2/5   epoch 92/120   F1 0.7428616829066854   accuracy 0.775679758308157   precision 0.7389808720691073   recall 0.7477168128386139
deviation 2/5   epoch 93/120   F1 0.7492443561040876   accuracy 0.777190332326284   precision 0.7495295146030441   recall 0.7489636880393182
deviation 2/5   epoch 94/120   F1 0.7423941809701117   accuracy 0.7741691842900302   precision 0.7395619086795557   recall 0.7457310882263744
deviation 2/5   epoch 95/120   F1 0.7481774717523519   accuracy 0.7813444108761329   precision 0.7432229535170711   recall 0.754707754728957
deviation 2/5   epoch 96/120   F1 0.7376340628546111   accuracy 0.7598187311178247   precision 0.7462232620320856   recall 0.7326373960041295
deviation 2/5   epoch 97/120   F1 0.7404075253667373   accuracy 0.7654833836858006   precision 0.7450431921020156   recall 0.7368978491115896
deviation 2/5   epoch 98/120   F1 0.7391406457490566   accuracy 0.7639728096676737   precision 0.7441973467708762   recall 0.7354200862907079
deviation 2/5   epoch 99/120   F1 0.7330214798821536   accuracy 0.754154078549849   precision 0.7434080625257096   recall 0.7278090081961051
deviation 2/5   epoch 100/120   F1 0.738974052200599   accuracy 0.7632175226586103   precision 0.7447732414644179   recall 0.7349039943696272
deviation 2/5   epoch 101/120   F1 0.741617941874935   accuracy 0.7673716012084593   precision 0.7453157136980666   recall 0.7386476184759446
deviation 2/5   epoch 102/120   F1 0.7324475697384873   accuracy 0.7533987915407855   precision 0.7431278280542987   recall 0.7272197851110695
deviation 2/5   epoch 103/120   F1 0.7297992642180204   accuracy 0.754154078549849   precision 0.7362736528177705   recall 0.7255550612814652
deviation 2/5   epoch 104/120   F1 0.7270817311885074   accuracy 0.7496223564954683   precision 0.7360191279308926   recall 0.7222153638727566
deviation 2/5   epoch 105/120   F1 0.7212595381652653   accuracy 0.7398036253776435   precision 0.7360859728506788   recall 0.7165939894625425
deviation 2/5   epoch 106/120   F1 0.7382623307304538   accuracy 0.7643504531722054   precision 0.7419117647058824   recall 0.7353361945636624
deviation 2/5   epoch 107/120   F1 0.7368281116181565   accuracy 0.7651057401812689   precision 0.7381967297408474   recall 0.7355682684973303
deviation 2/5   epoch 108/120   F1 0.7398021446480476   accuracy 0.7658610271903323   precision 0.7433283628136569   recall 0.7369471879029128
deviation 2/5   epoch 109/120   F1 0.737469305179911   accuracy 0.7654833836858006   precision 0.7390502879473468   recall 0.7360320739210591
deviation 2/5   epoch 110/120   F1 0.7397271136583248   accuracy 0.7654833836858006   precision 0.7436163101604278   recall 0.7366477175171932
deviation 2/5   epoch 111/120   F1 0.7306291258306019   accuracy 0.752643504531722   precision 0.7399938296997121   recall 0.7256135472538787
deviation 2/5   epoch 112/120   F1 0.7312908589809914   accuracy 0.7537764350453172   precision 0.7399861168243521   recall 0.7263880501451532
deviation 2/5   epoch 113/120   F1 0.7385208685095868   accuracy 0.763595166163142   precision 0.7433437885643768   recall 0.7349242988334574
deviation 2/5   epoch 114/120   F1 0.7292428549583725   accuracy 0.7484894259818731   precision 0.7425904977375566   recall 0.7240840879351578
deviation 2/5   epoch 115/120   F1 0.7346469745357146   accuracy 0.7575528700906344   precision 0.742528794734677   recall 0.72988388102984
deviation 2/5   epoch 116/120   F1 0.7361510252602171   accuracy 0.7613293051359517   precision 0.7410762032085562   recall 0.7325187527121692
deviation 2/5   epoch 117/120   F1 0.7332524942993597   accuracy 0.7571752265861027   precision 0.7399629781982723   recall 0.7288804082946342
deviation 2/5   epoch 118/120   F1 0.7302470475066234   accuracy 0.752643504531722   precision 0.7391377005347594   recall 0.7253249879634087
deviation 2/5   epoch 119/120   F1 0.736304497848502   accuracy 0.7628398791540786   precision 0.7396390374331551   recall 0.7335856054530874
deviation 2/5   epoch 120/120   F1 0.7254191854940306   accuracy 0.7469788519637462   precision 0.7357517482517483   recall 0.7204051023572082

deviation 3/5   epoch 1/120   F1 0.40158807491229853   accuracy 0.6680513595166163   precision 0.5005681818181819   recall 0.8339629769550434
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deviation 3/5   epoch 2/120   F1 0.43331274001512377   accuracy 0.6729607250755287   precision 0.5125205676676265   recall 0.6627510610567122
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deviation 3/5   epoch 3/120   F1 0.4882805944756646   accuracy 0.6786253776435045   precision 0.5341706088029617   recall 0.6392693884501028
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deviation 3/5   epoch 4/120   F1 0.5670862554809615   accuracy 0.7058157099697885   precision 0.581357980255039   recall 0.6977963937863993
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deviation 3/5   epoch 5/120   F1 0.6074864816525338   accuracy 0.7258308157099698   precision 0.6103301110654052   recall 0.7342224332629257
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deviation 3/5   epoch 6/120   F1 0.6526543209876543   accuracy 0.743202416918429   precision 0.6444570135746606   recall 0.7420561069754619
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deviation 3/5   epoch 7/120   F1 0.6696949110908972   accuracy 0.7545317220543807   precision 0.6586487042369396   recall 0.760764104579472
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deviation 3/5   epoch 8/120   F1 0.6751035299229471   accuracy 0.7579305135951662   precision 0.6631915878239407   recall 0.7657172429455159
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deviation 3/5   epoch 9/120   F1 0.6938337056869628   accuracy 0.763595166163142   precision 0.6799902303578774   recall 0.7591543769248993
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deviation 3/5   epoch 10/120   F1 0.7054670428255092   accuracy 0.7696374622356495   precision 0.690793397778692   recall 0.7636944440496326
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deviation 3/5   epoch 11/120   F1 0.7059095008000599   accuracy 0.7692598187311178   precision 0.6913667215137804   recall 0.7619183972567432
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deviation 3/5   epoch 12/120   F1 0.692604926963025   accuracy 0.7651057401812689   precision 0.6785530645824763   recall 0.7660888955299365
deviation 3/5   epoch 13/120   F1 0.703267959541982   accuracy 0.7681268882175226   precision 0.6888060468942823   recall 0.761685106989506
deviation 3/5   epoch 14/120   F1 0.7026140840356119   accuracy 0.7688821752265861   precision 0.6879447758124229   recall 0.7650243805173382
deviation 3/5   epoch 15/120   F1 0.706252194195609   accuracy 0.7707703927492447   precision 0.6913564376799671   recall 0.7663524688061107
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deviation 3/5   epoch 16/120   F1 0.7073984064791123   accuracy 0.7711480362537765   precision 0.6924953722747841   recall 0.7660467330898134
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deviation 3/5   epoch 17/120   F1 0.7108859921998328   accuracy 0.7726586102719033   precision 0.6959096051007816   recall 0.7663029803176022
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deviation 3/5   epoch 18/120   F1 0.7086265482366298   accuracy 0.7719033232628398   precision 0.6936317359111477   recall 0.7668672201375527
deviation 3/5   epoch 19/120   F1 0.7146402571448416   accuracy 0.7726586102719033   precision 0.700190250925545   recall 0.7616298018607683
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deviation 3/5   epoch 20/120   F1 0.7125601816723686   accuracy 0.7722809667673716   precision 0.6979098107774578   recall 0.7629946694886518
deviation 3/5   epoch 21/120   F1 0.7150673652102   accuracy 0.7741691842900302   precision 0.7001799670917318   recall 0.7656653575949475
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deviation 3/5   epoch 22/120   F1 0.7111819701747759   accuracy 0.7749244712990937   precision 0.6956088029617442   recall 0.7734434525093083
deviation 3/5   epoch 23/120   F1 0.7179757710898734   accuracy 0.7741691842900302   precision 0.7036044837515425   recall 0.7621597375555724
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deviation 3/5   epoch 24/120   F1 0.7165363351704572   accuracy 0.7741691842900302   precision 0.7018922254216372   recall 0.7638541222166595
deviation 3/5   epoch 25/120   F1 0.7169996592967166   accuracy 0.7749244712990937   precision 0.7021724598930481   recall 0.7655623659726796
deviation 3/5   epoch 26/120   F1 0.7165116487938065   accuracy 0.7749244712990937   precision 0.701601707116413   recall 0.7661717633561098
deviation 3/5   epoch 27/120   F1 0.7187861699725226   accuracy 0.7760574018126888   precision 0.7038770053475936   recall 0.766784415147501
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deviation 3/5   epoch 28/120   F1 0.720798321588036   accuracy 0.7779456193353474   precision 0.7055764088852323   recall 0.7700336018101075
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deviation 3/5   epoch 29/120   F1 0.7218479018901066   accuracy 0.7760574018126888   precision 0.7075868983957219   recall 0.7631455875295657
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deviation 3/5   epoch 30/120   F1 0.7259261477580738   accuracy 0.7768126888217523   precision 0.7124331550802139   recall 0.7608274994535054
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deviation 3/5   epoch 31/120   F1 0.7248587531751538   accuracy 0.7775679758308157   precision 0.7107157548334019   recall 0.764014283056748
deviation 3/5   epoch 32/120   F1 0.7231403699164487   accuracy 0.777190332326284   precision 0.7087206910736322   recall 0.7648959947793458
deviation 3/5   epoch 33/120   F1 0.7225560186807828   accuracy 0.7768126888217523   precision 0.7081525092554504   recall 0.7644883772021165
deviation 3/5   epoch 34/120   F1 0.7259744579082921   accuracy 0.7775679758308157   precision 0.7121426367749897   recall 0.762796876629741
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deviation 3/5   epoch 35/120   F1 0.7294196518945466   accuracy 0.779833836858006   precision 0.7155517276840806   recall 0.7652409293129017
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deviation 3/5   epoch 36/120   F1 0.7251759076836476   accuracy 0.777190332326284   precision 0.7112890785684903   recall 0.7626259075570099
deviation 3/5   epoch 37/120   F1 0.7307076211161045   accuracy 0.779833836858006   precision 0.717263986013986   recall 0.7638767781909077
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deviation 3/5   epoch 38/120   F1 0.7341068889972102   accuracy 0.7820996978851964   precision 0.7206730769230769   recall 0.7663108946141645
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deviation 3/5   epoch 39/120   F1 0.735596513740294   accuracy 0.7817220543806647   precision 0.7229586589880708   recall 0.7638469284994964
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deviation 3/5   epoch 40/120   F1 0.7324965691736954   accuracy 0.7790785498489426   precision 0.7201228918140683   recall 0.76022924573821
deviation 3/5   epoch 41/120   F1 0.7359501687961897   accuracy 0.7836102719033232   precision 0.7223750514191691   recall 0.7683648576847151
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deviation 3/5   epoch 42/120   F1 0.7364145137526602   accuracy 0.7832326283987915   precision 0.7232337515425751   recall 0.766880386539951
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deviation 3/5   epoch 43/120   F1 0.735191020318336   accuracy 0.7817220543806647   precision 0.7223879062114356   recall 0.764239128774572
deviation 3/5   epoch 44/120   F1 0.7372696299325574   accuracy 0.7828549848942599   precision 0.7246632044426162   recall 0.7650650832830943
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deviation 3/5   epoch 45/120   F1 0.7406348377163439   accuracy 0.7847432024169184   precision 0.728360242698478   recall 0.7665212381626798
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deviation 3/5   epoch 46/120   F1 0.745962104861378   accuracy 0.7881419939577039   precision 0.7340446318387495   recall 0.7697801298165365
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deviation 3/5   epoch 47/120   F1 0.7446977855728893   accuracy 0.7870090634441088   precision 0.7329108391608392   recall 0.7682210478009208
deviation 3/5   epoch 48/120   F1 0.7475720564806769   accuracy 0.7900302114803626   precision 0.7351732825997532   recall 0.7728883691375077
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deviation 3/5   epoch 49/120   F1 0.7395625768217999   accuracy 0.7836102719033232   precision 0.7275118264088852   recall 0.7647606381984082
deviation 3/5   epoch 50/120   F1 0.7463212752912325   accuracy 0.7885196374622356   precision 0.7343274372686137   recall 0.770360702420503
deviation 3/5   epoch 51/120   F1 0.7414062499999999   accuracy 0.7870090634441088   precision 0.7280594405594405   recall 0.7715312469389755
deviation 3/5   epoch 52/120   F1 0.7405292186666967   accuracy 0.7858761329305136   precision 0.7274964006581655   recall 0.7694884373236932
deviation 3/5   epoch 53/120   F1 0.746475045297315   accuracy 0.7892749244712991   precision 0.7340369189633895   recall 0.7720917025346724
deviation 3/5   epoch 54/120   F1 0.7490135313619757   accuracy 0.7915407854984894   precision 0.7363045043192102   recall 0.7752586736145426
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deviation 3/5   epoch 55/120   F1 0.7450991597004528   accuracy 0.7862537764350453   precision 0.734057486631016   recall 0.7660838711185933
deviation 3/5   epoch 56/120   F1 0.747809651792446   accuracy 0.7873867069486404   precision 0.7374742904154669   recall 0.7663915307750598
deviation 3/5   epoch 57/120   F1 0.7485242983441052   accuracy 0.7888972809667674   precision 0.7374640065816537   recall 0.7692264810495181
deviation 3/5   epoch 58/120   F1 0.7506742595448546   accuracy 0.7919184290030211   precision 0.7385849444672974   recall 0.7744979431141465
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deviation 3/5   epoch 59/120   F1 0.7480661520769734   accuracy 0.7915407854984894   precision 0.7348776223776223   recall 0.7762898445533176
deviation 3/5   epoch 60/120   F1 0.7477849006593578   accuracy 0.7892749244712991   precision 0.7360345536816125   recall 0.7708048811423549
deviation 3/5   epoch 61/120   F1 0.7490556976505758   accuracy 0.7877643504531722   precision 0.7391839777869189   recall 0.7662345467032967
deviation 3/5   epoch 62/120   F1 0.7495928942030183   accuracy 0.790785498489426   precision 0.7377365281777046   recall 0.772757574059271
deviation 3/5   epoch 63/120   F1 0.7506740966192476   accuracy 0.7896525679758308   precision 0.7403126285479227   recall 0.7691067227017772
deviation 3/5   epoch 64/120   F1 0.7497810047476638   accuracy 0.7904078549848943   precision 0.7383098519127931   recall 0.7716582884381913
deviation 3/5   epoch 65/120   F1 0.7492449775478826   accuracy 0.7892749244712991   precision 0.738317564788153   recall 0.7694690329801306
deviation 3/5   epoch 66/120   F1 0.7468918375306242   accuracy 0.7881419939577039   precision 0.7354715137803374   recall 0.7689145455172712
deviation 3/5   epoch 67/120   F1 0.7483369895491274   accuracy 0.7892749244712991   precision 0.7368906828465652   recall 0.7702874743326489
deviation 3/5   epoch 68/120   F1 0.7512235008663508   accuracy 0.7911631419939577   precision 0.7400169683257919   recall 0.7721209193120682
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deviation 3/5   epoch 69/120   F1 0.7441507829709065   accuracy 0.7866314199395771   precision 0.7323426573426574   recall 0.7678182864839516
deviation 3/5   epoch 70/120   F1 0.7479872867877764   accuracy 0.7881419939577039   precision 0.7371837721102427   recall 0.7679481007575477
deviation 3/5   epoch 71/120   F1 0.7492449775478826   accuracy 0.7892749244712991   precision 0.738317564788153   recall 0.7694690329801306
deviation 3/5   epoch 72/120   F1 0.7494240325181871   accuracy 0.7896525679758308   precision 0.7383149938296998   recall 0.7701912938037014
deviation 3/5   epoch 73/120   F1 0.7515828830304023   accuracy 0.7922960725075529   precision 0.7397238790621143   recall 0.7745283352176371
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deviation 3/5   epoch 74/120   F1 0.7503136248472873   accuracy 0.7915407854984894   precision 0.7383021390374331   recall 0.7739163327304751
deviation 3/5   epoch 75/120   F1 0.7506321368769593   accuracy 0.7881419939577039   precision 0.7414644179350062   recall 0.7658576577379879
deviation 3/5   epoch 76/120   F1 0.7492447605874545   accuracy 0.7888972809667674   precision 0.7386055121349239   recall 0.7686009283008766
deviation 3/5   epoch 77/120   F1 0.7547775708007878   accuracy 0.7900302114803626   precision 0.7468737145207733   recall 0.7668489678860839
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deviation 3/5   epoch 78/120   F1 0.7511901779002756   accuracy 0.7892749244712991   precision 0.7414567050596462   recall 0.7678536796833111
deviation 3/5   epoch 79/120   F1 0.750322888741765   accuracy 0.7900302114803626   precision 0.7394539284245166   recall 0.7702723094066302
deviation 3/5   epoch 80/120   F1 0.7506667071652037   accuracy 0.7892749244712991   precision 0.7406005758946935   recall 0.7682696800566444
deviation 3/5   epoch 81/120   F1 0.7522391414302183   accuracy 0.7896525679758308   precision 0.7428810160427808   recall 0.7678601680948658
deviation 3/5   epoch 82/120   F1 0.7558860074552085   accuracy 0.7915407854984894   precision 0.7474341834635952   recall 0.7691421412351644
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deviation 3/5   epoch 83/120   F1 0.7531096729879692   accuracy 0.7900302114803626   precision 0.7440199506375977   recall 0.7680096232041204
deviation 3/5   epoch 84/120   F1 0.7527693816413439   accuracy 0.7900302114803626   precision 0.7434491978609625   recall 0.7682644909060004
deviation 3/5   epoch 85/120   F1 0.7577841129479796   accuracy 0.7911631419939577   precision 0.7511466474701769   recall 0.7671836056494046
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deviation 3/5   epoch 86/120   F1 0.7547573438085154   accuracy 0.7922960725075529   precision 0.7448606540518306   recall 0.7716297614565865
deviation 3/5   epoch 87/120   F1 0.7571888380647613   accuracy 0.7915407854984894   precision 0.7497171945701357   recall 0.7682645248958759
deviation 3/5   epoch 88/120   F1 0.753278455334424   accuracy 0.7877643504531722   precision 0.746318387494858   recall 0.7634150364983572
deviation 3/5   epoch 89/120   F1 0.7567714917825537   accuracy 0.7892749244712991   precision 0.7511595022624434   recall 0.7643154761904762
deviation 3/5   epoch 90/120   F1 0.7555909259631852   accuracy 0.7900302114803626   precision 0.7483005964623612   recall 0.766337395448115
deviation 3/5   epoch 91/120   F1 0.7497128871631913   accuracy 0.7866314199395771   precision 0.7411893253805019   recall 0.7633999861018204
deviation 3/5   epoch 92/120   F1 0.7529534179699822   accuracy 0.7877643504531722   precision 0.745747634718223   recall 0.7635989840576474
deviation 3/5   epoch 93/120   F1 0.7558518440603925   accuracy 0.7881419939577039   precision 0.7505964623611683   recall 0.7627959409954739
deviation 3/5   epoch 94/120   F1 0.7601145072744732   accuracy 0.7904078549848943   precision 0.7562885643767996   recall 0.7647760541897665
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deviation 3/5   epoch 95/120   F1 0.7565679753856436   accuracy 0.7888972809667674   precision 0.7511620732208968   recall 0.7637588717107595
deviation 3/5   epoch 96/120   F1 0.7554306056114004   accuracy 0.7885196374622356   precision 0.7494523858494446   recall 0.7636467138924892
deviation 3/5   epoch 97/120   F1 0.7573979970848521   accuracy 0.7873867069486404   precision 0.7543114973262032   recall 0.761027954086503
deviation 3/5   epoch 98/120   F1 0.7588218737751966   accuracy 0.790785498489426   precision 0.7534322295351707   recall 0.7659560116985571
deviation 3/5   epoch 99/120   F1 0.7592254559402238   accuracy 0.7941842900302115   precision 0.7508407034142328   recall 0.7722006819873186
deviation 3/5   epoch 100/120   F1 0.7559898405065215   accuracy 0.7892749244712991   precision 0.7497326203208556   recall 0.7647082067283455
deviation 3/5   epoch 101/120   F1 0.7589754152748186   accuracy 0.7888972809667674   precision 0.7557280954339778   recall 0.762820415429483
deviation 3/5   epoch 102/120   F1 0.7609227522123763   accuracy 0.7926737160120846   precision 0.7554170094611271   recall 0.7682272102920282
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deviation 3/5   epoch 103/120   F1 0.7591995489538379   accuracy 0.7885196374622356   precision 0.7565867955573837   recall 0.7621924948245604
deviation 3/5   epoch 104/120   F1 0.7605613659146344   accuracy 0.7896525679758308   precision 0.7580059646236117   recall 0.7634767169772929
deviation 3/5   epoch 105/120   F1 0.761271679598822   accuracy 0.7911631419939577   precision 0.7577103044014808   recall 0.7655466125183535
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deviation 3/5   epoch 106/120   F1 0.7602739943597618   accuracy 0.7847432024169184   precision 0.7634615384615384   recall 0.7575789947290765
deviation 3/5   epoch 107/120   F1 0.7614148223391921   accuracy 0.7877643504531722   precision 0.7620140888523241   recall 0.7608338452088452
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deviation 3/5   epoch 108/120   F1 0.7575817015420931   accuracy 0.7828549848942599   precision 0.7600498765939943   recall 0.7554178989997191
deviation 3/5   epoch 109/120   F1 0.7499874946226878   accuracy 0.7719033232628398   precision 0.7578414232825998   recall 0.7450017589118199
deviation 3/5   epoch 110/120   F1 0.7603437573835353   accuracy 0.7866314199395771   precision 0.7611656725627314   recall 0.7595562914288014
deviation 3/5   epoch 111/120   F1 0.7581969249632964   accuracy 0.7862537764350453   precision 0.7571729740847388   recall 0.7592774032342932
deviation 3/5   epoch 112/120   F1 0.7618502639761068   accuracy 0.7938066465256798   precision 0.7559800493624023   recall 0.7697717266138319
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deviation 3/5   epoch 113/120   F1 0.7569612507847681   accuracy 0.7824773413897281   precision 0.7591963183874949   recall 0.7549779334589461
deviation 3/5   epoch 114/120   F1 0.7572507313054077   accuracy 0.7873867069486404   precision 0.7540261209378856   recall 0.7610712386589205
deviation 3/5   epoch 115/120   F1 0.7600972573558464   accuracy 0.7836102719033232   precision 0.7646107568901687   recall 0.7565457195539993
deviation 3/5   epoch 116/120   F1 0.7567785405542842   accuracy 0.7817220543806647   precision 0.7597722130810366   recall 0.7542295692431562
deviation 3/5   epoch 117/120   F1 0.7555402327830506   accuracy 0.7809667673716012   precision 0.7580650966680378   recall 0.7533371695956024
deviation 3/5   epoch 118/120   F1 0.7565891030578509   accuracy 0.7809667673716012   precision 0.7603481077745784   recall 0.7535205978444552
deviation 3/5   epoch 119/120   F1 0.7574298239874371   accuracy 0.7885196374622356   precision 0.7531622788975729   recall 0.7627688530714629
deviation 3/5   epoch 120/120   F1 0.7591270677973359   accuracy 0.7873867069486404   precision 0.757736013986014   recall 0.7606227581182199

deviation 4/5   epoch 1/120   F1 0.4037525600482615   accuracy 0.6680513595166163   precision 0.501138934594817   recall 0.6340900491865304
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deviation 4/5   epoch 2/120   F1 0.4420006046463246   accuracy 0.6733383685800605   precision 0.5153717605923489   recall 0.6468545638758405
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deviation 4/5   epoch 3/120   F1 0.5656908961959629   accuracy 0.698262839879154   precision 0.5779848827642945   recall 0.6697865284104028
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deviation 4/5   epoch 4/120   F1 0.6267998494851709   accuracy 0.7277190332326284   precision 0.6234445701357466   recall 0.7176349339990278
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deviation 4/5   epoch 5/120   F1 0.6603276468486091   accuracy 0.7424471299093656   precision 0.6507404360345537   recall 0.7306503070380759
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deviation 4/5   epoch 6/120   F1 0.6689959313039968   accuracy 0.7503776435045317   precision 0.6581062320032909   recall 0.746526660753747
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deviation 4/5   epoch 7/120   F1 0.6921056758254323   accuracy 0.7617069486404834   precision 0.6785762032085562   recall 0.7551878253154303
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deviation 4/5   epoch 8/120   F1 0.6968511887862592   accuracy 0.7647280966767371   precision 0.6828362813656932   recall 0.7589579379059531
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deviation 4/5   epoch 9/120   F1 0.7004449888090313   accuracy 0.7662386706948641   precision 0.6862505141916907   recall 0.759245442028616
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deviation 4/5   epoch 10/120   F1 0.7049468477748555   accuracy 0.7685045317220544   precision 0.6905157342657343   recall 0.760753674287509
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deviation 4/5   epoch 11/120   F1 0.7141506625782272   accuracy 0.7726586102719033   precision 0.6996194981489099   recall 0.7622089390946085
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deviation 4/5   epoch 12/120   F1 0.7088720052642037   accuracy 0.7707703927492447   precision 0.6942102015631427   recall 0.7629199815183333
deviation 4/5   epoch 13/120   F1 0.7116522380878305   accuracy 0.7726586102719033   precision 0.6967657342657343   recall 0.7653054857439986
deviation 4/5   epoch 14/120   F1 0.7130581280735062   accuracy 0.7722809667673716   precision 0.6984805635540929   recall 0.7623887432608687
deviation 4/5   epoch 15/120   F1 0.7176126611080773   accuracy 0.774546827794562   precision 0.703031160016454   recall 0.7636869120690246
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deviation 4/5   epoch 16/120   F1 0.7116854189512862   accuracy 0.7737915407854985   precision 0.6964726450020567   recall 0.7689067350721486
deviation 4/5   epoch 17/120   F1 0.7209129791293765   accuracy 0.7783232628398792   precision 0.7055738379267791   recall 0.7710676168949435
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deviation 4/5   epoch 18/120   F1 0.7295220361085248   accuracy 0.7832326283987915   precision 0.714101707116413   recall 0.7750049534376857
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deviation 4/5   epoch 19/120   F1 0.7285796041785894   accuracy 0.7824773413897281   precision 0.7132507198683669   recall 0.7739118948550294
deviation 4/5   epoch 20/120   F1 0.7327692259732903   accuracy 0.7836102719033232   precision 0.7180944055944056   recall 0.7720098119771855
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deviation 4/5   epoch 21/120   F1 0.7270512785592249   accuracy 0.7813444108761329   precision 0.711831550802139   recall 0.7724203116695474
deviation 4/5   epoch 22/120   F1 0.7286393044974216   accuracy 0.7813444108761329   precision 0.713829185520362   recall 0.7704204927953493
deviation 4/5   epoch 23/120   F1 0.7344184246962282   accuracy 0.7851208459214502   precision 0.7195110037021801   recall 0.7744030846684937
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deviation 4/5   epoch 24/120   F1 0.7271523103511006   accuracy 0.7809667673716012   precision 0.7121194981489098   recall 0.7711444421074771
deviation 4/5   epoch 25/120   F1 0.7354946010662329   accuracy 0.7862537764350453   precision 0.7203594199917729   recall 0.7764157636738906
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deviation 4/5   epoch 26/120   F1 0.7344919786096258   accuracy 0.7847432024169184   precision 0.7197989510489511   recall 0.7732034205951529
deviation 4/5   epoch 27/120   F1 0.7374148086633239   accuracy 0.7862537764350453   precision 0.722927807486631   recall 0.7740145934654898
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deviation 4/5   epoch 28/120   F1 0.7436665432907212   accuracy 0.7881419939577039   precision 0.7306201151789387   recall 0.7720932436992634
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deviation 4/5   epoch 29/120   F1 0.7373248936246015   accuracy 0.7854984894259819   precision 0.7232183257918552   recall 0.771985690074839
deviation 4/5   epoch 30/120   F1 0.7377737621276481   accuracy 0.7866314199395771   precision 0.7232106129164952   recall 0.774665348492338
deviation 4/5   epoch 31/120   F1 0.7425596565566458   accuracy 0.7892749244712991   precision 0.7283293911970383   recall 0.7764286603585657
deviation 4/5   epoch 32/120   F1 0.7364223587437098   accuracy 0.7858761329305136   precision 0.721788872891814   recall 0.774131749561277
deviation 4/5   epoch 33/120   F1 0.7442836340191861   accuracy 0.7900302114803626   precision 0.7303218839983545   recall 0.7765
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deviation 4/5   epoch 34/120   F1 0.7481332661820094   accuracy 0.7900302114803626   precision 0.7360294117647059   recall 0.7723243948742288
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deviation 4/5   epoch 35/120   F1 0.7511812714776632   accuracy 0.7938066465256798   precision 0.7380013368983958   recall 0.7788612155388471
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deviation 4/5   epoch 36/120   F1 0.7524862180012009   accuracy 0.7930513595166163   precision 0.7405748663101605   recall 0.7755028735632183
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deviation 4/5   epoch 37/120   F1 0.747321922352529   accuracy 0.7911631419939577   precision 0.734024064171123   recall 0.7761093353656456
deviation 4/5   epoch 38/120   F1 0.7523016598298629   accuracy 0.7919184290030211   precision 0.7411533319621555   recall 0.7729192413753472
deviation 4/5   epoch 39/120   F1 0.7466008173177143   accuracy 0.7904078549848943   precision 0.7334584533113945   recall 0.7748933458560977
deviation 4/5   epoch 40/120   F1 0.7456306555872931   accuracy 0.7904078549848943   precision 0.7320315713698067   recall 0.7759785855222168
deviation 4/5   epoch 41/120   F1 0.7452702548390915   accuracy 0.7900302114803626   precision 0.7317487659399424   recall 0.7753616104840311
deviation 4/5   epoch 42/120   F1 0.7466008173177143   accuracy 0.7904078549848943   precision 0.7334584533113945   recall 0.7748933458560977
deviation 4/5   epoch 43/120   F1 0.755667760811292   accuracy 0.793429003021148   precision 0.7454236939531057   recall 0.7734133056272989
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deviation 4/5   epoch 44/120   F1 0.7501297475819768   accuracy 0.7915407854984894   precision 0.7380167626491156   recall 0.7741010495773564
deviation 4/5   epoch 45/120   F1 0.752305915872215   accuracy 0.7926737160120846   precision 0.7405774372686138   recall 0.7747456419087297
deviation 4/5   epoch 46/120   F1 0.7530281611011203   accuracy 0.793429003021148   precision 0.7411430481283423   recall 0.7758986856609604
deviation 4/5   epoch 47/120   F1 0.7554588326129577   accuracy 0.7926737160120846   precision 0.7457142122583299   recall 0.7718897909398992
deviation 4/5   epoch 48/120   F1 0.7565417609389116   accuracy 0.7915407854984894   precision 0.7485756890168656   recall 0.7686886539722768
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deviation 4/5   epoch 49/120   F1 0.7573833389157119   accuracy 0.7938066465256798   precision 0.7479895104895105   recall 0.7728170085670729
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deviation 4/5   epoch 50/120   F1 0.7593561499349157   accuracy 0.7956948640483383   precision 0.7496889140271493   recall 0.7753682258598434
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deviation 4/5   epoch 51/120   F1 0.7584673513207612   accuracy 0.7930513595166163   precision 0.7505630399012753   recall 0.7704167279406664
deviation 4/5   epoch 52/120   F1 0.7600301398038876   accuracy 0.7983383685800605   precision 0.7485294117647059   recall 0.7810157124376809
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deviation 4/5   epoch 53/120   F1 0.7582469034424897   accuracy 0.7972054380664653   precision 0.7465394899218429   recall 0.7800202947113296
deviation 4/5   epoch 54/120   F1 0.7580586871873463   accuracy 0.7968277945619335   precision 0.7465420608802962   recall 0.779267866503582
deviation 4/5   epoch 55/120   F1 0.758595265569213   accuracy 0.7972054380664653   precision 0.747110242698478   recall 0.7796608258513724
deviation 4/5   epoch 56/120   F1 0.7612226205882909   accuracy 0.7983383685800605   precision 0.7505270464829288   recall 0.7798181734645824
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deviation 4/5   epoch 57/120   F1 0.7616977607580517   accuracy 0.7949395770392749   precision 0.7545454545454545   recall 0.7720091541542263
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deviation 4/5   epoch 58/120   F1 0.7599404158086835   accuracy 0.7968277945619335   precision 0.7496812011517894   recall 0.7774465410601796
deviation 4/5   epoch 59/120   F1 0.7598839318099383   accuracy 0.7960725075528701   precision 0.7502570958453312   recall 0.775766332370106
deviation 4/5   epoch 60/120   F1 0.7584665238718287   accuracy 0.7949395770392749   precision 0.7488379267791032   recall 0.7744297186392213
deviation 4/5   epoch 61/120   F1 0.758299247446143   accuracy 0.7949395770392749   precision 0.7485525503907857   recall 0.7745711999443343
deviation 4/5   epoch 62/120   F1 0.7586282149548629   accuracy 0.7930513595166163   precision 0.7508484162895928   recall 0.7703069592198581
deviation 4/5   epoch 63/120   F1 0.7587023874612722   accuracy 0.7938066465256798   precision 0.7502725215960511   recall 0.7717985229858582
deviation 4/5   epoch 64/120   F1 0.757240553322517   accuracy 0.7941842900302115   precision 0.747416186754422   recall 0.7737730743107489
deviation 4/5   epoch 65/120   F1 0.7594560977132212   accuracy 0.7972054380664653   precision 0.7485371246400658   recall 0.778801486137578
deviation 4/5   epoch 66/120   F1 0.7581555861864432   accuracy 0.7953172205438066   precision 0.7479792266556973   recall 0.7755553016126959
deviation 4/5   epoch 67/120   F1 0.7578841820103807   accuracy 0.7968277945619335   precision 0.7462566844919787   recall 0.7794467314150011
deviation 4/5   epoch 68/120   F1 0.7596033843277412   accuracy 0.7968277945619335   precision 0.7491104483751543   recall 0.777758189214059
deviation 4/5   epoch 69/120   F1 0.7613624782806805   accuracy 0.7979607250755287   precision 0.7511003702180172   recall 0.7787871781532789
deviation 4/5   epoch 70/120   F1 0.765156941800891   accuracy 0.7987160120845922   precision 0.7570881324557794   recall 0.7772444128376332
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deviation 4/5   epoch 71/120   F1 0.7602144305998262   accuracy 0.7960725075528701   precision 0.7508278486219663   recall 0.7754868076262763
deviation 4/5   epoch 72/120   F1 0.7634839192004118   accuracy 0.7979607250755287   precision 0.7548102632661455   recall 0.7769455817621815
deviation 4/5   epoch 73/120   F1 0.7616283972088929   accuracy 0.7972054380664653   precision 0.7522470176881941   recall 0.7768190106049437
deviation 4/5   epoch 74/120   F1 0.763598521491407   accuracy 0.797583081570997   precision 0.755383587001234   recall 0.7760473983170485
deviation 4/5   epoch 75/120   F1 0.7630024683757652   accuracy 0.7979607250755287   precision 0.7539541341011928   recall 0.7773402814872736
deviation 4/5   epoch 76/120   F1 0.7635660025030727   accuracy 0.7987160120845922   precision 0.7542343685726038   recall 0.7785457101067781
deviation 4/5   epoch 77/120   F1 0.7618602161762181   accuracy 0.7979607250755287   precision 0.7519564993829699   recall 0.7783314766257197
deviation 4/5   epoch 78/120   F1 0.7608314024063977   accuracy 0.7956948640483383   precision 0.7522573015220073   recall 0.7741708447230049
deviation 4/5   epoch 79/120   F1 0.7626242806117266   accuracy 0.7960725075528701   precision 0.7551084944467297   recall 0.7736398258226955
deviation 4/5   epoch 80/120   F1 0.7601590323952125   accuracy 0.797583081570997   precision 0.7493906828465653   recall 0.7790304996792686
deviation 4/5   epoch 81/120   F1 0.762036261296747   accuracy 0.7964501510574018   precision 0.7536790415466885   recall 0.7748482423832196
deviation 4/5   epoch 82/120   F1 0.7632917647167483   accuracy 0.7953172205438066   precision 0.7571112710818593   recall 0.7717414046557378
deviation 4/5   epoch 83/120   F1 0.7609522362842212   accuracy 0.7953172205438066   precision 0.7528306252570958   recall 0.7732878691877592
deviation 4/5   epoch 84/120   F1 0.7650182116958459   accuracy 0.800226586102719   precision 0.7553655902920609   recall 0.7807007132183847
deviation 4/5   epoch 85/120   F1 0.7608847402597403   accuracy 0.7983383685800605   precision 0.7499562937062938   recall 0.7801492623328723
deviation 4/5   epoch 86/120   F1 0.7588276185314595   accuracy 0.793429003021148   precision 0.7508458453311395   recall 0.7709318671706601
deviation 4/5   epoch 87/120   F1 0.7583759100544345   accuracy 0.7938066465256798   precision 0.7497017688194159   recall 0.7720415440074617
deviation 4/5   epoch 88/120   F1 0.7640208733864322   accuracy 0.7972054380664653   precision 0.7565276635129576   recall 0.7749537571258804
deviation 4/5   epoch 89/120   F1 0.7611847968113038   accuracy 0.793429003021148   precision 0.7551264911559029   recall 0.769449846755389
deviation 4/5   epoch 90/120   F1 0.7615448404711154   accuracy 0.7938066465256798   precision 0.7554092965857672   recall 0.7699425844861271
deviation 4/5   epoch 91/120   F1 0.761972773488609   accuracy 0.7926737160120846   precision 0.7574146441793501   recall 0.7677242940330644
deviation 4/5   epoch 92/120   F1 0.7615448404711154   accuracy 0.7938066465256798   precision 0.7554092965857672   recall 0.7699425844861271
deviation 4/5   epoch 93/120   F1 0.7600293852428281   accuracy 0.7941842900302115   precision 0.7522675853558207   recall 0.7716272039674702
deviation 4/5   epoch 94/120   F1 0.760707840411649   accuracy 0.7945619335347432   precision 0.75312114356232   recall 0.7719212965520289
deviation 4/5   epoch 95/120   F1 0.7615624412289351   accuracy 0.7911631419939577   precision 0.758281057178116   recall 0.7654441805853268
deviation 4/5   epoch 96/120   F1 0.75917639783186   accuracy 0.7922960725075529   precision 0.7525658165364048   recall 0.7684956666475349
deviation 4/5   epoch 97/120   F1 0.759386852085967   accuracy 0.7915407854984894   precision 0.7537124640065817   recall 0.7670021645021645
deviation 4/5   epoch 98/120   F1 0.7620579785414271   accuracy 0.7941842900302115   precision 0.755977478403949   recall 0.7703486102767227
deviation 4/5   epoch 99/120   F1 0.7599153000083843   accuracy 0.7892749244712991   precision 0.7571524064171122   recall 0.7631029321633089
deviation 4/5   epoch 100/120   F1 0.7615875909983707   accuracy 0.7953172205438066   precision 0.7539721308103662   recall 0.7728354894660672
deviation 4/5   epoch 101/120   F1 0.760230363354916   accuracy 0.7945619335347432   precision 0.7522650143973673   recall 0.7722535605974423
deviation 4/5   epoch 102/120   F1 0.760978959500511   accuracy 0.7911631419939577   precision 0.7571395516248457   recall 0.765655223520834
deviation 4/5   epoch 103/120   F1 0.7570590405403397   accuracy 0.7854984894259819   precision 0.7557512340600576   recall 0.7584603632792303
deviation 4/5   epoch 104/120   F1 0.7606182043862424   accuracy 0.7926737160120846   precision 0.754846256684492   recall 0.7683857796826887
deviation 4/5   epoch 105/120   F1 0.7538887260002798   accuracy 0.7802114803625377   precision 0.7555018510900864   recall 0.7524109589736947
deviation 4/5   epoch 106/120   F1 0.7588418784167144   accuracy 0.7881419939577039   precision 0.7563039901275195   recall 0.7617386538543585
deviation 4/5   epoch 107/120   F1 0.7604082860349841   accuracy 0.7904078549848943   precision 0.7568593171534348   recall 0.7646697489348824
deviation 4/5   epoch 108/120   F1 0.7548486853425815   accuracy 0.7836102719033232   precision 0.7534810777457837   recall 0.756320164928406
deviation 4/5   epoch 109/120   F1 0.754560308561185   accuracy 0.7836102719033232   precision 0.7529103249691484   recall 0.7563628462551315
deviation 4/5   epoch 110/120   F1 0.7531234493095844   accuracy 0.779833836858006   precision 0.7543629164952694   recall 0.7519649545696774
deviation 4/5   epoch 111/120   F1 0.759039539730531   accuracy 0.7892749244712991   precision 0.7554401480872068   recall 0.7633795909711454
deviation 4/5   epoch 112/120   F1 0.7525545862384101   accuracy 0.7820996978851964   precision 0.7506375976964212   recall 0.7546816577244986
deviation 4/5   epoch 113/120   F1 0.7606202303279994   accuracy 0.790785498489426   precision 0.7568567461949814   recall 0.765188193449063
deviation 4/5   epoch 114/120   F1 0.7612728995756948   accuracy 0.7896525679758308   precision 0.7594328465651995   recall 0.7632955320071885
deviation 4/5   epoch 115/120   F1 0.7582712685187122   accuracy 0.7873867069486404   precision 0.7560237556561086   recall 0.7607992530858985
deviation 4/5   epoch 116/120   F1 0.758406066292256   accuracy 0.7881419939577039   precision 0.7554478609625668   recall 0.761858499846154
deviation 4/5   epoch 117/120   F1 0.7548829028973434   accuracy 0.7866314199395771   precision 0.750321369806664   recall 0.7607010532868776
deviation 4/5   epoch 118/120   F1 0.7558404897735624   accuracy 0.7851208459214502   precision 0.753756170300288   recall 0.758168889656151
deviation 4/5   epoch 119/120   F1 0.7551276754629674   accuracy 0.7843655589123867   precision 0.7531905594405595   recall 0.7572758117344323
deviation 4/5   epoch 120/120   F1 0.7558518440603925   accuracy 0.7881419939577039   precision 0.7505964623611683   recall 0.7627959409954739

deviation 5/5   epoch 1/120   F1 0.43683991659681076   accuracy 0.6703172205438066   precision 0.5119678116001645   recall 0.6143348377390931
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deviation 5/5   epoch 2/120   F1 0.5748764148764149   accuracy 0.6850453172205438   precision 0.5795017482517483   recall 0.6321834658459434
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deviation 5/5   epoch 3/120   F1 0.6220648015303682   accuracy 0.7114803625377644   precision 0.6178475935828878   recall 0.6761915744157442
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deviation 5/5   epoch 4/120   F1 0.6570064503360813   accuracy 0.7360271903323263   precision 0.6479303784450843   recall 0.7152908150904498
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deviation 5/5   epoch 5/120   F1 0.6731584747630592   accuracy 0.7462235649546828   precision 0.6621297819827232   recall 0.7292930174382245
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deviation 5/5   epoch 6/120   F1 0.6891364055421617   accuracy 0.7556646525679759   precision 0.6766197038255861   recall 0.740409793397287
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deviation 5/5   epoch 7/120   F1 0.6989511952943153   accuracy 0.7617069486404834   precision 0.6857106129164953   recall 0.7474294605613696
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deviation 5/5   epoch 8/120   F1 0.716450361930931   accuracy 0.7707703927492447   precision 0.7030568696009872   recall 0.7544181562970353
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deviation 5/5   epoch 9/120   F1 0.7169996592967166   accuracy 0.7749244712990937   precision 0.7021724598930481   recall 0.7655623659726796
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deviation 5/5   epoch 10/120   F1 0.7245597330885177   accuracy 0.7787009063444109   precision 0.7098519127930892   recall 0.767603001780217
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deviation 5/5   epoch 11/120   F1 0.7298797627192328   accuracy 0.7836102719033232   precision 0.7143845125462772   recall 0.7757034799765583
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deviation 5/5   epoch 12/120   F1 0.733379219889478   accuracy 0.7858761329305136   precision 0.7177936034553681   recall 0.7780632111044095
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deviation 5/5   epoch 13/120   F1 0.7327490008811788   accuracy 0.7866314199395771   precision 0.7166469559851913   recall 0.781370440026345
deviation 5/5   epoch 14/120   F1 0.7349815591364421   accuracy 0.7866314199395771   precision 0.719500719868367   recall 0.7782480317366425
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deviation 5/5   epoch 15/120   F1 0.7404421825272174   accuracy 0.7896525679758308   precision 0.7251876799670918   recall 0.7802186683942589
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deviation 5/5   epoch 16/120   F1 0.7454942328216252   accuracy 0.7896525679758308   precision 0.7323220896750309   recall 0.7741012895324544
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deviation 5/5   epoch 17/120   F1 0.7421995811399784   accuracy 0.7888972809667674   precision 0.7280465857671741   recall 0.7757929151246767
deviation 5/5   epoch 18/120   F1 0.7425138546650222   accuracy 0.7896525679758308   precision 0.7280414438502674   recall 0.777562771121568
deviation 5/5   epoch 19/120   F1 0.7444759854732634   accuracy 0.7919184290030211   precision 0.7294529000411354   recall 0.7817245082929085
deviation 5/5   epoch 20/120   F1 0.7452447672323619   accuracy 0.7922960725075529   precision 0.7303064582476346   recall 0.7818443532021331
deviation 5/5   epoch 21/120   F1 0.7482357671179811   accuracy 0.7919184290030211   precision 0.7348750514191691   recall 0.7771133582822412
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deviation 5/5   epoch 22/120   F1 0.7480611324819337   accuracy 0.7941842900302115   precision 0.7331473673385438   recall 0.7837774935361097
deviation 5/5   epoch 23/120   F1 0.7484049871231171   accuracy 0.7922960725075529   precision 0.7348724804607157   recall 0.7779456193353473
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deviation 5/5   epoch 24/120   F1 0.7514932402482271   accuracy 0.7953172205438066   precision 0.7374203002879474   recall 0.7826764374571457
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deviation 5/5   epoch 25/120   F1 0.7507464013858285   accuracy 0.7949395770392749   precision 0.7365667420814479   recall 0.7825286800462105
deviation 5/5   epoch 26/120   F1 0.7536908456150775   accuracy 0.7972054380664653   precision 0.7394050802139037   recall 0.7853314846236638
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deviation 5/5   epoch 27/120   F1 0.7546558794591212   accuracy 0.7956948640483383   precision 0.7419837515425751   recall 0.7799885472481789
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deviation 5/5   epoch 28/120   F1 0.7495784840053816   accuracy 0.7949395770392749   precision 0.7348544837515425   recall 0.7840261891492102
deviation 5/5   epoch 29/120   F1 0.7499414585191793   accuracy 0.7953172205438066   precision 0.7351372891814068   recall 0.7846706922310757
deviation 5/5   epoch 30/120   F1 0.7465333866005621   accuracy 0.793429003021148   precision 0.7314402509255451   recall 0.7835416484573027
deviation 5/5   epoch 31/120   F1 0.7598575073569571   accuracy 0.7983383685800605   precision 0.7482440353763884   recall 0.7811957597996388
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deviation 5/5   epoch 32/120   F1 0.7526416772136493   accuracy 0.7949395770392749   precision 0.7394205059646236   recall 0.7802490266518705
deviation 5/5   epoch 33/120   F1 0.752804990945241   accuracy 0.7956948640483383   precision 0.7391299876593994   recall 0.7821334728652191
deviation 5/5   epoch 34/120   F1 0.7503333027167998   accuracy 0.7953172205438066   precision 0.735708041958042   recall 0.7841552919006707
deviation 5/5   epoch 35/120   F1 0.7510185032668972   accuracy 0.7930513595166163   precision 0.73829185520362   recall 0.7770384983261598
deviation 5/5   epoch 36/120   F1 0.7513015282863632   accuracy 0.7953172205438066   precision 0.7371349238996298   recall 0.7829160263665614
deviation 5/5   epoch 37/120   F1 0.757543185578248   accuracy 0.7972054380664653   precision 0.7453979843685726   recall 0.7807668803916912
deviation 5/5   epoch 38/120   F1 0.7544455686261101   accuracy 0.7972054380664653   precision 0.740546585767174   recall 0.7843741332999001
deviation 5/5   epoch 39/120   F1 0.7577438475354028   accuracy 0.7990936555891238   precision 0.7442436240230358   recall 0.7856150731016569
deviation 5/5   epoch 40/120   F1 0.7570134801529829   accuracy 0.797583081570997   precision 0.7442539078568491   recall 0.7823471022310191
deviation 5/5   epoch 41/120   F1 0.7560660037836895   accuracy 0.7994712990936556   precision 0.7413872891814068   recall 0.788881863501858
deviation 5/5   epoch 42/120   F1 0.7575617658512068   accuracy 0.7987160120845922   precision 0.7442461949814891   recall 0.784785220257995
deviation 5/5   epoch 43/120   F1 0.7518959205593392   accuracy 0.7979607250755287   precision 0.7362607980255038   recall 0.7900833118286699
deviation 5/5   epoch 44/120   F1 0.7586413580946781   accuracy 0.7987160120845922   precision 0.7459584533113945   recall 0.7835130331446318
deviation 5/5   epoch 45/120   F1 0.7570028928551935   accuracy 0.7968277945619335   precision 0.7448298025503908   recall 0.780375565291125
deviation 5/5   epoch 46/120   F1 0.7606401446283114   accuracy 0.8006042296072508   precision 0.7476578568490333   recall 0.7862819221179078
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deviation 5/5   epoch 47/120   F1 0.7605446047551311   accuracy 0.7983383685800605   precision 0.7493855409296586   recall 0.7804891448928369
deviation 5/5   epoch 48/120   F1 0.7657850839431769   accuracy 0.8013595166163142   precision 0.7556432538050185   recall 0.782639962706931
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deviation 5/5   epoch 49/120   F1 0.7623382781277518   accuracy 0.7998489425981873   precision 0.7510875154257508   recall 0.7824033912812149
deviation 5/5   epoch 50/120   F1 0.7625325082952201   accuracy 0.800226586102719   precision 0.7510849444672973   recall 0.7831490481315981
deviation 5/5   epoch 51/120   F1 0.7616111540182393   accuracy 0.7990936555891238   precision 0.7505219045660223   recall 0.7812735433775455
deviation 5/5   epoch 52/120   F1 0.7663415393932993   accuracy 0.8006042296072508   precision 0.7573606540518305   recall 0.780385637739168
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deviation 5/5   epoch 53/120   F1 0.7644929846617715   accuracy 0.7998489425981873   precision 0.7547974084738791   recall 0.7803064800332613
deviation 5/5   epoch 54/120   F1 0.7605446047551311   accuracy 0.7983383685800605   precision 0.7493855409296586   recall 0.7804891448928369
deviation 5/5   epoch 55/120   F1 0.764601297893146   accuracy 0.8009818731117825   precision 0.7539335664335665   recall 0.7828936957553773
deviation 5/5   epoch 56/120   F1 0.7608172024174478   accuracy 0.8006042296072508   precision 0.7479432332373509   recall 0.7860702420503085
deviation 5/5   epoch 57/120   F1 0.7630661170637867   accuracy 0.8006042296072508   precision 0.7516531262854793   recall 0.7835388550456377
deviation 5/5   epoch 58/120   F1 0.7645495912484581   accuracy 0.8024924471299094   precision 0.7524964006581654   recall 0.7867861718553235
deviation 5/5   epoch 59/120   F1 0.7685080139635889   accuracy 0.8006042296072508   precision 0.7613559234882764   recall 0.7786627302955293
update
deviation 5/5   epoch 60/120   F1 0.7641027808228789   accuracy 0.8009818731117825   precision 0.7530774372686138   recall 0.783401002039058
deviation 5/5   epoch 61/120   F1 0.7736668799887502   accuracy 0.8062688821752266   precision 0.7650272521596051   recall 0.7866946403801829
update
deviation 5/5   epoch 62/120   F1 0.7669708733592139   accuracy 0.8006042296072508   precision 0.7585021596051007   recall 0.7798545992991597
deviation 5/5   epoch 63/120   F1 0.7704021310666108   accuracy 0.8040030211480362   precision 0.7613327848621966   recall 0.7844862389493533
deviation 5/5   epoch 64/120   F1 0.7708660846252535   accuracy 0.8040030211480362   precision 0.7621889140271493   recall 0.7840682531491838
deviation 5/5   epoch 65/120   F1 0.7657037714791317   accuracy 0.8006042296072508   precision 0.7562191484985603   recall 0.7809487966666948
deviation 5/5   epoch 66/120   F1 0.7668630502352677   accuracy 0.8009818731117825   precision 0.7579288358700123   recall 0.780780708290915
deviation 5/5   epoch 67/120   F1 0.7683662286214143   accuracy 0.802870090634441   precision 0.7587721102426985   recall 0.7837481640604077
deviation 5/5   epoch 68/120   F1 0.7663772587852216   accuracy 0.7968277945619335   precision 0.7613816330728096   recall 0.7727792266331821
deviation 5/5   epoch 69/120   F1 0.7691831065130645   accuracy 0.7979607250755287   precision 0.7656545660222132   recall 0.7733761273104283
deviation 5/5   epoch 70/120   F1 0.7641494671830514   accuracy 0.793429003021148   precision 0.7608340189222542   recall 0.7680679457411708
deviation 5/5   epoch 71/120   F1 0.7677171514540378   accuracy 0.7956948640483383   precision 0.7653846153846153   recall 0.7703347167743367
deviation 5/5   epoch 72/120   F1 0.7674461444872133   accuracy 0.7987160120845922   precision 0.761368778280543   recall 0.775647400062498
deviation 5/5   epoch 73/120   F1 0.7721868254342308   accuracy 0.800226586102719   precision 0.7690636569313041   recall 0.7758159935325359
deviation 5/5   epoch 74/120   F1 0.772753678295679   accuracy 0.8036253776435045   precision 0.7661867544220485   recall 0.7817398119122256
deviation 5/5   epoch 75/120   F1 0.7669024530619901   accuracy 0.7922960725075529   precision 0.7679761415055533   recall 0.7658850718970254
deviation 5/5   epoch 76/120   F1 0.7679550202256338   accuracy 0.8009818731117825   precision 0.7599264705882353   recall 0.7798738503935427
deviation 5/5   epoch 77/120   F1 0.7677306839963984   accuracy 0.7945619335347432   precision 0.7668192102015632   recall 0.7686843059079377
deviation 5/5   epoch 78/120   F1 0.7689363270220894   accuracy 0.7968277945619335   precision 0.7665184080625257   recall 0.7716588050314466
deviation 5/5   epoch 79/120   F1 0.7653017672119287   accuracy 0.7911631419939577   precision 0.7659862196626903   recall 0.764640598151496
deviation 5/5   epoch 80/120   F1 0.7615559213851508   accuracy 0.7843655589123867   precision 0.7668886260798025   recall 0.7575344946602818
deviation 5/5   epoch 81/120   F1 0.7691864470871748   accuracy 0.7945619335347432   precision 0.7699583504730563   recall 0.7684434559190091
deviation 5/5   epoch 82/120   F1 0.765655809357545   accuracy 0.7900302114803626   precision 0.7682769436445906   recall 0.7633619286303787
deviation 5/5   epoch 83/120   F1 0.7656401661160803   accuracy 0.7938066465256798   precision 0.763399835458659   recall 0.7681463063534646
deviation 5/5   epoch 84/120   F1 0.7582569685181408   accuracy 0.7802114803625377   precision 0.7652046482928836   recall 0.7535025742476931
deviation 5/5   epoch 85/120   F1 0.7570716491850402   accuracy 0.7790785498489426   precision 0.7640708556149733   recall 0.7523092153058861
deviation 5/5   epoch 86/120   F1 0.7576592510591725   accuracy 0.779833836858006   precision 0.7643510900863841   recall 0.7530182519269135
deviation 5/5   epoch 87/120   F1 0.7615541716654894   accuracy 0.7896525679758308   precision 0.7600035993418346   recall 0.7632332759178293
deviation 5/5   epoch 88/120   F1 0.7582633741414918   accuracy 0.779833836858006   precision 0.765777972027972   recall 0.7532870013910609
deviation 5/5   epoch 89/120   F1 0.7663372810424613   accuracy 0.7926737160120846   precision 0.7662613122171946   recall 0.766413539719258
deviation 5/5   epoch 90/120   F1 0.761625190580792   accuracy 0.7854984894259819   precision 0.7654540312628548   recall 0.758492620826918
deviation 5/5   epoch 91/120   F1 0.7628411565142539   accuracy 0.7862537764350453   precision 0.7671611476758535   recall 0.7593932223021007
deviation 5/5   epoch 92/120   F1 0.760703788595475   accuracy 0.783987915407855   precision 0.765464315096668   recall 0.7570047515575102
deviation 5/5   epoch 93/120   F1 0.7654860507366051   accuracy 0.7919184290030211   precision 0.7654103249691485   recall 0.765562065942914
deviation 5/5   epoch 94/120   F1 0.7618178137068148   accuracy 0.7832326283987915   precision 0.769179350061703   recall 0.7568575066422321
deviation 5/5   epoch 95/120   F1 0.7677306839963984   accuracy 0.7945619335347432   precision 0.7668192102015632   recall 0.7686843059079377
deviation 5/5   epoch 96/120   F1 0.7571995443564035   accuracy 0.7787009063444109   precision 0.7649295557383793   recall 0.752158273381295
deviation 5/5   epoch 97/120   F1 0.7599179173477628   accuracy 0.7805891238670695   precision 0.768626593994241   recall 0.7545175742819961
deviation 5/5   epoch 98/120   F1 0.7510661110421923   accuracy 0.7707703927492447   precision 0.7621297819827231   recall 0.7453309271373787
deviation 5/5   epoch 99/120   F1 0.7485995614835339   accuracy 0.7681268882175226   precision 0.7601501439736733   recall 0.7428696580940151
deviation 5/5   epoch 100/120   F1 0.7609846815763709   accuracy 0.7828549848942599   precision 0.7677550390785686   recall 0.7562762722489383
deviation 5/5   epoch 101/120   F1 0.7605087380470112   accuracy 0.7824773413897281   precision 0.7671868572603866   recall 0.755844983911985
deviation 5/5   epoch 102/120   F1 0.7623129417054109   accuracy 0.7866314199395771   precision 0.7654463183874949   recall 0.7596508037699763
deviation 5/5   epoch 103/120   F1 0.7614844172221222   accuracy 0.7915407854984894   precision 0.7577077334430276   recall 0.7660667834580879
deviation 5/5   epoch 104/120   F1 0.7637123271518578   accuracy 0.7885196374622356   precision 0.7660042163718634   recall 0.7616750338269326
deviation 5/5   epoch 105/120   F1 0.7607457098797858   accuracy 0.7866314199395771   precision 0.7620218017276841   recall 0.7595516370005482
deviation 5/5   epoch 106/120   F1 0.7659785067873304   accuracy 0.7922960725075529   precision 0.7659785067873304   recall 0.7659785067873304
deviation 5/5   epoch 107/120   F1 0.757583392344906   accuracy 0.7760574018126888   precision 0.7700843274372686   recall 0.7515301324608361
deviation 5/5   epoch 108/120   F1 0.7603465994020926   accuracy 0.7892749244712991   precision 0.7580085355820649   recall 0.7629848008385745
deviation 5/5   epoch 109/120   F1 0.7617274654017334   accuracy 0.7858761329305136   precision 0.7651660839160839   recall 0.7588546062022556
deviation 5/5   epoch 110/120   F1 0.7572791061124785   accuracy 0.7885196374622356   precision 0.7528769025092554   recall 0.7628268334068166
deviation 5/5   epoch 111/120   F1 0.7610896663247223   accuracy 0.7836102719033232   precision 0.7668937679967092   recall 0.7568283940957994
deviation 5/5   epoch 112/120   F1 0.7583689264884534   accuracy 0.7805891238670695   precision 0.7649167009461126   recall 0.7537831838654758
deviation 5/5   epoch 113/120   F1 0.7571502768337082   accuracy 0.7802114803625377   precision 0.7626362607980255   recall 0.7530794157285556
deviation 5/5   epoch 114/120   F1 0.761440985784839   accuracy 0.7862537764350453   precision 0.7640220074043604   recall 0.7591849456992219
deviation 5/5   epoch 115/120   F1 0.7546858676426782   accuracy 0.7790785498489426   precision 0.7586487042369395   recall 0.7514950674803684
deviation 5/5   epoch 116/120   F1 0.7612799527749528   accuracy 0.7877643504531722   precision 0.7617287124640066   recall 0.760841491943026
deviation 5/5   epoch 117/120   F1 0.7558792892389807   accuracy 0.7802114803625377   precision 0.7597824969148499   recall 0.7527211701031443
deviation 5/5   epoch 118/120   F1 0.7581090726737465   accuracy 0.7809667673716012   precision 0.7637726244343892   recall 0.7539410275259332
deviation 5/5   epoch 119/120   F1 0.757002021234572   accuracy 0.7805891238670695   precision 0.7617775606746195   recall 0.7533152135040413
deviation 5/5   epoch 120/120   F1 0.7597888313518399   accuracy 0.7843655589123867   precision 0.7628933566433567   recall 0.7571535810814634

