deviation 1/5   epoch 1/120   F1 0.43543264389185843   accuracy 0.6559667673716012   precision 0.5029334635952283   recall 0.5159326944895359
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deviation 1/5   epoch 2/120   F1 0.4880233485865597   accuracy 0.6627643504531722   precision 0.5260026737967914   recall 0.5754259676676604
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deviation 1/5   epoch 3/120   F1 0.5668894140982728   accuracy 0.6910876132930514   precision 0.576321472645002   recall 0.6476364540594306
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deviation 1/5   epoch 4/120   F1 0.6284522354091824   accuracy 0.7182779456193353   precision 0.6235088440970794   recall 0.6889828208164341
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deviation 1/5   epoch 5/120   F1 0.67848929392775   accuracy 0.743202416918429   precision 0.667857877416701   recall 0.7177349429733876
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deviation 1/5   epoch 6/120   F1 0.6874609954695   accuracy 0.7556646525679759   precision 0.6749074454956807   recall 0.7420794091770769
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deviation 1/5   epoch 7/120   F1 0.707910612818649   accuracy 0.7643504531722054   precision 0.6951100370218017   recall 0.7458819870141652
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deviation 1/5   epoch 8/120   F1 0.7065847624500854   accuracy 0.7677492447129909   precision 0.6925185109008638   recall 0.756499887390377
deviation 1/5   epoch 9/120   F1 0.7051598670167634   accuracy 0.7651057401812689   precision 0.6916803784450843   recall 0.750508200081312
deviation 1/5   epoch 10/120   F1 0.7064210376540146   accuracy 0.7681268882175226   precision 0.692230563554093   recall 0.7578106951613515
deviation 1/5   epoch 11/120   F1 0.7192723003069108   accuracy 0.774546827794562   precision 0.7050287947346771   recall 0.7617660212618423
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deviation 1/5   epoch 12/120   F1 0.7197393285151055   accuracy 0.774546827794562   precision 0.7055995475113122   recall 0.7612444638273441
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deviation 1/5   epoch 13/120   F1 0.7272274253420141   accuracy 0.7768126888217523   precision 0.7141454134101193   recall 0.759533196079302
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deviation 1/5   epoch 14/120   F1 0.7206782252369979   accuracy 0.7753021148036254   precision 0.7064505347593583   recall 0.7623257682856015
deviation 1/5   epoch 15/120   F1 0.7355161169141865   accuracy 0.7787009063444109   precision 0.7246914849856025   recall 0.7568393211373154
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deviation 1/5   epoch 16/120   F1 0.7353856910168266   accuracy 0.7832326283987915   precision 0.7218068696009873   recall 0.767962467736976
deviation 1/5   epoch 17/120   F1 0.7365489711293753   accuracy 0.7851208459214502   precision 0.7223647675853558   recall 0.7718289153919105
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deviation 1/5   epoch 18/120   F1 0.737380839011746   accuracy 0.7836102719033232   precision 0.724372686137392   recall 0.7668690996852656
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deviation 1/5   epoch 19/120   F1 0.738663129092848   accuracy 0.7862537764350453   precision 0.7246400658165364   recall 0.7725432399132862
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deviation 1/5   epoch 20/120   F1 0.7389381141087479   accuracy 0.783987915407855   precision 0.7263677498971617   recall 0.7662795620879452
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deviation 1/5   epoch 21/120   F1 0.7387707200182377   accuracy 0.7813444108761329   precision 0.7278126285479227   recall 0.7601679009300834
deviation 1/5   epoch 22/120   F1 0.7359993100474342   accuracy 0.7817220543806647   precision 0.723529411764706   recall 0.7634642715369254
deviation 1/5   epoch 23/120   F1 0.7414963209683036   accuracy 0.7832326283987915   precision 0.7306535376388317   recall 0.7622141554433222
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deviation 1/5   epoch 24/120   F1 0.7385800827743121   accuracy 0.7813444108761329   precision 0.727527252159605   recall 0.7603204625226221
deviation 1/5   epoch 25/120   F1 0.7417416571985884   accuracy 0.7802114803625377   precision 0.7332424928013164   recall 0.7557544901232793
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deviation 1/5   epoch 26/120   F1 0.7398624139448686   accuracy 0.7820996978851964   precision 0.7289489921842862   recall 0.7609874953016711
deviation 1/5   epoch 27/120   F1 0.7393999288127853   accuracy 0.7832326283987915   precision 0.7275143973673386   recall 0.7640012171728774
deviation 1/5   epoch 28/120   F1 0.7429403759137087   accuracy 0.7843655589123867   precision 0.7320727067050596   recall 0.7635888787902017
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deviation 1/5   epoch 29/120   F1 0.7456548314727495   accuracy 0.783987915407855   precision 0.736641299876594   recall 0.7607626494418946
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deviation 1/5   epoch 30/120   F1 0.7430951072514396   accuracy 0.7851208459214502   precision 0.7317821883998354   recall 0.7651886572533528
deviation 1/5   epoch 31/120   F1 0.7477988297669698   accuracy 0.7862537764350453   precision 0.7383381324557795   recall 0.7639492738149132
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deviation 1/5   epoch 32/120   F1 0.7459769071156972   accuracy 0.7877643504531722   precision 0.7343325791855204   recall 0.7688521882254387
deviation 1/5   epoch 33/120   F1 0.7474422957751148   accuracy 0.7881419939577039   precision 0.7363276429452901   recall 0.7684216481787687
deviation 1/5   epoch 34/120   F1 0.7435308734277799   accuracy 0.7873867069486404   precision 0.7309106334841629   recall 0.7702879605770496
deviation 1/5   epoch 35/120   F1 0.7447289177147063   accuracy 0.7862537764350453   precision 0.7334867338543809   recall 0.7664036374303315
deviation 1/5   epoch 36/120   F1 0.744741143858271   accuracy 0.7858761329305136   precision 0.7337746812011517   recall 0.7655219865456284
deviation 1/5   epoch 37/120   F1 0.7469071406247055   accuracy 0.7873867069486404   precision 0.7360474084738791   recall 0.7671407403958972
deviation 1/5   epoch 38/120   F1 0.7416765254992155   accuracy 0.7862537764350453   precision 0.7289207116412999   recall 0.7692826468275571
deviation 1/5   epoch 39/120   F1 0.7436228704267676   accuracy 0.7858761329305136   precision 0.7320624228712465   recall 0.7664954255747094
deviation 1/5   epoch 40/120   F1 0.7532991728461896   accuracy 0.7904078549848943   precision 0.7440173796791444   recall 0.7686685250094297
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deviation 1/5   epoch 41/120   F1 0.7438613666941221   accuracy 0.7881419939577039   precision 0.7309054915672563   recall 0.7718872769571801
deviation 1/5   epoch 42/120   F1 0.7520819693773355   accuracy 0.7900302114803626   precision 0.7423076923076923   recall 0.76879770012663
deviation 1/5   epoch 43/120   F1 0.7529876996867358   accuracy 0.7911631419939577   precision 0.7428707322089675   recall 0.7705691885888755
deviation 1/5   epoch 44/120   F1 0.7524540425977111   accuracy 0.790785498489426   precision 0.7423025503907856   recall 0.7701673818881274
deviation 1/5   epoch 45/120   F1 0.7485043032882095   accuracy 0.7900302114803626   precision 0.736600164541341   recall 0.77195999858151
deviation 1/5   epoch 46/120   F1 0.750863406508903   accuracy 0.790785498489426   precision 0.7397341628959276   recall 0.7715562933193547
deviation 1/5   epoch 47/120   F1 0.7513334835850048   accuracy 0.7885196374622356   precision 0.7423179761415055   recall 0.7661403270985814
deviation 1/5   epoch 48/120   F1 0.7563090874780396   accuracy 0.790785498489426   precision 0.7488662073220897   recall 0.7673503319818377
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deviation 1/5   epoch 49/120   F1 0.7525608288967067   accuracy 0.7892749244712991   precision 0.7437397161661867   recall 0.7668308471714045
deviation 1/5   epoch 50/120   F1 0.7548858623909334   accuracy 0.7915407854984894   precision 0.7457219251336898   recall 0.7698789193096593
deviation 1/5   epoch 51/120   F1 0.7573191690121877   accuracy 0.7956948640483383   precision 0.7462643973673386   recall 0.7772226221786491
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deviation 1/5   epoch 52/120   F1 0.7576017021081829   accuracy 0.7945619335347432   precision 0.7476989921842863   recall 0.7743160250442032
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deviation 1/5   epoch 53/120   F1 0.7560455703007001   accuracy 0.7941842900302115   precision 0.7454185520361991   recall 0.7748244344366895
deviation 1/5   epoch 54/120   F1 0.7515808635666836   accuracy 0.7870090634441088   precision 0.7440405183052242   recall 0.7629709663120567
deviation 1/5   epoch 55/120   F1 0.7550168748339998   accuracy 0.7953172205438066   precision 0.7428424516659811   recall 0.7786156528100195
deviation 1/5   epoch 56/120   F1 0.7572631713753231   accuracy 0.7945619335347432   precision 0.7471282394076512   recall 0.7746096818889541
deviation 1/5   epoch 57/120   F1 0.7580435197941846   accuracy 0.7964501510574018   precision 0.7468300082270671   recall 0.7783507471070665
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deviation 1/5   epoch 58/120   F1 0.7608039947416362   accuracy 0.7972054380664653   precision 0.7508201357466063   recall 0.7775396410524482
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deviation 1/5   epoch 59/120   F1 0.7558568367812861   accuracy 0.7938066465256798   precision 0.7454211229946524   recall 0.774115275496491
deviation 1/5   epoch 60/120   F1 0.757130577949074   accuracy 0.7926737160120846   precision 0.7485679761415056   recall 0.7705904989802095
deviation 1/5   epoch 61/120   F1 0.7571708152146452   accuracy 0.7964501510574018   precision 0.7454031262854792   recall 0.7792351545159013
deviation 1/5   epoch 62/120   F1 0.7598528172998344   accuracy 0.7956948640483383   precision 0.750545043192102   recall 0.7749512426511301
deviation 1/5   epoch 63/120   F1 0.7575501464953798   accuracy 0.7938066465256798   precision 0.7482748868778281   recall 0.7726828634679679
deviation 1/5   epoch 64/120   F1 0.7598696684455639   accuracy 0.7941842900302115   precision 0.751982208967503   recall 0.771738173611501
deviation 1/5   epoch 65/120   F1 0.7620773043675766   accuracy 0.7968277945619335   precision 0.7533910941999178   recall 0.7756216651565488
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deviation 1/5   epoch 66/120   F1 0.7631419939577039   accuracy 0.7964501510574018   precision 0.7556766762649115   recall 0.7740416444207154
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deviation 1/5   epoch 67/120   F1 0.7563908420874279   accuracy 0.7900302114803626   precision 0.7497274784039489   recall 0.7658699745992817
deviation 1/5   epoch 68/120   F1 0.7606629581000969   accuracy 0.7941842900302115   precision 0.7534090909090909   recall 0.7712016437297036
deviation 1/5   epoch 69/120   F1 0.7634011775669265   accuracy 0.7960725075528701   precision 0.7565353763883176   recall 0.7731179381623894
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deviation 1/5   epoch 70/120   F1 0.7617545380597655   accuracy 0.7968277945619335   precision 0.7528203414232826   recall 0.7758803528144358
deviation 1/5   epoch 71/120   F1 0.7610163205965075   accuracy 0.7922960725075529   precision 0.7559903331962156   recall 0.7675210575101761
deviation 1/5   epoch 72/120   F1 0.7554636073161247   accuracy 0.7904078549848943   precision 0.7477272727272728   recall 0.7671496409230575
deviation 1/5   epoch 73/120   F1 0.7597094188293334   accuracy 0.7941842900302115   precision 0.7516968325791855   recall 0.7718509956646847
deviation 1/5   epoch 74/120   F1 0.7591487591336274   accuracy 0.793429003021148   precision 0.7514165981077745   recall 0.7707109099201288
deviation 1/5   epoch 75/120   F1 0.7614730194250816   accuracy 0.7956948640483383   precision 0.7533988070752777   recall 0.7736892526527339
deviation 1/5   epoch 76/120   F1 0.7648997528151605   accuracy 0.7979607250755287   precision 0.7573786507610036   recall 0.7758658698310456
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deviation 1/5   epoch 77/120   F1 0.7621838057959405   accuracy 0.7930513595166163   precision 0.7574120732208968   recall 0.7682687644519706
deviation 1/5   epoch 78/120   F1 0.7641652268395647   accuracy 0.7960725075528701   precision 0.7579622583299054   recall 0.7726408147405432
deviation 1/5   epoch 79/120   F1 0.7624550231168857   accuracy 0.7938066465256798   precision 0.7571215549156726   recall 0.7694503493074472
deviation 1/5   epoch 80/120   F1 0.7624673415850927   accuracy 0.7960725075528701   precision 0.7548231180584122   recall 0.7737496823801053
deviation 1/5   epoch 81/120   F1 0.7615544289882529   accuracy 0.7964501510574018   precision 0.7528229123817358   recall 0.7752224123032574
deviation 1/5   epoch 82/120   F1 0.7594881940476466   accuracy 0.7922960725075529   precision 0.7531365693130398   recall 0.7683162785627666
deviation 1/5   epoch 83/120   F1 0.7623548197229555   accuracy 0.7964501510574018   precision 0.7542497943233237   recall 0.7746083811467586
deviation 1/5   epoch 84/120   F1 0.7621061466030786   accuracy 0.7956948640483383   precision 0.7545403126285479   recall 0.7732377749029755
deviation 1/5   epoch 85/120   F1 0.7595399578992255   accuracy 0.7915407854984894   precision 0.7539978403948993   recall 0.7669247790599342
deviation 1/5   epoch 86/120   F1 0.7603900528019076   accuracy 0.7945619335347432   precision 0.752550390785685   recall 0.7721409574468086
deviation 1/5   epoch 87/120   F1 0.7558518440603925   accuracy 0.7881419939577039   precision 0.7505964623611683   recall 0.7627959409954739
deviation 1/5   epoch 88/120   F1 0.7565069402081286   accuracy 0.7873867069486404   precision 0.7525992389962978   recall 0.7613101946508419
deviation 1/5   epoch 89/120   F1 0.7566295769815206   accuracy 0.7847432024169184   precision 0.7557563759769642   recall 0.7575441412520064
deviation 1/5   epoch 90/120   F1 0.7584708190244625   accuracy 0.7885196374622356   precision 0.7551599136157959   recall 0.7624061720854849
deviation 1/5   epoch 91/120   F1 0.7543957965517807   accuracy 0.7843655589123867   precision 0.7517636774989715   recall 0.7574264843603671
deviation 1/5   epoch 92/120   F1 0.7574795457320797   accuracy 0.7870090634441088   precision 0.7548848210612916   recall 0.7604533369762823
deviation 1/5   epoch 93/120   F1 0.7465293691080492   accuracy 0.775679758308157   precision 0.745829905388729   recall 0.7472570239064944
deviation 1/5   epoch 94/120   F1 0.743918303454487   accuracy 0.7692598187311178   precision 0.7478712464006582   recall 0.7407809422128986
deviation 1/5   epoch 95/120   F1 0.7449181155182578   accuracy 0.7707703927492447   precision 0.7481463389551625   recall 0.7422399648632962
deviation 1/5   epoch 96/120   F1 0.730698799759087   accuracy 0.7477341389728097   precision 0.7474470382558618   recall 0.7259727697259832
deviation 1/5   epoch 97/120   F1 0.7457440624480983   accuracy 0.7764350453172205   precision 0.7435417523652819   recall 0.7482389937106918
deviation 1/5   epoch 98/120   F1 0.7421928094177537   accuracy 0.7688821752265861   precision 0.7447346770876182   recall 0.740003227205341
deviation 1/5   epoch 99/120   F1 0.7395398957497995   accuracy 0.7628398791540786   precision 0.7464880707527766   recall 0.7350037257824142
deviation 1/5   epoch 100/120   F1 0.7454064293805748   accuracy 0.7711480362537765   precision 0.7487145207733443   recall 0.7426732690653041
deviation 1/5   epoch 101/120   F1 0.7492983584304971   accuracy 0.7783232628398792   precision 0.7483802961744138   recall 0.7502643888747493
deviation 1/5   epoch 102/120   F1 0.7374886219234131   accuracy 0.7632175226586103   precision 0.7416341011929247   recall 0.7342693664001456
deviation 1/5   epoch 103/120   F1 0.74790132444768   accuracy 0.7753021148036254   precision 0.7489716166186754   recall 0.7468935934248391
deviation 1/5   epoch 104/120   F1 0.7415593083733172   accuracy 0.7658610271903323   precision 0.7470382558617853   recall 0.7376133812081467
deviation 1/5   epoch 105/120   F1 0.7417545708374522   accuracy 0.7673716012084593   precision 0.7456010900863842   recall 0.7386918162306138
deviation 1/5   epoch 106/120   F1 0.7413051973427119   accuracy 0.7628398791540786   precision 0.7504833401892226   recall 0.7361066682176404
deviation 1/5   epoch 107/120   F1 0.7437015696969351   accuracy 0.7688821752265861   precision 0.7478738173591115   recall 0.7404344193817878
deviation 1/5   epoch 108/120   F1 0.7323998168857255   accuracy 0.754154078549849   precision 0.7419811805841218   recall 0.7273104081195227
deviation 1/5   epoch 109/120   F1 0.7390973064577577   accuracy 0.7620845921450151   precision 0.7464932126696833   recall 0.734413928504192
deviation 1/5   epoch 110/120   F1 0.7350468973527108   accuracy 0.7613293051359517   precision 0.7387931921020157   recall 0.7320754386973132
deviation 1/5   epoch 111/120   F1 0.7171705435504182   accuracy 0.7333836858006042   precision 0.7358443027560675   recall 0.7137230644496166
deviation 1/5   epoch 112/120   F1 0.7402423422692879   accuracy 0.7647280966767371   precision 0.7456190867955574   recall 0.7363560456824065
deviation 1/5   epoch 113/120   F1 0.7391501309783376   accuracy 0.7628398791540786   precision 0.745631941587824   recall 0.7347935072435274
deviation 1/5   epoch 114/120   F1 0.7475013899124678   accuracy 0.777190332326284   precision 0.7461049979432333   recall 0.7490114978409032
deviation 1/5   epoch 115/120   F1 0.7492983584304971   accuracy 0.7783232628398792   precision 0.7483802961744138   recall 0.7502643888747493
deviation 1/5   epoch 116/120   F1 0.7330749597825612   accuracy 0.7518882175226587   precision 0.7468480049362403   recall 0.7278054089964084
deviation 1/5   epoch 117/120   F1 0.734345554179488   accuracy 0.7579305135951662   precision 0.7413847182229535   recall 0.7298453258390245
deviation 1/5   epoch 118/120   F1 0.725497420557111   accuracy 0.7424471299093656   precision 0.7426316330728095   recall 0.7211225529821108
deviation 1/5   epoch 119/120   F1 0.7348661780204192   accuracy 0.7564199395770392   precision 0.74453414232826   recall 0.7297085895589749
deviation 1/5   epoch 120/120   F1 0.7362062554808535   accuracy 0.7586858006042296   precision 0.7445187165775401   recall 0.7313029150592649

deviation 2/5   epoch 1/120   F1 0.41810521609735624   accuracy 0.649546827794562   precision 0.493559749074455   recall 0.45990396158463387
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deviation 2/5   epoch 2/120   F1 0.5003492417646807   accuracy 0.6555891238670695   precision 0.5280491567256274   recall 0.5634346582319697
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deviation 2/5   epoch 3/120   F1 0.5579487305811652   accuracy 0.6672960725075529   precision 0.5639268819415878   recall 0.6003787668530056
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deviation 2/5   epoch 4/120   F1 0.5804358609531741   accuracy 0.6993957703927492   precision 0.5868238379267792   recall 0.6647727549949989
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deviation 2/5   epoch 5/120   F1 0.6478262765447172   accuracy 0.7235649546827795   precision 0.6400246812011517   recall 0.6913837936608336
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deviation 2/5   epoch 6/120   F1 0.6963832598020887   accuracy 0.7481117824773413   precision 0.6869446729740847   recall 0.7183972517880273
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deviation 2/5   epoch 7/120   F1 0.7162609770026485   accuracy 0.7594410876132931   precision 0.7082707733443028   recall 0.730457556781207
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deviation 2/5   epoch 8/120   F1 0.7182802873123835   accuracy 0.7605740181268882   precision 0.7105460715754834   recall 0.7316249155030362
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deviation 2/5   epoch 9/120   F1 0.7274661132114062   accuracy 0.7628398791540786   precision 0.7233725832990539   recall 0.7327936144730038
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deviation 2/5   epoch 10/120   F1 0.7210146579423555   accuracy 0.7669939577039275   precision 0.7107877416700946   recall 0.7420640456446084
deviation 2/5   epoch 11/120   F1 0.7280787233290499   accuracy 0.7685045317220544   precision 0.720194878650761   recall 0.7412511698556457
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deviation 2/5   epoch 12/120   F1 0.730938742331678   accuracy 0.770392749244713   precision 0.7233211641299877   recall 0.7433007767093629
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deviation 2/5   epoch 13/120   F1 0.7330358132877189   accuracy 0.773036253776435   precision 0.7247300493624023   recall 0.7470257839573553
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deviation 2/5   epoch 14/120   F1 0.7327309598441206   accuracy 0.7696374622356495   precision 0.726750822706705   recall 0.7414080975737936
deviation 2/5   epoch 15/120   F1 0.7379959574257566   accuracy 0.7779456193353474   precision 0.7289772727272728   recall 0.7535825225856232
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deviation 2/5   epoch 16/120   F1 0.7404984373662129   accuracy 0.7787009063444109   precision 0.7323966474701769   recall 0.7535937920818745
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deviation 2/5   epoch 17/120   F1 0.7392040061445881   accuracy 0.7749244712990937   precision 0.7332784862196626   recall 0.7476284045630697
deviation 2/5   epoch 18/120   F1 0.7438370134676013   accuracy 0.7805891238670695   precision 0.7363790621143562   recall 0.7553066827722414
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deviation 2/5   epoch 19/120   F1 0.7434677740306204   accuracy 0.779833836858006   precision 0.7363842040312629   recall 0.7541351481895318
deviation 2/5   epoch 20/120   F1 0.7430557771395069   accuracy 0.7760574018126888   precision 0.7389783011106541   recall 0.7482137266172257
deviation 2/5   epoch 21/120   F1 0.7407260217729189   accuracy 0.7753021148036254   precision 0.7355589263677499   recall 0.747722290828938
deviation 2/5   epoch 22/120   F1 0.7413642117019192   accuracy 0.7783232628398792   precision 0.7341114767585356   recall 0.7524663363200383
deviation 2/5   epoch 23/120   F1 0.7447849002397626   accuracy 0.7794561933534743   precision 0.7389551624845743   recall 0.7529171020550331
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deviation 2/5   epoch 24/120   F1 0.7499852058711082   accuracy 0.7854984894259819   precision 0.7426239201974496   recall 0.7610431102443882
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deviation 2/5   epoch 25/120   F1 0.7481480378753856   accuracy 0.7828549848942599   precision 0.74178578774167   recall 0.7572250086327442
deviation 2/5   epoch 26/120   F1 0.7484250864323497   accuracy 0.7794561933534743   precision 0.7455188194158782   recall 0.7518414008623531
deviation 2/5   epoch 27/120   F1 0.7491210751972751   accuracy 0.7828549848942599   precision 0.7434980460715754   recall 0.7568003866471174
deviation 2/5   epoch 28/120   F1 0.7462774065725648   accuracy 0.779833836858006   precision 0.7412356026326614   recall 0.7529793780731524
deviation 2/5   epoch 29/120   F1 0.7522816880841121   accuracy 0.7832326283987915   precision 0.7489176264911559   recall 0.7563193620806505
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deviation 2/5   epoch 30/120   F1 0.7491870047043223   accuracy 0.7836102719033232   precision 0.7429221513780337   recall 0.7580542083985671
deviation 2/5   epoch 31/120   F1 0.7508048256217925   accuracy 0.7813444108761329   precision 0.7480743521184697   recall 0.7539759832123325
deviation 2/5   epoch 32/120   F1 0.7532064756133351   accuracy 0.7870090634441088   precision 0.7468942821883999   recall 0.7620817640958463
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deviation 2/5   epoch 33/120   F1 0.752526738216042   accuracy 0.7851208459214502   precision 0.7474778897573016   recall 0.7591636057931449
deviation 2/5   epoch 34/120   F1 0.752758248459366   accuracy 0.7873867069486404   precision 0.7457502056766763   recall 0.7630050069921797
deviation 2/5   epoch 35/120   F1 0.7522938640508052   accuracy 0.7858761329305136   precision 0.7463312422871247   recall 0.7605357525246174
deviation 2/5   epoch 36/120   F1 0.7566711627891712   accuracy 0.7885196374622356   precision 0.7517353969559852   recall 0.7630744636548046
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deviation 2/5   epoch 37/120   F1 0.7509612150463545   accuracy 0.7824773413897281   precision 0.7472105100781572   recall 0.7555662165143272
deviation 2/5   epoch 38/120   F1 0.7545709220691401   accuracy 0.7854984894259819   precision 0.7508998354586589   recall 0.7590380633858895
deviation 2/5   epoch 39/120   F1 0.7580981332503395   accuracy 0.7911631419939577   precision 0.751717400246812   recall 0.7670064653100629
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deviation 2/5   epoch 40/120   F1 0.7591808414816832   accuracy 0.7911631419939577   precision 0.753715034965035   recall 0.7664398748595207
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deviation 2/5   epoch 41/120   F1 0.7557595425103214   accuracy 0.7854984894259819   precision 0.7531828465651995   recall 0.7587141791280041
deviation 2/5   epoch 42/120   F1 0.7545757051076475   accuracy 0.7866314199395771   precision 0.7497506170300288   recall 0.7608203612951208
deviation 2/5   epoch 43/120   F1 0.7571278825995806   accuracy 0.7885196374622356   precision 0.7525915261209379   recall 0.762886377258327
deviation 2/5   epoch 44/120   F1 0.7567142521777057   accuracy 0.7877643504531722   precision 0.7525966680378444   recall 0.7618303339436046
deviation 2/5   epoch 45/120   F1 0.7564170981645665   accuracy 0.7851208459214502   precision 0.7548976758535582   recall 0.758063928378768
deviation 2/5   epoch 46/120   F1 0.7525829849852196   accuracy 0.7832326283987915   precision 0.749488379267791   recall 0.7562422763712411
deviation 2/5   epoch 47/120   F1 0.7513514963714167   accuracy 0.7779456193353474   precision 0.7529488893459482   recall 0.7498888812693187
deviation 2/5   epoch 48/120   F1 0.7498773424218214   accuracy 0.7783232628398792   precision 0.7495218017276841   recall 0.7502399484328419
deviation 2/5   epoch 49/120   F1 0.7568059550587641   accuracy 0.7873867069486404   precision 0.7531699917729329   recall 0.7612100791073451
deviation 2/5   epoch 50/120   F1 0.7522211310838733   accuracy 0.7802114803625377   precision 0.7520773344302756   recall 0.7523660605124641
deviation 2/5   epoch 51/120   F1 0.7488205453595727   accuracy 0.7764350453172205   precision 0.7495346565199507   recall 0.7481343712850405
deviation 2/5   epoch 52/120   F1 0.7578440942228737   accuracy 0.7892749244712991   precision 0.7531571369806664   recall 0.7638343707045997
deviation 2/5   epoch 53/120   F1 0.752376984167642   accuracy 0.7828549848942599   precision 0.7494909502262443   recall 0.7557520963583618
deviation 2/5   epoch 54/120   F1 0.7527889789056812   accuracy 0.7809667673716012   precision 0.7523575689016866   recall 0.7532306207900026
deviation 2/5   epoch 55/120   F1 0.7532138517461735   accuracy 0.7817220543806647   precision 0.7523524269847799   recall 0.7541163982809507
deviation 2/5   epoch 56/120   F1 0.7538495722768824   accuracy 0.7813444108761329   precision 0.7540672562731386   recall 0.7536344357858062
deviation 2/5   epoch 57/120   F1 0.7562736746445275   accuracy 0.7851208459214502   precision 0.7546122994652407   recall 0.758088054690671
deviation 2/5   epoch 58/120   F1 0.7537523488131304   accuracy 0.7802114803625377   precision 0.7552164747017689   recall 0.7524002034070685
deviation 2/5   epoch 59/120   F1 0.7544621873942846   accuracy 0.7809667673716012   precision 0.7557820855614974   recall 0.7532332166719695
deviation 2/5   epoch 60/120   F1 0.7519221410569841   accuracy 0.7787009063444109   precision 0.7532291238173592   recall 0.750705695195673
deviation 2/5   epoch 61/120   F1 0.7514185580774366   accuracy 0.7824773413897281   precision 0.7480666392431099   recall 0.7554430701457133
deviation 2/5   epoch 62/120   F1 0.7513254092103445   accuracy 0.777190332326284   precision 0.7538101604278075   recall 0.7491601866644457
deviation 2/5   epoch 63/120   F1 0.7533543132482446   accuracy 0.7809667673716012   precision 0.7534990744549568   recall 0.7532106840471182
deviation 2/5   epoch 64/120   F1 0.7512800246636434   accuracy 0.7805891238670695   precision 0.7497917523652817   recall 0.7528945808397066
deviation 2/5   epoch 65/120   F1 0.7513254092103445   accuracy 0.777190332326284   precision 0.7538101604278075   recall 0.7491601866644457
deviation 2/5   epoch 66/120   F1 0.7514296136273175   accuracy 0.7783232628398792   precision 0.7526609419991773   recall 0.7502790251405949
deviation 2/5   epoch 67/120   F1 0.752703699444807   accuracy 0.7779456193353474   precision 0.7558026532291238   recall 0.7500911163448898
deviation 2/5   epoch 68/120   F1 0.7535339853782417   accuracy 0.779833836858006   precision 0.7552190456602221   recall 0.751996687260231
deviation 2/5   epoch 69/120   F1 0.7507528535295236   accuracy 0.7764350453172205   precision 0.7535299259563966   recall 0.7483735690808115
deviation 2/5   epoch 70/120   F1 0.7529263782130755   accuracy 0.7817220543806647   precision 0.7517816742081448   recall 0.7541443489453579
deviation 2/5   epoch 71/120   F1 0.753031150904682   accuracy 0.7832326283987915   precision 0.7503445084327437   recall 0.7561374989149392
deviation 2/5   epoch 72/120   F1 0.7469481008973529   accuracy 0.770392749244713   precision 0.7530003085150144   recall 0.7426908156445523
deviation 2/5   epoch 73/120   F1 0.7521698252595264   accuracy 0.7768126888217523   precision 0.7560957424928013   recall 0.7490127148700546
deviation 2/5   epoch 74/120   F1 0.75435233000402   accuracy 0.7824773413897281   precision 0.7537741670094611   recall 0.754948756095545
deviation 2/5   epoch 75/120   F1 0.7504625465808903   accuracy 0.7722809667673716   precision 0.7584096051007816   recall 0.7454398661827595
deviation 2/5   epoch 76/120   F1 0.7523540610275108   accuracy 0.7794561933534743   precision 0.7532239819004525   recall 0.7515245615289539
deviation 2/5   epoch 77/120   F1 0.7528771204732378   accuracy 0.7760574018126888   precision 0.758669271904566   recall 0.7486876555271098
deviation 2/5   epoch 78/120   F1 0.7541210582115571   accuracy 0.7794561933534743   precision 0.7569338749485808   recall 0.7517082876824461
deviation 2/5   epoch 79/120   F1 0.7560682749625647   accuracy 0.7809667673716012   precision 0.7592066022213081   recall 0.7534190622934173
deviation 2/5   epoch 80/120   F1 0.7520385148308559   accuracy 0.7768126888217523   precision 0.7558103661044837   recall 0.7489792164911822
deviation 2/5   epoch 81/120   F1 0.7511527666399358   accuracy 0.7734138972809668   precision 0.7584018922254216   recall 0.7463624598007688
deviation 2/5   epoch 82/120   F1 0.7546972680685093   accuracy 0.7802114803625377   precision 0.7572141094199918   recall 0.752501773009371
deviation 2/5   epoch 83/120   F1 0.7534929994357499   accuracy 0.7779456193353474   precision 0.7575149115590292   recall 0.7502704769138897
deviation 2/5   epoch 84/120   F1 0.7485898588399954   accuracy 0.7677492447129909   precision 0.7607234677087618   recall 0.7428123430585409
deviation 2/5   epoch 85/120   F1 0.7453239857373911   accuracy 0.7651057401812689   precision 0.7567461949814891   recall 0.7396918165780599
deviation 2/5   epoch 86/120   F1 0.7429825615854917   accuracy 0.7624622356495468   precision 0.7550519333607568   recall 0.737367885528407
deviation 2/5   epoch 87/120   F1 0.7443569684588172   accuracy 0.7658610271903323   precision 0.7533165364047717   recall 0.7391504854368932
deviation 2/5   epoch 88/120   F1 0.7471979836938881   accuracy 0.7677492447129909   precision 0.7572989510489511   recall 0.7416994967562363
deviation 2/5   epoch 89/120   F1 0.7538993230447342   accuracy 0.774546827794562   precision 0.7632455779514603   recall 0.7484267402300189
deviation 2/5   epoch 90/120   F1 0.7480903595291123   accuracy 0.7741691842900302   precision 0.7506915878239407   recall 0.7458449731234305
deviation 2/5   epoch 91/120   F1 0.7501802678064886   accuracy 0.775679758308157   precision 0.7532496914849856   recall 0.7475951568834942
deviation 2/5   epoch 92/120   F1 0.7468748343719005   accuracy 0.7711480362537765   precision 0.7518536610448375   recall 0.7431397369074212
deviation 2/5   epoch 93/120   F1 0.7468480661677948   accuracy 0.7669939577039275   precision 0.7575894693541751   recall 0.7412568995170263
deviation 2/5   epoch 94/120   F1 0.7501991704730009   accuracy 0.7726586102719033   precision 0.7572655285890579   recall 0.7454890473702158
deviation 2/5   epoch 95/120   F1 0.7452912752699732   accuracy 0.7700151057401813   precision 0.7498637392019745   recall 0.7417865239470959
deviation 2/5   epoch 96/120   F1 0.7507195750308278   accuracy 0.7707703927492447   precision 0.7612736528177704   recall 0.7450674523294067
deviation 2/5   epoch 97/120   F1 0.7454112101212811   accuracy 0.7639728096676737   precision 0.7587515425750719   recall 0.7396949155569845
deviation 2/5   epoch 98/120   F1 0.7402833482726323   accuracy 0.7609516616314199   precision 0.7507815713698067   recall 0.7348806591992256
deviation 2/5   epoch 99/120   F1 0.744153321706041   accuracy 0.7643504531722054   precision 0.7550390785684904   recall 0.7386083743842364
deviation 2/5   epoch 100/120   F1 0.75130969670018   accuracy 0.7719033232628398   precision 0.7609805635540929   recall 0.7458113680886665
deviation 2/5   epoch 101/120   F1 0.7414543425702064   accuracy 0.7620845921450151   precision 0.751915364047717   recall 0.7360288095582213
deviation 2/5   epoch 102/120   F1 0.7376147198989087   accuracy 0.7571752265861027   precision 0.7499511517893871   recall 0.7321508415739626
deviation 2/5   epoch 103/120   F1 0.7477320030316611   accuracy 0.7700151057401813   precision 0.7552858905800082   recall 0.742877418400112
deviation 2/5   epoch 104/120   F1 0.738334653932794   accuracy 0.7552870090634441   precision 0.7548154051830522   recall 0.7331966335622643
deviation 2/5   epoch 105/120   F1 0.7376444588208948   accuracy 0.7518882175226587   precision 0.7591191896338956   recall 0.7339738846357644
deviation 2/5   epoch 106/120   F1 0.7452694649679301   accuracy 0.7673716012084593   precision 0.7533062525709584   recall 0.7402955953368129
deviation 2/5   epoch 107/120   F1 0.7384230456186565   accuracy 0.7586858006042296   precision 0.7496554915672563   recall 0.7329900481487013
deviation 2/5   epoch 108/120   F1 0.74445087820884   accuracy 0.7681268882175226   precision 0.7504473467708762   recall 0.7402418843699983
deviation 2/5   epoch 109/120   F1 0.7363697833884105   accuracy 0.7533987915407855   precision 0.7528306252570958   recall 0.7313177911657214
deviation 2/5   epoch 110/120   F1 0.7252724467299693   accuracy 0.7398036253776435   precision 0.7466448992184287   recall 0.7223611633427998
deviation 2/5   epoch 111/120   F1 0.7360677577136634   accuracy 0.7522658610271903   precision 0.753979843685726   recall 0.7313492955635492
deviation 2/5   epoch 112/120   F1 0.7416448955498656   accuracy 0.7662386706948641   precision 0.7467503085150144   recall 0.7378812861442257
deviation 2/5   epoch 113/120   F1 0.7409838591589425   accuracy 0.7617069486404834   precision 0.7513471822295352   recall 0.7355828575662775
deviation 2/5   epoch 114/120   F1 0.7350905808921075   accuracy 0.756797583081571   precision 0.7445315713698066   recall 0.72996651313483
deviation 2/5   epoch 115/120   F1 0.7397103771625272   accuracy 0.7598187311178247   precision 0.7510746606334842   recall 0.7342322895080206
deviation 2/5   epoch 116/120   F1 0.7331854275862707   accuracy 0.7530211480362538   precision 0.7454134101192925   recall 0.7278604898752277
deviation 2/5   epoch 117/120   F1 0.7258504694769208   accuracy 0.7390483383685801   precision 0.7497891814068285   recall 0.7240978153127049
deviation 2/5   epoch 118/120   F1 0.7323436897237307   accuracy 0.7530211480362538   precision 0.7434157754010695   recall 0.727087170926395
deviation 2/5   epoch 119/120   F1 0.7277552453095101   accuracy 0.7428247734138973   precision 0.74805121349239   recall 0.7242548382129481
deviation 2/5   epoch 120/120   F1 0.737348648453423   accuracy 0.752643504531722   precision 0.7568310366104484   recall 0.7330025755837922

deviation 3/5   epoch 1/120   F1 0.4694802780365962   accuracy 0.6540785498489426   precision 0.5140759975318799   recall 0.5435342668352378
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deviation 3/5   epoch 2/120   F1 0.5390448656160625   accuracy 0.6597432024169184   precision 0.5499948580830933   recall 0.5842680013650324
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deviation 3/5   epoch 3/120   F1 0.5849340129943821   accuracy 0.69297583081571   precision 0.5880090497737557   recall 0.6471826572807196
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deviation 3/5   epoch 4/120   F1 0.6441973104081353   accuracy 0.7171450151057401   precision 0.6369292472233649   recall 0.680091990285312
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deviation 3/5   epoch 5/120   F1 0.6564644976238728   accuracy 0.7299848942598187   precision 0.6476861373920197   recall 0.7010262332515321
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deviation 3/5   epoch 6/120   F1 0.6776639459611595   accuracy 0.7386706948640483   precision 0.6678887289181407   recall 0.7086805910624808
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deviation 3/5   epoch 7/120   F1 0.6933671275874207   accuracy 0.754154078549849   precision 0.681481386260798   recall 0.7328227311294734
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deviation 3/5   epoch 8/120   F1 0.7054208050728139   accuracy 0.7583081570996979   precision 0.694295043192102   recall 0.7337383978250851
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deviation 3/5   epoch 9/120   F1 0.706143081036068   accuracy 0.7632175226586103   precision 0.6934054915672563   recall 0.74459153324495
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deviation 3/5   epoch 10/120   F1 0.7107681317344501   accuracy 0.7609516616314199   precision 0.6999845742492801   recall 0.7359484187018226
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deviation 3/5   epoch 11/120   F1 0.7137054392572479   accuracy 0.7613293051359517   precision 0.7036918963389551   recall 0.7350142382534409
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deviation 3/5   epoch 12/120   F1 0.7154689127101432   accuracy 0.7651057401812689   precision 0.7042369395310571   recall 0.7416918429003021
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deviation 3/5   epoch 13/120   F1 0.7187139750749506   accuracy 0.7647280966767371   precision 0.7088055327025915   recall 0.7389004057074068
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deviation 3/5   epoch 14/120   F1 0.7168158689090125   accuracy 0.7658610271903323   precision 0.7056586795557384   recall 0.7424008266591515
deviation 3/5   epoch 15/120   F1 0.7191414119295787   accuracy 0.7658610271903323   precision 0.7087978198272316   recall 0.7409053156146179
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deviation 3/5   epoch 16/120   F1 0.7191431353791436   accuracy 0.7669939577039275   precision 0.7082193541752365   recall 0.7432512999568246
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deviation 3/5   epoch 17/120   F1 0.7199044766937658   accuracy 0.7662386706948641   precision 0.709651378033731   recall 0.7412091516076099
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deviation 3/5   epoch 18/120   F1 0.7290572776572248   accuracy 0.7707703927492447   precision 0.7201794529000412   recall 0.7448720505578823
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deviation 3/5   epoch 19/120   F1 0.7268158482965292   accuracy 0.7700151057401813   precision 0.717330830933772   recall 0.7446517786403974
deviation 3/5   epoch 20/120   F1 0.7297027015061643   accuracy 0.7692598187311178   precision 0.7221873714520773   recall 0.741872636377312
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deviation 3/5   epoch 21/120   F1 0.7251312098179754   accuracy 0.7692598187311178   precision 0.7153383381324558   recall 0.744141349440751
deviation 3/5   epoch 22/120   F1 0.7371360482283177   accuracy 0.7753021148036254   precision 0.7295660222130811   recall 0.7491143859707857
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deviation 3/5   epoch 23/120   F1 0.7339593150744959   accuracy 0.7722809667673716   precision 0.7267328259975319   recall 0.7452694410935474
deviation 3/5   epoch 24/120   F1 0.7330700403417736   accuracy 0.7719033232628398   precision 0.7255938914027149   recall 0.7449972777149558
deviation 3/5   epoch 25/120   F1 0.7346157985363755   accuracy 0.7749244712990937   precision 0.725858700123406   recall 0.7497100691286156
deviation 3/5   epoch 26/120   F1 0.7367801991389484   accuracy 0.7741691842900302   precision 0.7298591114767585   recall 0.7473092402804863
deviation 3/5   epoch 27/120   F1 0.7350791046269338   accuracy 0.7768126888217523   precision 0.7252750925545043   recall 0.7531492704728763
deviation 3/5   epoch 28/120   F1 0.7369595464433552   accuracy 0.7749244712990937   precision 0.7295685931715343   recall 0.7485311022230388
deviation 3/5   epoch 29/120   F1 0.7326281866831592   accuracy 0.7737915407854985   precision 0.7235834018922254   recall 0.7486577442669543
deviation 3/5   epoch 30/120   F1 0.7377274882551222   accuracy 0.779833836858006   precision 0.7272521596051007   recall 0.7576487279993179
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deviation 3/5   epoch 31/120   F1 0.7376644113824834   accuracy 0.7753021148036254   precision 0.7304221513780338   recall 0.7488727833140691
deviation 3/5   epoch 32/120   F1 0.7360640613751526   accuracy 0.7726586102719033   precision 0.7298693953105717   recall 0.7450911862018679
deviation 3/5   epoch 33/120   F1 0.7377927057257835   accuracy 0.7734138972809668   precision 0.7321472645002056   recall 0.745711424590735
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deviation 3/5   epoch 34/120   F1 0.737944518827198   accuracy 0.773036253776435   precision 0.7327205882352941   recall 0.7450846142859753
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deviation 3/5   epoch 35/120   F1 0.7394148751529204   accuracy 0.7794561933534743   precision 0.7301084944467298   recall 0.7556972874141157
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deviation 3/5   epoch 36/120   F1 0.7386940403557694   accuracy 0.7790785498489426   precision 0.7292549362402303   recall 0.7554005643839501
deviation 3/5   epoch 37/120   F1 0.7403015342675243   accuracy 0.777190332326284   precision 0.7332630604689429   recall 0.7509716056041935
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deviation 3/5   epoch 38/120   F1 0.7383257326712253   accuracy 0.7790785498489426   precision 0.7286841834635952   recall 0.7556418961398215
deviation 3/5   epoch 39/120   F1 0.7381294584580493   accuracy 0.7734138972809668   precision 0.7327180172768408   recall 0.7456070851015335
deviation 3/5   epoch 40/120   F1 0.7349342637770919   accuracy 0.7760574018126888   precision 0.7255656108597285   recall 0.7517216274857891
deviation 3/5   epoch 41/120   F1 0.7373941726894211   accuracy 0.7790785498489426   precision 0.7272573015220074   recall 0.7562785623942218
deviation 3/5   epoch 42/120   F1 0.7355161169141865   accuracy 0.7787009063444109   precision 0.7246914849856025   recall 0.7568393211373154
deviation 3/5   epoch 43/120   F1 0.7399173609699925   accuracy 0.7809667673716012   precision 0.7298128342245989   recall 0.7584753114264895
deviation 3/5   epoch 44/120   F1 0.7429277670969514   accuracy 0.7790785498489426   precision 0.7361039695598519   recall 0.7530630522019186
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deviation 3/5   epoch 45/120   F1 0.7372268509110614   accuracy 0.7787009063444109   precision 0.7272598724804606   recall 0.7556039418439224
deviation 3/5   epoch 46/120   F1 0.738510192764922   accuracy 0.7790785498489426   precision 0.7289695598519128   recall 0.7555202897771083
deviation 3/5   epoch 47/120   F1 0.7424033859971699   accuracy 0.7787009063444109   precision 0.7355357877416702   recall 0.7526453384957765
deviation 3/5   epoch 48/120   F1 0.7389001577642552   accuracy 0.7779456193353474   precision 0.7304041546688606   recall 0.7530552543598085
deviation 3/5   epoch 49/120   F1 0.7390599061573797   accuracy 0.7790785498489426   precision 0.7298256890168655   recall 0.7551667098400302
deviation 3/5   epoch 50/120   F1 0.7440078483795828   accuracy 0.7805891238670695   precision 0.7366644385026738   recall 0.7552194559331045
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deviation 3/5   epoch 51/120   F1 0.7429277670969514   accuracy 0.7790785498489426   precision 0.7361039695598519   recall 0.7530630522019186
deviation 3/5   epoch 52/120   F1 0.7424446513767049   accuracy 0.7802114803625377   precision 0.7343839983545866   recall 0.7553533565440494
deviation 3/5   epoch 53/120   F1 0.7469156355396558   accuracy 0.779833836858006   precision 0.7423771081859317   recall 0.7527725549735061
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deviation 3/5   epoch 54/120   F1 0.7474632879602789   accuracy 0.7824773413897281   precision 0.7409322295351708   recall 0.7568865935861273
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deviation 3/5   epoch 55/120   F1 0.749917178337828   accuracy 0.7828549848942599   precision 0.7449249280131633   recall 0.7564900951546322
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deviation 3/5   epoch 56/120   F1 0.7460874873918353   accuracy 0.7817220543806647   precision 0.739225113122172   recall 0.7562147546039298
deviation 3/5   epoch 57/120   F1 0.7443632550475208   accuracy 0.7809667673716012   precision 0.7369472439325381   recall 0.7557220666864592
deviation 3/5   epoch 58/120   F1 0.7481185450389898   accuracy 0.7824773413897281   precision 0.742073735088441   recall 0.756590045100898
deviation 3/5   epoch 59/120   F1 0.7504712878282179   accuracy 0.7836102719033232   precision 0.7452051624845744   recall 0.7575031976969833
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deviation 3/5   epoch 60/120   F1 0.7483670610364207   accuracy 0.7802114803625377   precision 0.744657548334019   recall 0.7529269647541615
deviation 3/5   epoch 61/120   F1 0.7509005557059668   accuracy 0.7832326283987915   precision 0.7463492389962978   recall 0.7567393407088063
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deviation 3/5   epoch 62/120   F1 0.7479251491310663   accuracy 0.7820996978851964   precision 0.7420763060468942   recall 0.7560354585099404
deviation 3/5   epoch 63/120   F1 0.7481480378753856   accuracy 0.7828549848942599   precision 0.74178578774167   recall 0.7572250086327442
deviation 3/5   epoch 64/120   F1 0.7507000815226779   accuracy 0.7828549848942599   precision 0.746351809954751   recall 0.7562183849880375
deviation 3/5   epoch 65/120   F1 0.7494367406457114   accuracy 0.7847432024169184   precision 0.7423436857260387   recall 0.7599477688703571
deviation 3/5   epoch 66/120   F1 0.7531475606169704   accuracy 0.7851208459214502   precision 0.7486193953105718   recall 0.7589285056848039
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deviation 3/5   epoch 67/120   F1 0.7511330904778042   accuracy 0.7854984894259819   precision 0.7446215549156725   recall 0.7604340019269511
deviation 3/5   epoch 68/120   F1 0.7482460149569715   accuracy 0.7843655589123867   precision 0.7406339983545867   recall 0.7599023252423646
deviation 3/5   epoch 69/120   F1 0.7470255616382857   accuracy 0.7836102719033232   precision 0.7392122583299054   recall 0.7591742240810804
deviation 3/5   epoch 70/120   F1 0.7477626859819642   accuracy 0.7820996978851964   precision 0.7417909296585767   recall 0.7561041114803249
deviation 3/5   epoch 71/120   F1 0.7525263812306229   accuracy 0.7828549848942599   precision 0.7497763266145618   recall 0.7557184472855265
deviation 3/5   epoch 72/120   F1 0.7535355366447818   accuracy 0.7836102719033232   precision 0.7509126902509256   recall 0.7565563562399161
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deviation 3/5   epoch 73/120   F1 0.7503616001322422   accuracy 0.7794561933534743   precision 0.7492287124640066   recall 0.7515674306593589
deviation 3/5   epoch 74/120   F1 0.7530889028945299   accuracy 0.7836102719033232   precision 0.7500565610859729   recall 0.756660643472421
deviation 3/5   epoch 75/120   F1 0.754455991894588   accuracy 0.7847432024169184   precision 0.7514757301522007   recall 0.757951713498332
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deviation 3/5   epoch 76/120   F1 0.7538613470857372   accuracy 0.7858761329305136   precision 0.7491850061703003   recall 0.7598724406862597
deviation 3/5   epoch 77/120   F1 0.7507975316371822   accuracy 0.7779456193353474   precision 0.751807383792678   recall 0.7498424821245909
deviation 3/5   epoch 78/120   F1 0.7517206759836859   accuracy 0.7790785498489426   precision 0.7523704236939531   recall 0.75109368435256
deviation 3/5   epoch 79/120   F1 0.7494438402354207   accuracy 0.7783232628398792   precision 0.7486656725627314   recall 0.7502563147214886
deviation 3/5   epoch 80/120   F1 0.7470518759754067   accuracy 0.7719033232628398   precision 0.7512777663512957   recall 0.7437362061871096
deviation 3/5   epoch 81/120   F1 0.7516533085120256   accuracy 0.7794561933534743   precision 0.7517970999588647   recall 0.7515106457834172
deviation 3/5   epoch 82/120   F1 0.7534277374014217   accuracy 0.7813444108761329   precision 0.7532111271081859   recall 0.7536469033915864
deviation 3/5   epoch 83/120   F1 0.7502359648250396   accuracy 0.7779456193353474   precision 0.7506658782394077   recall 0.7498161590435658
deviation 3/5   epoch 84/120   F1 0.7548486853425815   accuracy 0.7836102719033232   precision 0.7534810777457837   recall 0.756320164928406
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deviation 3/5   epoch 85/120   F1 0.7531234493095844   accuracy 0.779833836858006   precision 0.7543629164952694   recall 0.7519649545696774
deviation 3/5   epoch 86/120   F1 0.7507295490915937   accuracy 0.7790785498489426   precision 0.7503727889757301   recall 0.7510933849004915
deviation 3/5   epoch 87/120   F1 0.7434320933767808   accuracy 0.7666163141993958   precision 0.7501722542163719   recall 0.7389262107506605
deviation 3/5   epoch 88/120   F1 0.7381974354678151   accuracy 0.7575528700906344   precision 0.7508047099958866   recall 0.7327123091603054
deviation 3/5   epoch 89/120   F1 0.7430136673743498   accuracy 0.7654833836858006   precision 0.750750719868367   recall 0.7381653851671648
deviation 3/5   epoch 90/120   F1 0.7383594232728912   accuracy 0.7601963746223565   precision 0.7473621966269025   recall 0.7332552494492208
deviation 3/5   epoch 91/120   F1 0.7399842890809112   accuracy 0.7620845921450151   precision 0.7484908473879062   recall 0.734966500384103
deviation 3/5   epoch 92/120   F1 0.7384308482973567   accuracy 0.7579305135951662   precision 0.7508021390374331   recall 0.7329412256325609
deviation 3/5   epoch 93/120   F1 0.7425069559894792   accuracy 0.7654833836858006   precision 0.7496092143150968   recall 0.73787813915141
deviation 3/5   epoch 94/120   F1 0.7416846996612697   accuracy 0.7624622356495468   precision 0.7519127930892637   recall 0.7362872250828496
deviation 3/5   epoch 95/120   F1 0.7354121648248415   accuracy 0.7575528700906344   precision 0.7442410530645824   recall 0.7304018936610376
deviation 3/5   epoch 96/120   F1 0.7380097221496256   accuracy 0.7598187311178247   precision 0.7470793911970383   recall 0.732898091332965
deviation 3/5   epoch 97/120   F1 0.7374845397688107   accuracy 0.7579305135951662   precision 0.7485191279308927   recall 0.7320932608462074
deviation 3/5   epoch 98/120   F1 0.7352841461951309   accuracy 0.7549093655589124   precision 0.7476835664335665   recall 0.7298921340351392
deviation 3/5   epoch 99/120   F1 0.7330605552881111   accuracy 0.7511329305135952   precision 0.7479946524064172   recall 0.7279097268615571
deviation 3/5   epoch 100/120   F1 0.7337377697583529   accuracy 0.7545317220543807   precision 0.7445469971205265   recall 0.7284647163376088
deviation 3/5   epoch 101/120   F1 0.7361897140726885   accuracy 0.754154078549849   precision 0.7511132250102839   recall 0.7309099409149233
deviation 3/5   epoch 102/120   F1 0.7360625734180382   accuracy 0.7537764350453172   precision 0.7514011723570546   recall 0.7308411413516902
deviation 3/5   epoch 103/120   F1 0.7461140017538731   accuracy 0.7677492447129909   precision 0.754730563554093   recall 0.7409628298783695
deviation 3/5   epoch 104/120   F1 0.7386638473680411   accuracy 0.7583081570996979   precision 0.7507995680789799   recall 0.7331731056522685
deviation 3/5   epoch 105/120   F1 0.7461275600188509   accuracy 0.7673716012084593   precision 0.7553038872891814   recall 0.7408378868023371
deviation 3/5   epoch 106/120   F1 0.7394785635902675   accuracy 0.7594410876132931   precision 0.7510772315919375   recall 0.7339901345049732
deviation 3/5   epoch 107/120   F1 0.7410886679553066   accuracy 0.7594410876132931   precision 0.7550725010283834   recall 0.7355407438622314
deviation 3/5   epoch 108/120   F1 0.7365391915555393   accuracy 0.7545317220543807   precision 0.7513960304401481   recall 0.7312376438983323
deviation 3/5   epoch 109/120   F1 0.7429529349392553   accuracy 0.7643504531722054   precision 0.7521853146853147   recall 0.7377109566599781
deviation 3/5   epoch 110/120   F1 0.7397084212279978   accuracy 0.7586858006042296   precision 0.7527946318387495   recall 0.7341767215330434
deviation 3/5   epoch 111/120   F1 0.7369156768811393   accuracy 0.7564199395770392   precision 0.7493855409296586   recall 0.7314718534917586
deviation 3/5   epoch 112/120   F1 0.7399775783760374   accuracy 0.7571752265861027   precision 0.755944055944056   recall 0.734680785734618
deviation 3/5   epoch 113/120   F1 0.7358645843017237   accuracy 0.7556646525679759   precision 0.7479638009049774   recall 0.7304591058025167
deviation 3/5   epoch 114/120   F1 0.7354909599440616   accuracy 0.7533987915407855   precision 0.7505476141505554   recall 0.730255925895079
deviation 3/5   epoch 115/120   F1 0.7293611064102867   accuracy 0.7454682779456193   precision 0.7477478403948992   recall 0.7251269148193056
deviation 3/5   epoch 116/120   F1 0.7322026050614712   accuracy 0.7492447129909365   precision 0.7488636363636363   recall 0.7273854827343199
deviation 3/5   epoch 117/120   F1 0.730649177142163   accuracy 0.7469788519637462   precision 0.7485936857260387   recall 0.7262205564445943
deviation 3/5   epoch 118/120   F1 0.7327210383283256   accuracy 0.7511329305135952   precision 0.7471385232414645   recall 0.7275228923504786
deviation 3/5   epoch 119/120   F1 0.7379636077666107   accuracy 0.7571752265861027   precision 0.7508072809543398   recall 0.7324863400512498
deviation 3/5   epoch 120/120   F1 0.7407608637654557   accuracy 0.7609516616314199   precision 0.7519230769230769   recall 0.7352722258937988

deviation 4/5   epoch 1/120   F1 0.4979357788544223   accuracy 0.6586102719033232   precision 0.5283139654463184   recall 0.5686104102420334
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deviation 4/5   epoch 2/120   F1 0.5605451764395424   accuracy 0.679380664652568   precision 0.5689813862607981   recall 0.6216153892351954
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deviation 4/5   epoch 3/120   F1 0.6126400922313082   accuracy 0.6948640483383686   precision 0.6088286713286714   recall 0.6471324296141814
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deviation 4/5   epoch 4/120   F1 0.6284558759170307   accuracy 0.7209214501510574   precision 0.6237762237762238   recall 0.6957377519065464
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deviation 4/5   epoch 5/120   F1 0.6583003460064321   accuracy 0.736404833836858   precision 0.6490693130399012   recall 0.7152879627807502
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deviation 4/5   epoch 6/120   F1 0.67169990081568   accuracy 0.7469788519637462   precision 0.6606977581242287   recall 0.7327932960893855
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deviation 4/5   epoch 7/120   F1 0.681457824826639   accuracy 0.754154078549849   precision 0.6692102015631427   recall 0.7440035776019871
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deviation 4/5   epoch 8/120   F1 0.7024203832721401   accuracy 0.7654833836858006   precision 0.6885386672151378   recall 0.7545543849052936
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deviation 4/5   epoch 9/120   F1 0.7133811017553143   accuracy 0.7654833836858006   precision 0.7013806046894282   recall 0.744062906280112
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deviation 4/5   epoch 10/120   F1 0.7185665301922027   accuracy 0.7737915407854985   precision 0.7044631838749486   recall 0.7604198815424855
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deviation 4/5   epoch 11/120   F1 0.7064332979694914   accuracy 0.7692598187311178   precision 0.6919374742904155   recall 0.7612599134744513
deviation 4/5   epoch 12/120   F1 0.7082632977084851   accuracy 0.770392749244713   precision 0.693642019744961   recall 0.7625059685002596
deviation 4/5   epoch 13/120   F1 0.7078887430053404   accuracy 0.7688821752265861   precision 0.6936523035787742   recall 0.7583491965495361
deviation 4/5   epoch 14/120   F1 0.7242038109345543   accuracy 0.775679758308157   precision 0.7107286096256684   recall 0.7595932147562583
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deviation 4/5   epoch 15/120   F1 0.726088540860806   accuracy 0.7760574018126888   precision 0.7130090497737557   recall 0.7587089688034492
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deviation 4/5   epoch 16/120   F1 0.7264991499051872   accuracy 0.777190332326284   precision 0.7130013368983957   recall 0.7612379390805323
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deviation 4/5   epoch 17/120   F1 0.7313768101540581   accuracy 0.7783232628398792   precision 0.7189865281777046   recall 0.7594077844872154
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deviation 4/5   epoch 18/120   F1 0.7281505135811275   accuracy 0.7775679758308157   precision 0.7149964006581654   recall 0.7605645487325813
deviation 4/5   epoch 19/120   F1 0.7369946249123627   accuracy 0.7817220543806647   precision 0.7249562937062937   recall 0.7625484594980616
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deviation 4/5   epoch 20/120   F1 0.73360174852131   accuracy 0.7813444108761329   precision 0.720392842451666   recall 0.7648567524583921
deviation 4/5   epoch 21/120   F1 0.7380590337989057   accuracy 0.7805891238670695   precision 0.7272470176881942   recall 0.7590473510950312
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deviation 4/5   epoch 22/120   F1 0.7324729275619373   accuracy 0.7805891238670695   precision 0.7192564788153024   recall 0.7640442437119515
deviation 4/5   epoch 23/120   F1 0.7367968869839527   accuracy 0.7817220543806647   precision 0.7246709173179762   recall 0.7627270240124587
deviation 4/5   epoch 24/120   F1 0.7383099886215259   accuracy 0.7794561933534743   precision 0.7283962361168244   recall 0.7564319425000361
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deviation 4/5   epoch 25/120   F1 0.7400294937586542   accuracy 0.7824773413897281   precision 0.728946421225833   recall 0.7617030343104843
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deviation 4/5   epoch 26/120   F1 0.7344028853203433   accuracy 0.7828549848942599   precision 0.7206679350061703   recall 0.7680110257008743
deviation 4/5   epoch 27/120   F1 0.7335416888636337   accuracy 0.7817220543806647   precision 0.7201048951048952   recall 0.7659063308516817
deviation 4/5   epoch 28/120   F1 0.7404075330505341   accuracy 0.7824773413897281   precision 0.7295171740024681   recall 0.761396743411132
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deviation 4/5   epoch 29/120   F1 0.7379399024603601   accuracy 0.783987915407855   precision 0.7249408679555738   recall 0.7672725328771517
deviation 4/5   epoch 30/120   F1 0.7409698955760436   accuracy 0.7824773413897281   precision 0.7303733031674208   recall 0.760952880191042
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deviation 4/5   epoch 31/120   F1 0.7408291899933446   accuracy 0.7847432024169184   precision 0.7286456190867956   recall 0.7663372415135588
deviation 4/5   epoch 32/120   F1 0.7425893292960379   accuracy 0.7870090634441088   precision 0.7297716988893459   recall 0.7702836750740942
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deviation 4/5   epoch 33/120   F1 0.7439598759848537   accuracy 0.7892749244712991   precision 0.7303270259152612   recall 0.7747938003613286
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deviation 4/5   epoch 34/120   F1 0.74482579857885   accuracy 0.7881419939577039   precision 0.7323323735088441   recall 0.7708939894346908
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deviation 4/5   epoch 35/120   F1 0.7441572473404255   accuracy 0.7892749244712991   precision 0.7306124023035787   recall 0.7745708443530219
deviation 4/5   epoch 36/120   F1 0.7437718519305054   accuracy 0.7866314199395771   precision 0.7317719045660223   recall 0.7681728770576839
deviation 4/5   epoch 37/120   F1 0.7438305323435375   accuracy 0.7885196374622356   precision 0.7306175442204854   recall 0.7729103726082578
deviation 4/5   epoch 38/120   F1 0.7390132051303148   accuracy 0.7851208459214502   precision 0.7257892842451665   recall 0.7691036949935461
deviation 4/5   epoch 39/120   F1 0.7378447327175109   accuracy 0.7847432024169184   precision 0.7243649732620321   recall 0.7693487654320987
deviation 4/5   epoch 40/120   F1 0.7430319855540704   accuracy 0.7862537764350453   precision 0.7309183463595228   recall 0.7679510624904908
deviation 4/5   epoch 41/120   F1 0.7394143883550791   accuracy 0.7851208459214502   precision 0.7263600370218017   recall 0.7686856618839124
deviation 4/5   epoch 42/120   F1 0.7388147313143533   accuracy 0.7832326283987915   precision 0.7266582682023859   recall 0.7645348488303707
deviation 4/5   epoch 43/120   F1 0.7450377326940842   accuracy 0.7877643504531722   precision 0.7329056972439325   recall 0.7697413084646443
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deviation 4/5   epoch 44/120   F1 0.7461834175722205   accuracy 0.7870090634441088   precision 0.7351938502673796   recall 0.76689286766658
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deviation 4/5   epoch 45/120   F1 0.7470834763751559   accuracy 0.7877643504531722   precision 0.7360448375154257   recall 0.7678585494933817
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deviation 4/5   epoch 46/120   F1 0.7449935237214768   accuracy 0.7885196374622356   precision 0.7323298025503908   recall 0.7716832171343189
deviation 4/5   epoch 47/120   F1 0.7441507829709065   accuracy 0.7866314199395771   precision 0.7323426573426574   recall 0.7678182864839516
deviation 4/5   epoch 48/120   F1 0.7439399997393916   accuracy 0.7870090634441088   precision 0.7317693336075689   recall 0.7689385238198942
deviation 4/5   epoch 49/120   F1 0.7472699473916993   accuracy 0.7873867069486404   precision 0.7366181612505142   recall 0.7668348246481911
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deviation 4/5   epoch 50/120   F1 0.7506826948206452   accuracy 0.7911631419939577   precision 0.7391608391608392   recall 0.7726283605415112
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deviation 4/5   epoch 51/120   F1 0.745396790466108   accuracy 0.7881419939577039   precision 0.7331885026737968   recall 0.7703266162231437
deviation 4/5   epoch 52/120   F1 0.7503225231076318   accuracy 0.790785498489426   precision 0.7388780337309749   recall 0.7720578116261569
deviation 4/5   epoch 53/120   F1 0.7531849345251114   accuracy 0.7919184290030211   precision 0.7425802139037433   recall 0.7721192024808374
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deviation 4/5   epoch 54/120   F1 0.751943793911007   accuracy 0.7926737160120846   precision 0.7400066844919786   recall 0.7751067348885868
deviation 4/5   epoch 55/120   F1 0.7542413780302186   accuracy 0.7922960725075529   precision 0.7440045248868778   recall 0.7720650837196102
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deviation 4/5   epoch 56/120   F1 0.7510430434249431   accuracy 0.7915407854984894   precision 0.7394436445907034   recall 0.7732003520093869
deviation 4/5   epoch 57/120   F1 0.7523048371647509   accuracy 0.7922960725075529   precision 0.7408653846153846   recall 0.7738233024691358
deviation 4/5   epoch 58/120   F1 0.7460726057266125   accuracy 0.7896525679758308   precision 0.7331782188399836   recall 0.7734788367266787
deviation 4/5   epoch 59/120   F1 0.7481681739816739   accuracy 0.7877643504531722   precision 0.7377570958453311   recall 0.7669418505635978
deviation 4/5   epoch 60/120   F1 0.7506837115868975   accuracy 0.790785498489426   precision 0.73944878650761   recall 0.7717212768005881
deviation 4/5   epoch 61/120   F1 0.7515837703898328   accuracy 0.7915407854984894   precision 0.7402997737556561   recall 0.7726869586273898
deviation 4/5   epoch 62/120   F1 0.7501434476919586   accuracy 0.7904078549848943   precision 0.7388806046894283   recall 0.7713213098119089
deviation 4/5   epoch 63/120   F1 0.7528139087162424   accuracy 0.7911631419939577   precision 0.7425853558206499   recall 0.7707149389423853
deviation 4/5   epoch 64/120   F1 0.7555548420241458   accuracy 0.7915407854984894   precision 0.7468634306869602   recall 0.7693801059341054
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deviation 4/5   epoch 65/120   F1 0.7503059464419597   accuracy 0.7919184290030211   precision 0.7380141916906623   recall 0.7748738686779388
deviation 4/5   epoch 66/120   F1 0.7565611145194775   accuracy 0.7941842900302115   precision 0.7462746812011518   recall 0.7743613446401068
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deviation 4/5   epoch 67/120   F1 0.7540808149805558   accuracy 0.7926737160120846   precision 0.7434312011517894   recall 0.7730738144318003
deviation 4/5   epoch 68/120   F1 0.7496027081156391   accuracy 0.7900302114803626   precision 0.7383124228712464   recall 0.7709210157126825
deviation 4/5   epoch 69/120   F1 0.7548858623909334   accuracy 0.7915407854984894   precision 0.7457219251336898   recall 0.7698789193096593
deviation 4/5   epoch 70/120   F1 0.7533115494349852   accuracy 0.7881419939577039   precision 0.7460304401480873   recall 0.7641028029322984
deviation 4/5   epoch 71/120   F1 0.7507870713977585   accuracy 0.7877643504531722   precision 0.7420377416700946   recall 0.7649676329862088
deviation 4/5   epoch 72/120   F1 0.75191033454443   accuracy 0.7870090634441088   precision 0.7446112710818593   recall 0.7627793674116464
deviation 4/5   epoch 73/120   F1 0.7497836527839622   accuracy 0.7900302114803626   precision 0.738597799259564   recall 0.7707555949737865
deviation 4/5   epoch 74/120   F1 0.7533598334599738   accuracy 0.7919184290030211   precision 0.7428655902920609   recall 0.7719655785692333
deviation 4/5   epoch 75/120   F1 0.7478062271588983   accuracy 0.7881419939577039   precision 0.7368983957219251   recall 0.7681038238924722
deviation 4/5   epoch 76/120   F1 0.7524645878463985   accuracy 0.7911631419939577   precision 0.7420146030440148   recall 0.7710126266134145
deviation 4/5   epoch 77/120   F1 0.7587885436925481   accuracy 0.7930513595166163   precision 0.7511337926779103   recall 0.7701990235536561
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deviation 4/5   epoch 78/120   F1 0.7548858623909334   accuracy 0.7915407854984894   precision 0.7457219251336898   recall 0.7698789193096593
deviation 4/5   epoch 79/120   F1 0.7578273489999603   accuracy 0.7915407854984894   precision 0.7508587001234059   recall 0.7678691044858068
deviation 4/5   epoch 80/120   F1 0.7566057702013534   accuracy 0.7922960725075529   precision 0.7479997943233238   recall 0.7701873009559715
deviation 4/5   epoch 81/120   F1 0.7569081061231984   accuracy 0.7904078549848943   precision 0.7502956602221309   recall 0.76627827864789
deviation 4/5   epoch 82/120   F1 0.753178315218296   accuracy 0.7885196374622356   precision 0.7454571164129988   recall 0.7649062299703389
deviation 4/5   epoch 83/120   F1 0.7576685184067651   accuracy 0.7915407854984894   precision 0.7505733237350884   recall 0.7679653025033336
deviation 4/5   epoch 84/120   F1 0.7569547117796325   accuracy 0.7873867069486404   precision 0.7534553681612505   recall 0.7611622946009973
deviation 4/5   epoch 85/120   F1 0.7585652516209342   accuracy 0.7911631419939577   precision 0.7525735294117647   recall 0.7667535561913877
deviation 4/5   epoch 86/120   F1 0.7577458579724698   accuracy 0.7896525679758308   precision 0.752583813245578   recall 0.7645106270701703
deviation 4/5   epoch 87/120   F1 0.7582543593553314   accuracy 0.7911631419939577   precision 0.7520027766351296   recall 0.766920464269886
deviation 4/5   epoch 88/120   F1 0.7609195521755963   accuracy 0.7900302114803626   precision 0.758288770053476   recall 0.7639316526728387
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deviation 4/5   epoch 89/120   F1 0.7625689101132391   accuracy 0.7919184290030211   precision 0.7594174208144796   recall 0.7662687268234016
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deviation 4/5   epoch 90/120   F1 0.7634610274522147   accuracy 0.790785498489426   precision 0.7625642739613328   recall 0.764399627194118
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deviation 4/5   epoch 91/120   F1 0.7593334576923298   accuracy 0.7911631419939577   precision 0.7540004113533525   recall 0.7663656002399544
deviation 4/5   epoch 92/120   F1 0.7573091375675923   accuracy 0.7911631419939577   precision 0.7502905183052242   recall 0.7674622978383201
deviation 4/5   epoch 93/120   F1 0.7529242466217256   accuracy 0.7802114803625377   precision 0.7535042163718635   recall 0.7523623054873054
deviation 4/5   epoch 94/120   F1 0.7577297489465374   accuracy 0.7885196374622356   precision 0.7537330316742081   recall 0.7626575540793732
deviation 4/5   epoch 95/120   F1 0.7547406106446982   accuracy 0.779833836858006   precision 0.7577874331550802   recall 0.7521591357044375
deviation 4/5   epoch 96/120   F1 0.7564726810851665   accuracy 0.7820996978851964   precision 0.758628136569313   recall 0.7545524247651907
deviation 4/5   epoch 97/120   F1 0.7580700105203788   accuracy 0.7843655589123867   precision 0.7591834635952284   recall 0.7570202079754738
deviation 4/5   epoch 98/120   F1 0.7581758821668412   accuracy 0.7885196374622356   precision 0.7545891608391608   recall 0.7625021538298408
deviation 4/5   epoch 99/120   F1 0.7525516296165546   accuracy 0.7790785498489426   precision 0.7540826820238585   recall 0.7511437079070702
deviation 4/5   epoch 100/120   F1 0.74975722214334   accuracy 0.7715256797583081   precision 0.7578439942410531   recall 0.744700675305156
deviation 4/5   epoch 101/120   F1 0.7455485761659629   accuracy 0.7647280966767371   precision 0.7578902714932128   recall 0.7398464450976068
deviation 4/5   epoch 102/120   F1 0.754325348075348   accuracy 0.7809667673716012   precision 0.7554967091731798   recall 0.7532259050880626
deviation 4/5   epoch 103/120   F1 0.7499570498827713   accuracy 0.7741691842900302   precision 0.7546868572603866   recall 0.7463371329672953
deviation 4/5   epoch 104/120   F1 0.755308869506718   accuracy 0.7817220543806647   precision 0.7566330728095434   recall 0.754075723830735
deviation 4/5   epoch 105/120   F1 0.7537842712415592   accuracy 0.7775679758308157   precision 0.7586589880707528   recall 0.7500610500610501
deviation 4/5   epoch 106/120   F1 0.7518979435094507   accuracy 0.7779456193353474   precision 0.7540903948992184   recall 0.7499551081829563
deviation 4/5   epoch 107/120   F1 0.751199389669539   accuracy 0.7760574018126888   precision 0.7549593788564377   recall 0.7481509539720005
deviation 4/5   epoch 108/120   F1 0.7602554258804259   accuracy 0.7862537764350453   precision 0.7614536199095023   recall 0.7591298719830397
deviation 4/5   epoch 109/120   F1 0.7586284473061558   accuracy 0.7870090634441088   precision 0.7571678321678321   recall 0.7602049841319389
deviation 4/5   epoch 110/120   F1 0.7498961048774038   accuracy 0.7734138972809668   precision 0.755548128342246   recall 0.745798589473476
deviation 4/5   epoch 111/120   F1 0.7486755019092575   accuracy 0.7726586102719033   precision 0.7538410119292472   recall 0.7448304506850164
deviation 4/5   epoch 112/120   F1 0.7515117235705471   accuracy 0.7794561933534743   precision 0.7515117235705471   recall 0.7515117235705471
deviation 4/5   epoch 113/120   F1 0.7509367321867322   accuracy 0.7779456193353474   precision 0.7520927601809955   recall 0.7498522097195043
deviation 4/5   epoch 114/120   F1 0.749068751188507   accuracy 0.7749244712990937   precision 0.7518279514603043   recall 0.7467062097799941
deviation 4/5   epoch 115/120   F1 0.7489014167410896   accuracy 0.7741691842900302   precision 0.7524038461538461   recall 0.7460279671210907
deviation 4/5   epoch 116/120   F1 0.7504238457468229   accuracy 0.779833836858006   precision 0.7489407651172357   recall 0.7520330229165297
deviation 4/5   epoch 117/120   F1 0.7476555882206388   accuracy 0.7688821752265861   precision 0.756720485396956   recall 0.742364077669903
deviation 4/5   epoch 118/120   F1 0.7510540589635645   accuracy 0.777190332326284   precision 0.7532394076511724   recall 0.749117970636958
deviation 4/5   epoch 119/120   F1 0.7522896755006045   accuracy 0.779833836858006   precision 0.752650658165364   recall 0.7519357412730612
deviation 4/5   epoch 120/120   F1 0.7543444708951909   accuracy 0.7817220543806647   precision 0.7546354380913205   recall 0.7540580334697982

deviation 5/5   epoch 1/120   F1 0.5152950917613683   accuracy 0.6537009063444109   precision 0.5346256684491978   recall 0.5664975590488005
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deviation 5/5   epoch 2/120   F1 0.5914494478014887   accuracy 0.6710725075528701   precision 0.5892996709173179   recall 0.6131998914735882
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deviation 5/5   epoch 3/120   F1 0.6449603838918304   accuracy 0.6944864048338368   precision 0.641364150555327   recall 0.6510627761511205
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deviation 5/5   epoch 4/120   F1 0.6638624430211759   accuracy 0.7175226586102719   precision 0.6574737762237762   recall 0.6780578206078577
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deviation 5/5   epoch 5/120   F1 0.680069893591315   accuracy 0.7288519637462235   precision 0.673663101604278   recall 0.6923244471398188
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deviation 5/5   epoch 6/120   F1 0.6901158692395807   accuracy 0.743202416918429   precision 0.680985191279309   recall 0.7120565837671101
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deviation 5/5   epoch 7/120   F1 0.6996707812161633   accuracy 0.75   precision 0.690356334841629   recall 0.7204624766260526
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deviation 5/5   epoch 8/120   F1 0.7099906489219467   accuracy 0.7530211480362538   precision 0.7028923282599753   recall 0.7221137067267098
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deviation 5/5   epoch 9/120   F1 0.7066178967617793   accuracy 0.7564199395770392   precision 0.696590909090909   recall 0.7292202969647781
deviation 5/5   epoch 10/120   F1 0.7199022693460178   accuracy 0.7617069486404834   precision 0.7122506170300289   recall 0.732926463690323
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deviation 5/5   epoch 11/120   F1 0.7103900669567667   accuracy 0.7639728096676737   precision 0.6982517482517483   recall 0.7428818119754227
deviation 5/5   epoch 12/120   F1 0.7087649115162767   accuracy 0.7632175226586103   precision 0.6965446318387495   recall 0.7423890771456314
deviation 5/5   epoch 13/120   F1 0.7146741393002451   accuracy 0.7673716012084593   precision 0.7022238790621144   recall 0.7474774647222615
deviation 5/5   epoch 14/120   F1 0.7174237367576379   accuracy 0.7688821752265861   precision 0.7050673591114768   recall 0.7487967685085544
deviation 5/5   epoch 15/120   F1 0.7135006932996222   accuracy 0.770392749244713   precision 0.6996349238996298   recall 0.7564229575325276
deviation 5/5   epoch 16/120   F1 0.7196313330733692   accuracy 0.7677492447129909   precision 0.7084995886466474   recall 0.7445349537565762
deviation 5/5   epoch 17/120   F1 0.7173851185274075   accuracy 0.7737915407854985   precision 0.7030363019333608   recall 0.7617480973273509
deviation 5/5   epoch 18/120   F1 0.7228526256180137   accuracy 0.7719033232628398   precision 0.7107543192102016   recall 0.7514424005962843
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deviation 5/5   epoch 19/120   F1 0.7270934982315217   accuracy 0.7726586102719033   precision 0.7161713286713287   recall 0.7498848381641865
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deviation 5/5   epoch 20/120   F1 0.7264530726457761   accuracy 0.7753021148036254   precision 0.713870320855615   recall 0.7564826326876843
deviation 5/5   epoch 21/120   F1 0.7290823003164482   accuracy 0.7726586102719033   precision 0.7190250925545043   recall 0.7485449129573496
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deviation 5/5   epoch 22/120   F1 0.7251802360228905   accuracy 0.773036253776435   precision 0.7133149938296998   recall 0.7521809498843134
deviation 5/5   epoch 23/120   F1 0.7339931002296253   accuracy 0.7760574018126888   precision 0.7241387289181407   recall 0.7523155065317507
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deviation 5/5   epoch 24/120   F1 0.7294603448745007   accuracy 0.774546827794562   precision 0.7184414849856027   recall 0.752270066886529
deviation 5/5   epoch 25/120   F1 0.7342906435040056   accuracy 0.777190332326284   precision 0.7238456396544632   recall 0.7544747240927796
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deviation 5/5   epoch 26/120   F1 0.7372757003875156   accuracy 0.7775679758308157   precision 0.7281237145207733   recall 0.7532770723749702
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deviation 5/5   epoch 27/120   F1 0.7387168172994921   accuracy 0.7820996978851964   precision 0.7272367338543809   recall 0.7619327564861964
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deviation 5/5   epoch 28/120   F1 0.7378934822361547   accuracy 0.7802114803625377   precision 0.7272495886466475   recall 0.7583444397680509
deviation 5/5   epoch 29/120   F1 0.7386863594871753   accuracy 0.7824773413897281   precision 0.7269487865076101   recall 0.7628422720072414
deviation 5/5   epoch 30/120   F1 0.7292583627438299   accuracy 0.7805891238670695   precision 0.7149758329905389   recall 0.7675112673409075
deviation 5/5   epoch 31/120   F1 0.7408057646850561   accuracy 0.7870090634441088   precision 0.7272033113944878   recall 0.7721891121891122
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deviation 5/5   epoch 32/120   F1 0.7410474241564335   accuracy 0.7866314199395771   precision 0.7277766351295762   recall 0.7709177600572439
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deviation 5/5   epoch 33/120   F1 0.7452070935889619   accuracy 0.7881419939577039   precision 0.7329031262854793   recall 0.7705133976396146
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deviation 5/5   epoch 34/120   F1 0.7394815244862698   accuracy 0.7862537764350453   precision 0.7257815713698066   recall 0.7716169279636772
deviation 5/5   epoch 35/120   F1 0.7458041219377161   accuracy 0.7873867069486404   precision 0.7343351501439737   recall 0.7681095740917911
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deviation 5/5   epoch 36/120   F1 0.7451851037213203   accuracy 0.7885196374622356   precision 0.7326151789387083   recall 0.7714872114934528
deviation 5/5   epoch 37/120   F1 0.7366974866883835   accuracy 0.7854984894259819   precision 0.7223621966269025   recall 0.7727186731411995
deviation 5/5   epoch 38/120   F1 0.7448856601700544   accuracy 0.7870090634441088   precision 0.7331962155491567   recall 0.7680473302835797
deviation 5/5   epoch 39/120   F1 0.74435396079175   accuracy 0.7892749244712991   precision 0.7308977786918963   recall 0.7743504757831712
deviation 5/5   epoch 40/120   F1 0.7406348377163439   accuracy 0.7847432024169184   precision 0.728360242698478   recall 0.7665212381626798
deviation 5/5   epoch 41/120   F1 0.7431637644228597   accuracy 0.7892749244712991   precision 0.729185520361991   recall 0.7757119041948763
deviation 5/5   epoch 42/120   F1 0.7476012384580353   accuracy 0.7926737160120846   precision 0.7334430275606746   recall 0.7799550776929296
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deviation 5/5   epoch 43/120   F1 0.746162873205611   accuracy 0.7877643504531722   precision 0.7346179555738379   recall 0.7686811051441492
deviation 5/5   epoch 44/120   F1 0.7471028429337742   accuracy 0.7915407854984894   precision 0.7334507404360345   recall 0.7773838798857509
deviation 5/5   epoch 45/120   F1 0.7481626574286917   accuracy 0.7870090634441088   precision 0.7383329905388729   recall 0.7652873168498169
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deviation 5/5   epoch 46/120   F1 0.7495900045563477   accuracy 0.7881419939577039   precision 0.7397521596051008   recall 0.7666397893850463
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deviation 5/5   epoch 47/120   F1 0.7465419118028336   accuracy 0.7873867069486404   precision 0.7354766556972439   recall 0.7674550943010553
deviation 5/5   epoch 48/120   F1 0.7487024583719466   accuracy 0.7877643504531722   precision 0.7386132250102838   recall 0.7665114115390359
deviation 5/5   epoch 49/120   F1 0.7484139095090221   accuracy 0.7843655589123867   precision 0.7409193747429041   recall 0.759807988621548
deviation 5/5   epoch 50/120   F1 0.7460049153761121   accuracy 0.783987915407855   precision 0.7372120526532291   recall 0.7605324387819644
deviation 5/5   epoch 51/120   F1 0.7496014127033345   accuracy 0.7888972809667674   precision 0.739176264911559   recall 0.7683007546769858
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deviation 5/5   epoch 52/120   F1 0.7497551657339647   accuracy 0.7877643504531722   precision 0.7403254833401892   recall 0.7657045888666545
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deviation 5/5   epoch 53/120   F1 0.7525983850792236   accuracy 0.7900302114803626   precision 0.743163821472645   recall 0.7683948410164729
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deviation 5/5   epoch 54/120   F1 0.7483227877859724   accuracy 0.7862537764350453   precision 0.7391942616207322   recall 0.7635758399909344
deviation 5/5   epoch 55/120   F1 0.7605632320872888   accuracy 0.7922960725075529   precision 0.7551342040312629   recall 0.7677420921423252
update
deviation 5/5   epoch 56/120   F1 0.7600453022168676   accuracy 0.7877643504531722   precision 0.7591603249691485   recall 0.7609718842230622
deviation 5/5   epoch 57/120   F1 0.7486520634261762   accuracy 0.7813444108761329   precision 0.7440790826820238   recall 0.7545475264016945
deviation 5/5   epoch 58/120   F1 0.7588437237695412   accuracy 0.7873867069486404   precision 0.7571652612093789   recall 0.7606758673439804
deviation 5/5   epoch 59/120   F1 0.7534743202416918   accuracy 0.7881419939577039   precision 0.7463158165364048   recall 0.7640084046638995
deviation 5/5   epoch 60/120   F1 0.7615926277209195   accuracy 0.7873867069486404   precision 0.7628727889757302   recall 0.7603946017150893
update
deviation 5/5   epoch 61/120   F1 0.7661656728567388   accuracy 0.7956948640483383   precision 0.7622454751131222   recall 0.7709302395072402
update
deviation 5/5   epoch 62/120   F1 0.7593897610221125   accuracy 0.7866314199395771   precision 0.7591680378445085   recall 0.759614065969725
deviation 5/5   epoch 63/120   F1 0.7611025798525799   accuracy 0.7870090634441088   precision 0.7623046071575483   recall 0.7599732958251794
deviation 5/5   epoch 64/120   F1 0.7632127910103675   accuracy 0.7930513595166163   precision 0.7594097079391198   recall 0.7678239634761375
deviation 5/5   epoch 65/120   F1 0.7551940312678809   accuracy 0.7764350453172205   precision 0.7635180995475113   recall 0.7499829276620653
deviation 5/5   epoch 66/120   F1 0.7609560291288617   accuracy 0.7881419939577039   precision 0.760584635952283   recall 0.7613346225122875
deviation 5/5   epoch 67/120   F1 0.7626643158449354   accuracy 0.7885196374622356   precision 0.7637212052653229   recall 0.7616633377463848
deviation 5/5   epoch 68/120   F1 0.7562341406374404   accuracy 0.7805891238670695   precision 0.7600653023447141   recall 0.7531205290870908
deviation 5/5   epoch 69/120   F1 0.7562616714336317   accuracy 0.7836102719033232   precision 0.7563348416289593   recall 0.7561887858307847
deviation 5/5   epoch 70/120   F1 0.7548495148593299   accuracy 0.7828549848942599   precision 0.754342348827643   recall 0.755370666150396
deviation 5/5   epoch 71/120   F1 0.7551881999863903   accuracy 0.7768126888217523   precision 0.7629447758124228   recall 0.7501640344713931
deviation 5/5   epoch 72/120   F1 0.7528771204732378   accuracy 0.7760574018126888   precision 0.758669271904566   recall 0.7486876555271098
deviation 5/5   epoch 73/120   F1 0.7527175961487615   accuracy 0.7805891238670695   precision 0.7526455162484574   recall 0.7527899592977527
deviation 5/5   epoch 74/120   F1 0.7544254637338117   accuracy 0.7790785498489426   precision 0.7580779514603044   recall 0.7514341391814777
deviation 5/5   epoch 75/120   F1 0.7527418280553368   accuracy 0.7787009063444109   precision 0.7549413821472645   recall 0.7507922457289546
deviation 5/5   epoch 76/120   F1 0.7480903595291123   accuracy 0.7741691842900302   precision 0.7506915878239407   recall 0.7458449731234305
deviation 5/5   epoch 77/120   F1 0.7512101870531586   accuracy 0.774546827794562   precision 0.7569672974084739   recall 0.7470513573921066
deviation 5/5   epoch 78/120   F1 0.7519234800838575   accuracy 0.783987915407855   precision 0.7474856026326615   recall 0.7575723520849388
deviation 5/5   epoch 79/120   F1 0.7502317481179055   accuracy 0.7719033232628398   precision 0.7584121760592348   recall 0.7451392614994391
deviation 5/5   epoch 80/120   F1 0.7439065256601058   accuracy 0.7628398791540786   precision 0.756761620732209   recall 0.7382395038167939
deviation 5/5   epoch 81/120   F1 0.7496156158523964   accuracy 0.7681268882175226   precision 0.7627185314685314   recall 0.7437666984732825
deviation 5/5   epoch 82/120   F1 0.741597278588952   accuracy 0.7575528700906344   precision 0.759651378033731   recall 0.7366335125762955
deviation 5/5   epoch 83/120   F1 0.7464014599649931   accuracy 0.7692598187311178   precision 0.753293397778692   recall 0.7418027028270774
deviation 5/5   epoch 84/120   F1 0.7534257985029197   accuracy 0.774546827794562   precision 0.76210407239819   recall 0.7481369587109769
deviation 5/5   epoch 85/120   F1 0.7517306549996391   accuracy 0.770392749244713   precision 0.7644153640477169   recall 0.7458319688882621
deviation 5/5   epoch 86/120   F1 0.75664716226049   accuracy 0.7802114803625377   precision 0.7614947552447553   recall 0.7529218389432641
deviation 5/5   epoch 87/120   F1 0.7528196119615009   accuracy 0.7768126888217523   precision 0.7575226244343891   recall 0.7491978243765607
deviation 5/5   epoch 88/120   F1 0.7505695531758891   accuracy 0.774546827794562   precision 0.7555404154668861   recall 0.7468142536193692
deviation 5/5   epoch 89/120   F1 0.7550232826562935   accuracy 0.7779456193353474   precision 0.76093942821884   recall 0.7507566305542859
deviation 5/5   epoch 90/120   F1 0.7572903934814156   accuracy 0.7768126888217523   precision 0.768081550802139   recall 0.7514530721450847
deviation 5/5   epoch 91/120   F1 0.754372735525012   accuracy 0.7722809667673716   precision 0.7681124023035788   recall 0.748366363308892
deviation 5/5   epoch 92/120   F1 0.7581433968530742   accuracy 0.779833836858006   precision 0.7654925956396545   recall 0.7532309531472712
deviation 5/5   epoch 93/120   F1 0.7576735989713002   accuracy 0.7790785498489426   precision 0.765497737556561   recall 0.7525929064951535
deviation 5/5   epoch 94/120   F1 0.7494287832340946   accuracy 0.7700151057401813   precision 0.7592811600164542   recall 0.7439303135719948
deviation 5/5   epoch 95/120   F1 0.7497264630455731   accuracy 0.7681268882175226   precision 0.763003907856849   recall 0.7438715060492282
deviation 5/5   epoch 96/120   F1 0.748476164219803   accuracy 0.7677492447129909   precision 0.7604380913204443   recall 0.7427139395790843
deviation 5/5   epoch 97/120   F1 0.7533782674830515   accuracy 0.7760574018126888   precision 0.7598107774578362   recall 0.7488918443810245
deviation 5/5   epoch 98/120   F1 0.7436367725139981   accuracy 0.7601963746223565   precision 0.7604895104895104   recall 0.7383249977213053
deviation 5/5   epoch 99/120   F1 0.7482534287299826   accuracy 0.7681268882175226   precision 0.7592940148087206   recall 0.7425891895012315
deviation 5/5   epoch 100/120   F1 0.7450599098015598   accuracy 0.763595166163142   precision 0.7584687371452077   recall 0.7393558386644414
deviation 5/5   epoch 101/120   F1 0.7459868156199678   accuracy 0.7696374622356495   precision 0.7518639448786508   recall 0.7418172393364929
deviation 5/5   epoch 102/120   F1 0.7369771337027435   accuracy 0.7530211480362538   precision 0.7551162073220896   recall 0.7322696322026876
deviation 5/5   epoch 103/120   F1 0.7456624977124788   accuracy 0.7647280966767371   precision 0.7581756478815302   recall 0.7399500601846458
deviation 5/5   epoch 104/120   F1 0.727058222711655   accuracy 0.7420694864048338   precision 0.7474856026326615   recall 0.7236509574843158
deviation 5/5   epoch 105/120   F1 0.7425031326701181   accuracy 0.7613293051359517   precision 0.755630399012752   recall 0.7368802233721186
deviation 5/5   epoch 106/120   F1 0.7520436537631983   accuracy 0.7753021148036254   precision 0.75781828465652   recall 0.7478695064596083
deviation 5/5   epoch 107/120   F1 0.7521698252595264   accuracy 0.7768126888217523   precision 0.7560957424928013   recall 0.7490127148700546
deviation 5/5   epoch 108/120   F1 0.7511682496885788   accuracy 0.773036253776435   precision 0.7589752159605101   recall 0.7461814815833128
deviation 5/5   epoch 109/120   F1 0.7477760823563908   accuracy 0.7688821752265861   precision 0.7570058617852735   recall 0.7424434242086908
deviation 5/5   epoch 110/120   F1 0.74928238635831   accuracy 0.7711480362537765   precision 0.7572758124228713   recall 0.7442620269818372
deviation 5/5   epoch 111/120   F1 0.7425108722316434   accuracy 0.7594410876132931   precision 0.7587823940765117   recall 0.7371513843902904
deviation 5/5   epoch 112/120   F1 0.7475495794989894   accuracy 0.7673716012084593   precision 0.7587284039489921   recall 0.7418860550471946
deviation 5/5   epoch 113/120   F1 0.7463579015045922   accuracy 0.7677492447129909   precision 0.7553013163307281   recall 0.74111922717138
deviation 5/5   epoch 114/120   F1 0.7343945694782557   accuracy 0.7484894259818731   precision 0.7562885643767996   recall 0.7310996742822038
deviation 5/5   epoch 115/120   F1 0.7473063952267421   accuracy 0.7666163141993958   precision 0.759304298642534   recall 0.7415738141544593
deviation 5/5   epoch 116/120   F1 0.7403549770362909   accuracy 0.7556646525679759   precision 0.7596642328259975   recall 0.735789596556504
deviation 5/5   epoch 117/120   F1 0.7390030300813121   accuracy 0.7537764350453172   precision 0.7593917112299465   recall 0.7348560853827442
deviation 5/5   epoch 118/120   F1 0.7425159793079307   accuracy 0.7620845921450151   precision 0.7544837515425751   recall 0.7369200205842579
deviation 5/5   epoch 119/120   F1 0.7455639734606485   accuracy 0.7628398791540786   precision 0.7610422665569725   recall 0.7399702208619406
deviation 5/5   epoch 120/120   F1 0.746851601878278   accuracy 0.7700151057401813   precision 0.7532882558617853   recall 0.742429685880333

