deviation 1/5   epoch 1/120   F1 0.4536121527577305   accuracy 0.6801359516616314   precision 0.5230306458247634   recall 0.7200239476835222
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deviation 1/5   epoch 2/120   F1 0.5861108092021841   accuracy 0.7148791540785498   precision 0.5947089675030851   recall 0.7148342219636763
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deviation 1/5   epoch 3/120   F1 0.6359988839665462   accuracy 0.7330060422960725   precision 0.630828362813657   recall 0.7259016455301444
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deviation 1/5   epoch 4/120   F1 0.6823004993404937   accuracy 0.7537764350453172   precision 0.6700689016865488   recall 0.7419461025280899
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deviation 1/5   epoch 5/120   F1 0.7008553445586099   accuracy 0.7620845921450151   precision 0.6877056766762649   recall 0.7465596136636105
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deviation 1/5   epoch 6/120   F1 0.7091487840343451   accuracy 0.7719033232628398   precision 0.6942024886877829   recall 0.7661674800472171
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deviation 1/5   epoch 7/120   F1 0.7146090424098722   accuracy 0.7734138972809668   precision 0.6998997326203208   recall 0.763924671507079
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deviation 1/5   epoch 8/120   F1 0.7136589360963469   accuracy 0.7775679758308157   precision 0.697588440970794   recall 0.7790310122199057
deviation 1/5   epoch 9/120   F1 0.7245907826650111   accuracy 0.7802114803625377   precision 0.7092708761826408   recall 0.7721294485398592
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deviation 1/5   epoch 10/120   F1 0.7299109371737222   accuracy 0.7843655589123867   precision 0.7140939942410531   recall 0.7780547785343473
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deviation 1/5   epoch 11/120   F1 0.7304983787335553   accuracy 0.7847432024169184   precision 0.7146621760592349   recall 0.7784466084172614
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deviation 1/5   epoch 12/120   F1 0.7354807287115361   accuracy 0.7873867069486404   precision 0.7197809543397778   recall 0.7799297605062483
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deviation 1/5   epoch 13/120   F1 0.7315004185328051   accuracy 0.7870090634441088   precision 0.7149321266968326   recall 0.7845047031758348
deviation 1/5   epoch 14/120   F1 0.7288947848798328   accuracy 0.7870090634441088   precision 0.7117929864253394   recall 0.7886814338228852
deviation 1/5   epoch 15/120   F1 0.735497115426614   accuracy 0.7892749244712991   precision 0.7189119703825586   recall 0.7860973257755721
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deviation 1/5   epoch 16/120   F1 0.7305482923573896   accuracy 0.7862537764350453   precision 0.7140811394487865   recall 0.7833782551285716
deviation 1/5   epoch 17/120   F1 0.7350388113550428   accuracy 0.7873867069486404   precision 0.7192102015631427   recall 0.7805458970935776
deviation 1/5   epoch 18/120   F1 0.7343196811949825   accuracy 0.7866314199395771   precision 0.7186445907034142   recall 0.7791496904272474
deviation 1/5   epoch 19/120   F1 0.7355600883902771   accuracy 0.7870090634441088   precision 0.7200689016865487   recall 0.7786393229166666
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deviation 1/5   epoch 20/120   F1 0.7360603867818782   accuracy 0.7877643504531722   precision 0.7203491361579597   recall 0.78031908630637
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deviation 1/5   epoch 21/120   F1 0.7362006038059914   accuracy 0.7881419939577039   precision 0.7203465651995065   recall 0.7813226490729229
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deviation 1/5   epoch 22/120   F1 0.7394561596748468   accuracy 0.7904078549848943   precision 0.7234702797202797   recall 0.7839518574507512
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deviation 1/5   epoch 23/120   F1 0.734514952908216   accuracy 0.7904078549848943   precision 0.7171919991772933   recall 0.7916752622924641
deviation 1/5   epoch 24/120   F1 0.7388782474212177   accuracy 0.7900302114803626   precision 0.7229020979020979   recall 0.7835668589819067
deviation 1/5   epoch 25/120   F1 0.7363403280810495   accuracy 0.7885196374622356   precision 0.7203439942410531   recall 0.7823376323895176
deviation 1/5   epoch 26/120   F1 0.7391653885216118   accuracy 0.7896525679758308   precision 0.7234754216371864   recall 0.7819577742907304
deviation 1/5   epoch 27/120   F1 0.7418864479033641   accuracy 0.7911631419939577   precision 0.7263189016865488   recall 0.7829134015797758
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deviation 1/5   epoch 28/120   F1 0.7325808655359849   accuracy 0.7881419939577039   precision 0.7157805429864253   recall 0.7867423922132342
deviation 1/5   epoch 29/120   F1 0.7396008398140594   accuracy 0.790785498489426   precision 0.7234677087618264   recall 0.7849658545861078
deviation 1/5   epoch 30/120   F1 0.742272849840524   accuracy 0.7926737160120846   precision 0.7260232414644179   recall 0.7871957708255237
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deviation 1/5   epoch 31/120   F1 0.7379389605414379   accuracy 0.7892749244712991   precision 0.7220511106540519   recall 0.7824842680900611
deviation 1/5   epoch 32/120   F1 0.738365215199257   accuracy 0.7904078549848943   precision 0.722043397778692   recall 0.7855529848975911
deviation 1/5   epoch 33/120   F1 0.7416755356635993   accuracy 0.7911631419939577   precision 0.7260335252982312   recall 0.7832065365761735
deviation 1/5   epoch 34/120   F1 0.7418996276718703   accuracy 0.7896525679758308   precision 0.7271853146853147   recall 0.7783288489083438
deviation 1/5   epoch 35/120   F1 0.7402487393053431   accuracy 0.790785498489426   precision 0.7243238379267791   recall 0.7840266927083333
deviation 1/5   epoch 36/120   F1 0.7383916222090495   accuracy 0.7922960725075529   precision 0.7211744138214726   recall 0.7920133196199631
deviation 1/5   epoch 37/120   F1 0.7458091127416996   accuracy 0.7926737160120846   precision 0.7308746400658166   recall 0.7822317747639518
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deviation 1/5   epoch 38/120   F1 0.741696108060557   accuracy 0.7922960725075529   precision 0.7254550596462361   recall 0.7868146316574434
deviation 1/5   epoch 39/120   F1 0.7412631920035483   accuracy 0.793429003021148   precision 0.724305841217606   recall 0.7913174245023378
deviation 1/5   epoch 40/120   F1 0.7410430071174663   accuracy 0.793429003021148   precision 0.7240204648292884   recall 0.7916733265437456
deviation 1/5   epoch 41/120   F1 0.7409029103335139   accuracy 0.7919184290030211   precision 0.7246015014397367   recall 0.786755045687112
deviation 1/5   epoch 42/120   F1 0.7454647627860205   accuracy 0.7938066465256798   precision 0.7297254216371863   recall 0.7861901421758446
deviation 1/5   epoch 43/120   F1 0.7428490215495152   accuracy 0.7930513595166163   precision 0.7265914232825998   recall 0.7875764744269517
deviation 1/5   epoch 44/120   F1 0.7434246245090865   accuracy 0.793429003021148   precision 0.7271596051007816   recall 0.7879567458697634
deviation 1/5   epoch 45/120   F1 0.7451272919774772   accuracy 0.7915407854984894   precision 0.7305969765528588   recall 0.7797704268625525
deviation 1/5   epoch 46/120   F1 0.7427609570338028   accuracy 0.7922960725075529   precision 0.726881941587824   recall 0.7852571251248534
deviation 1/5   epoch 47/120   F1 0.743042169447165   accuracy 0.7885196374622356   precision 0.7294760386672152   recall 0.7737785221106745
deviation 1/5   epoch 48/120   F1 0.7425494183497707   accuracy 0.7922960725075529   precision 0.7265965651995063   recall 0.785562006713236
deviation 1/5   epoch 49/120   F1 0.7430310702580023   accuracy 0.7904078549848943   precision 0.7283216783216784   recall 0.7791109169523394
deviation 1/5   epoch 50/120   F1 0.7481445129236499   accuracy 0.7896525679758308   precision 0.7363173591114768   recall 0.7713817015607297
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deviation 1/5   epoch 51/120   F1 0.7436535251400151   accuracy 0.7919184290030211   precision 0.7283113944878651   recall 0.7828263204535846
deviation 1/5   epoch 52/120   F1 0.7433637909760896   accuracy 0.7892749244712991   precision 0.7294708967503085   recall 0.7754783950617283
deviation 1/5   epoch 53/120   F1 0.7400055564292616   accuracy 0.7828549848942599   precision 0.728658473879062   recall 0.7625864047858932
deviation 1/5   epoch 54/120   F1 0.7458770725369476   accuracy 0.7938066465256798   precision 0.7302961744138214   recall 0.7856058794458527
deviation 1/5   epoch 55/120   F1 0.7410245430101705   accuracy 0.7885196374622356   precision 0.7266222747840394   recall 0.7761333128667154
deviation 1/5   epoch 56/120   F1 0.7406477288821237   accuracy 0.7866314199395771   precision 0.7272058823529413   recall 0.7713491231908255
deviation 1/5   epoch 57/120   F1 0.7379984436880247   accuracy 0.7851208459214502   precision 0.7243624023035788   recall 0.7701931598725942
deviation 1/5   epoch 58/120   F1 0.7352909937209084   accuracy 0.7824773413897281   precision 0.7220973879062114   recall 0.7660722260722261
deviation 1/5   epoch 59/120   F1 0.7401992301333489   accuracy 0.7870090634441088   precision 0.7263471822295351   recall 0.7728704082518194
deviation 1/5   epoch 60/120   F1 0.7365894131108441   accuracy 0.7760574018126888   precision 0.7281339983545866   recall 0.7507674427641363
deviation 1/5   epoch 61/120   F1 0.7371533107776715   accuracy 0.7820996978851964   precision 0.7249537227478404   recall 0.7633152143246751
deviation 1/5   epoch 62/120   F1 0.7438490686876233   accuracy 0.7809667673716012   precision 0.7360911147675854   recall 0.7559935325602141
deviation 1/5   epoch 63/120   F1 0.7432824519695636   accuracy 0.7851208459214502   precision 0.7320675647881529   recall 0.7650271479229656
deviation 1/5   epoch 64/120   F1 0.7341818130223188   accuracy 0.7862537764350453   precision 0.7186471616618675   recall 0.7781539045226789
deviation 1/5   epoch 65/120   F1 0.7416831235575435   accuracy 0.7832326283987915   precision 0.7309389140271493   recall 0.762064458532572
deviation 1/5   epoch 66/120   F1 0.7339518437008574   accuracy 0.7787009063444109   precision 0.7224084738790622   recall 0.7580764491964571
deviation 1/5   epoch 67/120   F1 0.7402867965367965   accuracy 0.7809667673716012   precision 0.7303835870012341   recall 0.7582123098201936
deviation 1/5   epoch 68/120   F1 0.739756977943806   accuracy 0.7836102719033232   precision 0.7277972027972028   recall 0.7645829460697694
deviation 1/5   epoch 69/120   F1 0.7386309220157575   accuracy 0.7711480362537765   precision 0.7355872069107363   recall 0.7422776222241612
deviation 1/5   epoch 70/120   F1 0.7452278579137721   accuracy 0.7813444108761329   precision 0.738086178527355   recall 0.7559649301013636
deviation 1/5   epoch 71/120   F1 0.7438690476190476   accuracy 0.783987915407855   precision 0.7337875359934183   recall 0.7620274319963116
deviation 1/5   epoch 72/120   F1 0.7345545735593642   accuracy 0.7685045317220544   precision 0.730753805018511   recall 0.7393492656838451
deviation 1/5   epoch 73/120   F1 0.7369595464433552   accuracy 0.7749244712990937   precision 0.7295685931715343   recall 0.7485311022230388
deviation 1/5   epoch 74/120   F1 0.7416981994705374   accuracy 0.7828549848942599   precision 0.7312268613739201   recall 0.7612185386800967
deviation 1/5   epoch 75/120   F1 0.738647340373574   accuracy 0.7802114803625377   precision 0.7283910941999177   recall 0.7577856579069551
deviation 1/5   epoch 76/120   F1 0.7364079450410639   accuracy 0.7760574018126888   precision 0.727848621966269   recall 0.7508663656236311
deviation 1/5   epoch 77/120   F1 0.7486972772998641   accuracy 0.7873867069486404   precision 0.7389011723570547   recall 0.7656933659577784
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deviation 1/5   epoch 78/120   F1 0.7378006866475839   accuracy 0.7783232628398792   precision 0.7284039489921843   recall 0.7544525253711423
deviation 1/5   epoch 79/120   F1 0.7248041395950523   accuracy 0.783987915407855   precision 0.7081036610448375   recall 0.7844331998032188
deviation 1/5   epoch 80/120   F1 0.720798321588036   accuracy 0.7779456193353474   precision 0.7055764088852323   recall 0.7700336018101075
deviation 1/5   epoch 81/120   F1 0.73567600605924   accuracy 0.7760574018126888   precision 0.7267071164129988   recall 0.7512796583303354
deviation 1/5   epoch 82/120   F1 0.7286898175285097   accuracy 0.7726586102719033   precision 0.7184543397778691   recall 0.7487972991570113
deviation 1/5   epoch 83/120   F1 0.7289023360540388   accuracy 0.7802114803625377   precision 0.7146930275606747   recall 0.7668569127722671
deviation 1/5   epoch 84/120   F1 0.7306369341253062   accuracy 0.7802114803625377   precision 0.7169760386672152   recall 0.7649531595338557
deviation 1/5   epoch 85/120   F1 0.721268164753642   accuracy 0.7787009063444109   precision 0.7058566433566433   recall 0.7717894929786866
deviation 1/5   epoch 86/120   F1 0.7272783011556413   accuracy 0.7741691842900302   precision 0.7155902920608803   recall 0.7531005236708268
deviation 1/5   epoch 87/120   F1 0.7356778131838599   accuracy 0.7790785498489426   precision 0.7246889140271493   recall 0.7575487996699415
deviation 1/5   epoch 88/120   F1 0.732647331369376   accuracy 0.7794561933534743   precision 0.7201203208556151   recall 0.761014572282178
deviation 1/5   epoch 89/120   F1 0.7283641382673476   accuracy 0.7775679758308157   precision 0.715281777046483   recall 0.7603555263286764
deviation 1/5   epoch 90/120   F1 0.7072089274182682   accuracy 0.7753021148036254   precision 0.6913255861785274   recall 0.7810647283934181
deviation 1/5   epoch 91/120   F1 0.7143686160795091   accuracy 0.7783232628398792   precision 0.6981540518305225   recall 0.7806530753439933
deviation 1/5   epoch 92/120   F1 0.7245968847683872   accuracy 0.7817220543806647   precision 0.7086898395721926   recall 0.7769590866751057
deviation 1/5   epoch 93/120   F1 0.7367599491532292   accuracy 0.773036253776435   precision 0.7307229535170712   recall 0.7454557576130547
deviation 1/5   epoch 94/120   F1 0.7395968886984963   accuracy 0.7794561933534743   precision 0.7303938708350473   recall 0.7555814139201661
deviation 1/5   epoch 95/120   F1 0.7290323596319299   accuracy 0.7643504531722054   precision 0.7247891814068285   recall 0.7345911544694506
deviation 1/5   epoch 96/120   F1 0.7332455175020287   accuracy 0.7809667673716012   precision 0.7201100370218018   recall 0.7642407407407408
deviation 1/5   epoch 97/120   F1 0.737465032485175   accuracy 0.7737915407854985   precision 0.7312885643767997   recall 0.7464214422428346
deviation 1/5   epoch 98/120   F1 0.7316971573318323   accuracy 0.7824773413897281   precision 0.7172459893048129   recall 0.7700301666837099
deviation 1/5   epoch 99/120   F1 0.7385800827743121   accuracy 0.7813444108761329   precision 0.727527252159605   recall 0.7603204625226221
deviation 1/5   epoch 100/120   F1 0.7282225988983614   accuracy 0.777190332326284   precision 0.7152843480049362   recall 0.7595337275759041
deviation 1/5   epoch 101/120   F1 0.7280961737896403   accuracy 0.7726586102719033   precision 0.7175982106129165   recall 0.7491903382325231
deviation 1/5   epoch 102/120   F1 0.7178166997472458   accuracy 0.7760574018126888   precision 0.7027354997943233   recall 0.7680137140526555
deviation 1/5   epoch 103/120   F1 0.7249150681399376   accuracy 0.7790785498489426   precision 0.7101347182229535   recall 0.7682848971988692
deviation 1/5   epoch 104/120   F1 0.7302088639836983   accuracy 0.7790785498489426   precision 0.7169837515425751   recall 0.7624138448348099
deviation 1/5   epoch 105/120   F1 0.7364744580649765   accuracy 0.770392749244713   precision 0.7324532085561497   recall 0.7415995297072695
deviation 1/5   epoch 106/120   F1 0.737638749397487   accuracy 0.7707703927492447   precision 0.7341628959276019   recall 0.7419176515820067
deviation 1/5   epoch 107/120   F1 0.7349754121533919   accuracy 0.7802114803625377   precision 0.722968942821884   recall 0.7607367588742675
deviation 1/5   epoch 108/120   F1 0.7358089826839826   accuracy 0.777190332326284   precision 0.7261286507610036   recall 0.7534434071000461
deviation 1/5   epoch 109/120   F1 0.7288449097253211   accuracy 0.773036253776435   precision 0.7184517688194159   recall 0.7494775575457426
deviation 1/5   epoch 110/120   F1 0.7270896951228069   accuracy 0.7586858006042296   precision 0.726254627725216   recall 0.727970885814444
deviation 1/5   epoch 111/120   F1 0.7371239683612909   accuracy 0.7764350453172205   precision 0.7287021801727684   recall 0.7511859582542695
deviation 1/5   epoch 112/120   F1 0.7330198400135508   accuracy 0.7734138972809668   precision 0.7244421020156314   recall 0.7477305296613176
deviation 1/5   epoch 113/120   F1 0.7332043686777092   accuracy 0.7734138972809668   precision 0.724727478403949   recall 0.7476344268797099
deviation 1/5   epoch 114/120   F1 0.732377190682842   accuracy 0.7768126888217523   precision 0.7212798231180584   recall 0.7550663048221486
deviation 1/5   epoch 115/120   F1 0.7279379657687115   accuracy 0.7764350453172205   precision 0.7152894899218429   recall 0.757916377916378
deviation 1/5   epoch 116/120   F1 0.7267702104451137   accuracy 0.7779456193353474   precision 0.7129961949814891   recall 0.7629704516526316
deviation 1/5   epoch 117/120   F1 0.7268213416149731   accuracy 0.7813444108761329   precision 0.7115461744138214   recall 0.7727187607459056
deviation 1/5   epoch 118/120   F1 0.7295911802609731   accuracy 0.7734138972809668   precision 0.7193053270259153   recall 0.7497664871765591
deviation 1/5   epoch 119/120   F1 0.729442843283941   accuracy 0.7817220543806647   precision 0.7146827437268614   recall 0.7705479452054795
deviation 1/5   epoch 120/120   F1 0.7117799522395014   accuracy 0.7741691842900302   precision 0.6964700740436035   recall 0.7700241689280869

deviation 2/5   epoch 1/120   F1 0.49912281927980323   accuracy 0.6729607250755287   precision 0.5356360551213493   recall 0.6092449558638083
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deviation 2/5   epoch 2/120   F1 0.5272429605742193   accuracy 0.6869335347432024   precision 0.554375771287536   recall 0.6527210890493924
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deviation 2/5   epoch 3/120   F1 0.6013591077618018   accuracy 0.7137462235649547   precision 0.6035633484162897   recall 0.6947090867785173
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deviation 2/5   epoch 4/120   F1 0.6435063017817636   accuracy 0.7360271903323263   precision 0.6368006993006993   recall 0.7278920414454291
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deviation 2/5   epoch 5/120   F1 0.6753273030613149   accuracy 0.7549093655589124   precision 0.6634975318798848   recall 0.7540490388869525
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deviation 2/5   epoch 6/120   F1 0.7104586955333224   accuracy 0.7673716012084593   precision 0.6970871040723982   recall 0.7513253272746944
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deviation 2/5   epoch 7/120   F1 0.7106288306696089   accuracy 0.7726586102719033   precision 0.695624228712464   recall 0.7666428373685445
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deviation 2/5   epoch 8/120   F1 0.7135681700606687   accuracy 0.7741691842900302   precision 0.6984677087618264   recall 0.7676003119854407
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deviation 2/5   epoch 9/120   F1 0.7200749044278182   accuracy 0.7779456193353474   precision 0.7047202797202797   recall 0.7709873266086766
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deviation 2/5   epoch 10/120   F1 0.726002567566314   accuracy 0.7809667673716012   precision 0.710692616207322   recall 0.7726220297202623
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deviation 2/5   epoch 11/120   F1 0.717754598626877   accuracy 0.7775679758308157   precision 0.702154463183875   recall 0.772937672636202
deviation 2/5   epoch 12/120   F1 0.7268406126266509   accuracy 0.7820996978851964   precision 0.7112556561085973   recall 0.7750536207276018
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deviation 2/5   epoch 13/120   F1 0.7226909808567499   accuracy 0.7802114803625377   precision 0.7069878650761003   recall 0.774700340859074
deviation 2/5   epoch 14/120   F1 0.7316728323570623   accuracy 0.7836102719033232   precision 0.7166675236528177   recall 0.7733682848998691
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deviation 2/5   epoch 15/120   F1 0.7250577488337839   accuracy 0.7802114803625377   precision 0.7098416289592759   recall 0.7715209096382937
deviation 2/5   epoch 16/120   F1 0.7308213608023855   accuracy 0.7824773413897281   precision 0.7161044837515426   recall 0.771078431372549
deviation 2/5   epoch 17/120   F1 0.7241171461717104   accuracy 0.7817220543806647   precision 0.7081190867955574   recall 0.7776491571058634
deviation 2/5   epoch 18/120   F1 0.7300101532108103   accuracy 0.783987915407855   precision 0.714381941587824   recall 0.7767136561537644
deviation 2/5   epoch 19/120   F1 0.7295527590098133   accuracy 0.783987915407855   precision 0.7138111888111889   recall 0.7773427599546454
deviation 2/5   epoch 20/120   F1 0.7312157466558872   accuracy 0.7854984894259819   precision 0.7152277869189634   recall 0.7798756331176973
deviation 2/5   epoch 21/120   F1 0.740253027774305   accuracy 0.7881419939577039   precision 0.7257687165775402   recall 0.7759900591407269
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deviation 2/5   epoch 22/120   F1 0.7389677505956577   accuracy 0.7870090634441088   precision 0.7246349238996298   recall 0.7743055555555556
deviation 2/5   epoch 23/120   F1 0.7379384728883893   accuracy 0.7881419939577039   precision 0.7226295763060469   recall 0.7789415913496345
deviation 2/5   epoch 24/120   F1 0.7421622155428991   accuracy 0.7873867069486404   precision 0.72891299876594   recall 0.7717159857211628
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deviation 2/5   epoch 25/120   F1 0.7406524903804275   accuracy 0.7896525679758308   precision 0.7254730563554093   recall 0.7799397028393771
deviation 2/5   epoch 26/120   F1 0.7445648618819996   accuracy 0.7911631419939577   precision 0.7300287947346771   recall 0.779380206353283
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deviation 2/5   epoch 27/120   F1 0.741744689419108   accuracy 0.7892749244712991   precision 0.7271878856437679   recall 0.7774230208961221
deviation 2/5   epoch 28/120   F1 0.7414316824727782   accuracy 0.7900302114803626   precision 0.7263266145619087   recall 0.7800534453139911
deviation 2/5   epoch 29/120   F1 0.7405584655386819   accuracy 0.7888972809667674   precision 0.7257635746606335   recall 0.7778068215521503
deviation 2/5   epoch 30/120   F1 0.739838526044466   accuracy 0.7881419939577039   precision 0.725197963800905   recall 0.7765002560830577
deviation 2/5   epoch 31/120   F1 0.7429784562516522   accuracy 0.7870090634441088   precision 0.7303424516659811   recall 0.7698874590321959
deviation 2/5   epoch 32/120   F1 0.7371401845809593   accuracy 0.7866314199395771   precision 0.7223544837515425   recall 0.7754470516763791
deviation 2/5   epoch 33/120   F1 0.7432031941903623   accuracy 0.7888972809667674   precision 0.7294734677087618   recall 0.7746239174429848
deviation 2/5   epoch 34/120   F1 0.7461492914785178   accuracy 0.7881419939577039   precision 0.7343300082270671   recall 0.7696025325984794
update
deviation 2/5   epoch 35/120   F1 0.7344184846036448   accuracy 0.783987915407855   precision 0.7200894693541753   recall 0.7711247086247086
deviation 2/5   epoch 36/120   F1 0.7436344273404976   accuracy 0.7885196374622356   precision 0.7303321678321678   recall 0.7731235900249984
deviation 2/5   epoch 37/120   F1 0.7417660851608119   accuracy 0.7851208459214502   precision 0.7297845536816125   recall 0.7663805468316327
deviation 2/5   epoch 38/120   F1 0.7431987014036945   accuracy 0.7866314199395771   precision 0.7309157754010696   recall 0.7687218903310593
deviation 2/5   epoch 39/120   F1 0.7388116066087227   accuracy 0.7851208459214502   precision 0.725503907856849   recall 0.7693164764898464
deviation 2/5   epoch 40/120   F1 0.740693490014004   accuracy 0.783987915407855   precision 0.7289361373920198   recall 0.7646404127400196
deviation 2/5   epoch 41/120   F1 0.737548102994646   accuracy 0.7820996978851964   precision 0.7255244755244755   recall 0.7629561432499454
deviation 2/5   epoch 42/120   F1 0.7365814787798126   accuracy 0.779833836858006   precision 0.7255399012751953   recall 0.7585242405154218
deviation 2/5   epoch 43/120   F1 0.7383411866080418   accuracy 0.783987915407855   precision 0.725511620732209   recall 0.7668680765357503
deviation 2/5   epoch 44/120   F1 0.7360574231986213   accuracy 0.7828549848942599   precision 0.7229509461127108   recall 0.7662675064383777
deviation 2/5   epoch 45/120   F1 0.7395936985167337   accuracy 0.7832326283987915   precision 0.7277997737556561   recall 0.7638278486440133
deviation 2/5   epoch 46/120   F1 0.7333938469162852   accuracy 0.7813444108761329   precision 0.7201074660633484   recall 0.7650690630720586
deviation 2/5   epoch 47/120   F1 0.73330323978852   accuracy 0.7805891238670695   precision 0.7203979843685726   recall 0.7632185363869091
deviation 2/5   epoch 48/120   F1 0.7382236536176222   accuracy 0.7832326283987915   precision 0.7258021390374332   recall 0.7650891145888354
deviation 2/5   epoch 49/120   F1 0.7339187339794393   accuracy 0.7805891238670695   precision 0.7212541135335253   recall 0.7626250142094113
deviation 2/5   epoch 50/120   F1 0.7404075330505341   accuracy 0.7824773413897281   precision 0.7295171740024681   recall 0.761396743411132
deviation 2/5   epoch 51/120   F1 0.7343468271821789   accuracy 0.7787009063444109   precision 0.7229792266556971   recall 0.7577544779379641
deviation 2/5   epoch 52/120   F1 0.7355161169141865   accuracy 0.7787009063444109   precision 0.7246914849856025   recall 0.7568393211373154
deviation 2/5   epoch 53/120   F1 0.7349343915951274   accuracy 0.7787009063444109   precision 0.7238353558206498   recall 0.7572874924642718
deviation 2/5   epoch 54/120   F1 0.7344522735069803   accuracy 0.7775679758308157   precision 0.7238430686960098   recall 0.7551670626817512
deviation 2/5   epoch 55/120   F1 0.7292583627438299   accuracy 0.7805891238670695   precision 0.7149758329905389   recall 0.7675112673409075
deviation 2/5   epoch 56/120   F1 0.7298396798273381   accuracy 0.7775679758308157   precision 0.7172794117647059   recall 0.7589613264747226
deviation 2/5   epoch 57/120   F1 0.7317865613398455   accuracy 0.7783232628398792   precision 0.7195572809543398   recall 0.7590409457835208
deviation 2/5   epoch 58/120   F1 0.7375839004421426   accuracy 0.7817220543806647   precision 0.7258124228712464   recall 0.7620262945140706
deviation 2/5   epoch 59/120   F1 0.73330323978852   accuracy 0.7805891238670695   precision 0.7203979843685726   recall 0.7632185363869091
deviation 2/5   epoch 60/120   F1 0.7338526682724427   accuracy 0.7753021148036254   precision 0.7244292472233649   recall 0.750885380179986
deviation 2/5   epoch 61/120   F1 0.73430686229865   accuracy 0.7790785498489426   precision 0.7226912793089264   recall 0.7586524944999242
deviation 2/5   epoch 62/120   F1 0.7348346763753792   accuracy 0.7813444108761329   precision 0.7221051007815713   recall 0.7636351221551614
deviation 2/5   epoch 63/120   F1 0.7354421509494875   accuracy 0.7828549848942599   precision 0.7220948169477581   recall 0.7669020976374255
deviation 2/5   epoch 64/120   F1 0.7358710680880354   accuracy 0.7790785498489426   precision 0.7249742904154668   recall 0.7573995456841836
deviation 2/5   epoch 65/120   F1 0.7440827863061963   accuracy 0.7877643504531722   precision 0.7314788153023447   recall 0.7706880845652233
deviation 2/5   epoch 66/120   F1 0.7429742546237013   accuracy 0.7805891238670695   precision 0.7349521801727684   recall 0.755768376346456
deviation 2/5   epoch 67/120   F1 0.7298920426835611   accuracy 0.7722809667673716   precision 0.7204545454545455   recall 0.747299291755801
deviation 2/5   epoch 68/120   F1 0.7360845717113675   accuracy 0.7809667673716012   precision 0.7241053064582477   recall 0.761555264831907
deviation 2/5   epoch 69/120   F1 0.7379887114537445   accuracy 0.7741691842900302   precision 0.7318567461949814   recall 0.7468440702461242
deviation 2/5   epoch 70/120   F1 0.7304022606382978   accuracy 0.7779456193353474   precision 0.7178475935828877   recall 0.7593728572827897
deviation 2/5   epoch 71/120   F1 0.727394392779932   accuracy 0.7790785498489426   precision 0.7132738584944467   recall 0.765393367165349
deviation 2/5   epoch 72/120   F1 0.7289316834806515   accuracy 0.7779456193353474   precision 0.7158499588646647   recall 0.760765988638446
deviation 2/5   epoch 73/120   F1 0.7378414247795189   accuracy 0.7764350453172205   precision 0.7298436857260386   recall 0.7508079719903044
deviation 2/5   epoch 74/120   F1 0.7286470289246313   accuracy 0.773036253776435   precision 0.7181663924310984   recall 0.7496104341150145
deviation 2/5   epoch 75/120   F1 0.7301000647008251   accuracy 0.7741691842900302   precision 0.7195855614973261   recall 0.7510028653295129
deviation 2/5   epoch 76/120   F1 0.7352673254162265   accuracy 0.7768126888217523   precision 0.7255604689428219   recall 0.7530269634615787
deviation 2/5   epoch 77/120   F1 0.7349993566557536   accuracy 0.7779456193353474   precision 0.7244112505141918   recall 0.7555816152938455
deviation 2/5   epoch 78/120   F1 0.7364728451520166   accuracy 0.7787009063444109   precision 0.7261183669271905   recall 0.7561331469508998
deviation 2/5   epoch 79/120   F1 0.729398897444679   accuracy 0.7764350453172205   precision 0.7172871246400658   recall 0.7566192188107268
deviation 2/5   epoch 80/120   F1 0.7358960929610148   accuracy 0.774546827794562   precision 0.7281442821883999   recall 0.7483573150295793
deviation 2/5   epoch 81/120   F1 0.7404147786685256   accuracy 0.775679758308157   precision 0.7347002262443438   recall 0.7484135536398467
deviation 2/5   epoch 82/120   F1 0.737104787212919   accuracy 0.777190332326284   precision 0.7281262854792266   recall 0.7526400906556878
deviation 2/5   epoch 83/120   F1 0.7336172207680587   accuracy 0.7666163141993958   precision 0.7307666598107775   recall 0.7370137414577986
deviation 2/5   epoch 84/120   F1 0.7287086234153523   accuracy 0.7790785498489426   precision 0.7149861168243521   recall 0.7639620507794158
deviation 2/5   epoch 85/120   F1 0.7322523170362193   accuracy 0.7737915407854985   precision 0.7230126491155903   recall 0.7488726307672997
deviation 2/5   epoch 86/120   F1 0.7355473965564372   accuracy 0.773036253776435   precision 0.7287253187988483   recall 0.7459011295862883
deviation 2/5   epoch 87/120   F1 0.7300579429361204   accuracy 0.774546827794562   precision 0.7192976141505554   recall 0.7518365976166488
deviation 2/5   epoch 88/120   F1 0.7303709435998738   accuracy 0.7734138972809668   precision 0.7204468325791855   recall 0.7492623439294175
deviation 2/5   epoch 89/120   F1 0.7329047321407902   accuracy 0.7696374622356495   precision 0.7270361990950226   recall 0.7413558432613705
deviation 2/5   epoch 90/120   F1 0.7369891568782749   accuracy 0.7673716012084593   precision 0.7361836692719046   recall 0.7378346191684357
deviation 2/5   epoch 91/120   F1 0.7291219531155597   accuracy 0.7624622356495468   precision 0.7265142945290004   recall 0.7321988257625922
deviation 2/5   epoch 92/120   F1 0.7334284403474268   accuracy 0.7662386706948641   precision 0.7307692307692308   recall 0.7365605425395866
deviation 2/5   epoch 93/120   F1 0.7318345903774603   accuracy 0.7707703927492447   precision 0.7244600987248047   recall 0.7435736749268178
deviation 2/5   epoch 94/120   F1 0.7146084689487466   accuracy 0.777190332326284   precision 0.6987325174825175   recall 0.7762257004002286
deviation 2/5   epoch 95/120   F1 0.7309928861619808   accuracy 0.7805891238670695   precision 0.7172588440970794   recall 0.7655871997686856
deviation 2/5   epoch 96/120   F1 0.7322043553055804   accuracy 0.7820996978851964   precision 0.7181046894282188   recall 0.7683824023727137
deviation 2/5   epoch 97/120   F1 0.7280263234066552   accuracy 0.7715256797583081   precision 0.7181766762649116   recall 0.7469159869678218
deviation 2/5   epoch 98/120   F1 0.7298594064397061   accuracy 0.774546827794562   precision 0.7190122377622378   recall 0.7519790547420777
deviation 2/5   epoch 99/120   F1 0.7321905898925449   accuracy 0.7681268882175226   precision 0.7270464829288359   recall 0.7392792792792793
deviation 2/5   epoch 100/120   F1 0.7310763846431843   accuracy 0.7741691842900302   precision 0.721012443438914   recall 0.7503494670627293
deviation 2/5   epoch 101/120   F1 0.7315573212446257   accuracy 0.7820996978851964   precision 0.7172485602632661   recall 0.7691219641530601
deviation 2/5   epoch 102/120   F1 0.732551904867456   accuracy 0.7749244712990937   precision 0.7227195598519127   recall 0.7509392588472824
deviation 2/5   epoch 103/120   F1 0.724400381024803   accuracy 0.7669939577039275   precision 0.7156391402714932   recall 0.7402319401790247
deviation 2/5   epoch 104/120   F1 0.723312693498452   accuracy 0.775679758308157   precision 0.7095871040723982   recall 0.7605104049493814
deviation 2/5   epoch 105/120   F1 0.7245107870333538   accuracy 0.7753021148036254   precision 0.7113019333607569   recall 0.7583051982082567
deviation 2/5   epoch 106/120   F1 0.7260889781354316   accuracy 0.7711480362537765   precision 0.7156108597285068   recall 0.7473725661393609
deviation 2/5   epoch 107/120   F1 0.7344466201684746   accuracy 0.774546827794562   precision 0.7258612710818593   recall 0.7490900236824216
deviation 2/5   epoch 108/120   F1 0.7289366290417241   accuracy 0.7620845921450151   precision 0.7265168654874538   recall 0.7317584825456449
deviation 2/5   epoch 109/120   F1 0.7247432528458941   accuracy 0.7651057401812689   precision 0.7173642533936652   recall 0.7368109260291469
deviation 2/5   epoch 110/120   F1 0.7288693384128779   accuracy 0.7647280966767371   precision 0.72421585767174   recall 0.7351310818507497
deviation 2/5   epoch 111/120   F1 0.7282877314292115   accuracy 0.7533987915407855   precision 0.7339957836281366   recall 0.7243606928151702
deviation 2/5   epoch 112/120   F1 0.7295500338200569   accuracy 0.7737915407854985   precision 0.7190173796791444   recall 0.7505840730611606
deviation 2/5   epoch 113/120   F1 0.7239556013201005   accuracy 0.7624622356495468   precision 0.7179530028794734   recall 0.7329061898374327
deviation 2/5   epoch 114/120   F1 0.7296557877948323   accuracy 0.7632175226586103   precision 0.7267945290004114   recall 0.7330844103299193
deviation 2/5   epoch 115/120   F1 0.7284518032613779   accuracy 0.7711480362537765   precision 0.7190353763883175   recall 0.7459220344364743
deviation 2/5   epoch 116/120   F1 0.7290491527073826   accuracy 0.7666163141993958   precision 0.7230614973262032   recall 0.7378324739654005
deviation 2/5   epoch 117/120   F1 0.7341391977925165   accuracy 0.7719033232628398   precision 0.7273061497326203   recall 0.744562466287706
deviation 2/5   epoch 118/120   F1 0.7275840682556082   accuracy 0.7760574018126888   precision 0.7150066844919787   recall 0.7573106972286388
deviation 2/5   epoch 119/120   F1 0.7274913904433922   accuracy 0.7688821752265861   precision 0.7190508021390374   recall 0.7421832363107149
deviation 2/5   epoch 120/120   F1 0.7268413451619558   accuracy 0.7673716012084593   precision 0.7190610859728507   recall 0.7398142414860681

deviation 3/5   epoch 1/120   F1 0.4910786357282111   accuracy 0.6771148036253777   precision 0.5344662690250925   recall 0.629424343574037
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deviation 3/5   epoch 2/120   F1 0.5654275785827112   accuracy 0.7050604229607251   precision 0.5802216166186754   recall 0.6963295565549363
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deviation 3/5   epoch 3/120   F1 0.6635975843736843   accuracy 0.7424471299093656   precision 0.6535941999177293   recall 0.727430020214479
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deviation 3/5   epoch 4/120   F1 0.6824963332355529   accuracy 0.7530211480362538   precision 0.670359419991773   recall 0.7395279063042222
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deviation 3/5   epoch 5/120   F1 0.7051020610188283   accuracy 0.7620845921450151   precision 0.6925570752776635   recall 0.7426646881196459
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deviation 3/5   epoch 6/120   F1 0.705994298561708   accuracy 0.7685045317220544   precision 0.6916572398190045   recall 0.7594638054308605
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deviation 3/5   epoch 7/120   F1 0.7103026054311063   accuracy 0.770392749244713   precision 0.6959250308515015   recall 0.7600184930548683
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deviation 3/5   epoch 8/120   F1 0.7204339981102376   accuracy 0.774546827794562   precision 0.7064556766762649   recall 0.7604840508135768
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deviation 3/5   epoch 9/120   F1 0.7145542516011378   accuracy 0.7715256797583081   precision 0.7004833401892225   recall 0.7584568983017844
deviation 3/5   epoch 10/120   F1 0.7126618027601552   accuracy 0.7726586102719033   precision 0.6979072398190045   recall 0.7640256555366911
deviation 3/5   epoch 11/120   F1 0.7151460965523138   accuracy 0.7719033232628398   precision 0.7010515220074043   recall 0.7588725615145506
deviation 3/5   epoch 12/120   F1 0.7164414962186509   accuracy 0.773036253776435   precision 0.7021853146853146   recall 0.7606510309854954
deviation 3/5   epoch 13/120   F1 0.7186347395112955   accuracy 0.777190332326284   precision 0.7032985396955985   recall 0.7705083470169677
deviation 3/5   epoch 14/120   F1 0.724278824432999   accuracy 0.777190332326284   precision 0.71014757301522   recall 0.7636061661506708
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deviation 3/5   epoch 15/120   F1 0.7231681113687242   accuracy 0.7787009063444109   precision 0.7081396544631838   recall 0.7693186694743566
deviation 3/5   epoch 16/120   F1 0.7245597330885177   accuracy 0.7787009063444109   precision 0.7098519127930892   recall 0.767603001780217
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deviation 3/5   epoch 17/120   F1 0.7258272765647525   accuracy 0.7790785498489426   precision 0.7112762237762238   recall 0.7671918728515493
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deviation 3/5   epoch 18/120   F1 0.7218638718751027   accuracy 0.7790785498489426   precision 0.7064248251748252   recall 0.7721897202115047
deviation 3/5   epoch 19/120   F1 0.7243460305508973   accuracy 0.7794561933534743   precision 0.7092760180995474   recall 0.7701231814803016
deviation 3/5   epoch 20/120   F1 0.7257820853507165   accuracy 0.7817220543806647   precision 0.7101167215137804   recall 0.7752974385922362
deviation 3/5   epoch 21/120   F1 0.7271978021978022   accuracy 0.7824773413897281   precision 0.7115384615384616   recall 0.7757668382668382
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deviation 3/5   epoch 22/120   F1 0.7351356758069816   accuracy 0.7858761329305136   precision 0.7200766145619086   recall 0.7757428824297303
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deviation 3/5   epoch 23/120   F1 0.7292944692401127   accuracy 0.7832326283987915   precision 0.7138163307280954   recall 0.7753084417196598
deviation 3/5   epoch 24/120   F1 0.7308714374752111   accuracy 0.7832326283987915   precision 0.7158139654463184   recall 0.773251953125
deviation 3/5   epoch 25/120   F1 0.7316971573318323   accuracy 0.7824773413897281   precision 0.7172459893048129   recall 0.7700301666837099
deviation 3/5   epoch 26/120   F1 0.7303790272172144   accuracy 0.7824773413897281   precision 0.7155337309749075   recall 0.7716203781703193
deviation 3/5   epoch 27/120   F1 0.7302435406320958   accuracy 0.7820996978851964   precision 0.7155363019333607   recall 0.7706784395994146
deviation 3/5   epoch 28/120   F1 0.7253033424908426   accuracy 0.7809667673716012   precision 0.7098364870423695   recall 0.7735481016731016
deviation 3/5   epoch 29/120   F1 0.7327034502251024   accuracy 0.7828549848942599   precision 0.7183849238996298   recall 0.7699244578226153
deviation 3/5   epoch 30/120   F1 0.7314982972784689   accuracy 0.7843655589123867   precision 0.716091628959276   recall 0.7758902524587339
deviation 3/5   epoch 31/120   F1 0.7352010666156686   accuracy 0.7843655589123867   precision 0.7209430275606746   recall 0.7712760038732069
update
deviation 3/5   epoch 32/120   F1 0.7324185909583901   accuracy 0.7820996978851964   precision 0.7183900658165364   recall 0.7681414525472965
deviation 3/5   epoch 33/120   F1 0.7322754099278275   accuracy 0.7817220543806647   precision 0.7183926367749898   recall 0.7672644611197634
deviation 3/5   epoch 34/120   F1 0.7330486337971001   accuracy 0.7843655589123867   precision 0.7180892636774989   recall 0.7738845431423528
deviation 3/5   epoch 35/120   F1 0.7372658687431787   accuracy 0.7858761329305136   precision 0.7229303784450843   recall 0.7731160493593847
update
deviation 3/5   epoch 36/120   F1 0.7362854304980122   accuracy 0.7866314199395771   precision 0.7212129781982723   recall 0.7765306638963143
deviation 3/5   epoch 37/120   F1 0.7385517297398738   accuracy 0.7870090634441088   precision 0.7240641711229947   recall 0.7748060793340481
update
deviation 3/5   epoch 38/120   F1 0.7376246082141287   accuracy 0.7862537764350453   precision 0.7232131838749486   recall 0.7737623762376238
deviation 3/5   epoch 39/120   F1 0.7372658687431787   accuracy 0.7858761329305136   precision 0.7229303784450843   recall 0.7731160493593847
deviation 3/5   epoch 40/120   F1 0.7390132051303148   accuracy 0.7851208459214502   precision 0.7257892842451665   recall 0.7691036949935461
update
deviation 3/5   epoch 41/120   F1 0.7346347113068101   accuracy 0.7851208459214502   precision 0.7197963800904977   recall 0.774132533838896
deviation 3/5   epoch 42/120   F1 0.7298797627192328   accuracy 0.7836102719033232   precision 0.7143845125462772   recall 0.7757034799765583
deviation 3/5   epoch 43/120   F1 0.7315359806134597   accuracy 0.7832326283987915   precision 0.7166700946112711   recall 0.7724178392374007
deviation 3/5   epoch 44/120   F1 0.7341281752570468   accuracy 0.7832326283987915   precision 0.7200946112710819   recall 0.7693473028458162
deviation 3/5   epoch 45/120   F1 0.7337759807529927   accuracy 0.783987915407855   precision 0.7192333401892226   recall 0.7718861096497521
deviation 3/5   epoch 46/120   F1 0.7334068100168503   accuracy 0.7847432024169184   precision 0.7183720691073632   recall 0.7745577202186429
deviation 3/5   epoch 47/120   F1 0.7331563162314552   accuracy 0.7858761329305136   precision 0.7175082270670505   recall 0.7783677048450794
deviation 3/5   epoch 48/120   F1 0.7292197861844316   accuracy 0.7817220543806647   precision 0.7143973673385438   recall 0.7708209519912446
deviation 3/5   epoch 49/120   F1 0.7316971573318323   accuracy 0.7824773413897281   precision 0.7172459893048129   recall 0.7700301666837099
deviation 3/5   epoch 50/120   F1 0.7332026516839945   accuracy 0.7836102719033232   precision 0.7186651583710407   recall 0.7714872475016499
deviation 3/5   epoch 51/120   F1 0.7315869349020485   accuracy 0.783987915407855   precision 0.7163795763060469   recall 0.7746162003426055
deviation 3/5   epoch 52/120   F1 0.732388675074314   accuracy 0.7843655589123867   precision 0.7172331345125462   recall 0.7747253193870824
deviation 3/5   epoch 53/120   F1 0.7283512443942595   accuracy 0.7824773413897281   precision 0.7129653434800494   recall 0.7742127163726525
deviation 3/5   epoch 54/120   F1 0.735235685624981   accuracy 0.7828549848942599   precision 0.7218094405594406   recall 0.7671187017922728
deviation 3/5   epoch 55/120   F1 0.7306268440219035   accuracy 0.7813444108761329   precision 0.7163975730152201   recall 0.7680677828991735
deviation 3/5   epoch 56/120   F1 0.733808956406562   accuracy 0.7813444108761329   precision 0.7206782188399836   recall 0.764646961385161
deviation 3/5   epoch 57/120   F1 0.7390028763345776   accuracy 0.7805891238670695   precision 0.7286738996297819   recall 0.7583344406469035
deviation 3/5   epoch 58/120   F1 0.7297529442421435   accuracy 0.7768126888217523   precision 0.7175699300699301   recall 0.7572111347929988
deviation 3/5   epoch 59/120   F1 0.7372613208373477   accuracy 0.7809667673716012   precision 0.7258175647881531   recall 0.7605422401518747
deviation 3/5   epoch 60/120   F1 0.7240526629998976   accuracy 0.777190332326284   precision 0.7098621966269025   recall 0.7638583153124323
deviation 3/5   epoch 61/120   F1 0.7349872562056738   accuracy 0.7817220543806647   precision 0.7221025298231181   recall 0.7644388529728672
deviation 3/5   epoch 62/120   F1 0.7199788503663418   accuracy 0.7753021148036254   precision 0.7055944055944056   recall 0.7631203591055922
deviation 3/5   epoch 63/120   F1 0.7278839043899843   accuracy 0.779833836858006   precision 0.7135540929658577   recall 0.7669565573711219
deviation 3/5   epoch 64/120   F1 0.7249150681399376   accuracy 0.7790785498489426   precision 0.7101347182229535   recall 0.7682848971988692
deviation 3/5   epoch 65/120   F1 0.7340650582971845   accuracy 0.7775679758308157   precision 0.7232723159193748   recall 0.7554522677918913
deviation 3/5   epoch 66/120   F1 0.7337438808754271   accuracy 0.7768126888217523   precision 0.7232774578362813   recall 0.7540591735017388
deviation 3/5   epoch 67/120   F1 0.7231403699164487   accuracy 0.777190332326284   precision 0.7087206910736322   recall 0.7648959947793458
deviation 3/5   epoch 68/120   F1 0.7282013663834632   accuracy 0.7734138972809668   precision 0.7173076923076923   recall 0.7507237778832463
deviation 3/5   epoch 69/120   F1 0.7348189671505695   accuracy 0.779833836858006   precision 0.7229715137803374   recall 0.759979450930666
deviation 3/5   epoch 70/120   F1 0.7319757947279896   accuracy 0.7749244712990937   precision 0.72186343068696   recall 0.7513134137107578
deviation 3/5   epoch 71/120   F1 0.7251324176317443   accuracy 0.7764350453172205   precision 0.7115795968737145   recall 0.7606415323806628
deviation 3/5   epoch 72/120   F1 0.728004974766743   accuracy 0.7760574018126888   precision 0.7155774372686138   recall 0.7569328527709579
deviation 3/5   epoch 73/120   F1 0.7319793143435522   accuracy 0.7719033232628398   precision 0.7238816330728095   recall 0.7454901430129989
deviation 3/5   epoch 74/120   F1 0.7337742327681804   accuracy 0.7726586102719033   precision 0.7261595022624434   recall 0.7460009843730774
deviation 3/5   epoch 75/120   F1 0.7282470856099654   accuracy 0.774546827794562   precision 0.7167292266556973   recall 0.7531929192243434
deviation 3/5   epoch 76/120   F1 0.7295661370811336   accuracy 0.7677492447129909   precision 0.7230537844508432   recall 0.7394383786114704
deviation 3/5   epoch 77/120   F1 0.7364297008938232   accuracy 0.7741691842900302   precision 0.7292883587001234   recall 0.7474563197309678
deviation 3/5   epoch 78/120   F1 0.7328794176272644   accuracy 0.7722809667673716   precision 0.7250205676676265   recall 0.7457422786135794
deviation 3/5   epoch 79/120   F1 0.7245299954116475   accuracy 0.7654833836858006   precision 0.7167909296585767   recall 0.7375217158305324
deviation 3/5   epoch 80/120   F1 0.7275635851422348   accuracy 0.7677492447129909   precision 0.71991464417935   recall 0.7401661604593981
deviation 3/5   epoch 81/120   F1 0.7289619975502408   accuracy 0.7719033232628398   precision 0.7193156108597285   recall 0.7471040122357112
deviation 3/5   epoch 82/120   F1 0.7273925218250699   accuracy 0.7734138972809668   precision 0.716166186754422   recall 0.7513151602104257
deviation 3/5   epoch 83/120   F1 0.7223420644387664   accuracy 0.7790785498489426   precision 0.7069955779514603   recall 0.7715522438651328
deviation 3/5   epoch 84/120   F1 0.7202032254077326   accuracy 0.7775679758308157   precision 0.7050082270670506   recall 0.7696307792968602
deviation 3/5   epoch 85/120   F1 0.7252180955285801   accuracy 0.7760574018126888   precision 0.7118675442204854   recall 0.7595627705320913
deviation 3/5   epoch 86/120   F1 0.7287680302158741   accuracy 0.7719033232628398   precision 0.719030234471411   recall 0.7472200297149225
deviation 3/5   epoch 87/120   F1 0.7271118080196571   accuracy 0.7688821752265861   precision 0.7184800493624024   recall 0.7423651277137022
deviation 3/5   epoch 88/120   F1 0.7325743872795082   accuracy 0.7768126888217523   precision 0.7215651995063759   recall 0.7549163010514779
deviation 3/5   epoch 89/120   F1 0.7213928065394118   accuracy 0.7783232628398792   precision 0.7061445907034142   recall 0.7704358552978288
deviation 3/5   epoch 90/120   F1 0.7247619236175731   accuracy 0.7779456193353474   precision 0.710427807486631   recall 0.7651857803812807
deviation 3/5   epoch 91/120   F1 0.7286289164965075   accuracy 0.7794561933534743   precision 0.7146981694775812   recall 0.7650717521100294
deviation 3/5   epoch 92/120   F1 0.7030582782887946   accuracy 0.7726586102719033   precision 0.6876336898395722   recall 0.7778329773909998
deviation 3/5   epoch 93/120   F1 0.73673763071956   accuracy 0.777190332326284   precision 0.7275555327025915   recall 0.75286042824289
deviation 3/5   epoch 94/120   F1 0.7323851786518196   accuracy 0.779833836858006   precision 0.7195469971205266   recall 0.7622022130364194
deviation 3/5   epoch 95/120   F1 0.7313583347892617   accuracy 0.773036253776435   precision 0.7221616618675442   recall 0.7479229651944699
deviation 3/5   epoch 96/120   F1 0.7203336551711341   accuracy 0.7764350453172205   precision 0.7055866927190456   recall 0.7660153092284507
deviation 3/5   epoch 97/120   F1 0.7184491360579778   accuracy 0.7741691842900302   precision 0.7041752365281777   recall 0.7616198053071108
deviation 3/5   epoch 98/120   F1 0.7328752048127951   accuracy 0.775679758308157   precision 0.7227144179350062   recall 0.7522773603587862
deviation 3/5   epoch 99/120   F1 0.7370392890139752   accuracy 0.7787009063444109   precision 0.7269744960921432   recall 0.7557333171117464
deviation 3/5   epoch 100/120   F1 0.7297049652227526   accuracy 0.7741691842900302   precision 0.7190148087206911   recall 0.7512779519731932
deviation 3/5   epoch 101/120   F1 0.7333339181066569   accuracy 0.774546827794562   precision 0.7241490127519539   recall 0.749712330307103
deviation 3/5   epoch 102/120   F1 0.7314056030339042   accuracy 0.7722809667673716   precision 0.722737556561086   recall 0.746465465433429
deviation 3/5   epoch 103/120   F1 0.7164802505640069   accuracy 0.775679758308157   precision 0.7013111888111888   recall 0.7685668227264153
deviation 3/5   epoch 104/120   F1 0.7294088127691262   accuracy 0.7711480362537765   precision 0.7204622583299054   recall 0.7453954899267399
deviation 3/5   epoch 105/120   F1 0.7273616473616474   accuracy 0.770392749244713   precision 0.717899012751954   recall 0.7450755867078432
deviation 3/5   epoch 106/120   F1 0.7289254099408481   accuracy 0.7722809667673716   precision 0.7190276635129575   recall 0.7478790704643968
deviation 3/5   epoch 107/120   F1 0.7298114976055411   accuracy 0.7707703927492447   precision 0.7213209584533113   recall 0.7444889864932509
deviation 3/5   epoch 108/120   F1 0.7286763880483892   accuracy 0.7707703927492447   precision 0.7196087001234059   recall 0.7450739684759804
deviation 3/5   epoch 109/120   F1 0.7272954255404401   accuracy 0.7651057401812689   precision 0.7213595228301111   recall 0.7360177959062837
deviation 3/5   epoch 110/120   F1 0.7226245398434779   accuracy 0.7632175226586103   precision 0.7153794734677088   recall 0.7344615750604353
deviation 3/5   epoch 111/120   F1 0.7290441195371739   accuracy 0.7669939577039275   precision 0.7227735499794323   recall 0.7384150967796077
deviation 3/5   epoch 112/120   F1 0.7324779632763367   accuracy 0.7643504531722054   precision 0.7307820855614974   recall 0.7343617418457048
deviation 3/5   epoch 113/120   F1 0.7290153716715101   accuracy 0.7681268882175226   precision 0.7219097079391197   recall 0.7402395882911242
deviation 3/5   epoch 114/120   F1 0.7328346965131296   accuracy 0.7734138972809668   precision 0.7241567256273138   recall 0.7478283609241404
deviation 3/5   epoch 115/120   F1 0.7284829326484219   accuracy 0.7677492447129909   precision 0.7213415261209379   recall 0.7398122014725554
deviation 3/5   epoch 116/120   F1 0.7258330804403652   accuracy 0.7700151057401813   precision 0.7159039489921843   recall 0.7452243551136467
deviation 3/5   epoch 117/120   F1 0.7257916409805583   accuracy 0.7662386706948641   precision 0.7182126696832579   recall 0.7383074544080043
deviation 3/5   epoch 118/120   F1 0.720324743397376   accuracy 0.7715256797583081   precision 0.7076177498971616   recall 0.7527038814634013
deviation 3/5   epoch 119/120   F1 0.7193151192313263   accuracy 0.7692598187311178   precision 0.707347799259564   recall 0.7481448747622201
deviation 3/5   epoch 120/120   F1 0.7122872781105272   accuracy 0.770392749244713   precision 0.698208041958042   recall 0.7577436771810173

deviation 4/5   epoch 1/120   F1 0.5159757256708344   accuracy 0.6563444108761329   precision 0.5360345536816126   recall 0.571088388795058
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deviation 4/5   epoch 2/120   F1 0.45193524531468465   accuracy 0.6665407854984894   precision 0.5145619086795558   recall 0.5804525455688246
deviation 4/5   epoch 3/120   F1 0.47479536309624704   accuracy 0.672583081570997   precision 0.5259358288770054   recall 0.6126474324079114
deviation 4/5   epoch 4/120   F1 0.5356574734171424   accuracy 0.6937311178247734   precision 0.561178527354998   recall 0.6760140539041191
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deviation 4/5   epoch 5/120   F1 0.619568424370516   accuracy 0.725453172205438   precision 0.6180378445084327   recall 0.7173948556229114
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deviation 4/5   epoch 6/120   F1 0.6623198600635734   accuracy 0.7439577039274925   precision 0.6524424105306459   recall 0.7332545249269284
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deviation 4/5   epoch 7/120   F1 0.686541322294852   accuracy 0.7594410876132931   precision 0.6734548539695598   recall 0.7548119276320076
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deviation 4/5   epoch 8/120   F1 0.7000467972350527   accuracy 0.7669939577039275   precision 0.6856746194981489   recall 0.7622065175855725
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deviation 4/5   epoch 9/120   F1 0.7087783401285729   accuracy 0.770392749244713   precision 0.6942127725215961   recall 0.7618632463818356
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deviation 4/5   epoch 10/120   F1 0.7061503111849202   accuracy 0.7715256797583081   precision 0.6910659193747429   recall 0.7690327444384412
deviation 4/5   epoch 11/120   F1 0.7114273462429022   accuracy 0.7737915407854985   precision 0.6961872686137393   recall 0.769260863773777
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deviation 4/5   epoch 12/120   F1 0.7210378307720091   accuracy 0.7779456193353474   precision 0.7058617852735499   recall 0.769722570300605
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deviation 4/5   epoch 13/120   F1 0.7215605548114685   accuracy 0.7813444108761329   precision 0.705267893870835   recall 0.780171631047639
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deviation 4/5   epoch 14/120   F1 0.7198478043344262   accuracy 0.7805891238670695   precision 0.7035607774578363   recall 0.780159758681239
deviation 4/5   epoch 15/120   F1 0.7200989785761704   accuracy 0.7805891238670695   precision 0.7038461538461538   recall 0.7797724431835724
deviation 4/5   epoch 16/120   F1 0.7310485865628529   accuracy 0.7843655589123867   precision 0.7155208761826408   recall 0.776492041647461
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deviation 4/5   epoch 17/120   F1 0.7289369346658969   accuracy 0.7828549848942599   precision 0.7135335252982311   recall 0.774609090540888
deviation 4/5   epoch 18/120   F1 0.7273338430947248   accuracy 0.7836102719033232   precision 0.711245372274784   recall 0.7792636556362292
deviation 4/5   epoch 19/120   F1 0.7306279178242017   accuracy 0.7851208459214502   precision 0.7146596051007816   recall 0.7794855422785734
deviation 4/5   epoch 20/120   F1 0.7312157466558872   accuracy 0.7854984894259819   precision 0.7152277869189634   recall 0.7798756331176973
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deviation 4/5   epoch 21/120   F1 0.7290340185555757   accuracy 0.7824773413897281   precision 0.7138214726450021   recall 0.7733200126196236
deviation 4/5   epoch 22/120   F1 0.7280565865931721   accuracy 0.7851208459214502   precision 0.7115204648292883   recall 0.783305570262092
deviation 4/5   epoch 23/120   F1 0.7336510749325769   accuracy 0.7866314199395771   precision 0.7177884615384615   recall 0.7800810377192395
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deviation 4/5   epoch 24/120   F1 0.7278180328013961   accuracy 0.7851208459214502   precision 0.7112350884409708   recall 0.7836755039770054
deviation 4/5   epoch 25/120   F1 0.7326838030572471   accuracy 0.7877643504531722   precision 0.7160684903331962   recall 0.7852720440728709
deviation 4/5   epoch 26/120   F1 0.7318029796453599   accuracy 0.7858761329305136   precision 0.7157959687371452   recall 0.7802652195290125
deviation 4/5   epoch 27/120   F1 0.7400334998876485   accuracy 0.790785498489426   precision 0.7240384615384616   recall 0.7843364059058651
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deviation 4/5   epoch 28/120   F1 0.7390949926670263   accuracy 0.7900302114803626   precision 0.7231874742904154   recall 0.7832563830655029
deviation 4/5   epoch 29/120   F1 0.7515121088818629   accuracy 0.7949395770392749   precision 0.7377082476347182   recall 0.7815852207274668
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deviation 4/5   epoch 30/120   F1 0.7359929707533129   accuracy 0.7900302114803626   precision 0.7191922048539696   recall 0.7879185451598196
deviation 4/5   epoch 31/120   F1 0.7392300298217332   accuracy 0.7915407854984894   precision 0.7226064376799671   recall 0.7880377108678223
deviation 4/5   epoch 32/120   F1 0.7463309692447824   accuracy 0.793429003021148   precision 0.7311548745372274   recall 0.7838142091768489
deviation 4/5   epoch 33/120   F1 0.7445840023627375   accuracy 0.7926737160120846   precision 0.7291623817359112   recall 0.783880501707471
deviation 4/5   epoch 34/120   F1 0.7438482361244556   accuracy 0.793429003021148   precision 0.7277303578774168   recall 0.7873262051600189
deviation 4/5   epoch 35/120   F1 0.7457196300402278   accuracy 0.793429003021148   precision 0.7302987453722747   recall 0.7846499789079313
deviation 4/5   epoch 36/120   F1 0.7439996600373959   accuracy 0.7938066465256798   precision 0.7277277869189633   recall 0.7883365885416667
deviation 4/5   epoch 37/120   F1 0.7456645432113818   accuracy 0.7953172205438066   precision 0.7291443850267381   recall 0.7908165429480383
deviation 4/5   epoch 38/120   F1 0.7469174422582501   accuracy 0.7953172205438066   precision 0.7308566433566435   recall 0.7889171318714909
deviation 4/5   epoch 39/120   F1 0.7479589013273775   accuracy 0.7968277945619335   precision 0.7314171122994653   recall 0.7923198332050545
deviation 4/5   epoch 40/120   F1 0.7443627428838246   accuracy 0.7941842900302115   precision 0.7280105923488276   recall 0.7890354918845546
deviation 4/5   epoch 41/120   F1 0.7471770980080396   accuracy 0.7964501510574018   precision 0.7305635540929658   recall 0.7922717299289282
deviation 4/5   epoch 42/120   F1 0.7485491630662924   accuracy 0.7953172205438066   precision 0.7331396544631839   recall 0.7865666170526762
deviation 4/5   epoch 43/120   F1 0.7372131755852988   accuracy 0.7915407854984894   precision 0.720038050185109   recall 0.7912633914594138
deviation 4/5   epoch 44/120   F1 0.7348987835453618   accuracy 0.7915407854984894   precision 0.7171842863019333   recall 0.7952219861328562
deviation 4/5   epoch 45/120   F1 0.7458770725369476   accuracy 0.7938066465256798   precision 0.7302961744138214   recall 0.7856058794458527
deviation 4/5   epoch 46/120   F1 0.7467929152876853   accuracy 0.7904078549848943   precision 0.7337438296997121   recall 0.7746838818052935
deviation 4/5   epoch 47/120   F1 0.7281670452559847   accuracy 0.7870090634441088   precision 0.7109368572603867   recall 0.7899069990954319
deviation 4/5   epoch 48/120   F1 0.7439621379744091   accuracy 0.7926737160120846   precision 0.7283062525709585   recall 0.7847461431474483
deviation 4/5   epoch 49/120   F1 0.7400816211652124   accuracy 0.7892749244712991   precision 0.7249048745372275   recall 0.7795499284180387
deviation 4/5   epoch 50/120   F1 0.7403051751336711   accuracy 0.7877643504531722   precision 0.7260566639243109   recall 0.7748508946322068
deviation 4/5   epoch 51/120   F1 0.7428807167287773   accuracy 0.7881419939577039   precision 0.7294786096256685   recall 0.772942090243233
deviation 4/5   epoch 52/120   F1 0.7413656499627442   accuracy 0.7873867069486404   precision 0.7277714932126698   recall 0.7725870680060029
deviation 4/5   epoch 53/120   F1 0.737792587455564   accuracy 0.7877643504531722   precision 0.7226321472645002   recall 0.77798644015563
deviation 4/5   epoch 54/120   F1 0.7458543698973673   accuracy 0.7900302114803626   precision 0.7326048951048951   recall 0.7747097260007774
deviation 4/5   epoch 55/120   F1 0.7445675359152653   accuracy 0.7854984894259819   precision 0.7337772521596051   recall 0.7648086667831557
deviation 4/5   epoch 56/120   F1 0.7509441135033961   accuracy 0.7836102719033232   precision 0.7460612916495268   recall 0.7573226299293363
deviation 4/5   epoch 57/120   F1 0.7427809588906638   accuracy 0.7836102719033232   precision 0.7323632250102838   recall 0.7620365236236595
deviation 4/5   epoch 58/120   F1 0.745984931082867   accuracy 0.7832326283987915   precision 0.7377879473467709   recall 0.7590618426470299
deviation 4/5   epoch 59/120   F1 0.740196141163623   accuracy 0.7828549848942599   precision 0.7289438502673797   recall 0.7624260038973429
deviation 4/5   epoch 60/120   F1 0.7494618719324206   accuracy 0.7851208459214502   precision 0.7420557383792679   recall 0.7606316753993734
deviation 4/5   epoch 61/120   F1 0.7481664743485468   accuracy 0.7873867069486404   precision 0.738045043192102   recall 0.7661062312514595
deviation 4/5   epoch 62/120   F1 0.7519896797596841   accuracy 0.7881419939577039   precision 0.7437474290415467   recall 0.7649217212590823
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deviation 4/5   epoch 63/120   F1 0.7390104474669821   accuracy 0.7832326283987915   precision 0.7269436445907034   recall 0.7643547010466736
deviation 4/5   epoch 64/120   F1 0.7470412975803974   accuracy 0.783987915407855   precision 0.7389243109831345   recall 0.7598856784903296
deviation 4/5   epoch 65/120   F1 0.7086232343184429   accuracy 0.7768126888217523   precision 0.6924568078979844   recall 0.784521102577235
deviation 4/5   epoch 66/120   F1 0.72279094491499   accuracy 0.7813444108761329   precision 0.7066947758124229   recall 0.7783199921761881
deviation 4/5   epoch 67/120   F1 0.7351356758069816   accuracy 0.7858761329305136   precision 0.7200766145619086   recall 0.7757428824297303
deviation 4/5   epoch 68/120   F1 0.7218334006832627   accuracy 0.7805891238670695   precision 0.7058437885643768   recall 0.7771741152991007
deviation 4/5   epoch 69/120   F1 0.7247060333784443   accuracy 0.7828549848942599   precision 0.708396750308515   recall 0.7806117459303629
deviation 4/5   epoch 70/120   F1 0.7192394885326465   accuracy 0.7802114803625377   precision 0.7029925956396544   recall 0.7797685485385464
deviation 4/5   epoch 71/120   F1 0.7180685765781479   accuracy 0.7787009063444109   precision 0.702146750308515   recall 0.7762913767657601
deviation 4/5   epoch 72/120   F1 0.7161881345308003   accuracy 0.7783232628398792   precision 0.7001516865487454   recall 0.7778034008623036
deviation 4/5   epoch 73/120   F1 0.7314982972784689   accuracy 0.7843655589123867   precision 0.716091628959276   recall 0.7758902524587339
deviation 4/5   epoch 74/120   F1 0.7281361799941833   accuracy 0.7787009063444109   precision 0.7144179350061703   recall 0.7635545738095013
deviation 4/5   epoch 75/120   F1 0.7182148862209774   accuracy 0.7783232628398792   precision 0.7024346976552859   recall 0.7747983439996161
deviation 4/5   epoch 76/120   F1 0.7248355353048961   accuracy 0.7817220543806647   precision 0.70897521596051   recall 0.7766195668449926
deviation 4/5   epoch 77/120   F1 0.7413547265139439   accuracy 0.7820996978851964   precision 0.7312320032908268   recall 0.7598432533276707
deviation 4/5   epoch 78/120   F1 0.7159308698399052   accuracy 0.7783232628398792   precision 0.6998663101604278   recall 0.7781975134352688
deviation 4/5   epoch 79/120   F1 0.726382128759977   accuracy 0.7828549848942599   precision 0.710394385026738   recall 0.7781386614778718
deviation 4/5   epoch 80/120   F1 0.7327990607253765   accuracy 0.7783232628398792   precision 0.7209841628959277   recall 0.7581637288581029
deviation 4/5   epoch 81/120   F1 0.7373813959722606   accuracy 0.7851208459214502   precision 0.7235062731386261   recall 0.7708780752653747
deviation 4/5   epoch 82/120   F1 0.7371743334735221   accuracy 0.7851208459214502   precision 0.7232208967503085   recall 0.7711117113333494
deviation 4/5   epoch 83/120   F1 0.7352401941052472   accuracy 0.7813444108761329   precision 0.7226758535582065   recall 0.7632473566834213
deviation 4/5   epoch 84/120   F1 0.7339919973891655   accuracy 0.7783232628398792   precision 0.7226964212258329   recall 0.7571839368411832
deviation 4/5   epoch 85/120   F1 0.7336142508707495   accuracy 0.779833836858006   precision 0.721259255450432   recall 0.761048991616712
deviation 4/5   epoch 86/120   F1 0.7299255948534635   accuracy 0.7794561933534743   precision 0.7164104278074866   recall 0.763690444491086
deviation 4/5   epoch 87/120   F1 0.7343468585260637   accuracy 0.7764350453172205   precision 0.7244215343480049   recall 0.752856882153068
deviation 4/5   epoch 88/120   F1 0.7359998344637848   accuracy 0.779833836858006   precision 0.7246837721102426   recall 0.7589899914873188
deviation 4/5   epoch 89/120   F1 0.7227632921920846   accuracy 0.7760574018126888   precision 0.7087284039489922   recall 0.7621288301515796
deviation 4/5   epoch 90/120   F1 0.7331966311908269   accuracy 0.7764350453172205   precision 0.7227092760180995   recall 0.7536432392547501
deviation 4/5   epoch 91/120   F1 0.7259558915783153   accuracy 0.7794561933534743   precision 0.7112736528177704   recall 0.7681360633004324
deviation 4/5   epoch 92/120   F1 0.728765889576459   accuracy 0.779833836858006   precision 0.7146955985191279   recall 0.7659594203914006
deviation 4/5   epoch 93/120   F1 0.7248279328744878   accuracy 0.7726586102719033   precision 0.7130321883998355   recall 0.7515940779246016
deviation 4/5   epoch 94/120   F1 0.7369054954090206   accuracy 0.7805891238670695   precision 0.7255347593582888   recall 0.7599709131536112
deviation 4/5   epoch 95/120   F1 0.7391710754064329   accuracy 0.7809667673716012   precision 0.7286713286713287   recall 0.7590249868949852
deviation 4/5   epoch 96/120   F1 0.7147945138658567   accuracy 0.7715256797583081   precision 0.70076871657754   recall 0.7581932490058332
deviation 4/5   epoch 97/120   F1 0.719037602804548   accuracy 0.774546827794562   precision 0.7047434183463595   recall 0.762031262981343
deviation 4/5   epoch 98/120   F1 0.7262381920528886   accuracy 0.7741691842900302   precision 0.7141634101192925   recall 0.7539509785988658
deviation 4/5   epoch 99/120   F1 0.7126618027601552   accuracy 0.7726586102719033   precision 0.6979072398190045   recall 0.7640256555366911
deviation 4/5   epoch 100/120   F1 0.7372616914213974   accuracy 0.7779456193353474   precision 0.7278357671740024   recall 0.7540369163205225
deviation 4/5   epoch 101/120   F1 0.739604161613248   accuracy 0.7790785498489426   precision 0.7306818181818182   recall 0.7548297473670609
deviation 4/5   epoch 102/120   F1 0.7149923914898586   accuracy 0.773036253776435   precision 0.7004730563554092   recall 0.7623301583296537
deviation 4/5   epoch 103/120   F1 0.7215467246692806   accuracy 0.7737915407854985   precision 0.708173076923077   recall 0.7573025826066302
deviation 4/5   epoch 104/120   F1 0.7081707140301665   accuracy 0.7700151057401813   precision 0.6936445907034142   recall 0.7614481178043843
deviation 4/5   epoch 105/120   F1 0.6906415361702907   accuracy 0.7662386706948641   precision 0.6765477169888935   recall 0.7733811660799541
deviation 4/5   epoch 106/120   F1 0.7160203171660187   accuracy 0.7749244712990937   precision 0.7010309543397778   recall 0.7667947305029633
deviation 4/5   epoch 107/120   F1 0.7146744854061926   accuracy 0.774546827794562   precision 0.6996066433566434   recall 0.7673484760441283
deviation 4/5   epoch 108/120   F1 0.6953988673477447   accuracy 0.7662386706948641   precision 0.6811137392019745   recall 0.7660631279583263
deviation 4/5   epoch 109/120   F1 0.6865204646200109   accuracy 0.7654833836858006   precision 0.6728429658576718   recall 0.7773041739580573
deviation 4/5   epoch 110/120   F1 0.733411110817546   accuracy 0.779833836858006   precision 0.7209738790621143   recall 0.7612352827199471
deviation 4/5   epoch 111/120   F1 0.7250830564784053   accuracy 0.775679758308157   precision 0.7118701151789387   recall 0.7587182288527226
deviation 4/5   epoch 112/120   F1 0.7307569512088484   accuracy 0.7734138972809668   precision 0.7210175853558207   recall 0.7490216355414968
deviation 4/5   epoch 113/120   F1 0.7143429548922005   accuracy 0.7700151057401813   precision 0.7007790004113533   recall 0.7545156194112361
deviation 4/5   epoch 114/120   F1 0.7163140828774266   accuracy 0.7734138972809668   precision 0.7018973673385438   recall 0.7618888814780231
deviation 4/5   epoch 115/120   F1 0.7071893729829415   accuracy 0.7681268882175226   precision 0.6930866927190457   recall 0.7569204980842912
deviation 4/5   epoch 116/120   F1 0.7224231948045636   accuracy 0.7719033232628398   precision 0.7101835664335665   recall 0.7517994917994918
deviation 4/5   epoch 117/120   F1 0.7272821827105774   accuracy 0.7711480362537765   precision 0.7173231180584121   recall 0.7466135493037463
deviation 4/5   epoch 118/120   F1 0.7271928388188418   accuracy 0.7719033232628398   precision 0.7167472233648704   recall 0.7482157998869418
deviation 4/5   epoch 119/120   F1 0.7271272368724623   accuracy 0.7707703927492447   precision 0.7173256890168656   recall 0.7459529034712469
deviation 4/5   epoch 120/120   F1 0.7331679714750794   accuracy 0.7741691842900302   precision 0.7241515837104072   recall 0.7490779493479224

deviation 5/5   epoch 1/120   F1 0.41294083452969477   accuracy 0.6672960725075529   precision 0.5031417112299466   recall 0.5745406023637056
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deviation 5/5   epoch 2/120   F1 0.41834614920387164   accuracy 0.6680513595166163   precision 0.5051342040312629   recall 0.5925661973463121
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deviation 5/5   epoch 3/120   F1 0.4533659076086102   accuracy 0.677870090634441   precision 0.5216191896338955   recall 0.6838364295200774
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deviation 5/5   epoch 4/120   F1 0.5481897789551573   accuracy 0.7027945619335347   precision 0.5708196215549157   recall 0.7071318598893507
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deviation 5/5   epoch 5/120   F1 0.6691400501162306   accuracy 0.745845921450151   precision 0.6584224598930482   recall 0.7319997364495041
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deviation 5/5   epoch 6/120   F1 0.7070804236802912   accuracy 0.7639728096676737   precision 0.6942564788153024   recall 0.7456677398928833
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deviation 5/5   epoch 7/120   F1 0.7208932300820818   accuracy 0.774546827794562   precision 0.7070264294529001   recall 0.7599914277896209
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deviation 5/5   epoch 8/120   F1 0.7305469466855675   accuracy 0.7817220543806647   precision 0.7161096256684492   recall 0.7692276895384329
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deviation 5/5   epoch 9/120   F1 0.7360574231986213   accuracy 0.7828549848942599   precision 0.7229509461127108   recall 0.7662675064383777
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deviation 5/5   epoch 10/120   F1 0.7420670323376508   accuracy 0.7862537764350453   precision 0.729491464417935   recall 0.7688903749759013
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deviation 5/5   epoch 11/120   F1 0.7437973630149493   accuracy 0.7888972809667674   precision 0.7303295968737145   recall 0.7739542553362276
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deviation 5/5   epoch 12/120   F1 0.7414800081931281   accuracy 0.7881419939577039   precision 0.7274809749074456   recall 0.7745267468963672
deviation 5/5   epoch 13/120   F1 0.7504709505674837   accuracy 0.7926737160120846   precision 0.7377236733854381   recall 0.7766443945963615
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deviation 5/5   epoch 14/120   F1 0.7459254443753021   accuracy 0.7915407854984894   precision 0.7317384821061292   recall 0.7787831363682758
deviation 5/5   epoch 15/120   F1 0.7515432138617661   accuracy 0.7941842900302115   precision 0.73828414232826   recall 0.7794672263067
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deviation 5/5   epoch 16/120   F1 0.7553791302042444   accuracy 0.7968277945619335   precision 0.7422614150555327   recall 0.782197565248641
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deviation 5/5   epoch 17/120   F1 0.7566390057263606   accuracy 0.7990936555891238   precision 0.7425313656931304   recall 0.7870090634441087
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deviation 5/5   epoch 18/120   F1 0.7595653223659637   accuracy 0.8006042296072508   precision 0.7459455985191279   recall 0.787605338239848
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deviation 5/5   epoch 19/120   F1 0.7591612050523906   accuracy 0.7983383685800605   precision 0.7471025298231181   recall 0.781938985039601
deviation 5/5   epoch 20/120   F1 0.7566520539031811   accuracy 0.7979607250755287   precision 0.743395207733443   recall 0.7837929894849018
deviation 5/5   epoch 21/120   F1 0.7557439294595577   accuracy 0.7964501510574018   precision 0.7431201151789387   recall 0.780770512623524
deviation 5/5   epoch 22/120   F1 0.7586098049460117   accuracy 0.797583081570997   precision 0.7468222953517072   recall 0.7805953049008605
deviation 5/5   epoch 23/120   F1 0.7568246848658263   accuracy 0.7990936555891238   precision 0.742816742081448   recall 0.7867700641274777
deviation 5/5   epoch 24/120   F1 0.7618276668465551   accuracy 0.7998489425981873   precision 0.7502313862607981   recall 0.7829401590139391
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deviation 5/5   epoch 25/120   F1 0.7597241956775277   accuracy 0.7994712990936556   precision 0.7470948169477581   recall 0.784288764145481
deviation 5/5   epoch 26/120   F1 0.7625963779809934   accuracy 0.8013595166163142   precision 0.7502211024269848   recall 0.786021600176328
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deviation 5/5   epoch 27/120   F1 0.761169554201753   accuracy 0.8006042296072508   precision 0.748513986013986   recall 0.7856543376242656
deviation 5/5   epoch 28/120   F1 0.7613583409303855   accuracy 0.8009818731117825   precision 0.7485114150555328   recall 0.7864557981435094
deviation 5/5   epoch 29/120   F1 0.7614844172221222   accuracy 0.7998489425981873   precision 0.7496606334841629   recall 0.7833094587222075
deviation 5/5   epoch 30/120   F1 0.7582469034424897   accuracy 0.7972054380664653   precision 0.7465394899218429   recall 0.7800202947113296
deviation 5/5   epoch 31/120   F1 0.7615582607569528   accuracy 0.7983383685800605   precision 0.751097799259564   recall 0.7794957646520146
deviation 5/5   epoch 32/120   F1 0.7615146501574425   accuracy 0.7960725075528701   precision 0.7531108597285068   recall 0.7744480374665477
deviation 5/5   epoch 33/120   F1 0.7599657666919029   accuracy 0.7972054380664653   precision 0.7493932538050185   recall 0.7783122635250237
deviation 5/5   epoch 34/120   F1 0.7622228798966852   accuracy 0.7983383685800605   precision 0.7522393048128342   recall 0.7788765462979808
deviation 5/5   epoch 35/120   F1 0.7619488903624124   accuracy 0.7990936555891238   precision 0.7510926573426573   recall 0.7809347520300999
deviation 5/5   epoch 36/120   F1 0.7600293852428281   accuracy 0.7941842900302115   precision 0.7522675853558207   recall 0.7716272039674702
deviation 5/5   epoch 37/120   F1 0.7609381617887416   accuracy 0.7968277945619335   precision 0.7513934594816948   recall 0.7765617443001671
deviation 5/5   epoch 38/120   F1 0.7644325157888313   accuracy 0.7979607250755287   precision 0.7565225215960509   recall 0.7762086742041772
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deviation 5/5   epoch 39/120   F1 0.7650182116958459   accuracy 0.800226586102719   precision 0.7553655902920609   recall 0.7807007132183847
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deviation 5/5   epoch 40/120   F1 0.762278116227902   accuracy 0.7972054380664653   precision 0.7533885232414643   recall 0.7762788774541237
deviation 5/5   epoch 41/120   F1 0.7615875909983707   accuracy 0.7953172205438066   precision 0.7539721308103662   recall 0.7728354894660672
deviation 5/5   epoch 42/120   F1 0.7623979292309335   accuracy 0.7968277945619335   precision 0.7539618469765528   recall 0.7753707627118644
deviation 5/5   epoch 43/120   F1 0.759828089824927   accuracy 0.7938066465256798   precision 0.752270156314274   recall 0.7710071036379906
deviation 5/5   epoch 44/120   F1 0.7617906374612294   accuracy 0.7956948640483383   precision 0.7539695598519127   recall 0.773459792062153
deviation 5/5   epoch 45/120   F1 0.7575091575091575   accuracy 0.7915407854984894   precision 0.750287947346771   recall 0.7680632654859458
deviation 5/5   epoch 46/120   F1 0.7650935098195961   accuracy 0.7994712990936556   precision 0.7562268613739203   recall 0.7789279429616958
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deviation 5/5   epoch 47/120   F1 0.7596433135819682   accuracy 0.7922960725075529   precision 0.7534219457013575   recall 0.7682291666666667
deviation 5/5   epoch 48/120   F1 0.7613370975651783   accuracy 0.7945619335347432   precision 0.7542626491155903   recall 0.7715038708614725
deviation 5/5   epoch 49/120   F1 0.7572846960126316   accuracy 0.7896525679758308   precision 0.7517276840806253   recall 0.7647259415173373
deviation 5/5   epoch 50/120   F1 0.7628857805917858   accuracy 0.7956948640483383   precision 0.7559671945701357   recall 0.772714759688967
deviation 5/5   epoch 51/120   F1 0.763121757654289   accuracy 0.797583081570997   precision 0.7545274578362813   recall 0.7764194273429101
deviation 5/5   epoch 52/120   F1 0.761225271143422   accuracy 0.7926737160120846   precision 0.7559877622377622   recall 0.7680753079215206
deviation 5/5   epoch 53/120   F1 0.7582720446339694   accuracy 0.7945619335347432   precision 0.7488404977375566   recall 0.7737531925003465
deviation 5/5   epoch 54/120   F1 0.7640134351532051   accuracy 0.7960725075528701   precision 0.7576768819415878   recall 0.772732715081853
deviation 5/5   epoch 55/120   F1 0.7593840425338579   accuracy 0.7960725075528701   precision 0.7494009666803785   recall 0.7762008889040741
deviation 5/5   epoch 56/120   F1 0.7618343313532832   accuracy 0.7960725075528701   precision 0.753681612505142   recall 0.7742077122308556
deviation 5/5   epoch 57/120   F1 0.7584665238718287   accuracy 0.7949395770392749   precision 0.7488379267791032   recall 0.7744297186392213
deviation 5/5   epoch 58/120   F1 0.7646926193225111   accuracy 0.797583081570997   precision 0.757381221719457   recall 0.7752457281112959
deviation 5/5   epoch 59/120   F1 0.7656385821554044   accuracy 0.7968277945619335   precision 0.7599547511312217   recall 0.7731848601681063
update
deviation 5/5   epoch 60/120   F1 0.7586282149548629   accuracy 0.7930513595166163   precision 0.7508484162895928   recall 0.7703069592198581
deviation 5/5   epoch 61/120   F1 0.7567318226082166   accuracy 0.7941842900302115   precision 0.7465600575894693   recall 0.7742111768031904
deviation 5/5   epoch 62/120   F1 0.7564621218907701   accuracy 0.7964501510574018   precision 0.744261620732209   recall 0.7799839391159883
deviation 5/5   epoch 63/120   F1 0.7555548420241458   accuracy 0.7915407854984894   precision 0.7468634306869602   recall 0.7693801059341054
deviation 5/5   epoch 64/120   F1 0.751085571588996   accuracy 0.7956948640483383   precision 0.7365616001645413   recall 0.7842875316592091
deviation 5/5   epoch 65/120   F1 0.7591894896286618   accuracy 0.7956948640483383   precision 0.7494035376388317   recall 0.7755112691146806
deviation 5/5   epoch 66/120   F1 0.7566521983338901   accuracy 0.797583081570997   precision 0.7436831550802139   recall 0.7827629824315414
deviation 5/5   epoch 67/120   F1 0.7556059274791971   accuracy 0.7922960725075529   precision 0.7462875359934183   recall 0.7709446407005258
deviation 5/5   epoch 68/120   F1 0.7565747270147951   accuracy 0.7919184290030211   precision 0.7482877416700946   recall 0.7694303264653346
deviation 5/5   epoch 69/120   F1 0.7562834694180384   accuracy 0.7964501510574018   precision 0.7439762443438914   recall 0.7801769983355662
deviation 5/5   epoch 70/120   F1 0.7578273489999603   accuracy 0.7915407854984894   precision 0.7508587001234059   recall 0.7678691044858068
deviation 5/5   epoch 71/120   F1 0.7564105410830408   accuracy 0.7919184290030211   precision 0.7480023652817771   recall 0.7695462829910436
deviation 5/5   epoch 72/120   F1 0.7515797977799485   accuracy 0.7851208459214502   precision 0.7457656314273962   recall 0.7595634480207176
deviation 5/5   epoch 73/120   F1 0.7573024891774891   accuracy 0.7953172205438066   precision 0.7465523447141095   recall 0.7763341401567543
deviation 5/5   epoch 74/120   F1 0.7531609135822822   accuracy 0.7911631419939577   precision 0.7431561085972851   recall 0.7704254830941184
deviation 5/5   epoch 75/120   F1 0.7510259442223274   accuracy 0.7896525679758308   precision 0.7408833813245578   recall 0.7688156077967256
deviation 5/5   epoch 76/120   F1 0.7522681863257985   accuracy 0.7904078549848943   precision 0.742305121349239   recall 0.7694790596668504
deviation 5/5   epoch 77/120   F1 0.74887662833598   accuracy 0.7805891238670695   precision 0.7452257301522007   recall 0.7533468528858867
deviation 5/5   epoch 78/120   F1 0.7526818594225331   accuracy 0.7885196374622356   precision 0.7446009872480461   recall 0.765220785013381
deviation 5/5   epoch 79/120   F1 0.7530404217808901   accuracy 0.7888972809667674   precision 0.7448837926779104   recall 0.7657365191026894
deviation 5/5   epoch 80/120   F1 0.7452380345656258   accuracy 0.7904078549848943   precision 0.7314608185931715   recall 0.7764307399432732
deviation 5/5   epoch 81/120   F1 0.7497488566265917   accuracy 0.7919184290030211   precision 0.7371580625257096   recall 0.7754554406144856
deviation 5/5   epoch 82/120   F1 0.7523708034057062   accuracy 0.7888972809667674   precision 0.7437422871246401   recall 0.7661880451789109
deviation 5/5   epoch 83/120   F1 0.7444279179333546   accuracy 0.7922960725075529   precision 0.7291649526943644   recall 0.7829328059979115
deviation 5/5   epoch 84/120   F1 0.7404421825272174   accuracy 0.7896525679758308   precision 0.7251876799670918   recall 0.7802186683942589
deviation 5/5   epoch 85/120   F1 0.7539593904005393   accuracy 0.7881419939577039   precision 0.7471719457013575   recall 0.7637356005341098
deviation 5/5   epoch 86/120   F1 0.7533227904599956   accuracy 0.7783232628398792   precision 0.7566562114356232   recall 0.7505472855327759
deviation 5/5   epoch 87/120   F1 0.7485329731896702   accuracy 0.7817220543806647   precision 0.7435057589469354   recall 0.7551816856744881
deviation 5/5   epoch 88/120   F1 0.7528139087162424   accuracy 0.7911631419939577   precision 0.7425853558206499   recall 0.7707149389423853
deviation 5/5   epoch 89/120   F1 0.7432977403343783   accuracy 0.7847432024169184   precision 0.7323555121349239   recall 0.7641490132809577
deviation 5/5   epoch 90/120   F1 0.7500524162863875   accuracy 0.7866314199395771   precision 0.741760078157137   recall 0.7631794376633326
deviation 5/5   epoch 91/120   F1 0.7437259437659252   accuracy 0.7696374622356495   precision 0.7470125462772521   recall 0.7410126353654773
deviation 5/5   epoch 92/120   F1 0.7468584765094477   accuracy 0.7809667673716012   precision 0.7412278897573015   recall 0.7545882761539882
deviation 5/5   epoch 93/120   F1 0.7457931974817905   accuracy 0.7768126888217523   precision 0.7432538050185109   recall 0.7487252031558573
deviation 5/5   epoch 94/120   F1 0.7436503880173564   accuracy 0.775679758308157   precision 0.7404077540106953   recall 0.7475564427312775
deviation 5/5   epoch 95/120   F1 0.7432253240830908   accuracy 0.7783232628398792   precision 0.7372506170300288   recall 0.7516609840388724
deviation 5/5   epoch 96/120   F1 0.7432464630633684   accuracy 0.7787009063444109   precision 0.736962669683258   recall 0.752280042918455
deviation 5/5   epoch 97/120   F1 0.7462061914954794   accuracy 0.7790785498489426   precision 0.7418114973262032   recall 0.7518383152765087
deviation 5/5   epoch 98/120   F1 0.7434680544829435   accuracy 0.773036253776435   precision 0.7427087618264089   recall 0.7442612993555423
deviation 5/5   epoch 99/120   F1 0.7439108759255151   accuracy 0.7787009063444109   precision 0.7381041752365282   recall 0.7520163923719958
deviation 5/5   epoch 100/120   F1 0.7399411763205355   accuracy 0.7673716012084593   precision 0.7418911970382558   recall 0.7382044660489139
deviation 5/5   epoch 101/120   F1 0.7486049700126985   accuracy 0.7768126888217523   precision 0.7486759563965446   recall 0.7485342645177993
deviation 5/5   epoch 102/120   F1 0.7399332154782952   accuracy 0.7605740181268882   precision 0.7504987659399425   recall 0.7345303687870539
deviation 5/5   epoch 103/120   F1 0.7377733870884686   accuracy 0.7639728096676737   precision 0.7413435828877005   recall 0.7348987536650929
deviation 5/5   epoch 104/120   F1 0.7462995247906508   accuracy 0.777190332326284   precision 0.7438219868366927   recall 0.7491488109624742
deviation 5/5   epoch 105/120   F1 0.7405014777311829   accuracy 0.7711480362537765   precision 0.7390117235705471   recall 0.7421273326301259
deviation 5/5   epoch 106/120   F1 0.7309164149043303   accuracy 0.7477341389728097   precision 0.748017791032497   recall 0.7262602524140227
deviation 5/5   epoch 107/120   F1 0.7349067195859724   accuracy 0.7613293051359517   precision 0.7385078157136981   recall 0.73202477065138
deviation 5/5   epoch 108/120   F1 0.7381086832374626   accuracy 0.7658610271903323   precision 0.7399038461538461   recall 0.7364970866502941
deviation 5/5   epoch 109/120   F1 0.7406860393607386   accuracy 0.7692598187311178   precision 0.7413075894693542   recall 0.7400868168909245
deviation 5/5   epoch 110/120   F1 0.7306372881824019   accuracy 0.7496223564954683   precision 0.744295043192102   recall 0.7254493903831496
deviation 5/5   epoch 111/120   F1 0.7332970383275261   accuracy 0.7484894259818731   precision 0.7531494241053065   recall 0.7293040651315299
deviation 5/5   epoch 112/120   F1 0.7442624102266941   accuracy 0.7673716012084593   precision 0.751023241464418   recall 0.7397389433984503
deviation 5/5   epoch 113/120   F1 0.7353448986679794   accuracy 0.7583081570996979   precision 0.7430944055944055   recall 0.7306082630115605
deviation 5/5   epoch 114/120   F1 0.7388888756990921   accuracy 0.7647280966767371   precision 0.7427653229123817   recall 0.7358210725780521
deviation 5/5   epoch 115/120   F1 0.7364222998789791   accuracy 0.7613293051359517   precision 0.7416469559851913   recall 0.7326400491066014
deviation 5/5   epoch 116/120   F1 0.7328734510478029   accuracy 0.7545317220543807   precision 0.7425493624023036   recall 0.7277587459773694
deviation 5/5   epoch 117/120   F1 0.7327974211223804   accuracy 0.7617069486404834   precision 0.7339392225421637   recall 0.7317338014206884
deviation 5/5   epoch 118/120   F1 0.7272106457868714   accuracy 0.7496223564954683   precision 0.7363045043192102   recall 0.7223140001124716
deviation 5/5   epoch 119/120   F1 0.7402639764523542   accuracy 0.7760574018126888   precision 0.7341269025092554   recall 0.749077065619113
deviation 5/5   epoch 120/120   F1 0.745699791935259   accuracy 0.7741691842900302   precision 0.7458401892225421   recall 0.7455605118604633

