deviation 1/5   epoch 1/120   F1 0.41702270471969394   accuracy 0.6672960725075529   precision 0.5042832167832167   recall 0.5772234776058868
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deviation 1/5   epoch 2/120   F1 0.43418803418803426   accuracy 0.6706948640483383   precision 0.5113944878650761   recall 0.6221340388007055
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deviation 1/5   epoch 3/120   F1 0.46920739249956567   accuracy 0.6710725075528701   precision 0.523092348827643   recall 0.605902639607375
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deviation 1/5   epoch 4/120   F1 0.5683111201209233   accuracy 0.6805135951661632   precision 0.5741104483751542   recall 0.6236981569292166
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deviation 1/5   epoch 5/120   F1 0.6412539257056478   accuracy 0.7126132930513596   precision 0.6343917112299465   recall 0.6728308730235484
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deviation 1/5   epoch 6/120   F1 0.682753484155689   accuracy 0.7420694864048338   precision 0.6727169888934594   recall 0.7130035867863583
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deviation 1/5   epoch 7/120   F1 0.696800193920063   accuracy 0.7579305135951662   precision 0.6843094405594405   recall 0.7393720611277089
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deviation 1/5   epoch 8/120   F1 0.7074551594831481   accuracy 0.763595166163142   precision 0.6948298025503907   recall 0.7443917698658411
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deviation 1/5   epoch 9/120   F1 0.7141134073172908   accuracy 0.7692598187311178   precision 0.7007841423282599   recall 0.7527380331144848
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deviation 1/5   epoch 10/120   F1 0.720489384145794   accuracy 0.7726586102719033   precision 0.7073246606334842   recall 0.7553999442586399
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deviation 1/5   epoch 11/120   F1 0.7204142506690455   accuracy 0.7711480362537765   precision 0.7079056972439326   recall 0.7517025647410358
deviation 1/5   epoch 12/120   F1 0.7203110041931164   accuracy 0.7741691842900302   precision 0.7064582476347182   recall 0.7595785533499482
deviation 1/5   epoch 13/120   F1 0.7192531590123385   accuracy 0.773036253776435   precision 0.7056098313451254   recall 0.7576168652169396
deviation 1/5   epoch 14/120   F1 0.7209097835153684   accuracy 0.7753021148036254   precision 0.7067359111476759   recall 0.7620668415147746
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deviation 1/5   epoch 15/120   F1 0.7217241401272532   accuracy 0.775679758308157   precision 0.7075894693541752   recall 0.7622213995057205
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deviation 1/5   epoch 16/120   F1 0.7217327445496566   accuracy 0.773036253776435   precision 0.7087489716166187   recall 0.7551843403966444
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deviation 1/5   epoch 17/120   F1 0.7227906638022067   accuracy 0.7741691842900302   precision 0.7095973879062114   recall 0.7570631266948351
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deviation 1/5   epoch 18/120   F1 0.7265936847082054   accuracy 0.775679758308157   precision 0.7138677498971617   recall 0.7572845111544801
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deviation 1/5   epoch 19/120   F1 0.7270715991000568   accuracy 0.7775679758308157   precision 0.7135695187165776   recall 0.761647890351675
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deviation 1/5   epoch 20/120   F1 0.7251647248097464   accuracy 0.7753021148036254   precision 0.7121580625257096   recall 0.7576754069259575
deviation 1/5   epoch 21/120   F1 0.7268066162003535   accuracy 0.775679758308157   precision 0.7141531262854792   recall 0.7570895061728395
deviation 1/5   epoch 22/120   F1 0.7268768118316169   accuracy 0.7753021148036254   precision 0.7144410736322502   recall 0.7561042729334823
deviation 1/5   epoch 23/120   F1 0.729864667748976   accuracy 0.7760574018126888   precision 0.7181458247634718   recall 0.7553463614648184
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deviation 1/5   epoch 24/120   F1 0.7290450270434895   accuracy 0.7760574018126888   precision 0.7170043192102016   recall 0.7560288770337341
deviation 1/5   epoch 25/120   F1 0.7332423253098248   accuracy 0.7779456193353474   precision 0.7218428630193336   recall 0.7569288121866105
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deviation 1/5   epoch 26/120   F1 0.7324096788581623   accuracy 0.7809667673716012   precision 0.7189685314685315   recall 0.7650958665338645
deviation 1/5   epoch 27/120   F1 0.7316356837341673   accuracy 0.7779456193353474   precision 0.719559851912793   recall 0.7582713361156475
deviation 1/5   epoch 28/120   F1 0.7335090899485288   accuracy 0.7805891238670695   precision 0.7206833607568901   recall 0.763018273882252
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deviation 1/5   epoch 29/120   F1 0.7324421381763118   accuracy 0.7794561933534743   precision 0.7198349444672973   recall 0.7612057246719921
deviation 1/5   epoch 30/120   F1 0.7343256524613966   accuracy 0.7805891238670695   precision 0.7218248663101605   recall 0.7622413197016842
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deviation 1/5   epoch 31/120   F1 0.7356870649396423   accuracy 0.7809667673716012   precision 0.7235345536816125   recall 0.7619107865818392
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deviation 1/5   epoch 32/120   F1 0.7350377735591136   accuracy 0.7813444108761329   precision 0.722390477169889   recall 0.7634400456218065
deviation 1/5   epoch 33/120   F1 0.7343147662706331   accuracy 0.7820996978851964   precision 0.7209584533113945   recall 0.7660938824321657
deviation 1/5   epoch 34/120   F1 0.7366758862568213   accuracy 0.7809667673716012   precision 0.7249614356232004   recall 0.7610388331846671
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deviation 1/5   epoch 35/120   F1 0.7361073143656776   accuracy 0.7824773413897281   precision 0.7232388934594818   recall 0.7652502634754319
deviation 1/5   epoch 36/120   F1 0.7348432436368932   accuracy 0.783987915407855   precision 0.7206602221308104   recall 0.7706312669483508
deviation 1/5   epoch 37/120   F1 0.7382236536176222   accuracy 0.7832326283987915   precision 0.7258021390374332   recall 0.7650891145888354
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deviation 1/5   epoch 38/120   F1 0.7379984436880247   accuracy 0.7851208459214502   precision 0.7243624023035788   recall 0.7701931598725942
deviation 1/5   epoch 39/120   F1 0.7403079429981065   accuracy 0.783987915407855   precision 0.7283653846153846   recall 0.7649886785022807
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deviation 1/5   epoch 40/120   F1 0.7380958526000172   accuracy 0.7843655589123867   precision 0.7249382969971205   recall 0.7680894581416637
deviation 1/5   epoch 41/120   F1 0.7390430561818397   accuracy 0.7828549848942599   precision 0.7272315919374743   recall 0.7634209947879993
deviation 1/5   epoch 42/120   F1 0.7391718258869518   accuracy 0.7836102719033232   precision 0.7269410736322501   recall 0.7651228623453661
deviation 1/5   epoch 43/120   F1 0.7385408265850614   accuracy 0.783987915407855   precision 0.7257969971205265   recall 0.7666695005829771
deviation 1/5   epoch 44/120   F1 0.7384536367587216   accuracy 0.7847432024169184   precision 0.7252211024269848   recall 0.768702130857404
deviation 1/5   epoch 45/120   F1 0.7394299804067637   accuracy 0.7828549848942599   precision 0.7278023447141094   recall 0.7630805807867684
deviation 1/5   epoch 46/120   F1 0.7384063837570529   accuracy 0.7851208459214502   precision 0.7249331550802138   recall 0.7697496668210839
deviation 1/5   epoch 47/120   F1 0.7400881790662119   accuracy 0.7862537764350453   precision 0.7266377005347593   recall 0.7709498752105438
deviation 1/5   epoch 48/120   F1 0.7384536367587216   accuracy 0.7847432024169184   precision 0.7252211024269848   recall 0.768702130857404
deviation 1/5   epoch 49/120   F1 0.740082220910034   accuracy 0.7843655589123867   precision 0.7277920608802961   recall 0.766117024272118
deviation 1/5   epoch 50/120   F1 0.7419578473424028   accuracy 0.7851208459214502   precision 0.73006993006993   recall 0.7662035986926015
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deviation 1/5   epoch 51/120   F1 0.7456309356733114   accuracy 0.7870090634441088   precision 0.734337721102427   recall 0.7673745966559109
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deviation 1/5   epoch 52/120   F1 0.7433903883739099   accuracy 0.7866314199395771   precision 0.731201151789387   recall 0.7685365804496662
deviation 1/5   epoch 53/120   F1 0.7436552761727886   accuracy 0.7851208459214502   precision 0.7326383175647881   recall 0.7647105500846537
deviation 1/5   epoch 54/120   F1 0.7445271989261442   accuracy 0.7866314199395771   precision 0.7329134101192925   recall 0.7674726807719134
deviation 1/5   epoch 55/120   F1 0.7437924585713749   accuracy 0.7862537764350453   precision 0.7320598519127931   recall 0.7672410475048481
deviation 1/5   epoch 56/120   F1 0.7417660851608119   accuracy 0.7851208459214502   precision 0.7297845536816125   recall 0.7663805468316327
deviation 1/5   epoch 57/120   F1 0.7438268997561008   accuracy 0.7854984894259819   precision 0.7326357466063348   recall 0.7654326782047521
deviation 1/5   epoch 58/120   F1 0.7422613114756353   accuracy 0.7862537764350453   precision 0.7297768408062526   recall 0.7686978194270322
deviation 1/5   epoch 59/120   F1 0.7458250958218593   accuracy 0.7866314199395771   precision 0.7349110448375153   recall 0.766332042786968
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deviation 1/5   epoch 60/120   F1 0.7444419538063669   accuracy 0.7881419939577039   precision 0.731761620732209   recall 0.7712840671845318
deviation 1/5   epoch 61/120   F1 0.7446788542245567   accuracy 0.7873867069486404   precision 0.7326228918140683   recall 0.7691575162402252
deviation 1/5   epoch 62/120   F1 0.7430063746827988   accuracy 0.7866314199395771   precision 0.730630399012752   recall 0.7689095278885044
deviation 1/5   epoch 63/120   F1 0.7465419118028336   accuracy 0.7873867069486404   precision 0.7354766556972439   recall 0.7674550943010553
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deviation 1/5   epoch 64/120   F1 0.744275050520325   accuracy 0.7877643504531722   precision 0.7317641916906623   recall 0.7704940168272982
deviation 1/5   epoch 65/120   F1 0.7456415278305524   accuracy 0.7866314199395771   precision 0.7346256684491979   recall 0.7664885404233419
deviation 1/5   epoch 66/120   F1 0.7463721496914922   accuracy 0.7866314199395771   precision 0.735767174002468   recall 0.7658751644432847
deviation 1/5   epoch 67/120   F1 0.7472699473916993   accuracy 0.7873867069486404   precision 0.7366181612505142   recall 0.7668348246481911
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deviation 1/5   epoch 68/120   F1 0.7457903209495933   accuracy 0.7877643504531722   precision 0.7340472027972028   recall 0.7690254973580624
deviation 1/5   epoch 69/120   F1 0.744714469143386   accuracy 0.7866314199395771   precision 0.7331987865076101   recall 0.7673032081247444
deviation 1/5   epoch 70/120   F1 0.7458157094453147   accuracy 0.7870090634441088   precision 0.7346230974907446   recall 0.7672118715284183
deviation 1/5   epoch 71/120   F1 0.7474422957751148   accuracy 0.7881419939577039   precision 0.7363276429452901   recall 0.7684216481787687
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deviation 1/5   epoch 72/120   F1 0.7479592787050526   accuracy 0.7896525679758308   precision 0.7360319827231592   recall 0.7715606968047464
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deviation 1/5   epoch 73/120   F1 0.7497825645194067   accuracy 0.7892749244712991   precision 0.7391736939531057   recall 0.7690036665625687
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deviation 1/5   epoch 74/120   F1 0.7474254659312439   accuracy 0.7888972809667674   precision 0.7357517482517483   recall 0.7702295306611853
deviation 1/5   epoch 75/120   F1 0.7505014414535328   accuracy 0.7900302114803626   precision 0.7397393048128342   recall 0.7701154919051385
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deviation 1/5   epoch 76/120   F1 0.7522963951121406   accuracy 0.7915407854984894   precision 0.7414412793089264   recall 0.7720331152109241
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deviation 1/5   epoch 77/120   F1 0.7513754590693149   accuracy 0.7896525679758308   precision 0.7414541341011929   recall 0.7685326362395823
deviation 1/5   epoch 78/120   F1 0.7495847486423208   accuracy 0.7911631419939577   precision 0.7374485808309338   recall 0.7737038164817067
deviation 1/5   epoch 79/120   F1 0.7486790876970851   accuracy 0.7904078549848943   precision 0.7365975935828877   recall 0.7727228948154141
deviation 1/5   epoch 80/120   F1 0.7515762378920274   accuracy 0.790785498489426   precision 0.7408756684491978   recall 0.7709179129509467
deviation 1/5   epoch 81/120   F1 0.7530172460575013   accuracy 0.7922960725075529   precision 0.742006890168655   recall 0.7731538443680936
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deviation 1/5   epoch 82/120   F1 0.7486790876970851   accuracy 0.7904078549848943   precision 0.7365975935828877   recall 0.7727228948154141
deviation 1/5   epoch 83/120   F1 0.7506837115868975   accuracy 0.790785498489426   precision 0.73944878650761   recall 0.7717212768005881
deviation 1/5   epoch 84/120   F1 0.7503237666922691   accuracy 0.7904078549848943   precision 0.7391659810777458   recall 0.7711561065578847
deviation 1/5   epoch 85/120   F1 0.7510259442223274   accuracy 0.7896525679758308   precision 0.7408833813245578   recall 0.7688156077967256
deviation 1/5   epoch 86/120   F1 0.7510425045905501   accuracy 0.790785498489426   precision 0.7400195392842452   recall 0.7713934795563889
deviation 1/5   epoch 87/120   F1 0.7501437410692163   accuracy 0.7900302114803626   precision 0.7391685520361991   recall 0.7704312562682597
deviation 1/5   epoch 88/120   F1 0.7503199006382439   accuracy 0.7896525679758308   precision 0.7397418757712875   recall 0.7694060859773771
deviation 1/5   epoch 89/120   F1 0.7538480365335489   accuracy 0.7911631419939577   precision 0.7442976141505553   recall 0.7698708540926025
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deviation 1/5   epoch 90/120   F1 0.7554958554571151   accuracy 0.793429003021148   precision 0.7451383175647881   recall 0.7735639356608747
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deviation 1/5   epoch 91/120   F1 0.7526491673271958   accuracy 0.7915407854984894   precision 0.7420120320855614   recall 0.7717190815015804
deviation 1/5   epoch 92/120   F1 0.7539977676894513   accuracy 0.790785498489426   precision 0.7448709378856437   recall 0.7689442712568899
deviation 1/5   epoch 93/120   F1 0.7549463680952495   accuracy 0.7926737160120846   precision 0.7448580830933772   recall 0.7723183299486543
deviation 1/5   epoch 94/120   F1 0.7526622266785139   accuracy 0.7922960725075529   precision 0.7414361373920197   recall 0.7734841866154115
deviation 1/5   epoch 95/120   F1 0.7539059702879638   accuracy 0.7926737160120846   precision 0.7431458247634719   recall 0.7732312190372597
deviation 1/5   epoch 96/120   F1 0.7542839467986391   accuracy 0.7938066465256798   precision 0.7428527354997944   recall 0.7755840041077946
deviation 1/5   epoch 97/120   F1 0.7542667479509585   accuracy 0.7930513595166163   precision 0.7434286301933362   recall 0.7737892825335138
deviation 1/5   epoch 98/120   F1 0.7593840425338579   accuracy 0.7960725075528701   precision 0.7494009666803785   recall 0.7762008889040741
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deviation 1/5   epoch 99/120   F1 0.7572631713753231   accuracy 0.7945619335347432   precision 0.7471282394076512   recall 0.7746096818889541
deviation 1/5   epoch 100/120   F1 0.7593840425338579   accuracy 0.7960725075528701   precision 0.7494009666803785   recall 0.7762008889040741
deviation 1/5   epoch 101/120   F1 0.7577164000522839   accuracy 0.7938066465256798   precision 0.7485602632661457   recall 0.7725506944855564
deviation 1/5   epoch 102/120   F1 0.758131413677297   accuracy 0.7949395770392749   precision 0.7482671740024681   recall 0.7747147159961737
deviation 1/5   epoch 103/120   F1 0.7604701355384789   accuracy 0.7953172205438066   precision 0.7519744960921431   recall 0.7736468847286789
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deviation 1/5   epoch 104/120   F1 0.7603900528019076   accuracy 0.7945619335347432   precision 0.752550390785685   recall 0.7721409574468086
deviation 1/5   epoch 105/120   F1 0.7612305242140888   accuracy 0.7964501510574018   precision 0.7522521596051008   recall 0.7754815754358799
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deviation 1/5   epoch 106/120   F1 0.7596558588925   accuracy 0.7953172205438066   precision 0.7505476141505554   recall 0.7742837039121868
deviation 1/5   epoch 107/120   F1 0.7641236960462328   accuracy 0.7968277945619335   precision 0.7571009872480461   recall 0.7741260351477373
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deviation 1/5   epoch 108/120   F1 0.7623699688792901   accuracy 0.7953172205438066   precision 0.7553990127519539   recall 0.7723113570886204
deviation 1/5   epoch 109/120   F1 0.7617906374612294   accuracy 0.7956948640483383   precision 0.7539695598519127   recall 0.773459792062153
deviation 1/5   epoch 110/120   F1 0.7642087396117603   accuracy 0.7987160120845922   precision 0.755375874125874   recall 0.7780015602970862
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deviation 1/5   epoch 111/120   F1 0.7652972215086908   accuracy 0.7998489425981873   precision 0.7562242904154668   recall 0.779594779603196
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deviation 1/5   epoch 112/120   F1 0.7635518896796305   accuracy 0.7972054380664653   precision 0.7556715343480049   recall 0.7752923801568358
deviation 1/5   epoch 113/120   F1 0.7637087386868664   accuracy 0.7972054380664653   precision 0.7559569107363224   recall 0.7751776401755983
deviation 1/5   epoch 114/120   F1 0.7624391991960887   accuracy 0.7972054380664653   precision 0.753673899629782   recall 0.7761487949678669
deviation 1/5   epoch 115/120   F1 0.7632343988738245   accuracy 0.7949395770392749   precision 0.7573992184286302   recall 0.7710743756900019
deviation 1/5   epoch 116/120   F1 0.762036261296747   accuracy 0.7964501510574018   precision 0.7536790415466885   recall 0.7748482423832196
deviation 1/5   epoch 117/120   F1 0.7630781960116158   accuracy 0.7972054380664653   precision 0.7548154051830522   recall 0.7756479205704134
deviation 1/5   epoch 118/120   F1 0.7632366200208296   accuracy 0.7972054380664653   precision 0.7551007815713697   recall 0.7755275096407832
deviation 1/5   epoch 119/120   F1 0.7618602161762181   accuracy 0.7979607250755287   precision 0.7519564993829699   recall 0.7783314766257197
deviation 1/5   epoch 120/120   F1 0.760707840411649   accuracy 0.7945619335347432   precision 0.75312114356232   recall 0.7719212965520289

deviation 2/5   epoch 1/120   F1 0.6208525728464467   accuracy 0.7375377643504532   precision 0.6213800904977376   recall 0.7688798051116892
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deviation 2/5   epoch 2/120   F1 0.6183727200188409   accuracy 0.7367824773413897   precision 0.6196729740847388   recall 0.7698376122258211
deviation 2/5   epoch 3/120   F1 0.619783304588474   accuracy 0.7379154078549849   precision 0.6208067667626491   recall 0.7732109216922112
deviation 2/5   epoch 4/120   F1 0.6209568967053113   accuracy 0.7360271903323263   precision 0.6211049979432333   recall 0.7606983594626642
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deviation 2/5   epoch 5/120   F1 0.6290503109501135   accuracy 0.7382930513595166   precision 0.6267970999588647   recall 0.7572291756581787
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deviation 2/5   epoch 6/120   F1 0.6391293218683933   accuracy 0.7394259818731118   precision 0.6339237967914438   recall 0.74609766237693
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deviation 2/5   epoch 7/120   F1 0.6559288314536602   accuracy 0.747356495468278   precision 0.6472824969148498   recall 0.7532763737447982
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deviation 2/5   epoch 8/120   F1 0.6770780242068581   accuracy 0.7579305135951662   precision 0.6649038461538461   recall 0.7626536242789064
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deviation 2/5   epoch 9/120   F1 0.6867586062321249   accuracy 0.7613293051359517   precision 0.6734419991772933   recall 0.761007165297058
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deviation 2/5   epoch 10/120   F1 0.6859185222672064   accuracy 0.7620845921450151   precision 0.672580728095434   recall 0.7649638436276367
deviation 2/5   epoch 11/120   F1 0.6900780984465515   accuracy 0.7639728096676737   precision 0.6762777663512958   recall 0.76571075641243
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deviation 2/5   epoch 12/120   F1 0.7032647895826545   accuracy 0.7707703927492447   precision 0.6882172974084739   recall 0.770589485453445
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deviation 2/5   epoch 13/120   F1 0.7069346772100096   accuracy 0.7726586102719033   precision 0.6916289592760181   recall 0.7718119459264311
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deviation 2/5   epoch 14/120   F1 0.7107420491974981   accuracy 0.7753021148036254   precision 0.6950354792266558   recall 0.7754257633696914
update
deviation 2/5   epoch 15/120   F1 0.7160895429203269   accuracy 0.7779456193353474   precision 0.7001542575071987   recall 0.776632033770627
update
deviation 2/5   epoch 16/120   F1 0.7121569194385236   accuracy 0.7768126888217523   precision 0.6961667009461128   recall 0.7786602206792026
deviation 2/5   epoch 17/120   F1 0.7174106373255913   accuracy 0.7790785498489426   precision 0.701288050185109   recall 0.7785912979583267
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deviation 2/5   epoch 18/120   F1 0.7208473749922659   accuracy 0.7805891238670695   precision 0.7047022830111065   recall 0.778635013538755
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deviation 2/5   epoch 19/120   F1 0.7196369662436721   accuracy 0.779833836858006   precision 0.7035659193747429   recall 0.7778485937641187
deviation 2/5   epoch 20/120   F1 0.7195957700459605   accuracy 0.7805891238670695   precision 0.7032754010695187   recall 0.7805512310442253
deviation 2/5   epoch 21/120   F1 0.7237301903968207   accuracy 0.7828549848942599   precision 0.7072552447552447   recall 0.7821100335516157
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deviation 2/5   epoch 22/120   F1 0.7219174697306647   accuracy 0.7817220543806647   precision 0.7055506993006992   recall 0.7809438470728793
deviation 2/5   epoch 23/120   F1 0.7237301903968207   accuracy 0.7828549848942599   precision 0.7072552447552447   recall 0.7821100335516157
deviation 2/5   epoch 24/120   F1 0.720242490780253   accuracy 0.7802114803625377   precision 0.7041341011929247   recall 0.7782420986603029
deviation 2/5   epoch 25/120   F1 0.7259073042481128   accuracy 0.7828549848942599   precision 0.7098236322501028   recall 0.7788264846383735
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deviation 2/5   epoch 26/120   F1 0.7250717581226734   accuracy 0.7824773413897281   precision 0.7089700740436035   recall 0.7787844489032945
deviation 2/5   epoch 27/120   F1 0.7249479241841876   accuracy 0.7828549848942599   precision 0.7086821266968326   recall 0.7802470361275231
deviation 2/5   epoch 28/120   F1 0.7274557406358435   accuracy 0.783987915407855   precision 0.7112428013163308   recall 0.7803472053991531
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deviation 2/5   epoch 29/120   F1 0.7290661327674914   accuracy 0.7832326283987915   precision 0.7135309543397779   recall 0.7756152437081874
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deviation 2/5   epoch 30/120   F1 0.7294710138409118   accuracy 0.7851208459214502   precision 0.7132327231591937   recall 0.7811665467439934
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deviation 2/5   epoch 31/120   F1 0.7277874389260386   accuracy 0.7828549848942599   precision 0.7121066433566434   recall 0.7761616011153446
deviation 2/5   epoch 32/120   F1 0.7291645136140813   accuracy 0.7828549848942599   precision 0.7138189016865487   recall 0.7743085761215616
deviation 2/5   epoch 33/120   F1 0.7366447185122749   accuracy 0.7870090634441088   precision 0.7214957836281366   recall 0.7772020141894175
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deviation 2/5   epoch 34/120   F1 0.7311809189318192   accuracy 0.7847432024169184   precision 0.7155183052241876   recall 0.7774998924136745
deviation 2/5   epoch 35/120   F1 0.728628638097941   accuracy 0.783987915407855   precision 0.7126696832579186   recall 0.7786423595672151
deviation 2/5   epoch 36/120   F1 0.7367887580171056   accuracy 0.7873867069486404   precision 0.7214932126696832   recall 0.7781593478662703
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deviation 2/5   epoch 37/120   F1 0.7349186959071028   accuracy 0.7858761329305136   precision 0.7197912381735911   recall 0.7760219455043116
deviation 2/5   epoch 38/120   F1 0.7364223587437098   accuracy 0.7858761329305136   precision 0.721788872891814   recall 0.774131749561277
deviation 2/5   epoch 39/120   F1 0.7367887580171056   accuracy 0.7873867069486404   precision 0.7214932126696832   recall 0.7781593478662703
deviation 2/5   epoch 40/120   F1 0.7394463704429953   accuracy 0.7892749244712991   precision 0.7240487453722748   recall 0.7803970462845284
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deviation 2/5   epoch 41/120   F1 0.7391653885216118   accuracy 0.7896525679758308   precision 0.7234754216371864   recall 0.7819577742907304
deviation 2/5   epoch 42/120   F1 0.7359961308168559   accuracy 0.7870090634441088   precision 0.7206396544631839   recall 0.7780549759593577
deviation 2/5   epoch 43/120   F1 0.7380838835253265   accuracy 0.7885196374622356   precision 0.7226270053475936   recall 0.7799074226717481
deviation 2/5   epoch 44/120   F1 0.7382985452245414   accuracy 0.7885196374622356   precision 0.7229123817359111   recall 0.7796181630546956
deviation 2/5   epoch 45/120   F1 0.7400194421015802   accuracy 0.7896525679758308   precision 0.7246169271904566   recall 0.7807858223519553
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deviation 2/5   epoch 46/120   F1 0.7397408665499501   accuracy 0.7900302114803626   precision 0.7240436034553681   recall 0.7823447078187167
deviation 2/5   epoch 47/120   F1 0.735260142500487   accuracy 0.7873867069486404   precision 0.7194955779514604   recall 0.7802361697500851
deviation 2/5   epoch 48/120   F1 0.7377959142606569   accuracy 0.7888972809667674   precision 0.7220536816125052   recall 0.7814842697810163
deviation 2/5   epoch 49/120   F1 0.7436535251400151   accuracy 0.7919184290030211   precision 0.7283113944878651   recall 0.7828263204535846
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deviation 2/5   epoch 50/120   F1 0.7425149500545357   accuracy 0.7911631419939577   precision 0.7271750308515015   recall 0.7820528166738088
deviation 2/5   epoch 51/120   F1 0.7436535251400151   accuracy 0.7919184290030211   precision 0.7283113944878651   recall 0.7828263204535846
deviation 2/5   epoch 52/120   F1 0.7476012384580353   accuracy 0.7926737160120846   precision 0.7334430275606746   recall 0.7799550776929296
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deviation 2/5   epoch 53/120   F1 0.7468782826455986   accuracy 0.7919184290030211   precision 0.7328774167009461   recall 0.7786976163169486
deviation 2/5   epoch 54/120   F1 0.746574017088524   accuracy 0.7930513595166163   precision 0.7317281982723158   recall 0.78235474705453
deviation 2/5   epoch 55/120   F1 0.7446798830290855   accuracy 0.7919184290030211   precision 0.7297382764294529   recall 0.7814565286377191
deviation 2/5   epoch 56/120   F1 0.7420007215216207   accuracy 0.7904078549848943   precision 0.7268947963800905   recall 0.7804426871692696
deviation 2/5   epoch 57/120   F1 0.7468460043594494   accuracy 0.7922960725075529   precision 0.7325894693541752   recall 0.7798068804260754
deviation 2/5   epoch 58/120   F1 0.7448830985804671   accuracy 0.7919184290030211   precision 0.7300236528177704   recall 0.7811914888267476
deviation 2/5   epoch 59/120   F1 0.7485738123144788   accuracy 0.7926737160120846   precision 0.7348699095022624   recall 0.7787867413414142
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deviation 2/5   epoch 60/120   F1 0.7470431631484754   accuracy 0.7922960725075529   precision 0.7328748457424927   recall 0.7795648148148149
deviation 2/5   epoch 61/120   F1 0.7468782826455986   accuracy 0.7919184290030211   precision 0.7328774167009461   recall 0.7786976163169486
deviation 2/5   epoch 62/120   F1 0.7476307021356086   accuracy 0.7922960725075529   precision 0.7337309749074454   recall 0.7788549133639451
deviation 2/5   epoch 63/120   F1 0.7465170933649277   accuracy 0.7915407854984894   precision 0.7325946112710818   recall 0.778071480384081
deviation 2/5   epoch 64/120   F1 0.7445648618819996   accuracy 0.7911631419939577   precision 0.7300287947346771   recall 0.779380206353283
deviation 2/5   epoch 65/120   F1 0.7551989722717477   accuracy 0.7964501510574018   precision 0.742263986013986   recall 0.7813858921843306
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deviation 2/5   epoch 66/120   F1 0.7460882076905768   accuracy 0.7919184290030211   precision 0.7317359111476758   recall 0.779661654572744
deviation 2/5   epoch 67/120   F1 0.7487663863280714   accuracy 0.7926737160120846   precision 0.73515528589058   recall 0.7785610248765233
deviation 2/5   epoch 68/120   F1 0.7455643643044636   accuracy 0.7911631419939577   precision 0.731455676676265   recall 0.778151496122109
deviation 2/5   epoch 69/120   F1 0.7472693779029937   accuracy 0.7919184290030211   precision 0.7334481694775812   recall 0.7782318266604873
deviation 2/5   epoch 70/120   F1 0.7492723423500914   accuracy 0.7938066465256798   precision 0.73514757301522   recall 0.7811235968870256
deviation 2/5   epoch 71/120   F1 0.7498517250757983   accuracy 0.7938066465256798   precision 0.7360037021801727   recall 0.7804172839883308
deviation 2/5   epoch 72/120   F1 0.7468782826455986   accuracy 0.7919184290030211   precision 0.7328774167009461   recall 0.7786976163169486
deviation 2/5   epoch 73/120   F1 0.7553749750298449   accuracy 0.7953172205438066   precision 0.7434132044426163   recall 0.778239659099258
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deviation 2/5   epoch 74/120   F1 0.7522794230437202   accuracy 0.7945619335347432   precision 0.7391377005347594   recall 0.7796442776870833
deviation 2/5   epoch 75/120   F1 0.7522676630652487   accuracy 0.7949395770392749   precision 0.7388497531879885   recall 0.7806841038678924
deviation 2/5   epoch 76/120   F1 0.7560928352585337   accuracy 0.7956948640483383   precision 0.7442667626491156   recall 0.7784487931614312
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deviation 2/5   epoch 77/120   F1 0.7513891059009932   accuracy 0.7930513595166163   precision 0.738862607980255   recall 0.7766403449220471
deviation 2/5   epoch 78/120   F1 0.7492972407319809   accuracy 0.793429003021148   precision 0.7354355203619909   recall 0.7800272458941951
deviation 2/5   epoch 79/120   F1 0.7526632434089516   accuracy 0.7938066465256798   precision 0.7402843480049363   recall 0.777233626008543
deviation 2/5   epoch 80/120   F1 0.7559153014332758   accuracy 0.7956948640483383   precision 0.743981386260798   recall 0.7786330395030356
deviation 2/5   epoch 81/120   F1 0.744940176983329   accuracy 0.7892749244712991   precision 0.731753907856849   recall 0.7737046978235522
deviation 2/5   epoch 82/120   F1 0.7560928352585337   accuracy 0.7956948640483383   precision 0.7442667626491156   recall 0.7784487931614312
deviation 2/5   epoch 83/120   F1 0.7533877650395895   accuracy 0.793429003021148   precision 0.7417138009049774   recall 0.7755385768514713
deviation 2/5   epoch 84/120   F1 0.752486074966608   accuracy 0.7926737160120846   precision 0.7408628136569313   recall 0.7745685047481512
deviation 2/5   epoch 85/120   F1 0.7521186074478257   accuracy 0.793429003021148   precision 0.7397161661867544   recall 0.7768394166598006
deviation 2/5   epoch 86/120   F1 0.7524739144491697   accuracy 0.7941842900302115   precision 0.7397110242698478   recall 0.7784206663994082
deviation 2/5   epoch 87/120   F1 0.756099557884395   accuracy 0.7960725075528701   precision 0.7439788153023448   recall 0.7794010269455436
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deviation 2/5   epoch 88/120   F1 0.7555628817531724   accuracy 0.7964501510574018   precision 0.7428347387906211   recall 0.7809731864307201
deviation 2/5   epoch 89/120   F1 0.7511937822150283   accuracy 0.793429003021148   precision 0.7382892842451666   recall 0.7778396048463428
deviation 2/5   epoch 90/120   F1 0.7546511152593642   accuracy 0.7945619335347432   precision 0.7428475935828878   recall 0.7770841889117044
deviation 2/5   epoch 91/120   F1 0.7526661554205325   accuracy 0.793429003021148   precision 0.7405722953517071   recall 0.7762679775467499
deviation 2/5   epoch 92/120   F1 0.7515432138617661   accuracy 0.7941842900302115   precision 0.73828414232826   recall 0.7794672263067
deviation 2/5   epoch 93/120   F1 0.7531739448777839   accuracy 0.7915407854984894   precision 0.7428681612505141   recall 0.7712638265124453
deviation 2/5   epoch 94/120   F1 0.7528400316332176   accuracy 0.7922960725075529   precision 0.7417215137803373   recall 0.7733179261326473
deviation 2/5   epoch 95/120   F1 0.750109811672981   accuracy 0.7922960725075529   precision 0.7374408679555738   recall 0.7760491391678623
deviation 2/5   epoch 96/120   F1 0.7497692659315871   accuracy 0.7911631419939577   precision 0.7377339572192514   recall 0.7735188610110132
deviation 2/5   epoch 97/120   F1 0.7540998328982486   accuracy 0.793429003021148   precision 0.7428553064582477   recall 0.7748454083684972
deviation 2/5   epoch 98/120   F1 0.7526141372055282   accuracy 0.7904078549848943   precision 0.7428758741258741   recall 0.7692009304015472
deviation 2/5   epoch 99/120   F1 0.7535341516270857   accuracy 0.7919184290030211   precision 0.7431509666803784   recall 0.771814050403262
deviation 2/5   epoch 100/120   F1 0.7571592771025409   accuracy 0.7960725075528701   precision 0.7456910736322502   recall 0.7783039198555536
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deviation 2/5   epoch 101/120   F1 0.7526141372055282   accuracy 0.7904078549848943   precision 0.7428758741258741   recall 0.7692009304015472
deviation 2/5   epoch 102/120   F1 0.7553610375334023   accuracy 0.7911631419939577   precision 0.7468660016454134   recall 0.7687377336509902
deviation 2/5   epoch 103/120   F1 0.7557116033732376   accuracy 0.7945619335347432   precision 0.7445598519127932   recall 0.7760353793295571
deviation 2/5   epoch 104/120   F1 0.7525983850792236   accuracy 0.7900302114803626   precision 0.743163821472645   recall 0.7683948410164729
deviation 2/5   epoch 105/120   F1 0.7542079207920791   accuracy 0.7915407854984894   precision 0.7445804195804195   recall 0.7704088593778424
deviation 2/5   epoch 106/120   F1 0.7556059274791971   accuracy 0.7922960725075529   precision 0.7462875359934183   recall 0.7709446407005258
deviation 2/5   epoch 107/120   F1 0.7524268187688334   accuracy 0.7900302114803626   precision 0.7428784450843274   recall 0.7685271511733673
deviation 2/5   epoch 108/120   F1 0.7528139087162424   accuracy 0.7911631419939577   precision 0.7425853558206499   recall 0.7707149389423853
deviation 2/5   epoch 109/120   F1 0.7540640681047694   accuracy 0.7862537764350453   precision 0.749182435211847   recall 0.7604065073415818
deviation 2/5   epoch 110/120   F1 0.7562458077412382   accuracy 0.7919184290030211   precision 0.7477169888934595   recall 0.7696641163155998
deviation 2/5   epoch 111/120   F1 0.7512231241508218   accuracy 0.7866314199395771   precision 0.74375771287536   recall 0.7624642634940562
deviation 2/5   epoch 112/120   F1 0.7535641948490985   accuracy 0.7873867069486404   precision 0.7471770876182642   recall 0.7625741922577183
deviation 2/5   epoch 113/120   F1 0.7496003324628713   accuracy 0.7828549848942599   precision 0.7443541752365281   recall 0.7566095299807294
deviation 2/5   epoch 114/120   F1 0.7549826810188283   accuracy 0.7862537764350453   precision 0.7508946935417524   recall 0.7600661438054808
deviation 2/5   epoch 115/120   F1 0.7535616367633193   accuracy 0.7930513595166163   precision 0.7422871246400659   recall 0.7744481332634399
deviation 2/5   epoch 116/120   F1 0.7548829028973434   accuracy 0.7866314199395771   precision 0.750321369806664   recall 0.7607010532868776
deviation 2/5   epoch 117/120   F1 0.7570659469649195   accuracy 0.7904078549848943   precision 0.7505810366104484   recall 0.7661901793450393
deviation 2/5   epoch 118/120   F1 0.7529687891454265   accuracy 0.7862537764350453   precision 0.7471848004936241   recall 0.7608751098907063
deviation 2/5   epoch 119/120   F1 0.7462774065725648   accuracy 0.779833836858006   precision 0.7412356026326614   recall 0.7529793780731524
deviation 2/5   epoch 120/120   F1 0.743828205288662   accuracy 0.7775679758308157   precision 0.7389680172768408   recall 0.7502519036647692

deviation 3/5   epoch 1/120   F1 0.5687405717811828   accuracy 0.7209214501510574   precision 0.5878187988482106   recall 0.7856408165825206
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deviation 3/5   epoch 2/120   F1 0.565521384395121   accuracy 0.7190332326283988   precision 0.5855486425339367   recall 0.7795772103613708
deviation 3/5   epoch 3/120   F1 0.5748903412408298   accuracy 0.7212990936555891   precision 0.5909553681612505   recall 0.771680783910182
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deviation 3/5   epoch 4/120   F1 0.5873466433470967   accuracy 0.7258308157099698   precision 0.5989150555327025   recall 0.772442093486004
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deviation 3/5   epoch 5/120   F1 0.606721887377662   accuracy 0.7307401812688822   precision 0.6111528177704648   recall 0.7600044803473622
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deviation 3/5   epoch 6/120   F1 0.6271356405325149   accuracy 0.7360271903323263   precision 0.6251002673796792   recall 0.7499155760027838
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deviation 3/5   epoch 7/120   F1 0.6486010425016094   accuracy 0.745845921450151   precision 0.6415852529823118   recall 0.7584355477342719
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deviation 3/5   epoch 8/120   F1 0.663464924247194   accuracy 0.7530211480362538   precision 0.6535222130810365   recall 0.7645454827376919
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deviation 3/5   epoch 9/120   F1 0.6811082516738551   accuracy 0.7609516616314199   precision 0.6683077951460304   recall 0.7680753264435947
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deviation 3/5   epoch 10/120   F1 0.684130922274103   accuracy 0.7632175226586103   precision 0.6708607568901687   recall 0.7721416030671109
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deviation 3/5   epoch 11/120   F1 0.688441265060241   accuracy 0.7658610271903323   precision 0.6745526532291238   recall 0.7755438311688312
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deviation 3/5   epoch 12/120   F1 0.7067044217785354   accuracy 0.7741691842900302   precision 0.6910479226655697   recall 0.777612776688148
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deviation 3/5   epoch 13/120   F1 0.7116235410662924   accuracy 0.7768126888217523   precision 0.6955959481694776   recall 0.7795092725517588
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deviation 3/5   epoch 14/120   F1 0.708391670621737   accuracy 0.775679758308157   precision 0.6924645207733443   recall 0.7805379841707638
deviation 3/5   epoch 15/120   F1 0.708193099090812   accuracy 0.7760574018126888   precision 0.6921765734265735   recall 0.7823148617630091
deviation 3/5   epoch 16/120   F1 0.7149864080523106   accuracy 0.7787009063444109   precision 0.6987222336487042   recall 0.7810441118722458
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deviation 3/5   epoch 17/120   F1 0.7131310076976147   accuracy 0.7775679758308157   precision 0.6970176881941588   recall 0.779869071586069
deviation 3/5   epoch 18/120   F1 0.710273897662205   accuracy 0.7768126888217523   precision 0.6941690662278898   recall 0.7817137299261157
deviation 3/5   epoch 19/120   F1 0.7155089469052509   accuracy 0.7787009063444109   precision 0.6992929864253394   recall 0.7802089358010411
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deviation 3/5   epoch 20/120   F1 0.7139215426246579   accuracy 0.7775679758308157   precision 0.6978738173591115   recall 0.7786186898785556
deviation 3/5   epoch 21/120   F1 0.7125994343283353   accuracy 0.7775679758308157   precision 0.6964469354175237   recall 0.7807253449135753
deviation 3/5   epoch 22/120   F1 0.7194456135428358   accuracy 0.7809667673716012   precision 0.7029874537227478   recall 0.7821397941680961
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deviation 3/5   epoch 23/120   F1 0.71969937546311   accuracy 0.7809667673716012   precision 0.7032728301110655   recall 0.7817360628574483
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deviation 3/5   epoch 24/120   F1 0.7200560986257809   accuracy 0.7813444108761329   precision 0.7035556355409297   recall 0.7825279606334264
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deviation 3/5   epoch 25/120   F1 0.7273393019021409   accuracy 0.7843655589123867   precision 0.7109548539695598   recall 0.7818027504385299
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deviation 3/5   epoch 26/120   F1 0.7263800947639163   accuracy 0.7843655589123867   precision 0.7098133484162896   recall 0.7832782719848379
deviation 3/5   epoch 27/120   F1 0.7245775211918922   accuracy 0.7832326283987915   precision 0.7081088029617442   recall 0.7821175019081774
deviation 3/5   epoch 28/120   F1 0.7291263254956202   accuracy 0.7854984894259819   precision 0.7126593994241053   recall 0.7829638752052546
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deviation 3/5   epoch 29/120   F1 0.7297207678411826   accuracy 0.7858761329305136   precision 0.7132275812422871   recall 0.7833498603954366
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deviation 3/5   epoch 30/120   F1 0.7257798672726588   accuracy 0.783987915407855   precision 0.7092451665981078   recall 0.7828919012860619
deviation 3/5   epoch 31/120   F1 0.7301889860989685   accuracy 0.7858761329305136   precision 0.7137983340189222   recall 0.7826386381113013
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deviation 3/5   epoch 32/120   F1 0.7255371813967985   accuracy 0.783987915407855   precision 0.7089597902097902   recall 0.7832711215204079
deviation 3/5   epoch 33/120   F1 0.7314751908451653   accuracy 0.7862537764350453   precision 0.7152226450020568   recall 0.7819872805421939
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deviation 3/5   epoch 34/120   F1 0.7284086925916622   accuracy 0.7847432024169184   precision 0.7120937885643768   recall 0.7814765783071689
deviation 3/5   epoch 35/120   F1 0.7324387585839736   accuracy 0.7851208459214502   precision 0.716942616207322   recall 0.7769767317815717
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deviation 3/5   epoch 36/120   F1 0.7291947880887428   accuracy 0.7836102719033232   precision 0.7135283833813246   recall 0.776632967699119
deviation 3/5   epoch 37/120   F1 0.7276919138311428   accuracy 0.783987915407855   precision 0.7115281777046483   recall 0.7799989109867821
deviation 3/5   epoch 38/120   F1 0.7276797871821994   accuracy 0.7832326283987915   precision 0.7118186960098725   recall 0.7775273859088888
deviation 3/5   epoch 39/120   F1 0.7311809189318192   accuracy 0.7847432024169184   precision 0.7155183052241876   recall 0.7774998924136745
deviation 3/5   epoch 40/120   F1 0.7321672040122273   accuracy 0.7843655589123867   precision 0.7169477581242287   recall 0.7750117936922689
deviation 3/5   epoch 41/120   F1 0.7341818130223188   accuracy 0.7862537764350453   precision 0.7186471616618675   recall 0.7781539045226789
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deviation 3/5   epoch 42/120   F1 0.7334639493432931   accuracy 0.7854984894259819   precision 0.718081550802139   recall 0.7767762460233298
deviation 3/5   epoch 43/120   F1 0.7326162986940236   accuracy 0.7862537764350453   precision 0.7166495269436446   recall 0.7803298702940423
deviation 3/5   epoch 44/120   F1 0.7329676092130208   accuracy 0.7847432024169184   precision 0.7178013163307281   recall 0.7751207282340065
deviation 3/5   epoch 45/120   F1 0.7340434407617038   accuracy 0.7858761329305136   precision 0.7186497326203208   recall 0.7771692857218513
deviation 3/5   epoch 46/120   F1 0.7303981011531397   accuracy 0.7851208459214502   precision 0.714374228712464   recall 0.7798145934268756
deviation 3/5   epoch 47/120   F1 0.7360699415007843   accuracy 0.7866314199395771   precision 0.7209276018099547   recall 0.776809118736365
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deviation 3/5   epoch 48/120   F1 0.7396302310683371   accuracy 0.7881419939577039   precision 0.7249125874125875   recall 0.7767596638655463
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deviation 3/5   epoch 49/120   F1 0.739361100037895   accuracy 0.7885196374622356   precision 0.724339263677499   recall 0.7782183110941062
deviation 3/5   epoch 50/120   F1 0.7346223582072638   accuracy 0.7862537764350453   precision 0.7192179144385027   recall 0.7775618489583334
deviation 3/5   epoch 51/120   F1 0.7366447185122749   accuracy 0.7870090634441088   precision 0.7214957836281366   recall 0.7772020141894175
deviation 3/5   epoch 52/120   F1 0.7357053184254569   accuracy 0.7851208459214502   precision 0.7212232620320855   recall 0.7728240493034501
deviation 3/5   epoch 53/120   F1 0.7341237629503088   accuracy 0.7854984894259819   precision 0.7189376799670917   recall 0.7759101100296781
deviation 3/5   epoch 54/120   F1 0.7368455276573034   accuracy 0.7858761329305136   precision 0.7223596256684492   recall 0.773618190805734
deviation 3/5   epoch 55/120   F1 0.7425596565566458   accuracy 0.7892749244712991   precision 0.7283293911970383   recall 0.7764286603585657
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deviation 3/5   epoch 56/120   F1 0.7384009994518401   accuracy 0.7866314199395771   precision 0.724066742081448   recall 0.7739094872663187
deviation 3/5   epoch 57/120   F1 0.7371484688236312   accuracy 0.7877643504531722   precision 0.7217760180995475   recall 0.778837482181127
deviation 3/5   epoch 58/120   F1 0.7397402157565665   accuracy 0.7873867069486404   precision 0.7254884821061292   recall 0.7744554099142973
deviation 3/5   epoch 59/120   F1 0.7456306555872931   accuracy 0.7904078549848943   precision 0.7320315713698067   recall 0.7759785855222168
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deviation 3/5   epoch 60/120   F1 0.7469612764122466   accuracy 0.790785498489426   precision 0.7337412587412587   recall 0.7755005257527962
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deviation 3/5   epoch 61/120   F1 0.7410245430101705   accuracy 0.7885196374622356   precision 0.7266222747840394   recall 0.7761333128667154
deviation 3/5   epoch 62/120   F1 0.7438843474364221   accuracy 0.7900302114803626   precision 0.7297511312217195   recall 0.776974002305947
deviation 3/5   epoch 63/120   F1 0.7437239618762861   accuracy 0.7896525679758308   precision 0.7297537021801728   recall 0.7761061509430756
deviation 3/5   epoch 64/120   F1 0.7455643643044636   accuracy 0.7911631419939577   precision 0.731455676676265   recall 0.778151496122109
deviation 3/5   epoch 65/120   F1 0.7446802607081517   accuracy 0.7900302114803626   precision 0.7308926367749897   recall 0.7760367360487848
deviation 3/5   epoch 66/120   F1 0.7442836340191861   accuracy 0.7900302114803626   precision 0.7303218839983545   recall 0.7765
deviation 3/5   epoch 67/120   F1 0.7420417887848854   accuracy 0.7885196374622356   precision 0.7280491567256273   recall 0.7749222052788832
deviation 3/5   epoch 68/120   F1 0.7425596565566458   accuracy 0.7892749244712991   precision 0.7283293911970383   recall 0.7764286603585657
deviation 3/5   epoch 69/120   F1 0.7428434280513758   accuracy 0.7885196374622356   precision 0.7291906622788975   recall 0.7740019917134884
deviation 3/5   epoch 70/120   F1 0.7436665432907212   accuracy 0.7881419939577039   precision 0.7306201151789387   recall 0.7720932436992634
deviation 3/5   epoch 71/120   F1 0.7418835594481087   accuracy 0.7881419939577039   precision 0.7280517276840806   recall 0.7740608057640423
deviation 3/5   epoch 72/120   F1 0.7445500186714245   accuracy 0.7892749244712991   precision 0.7311831550802139   recall 0.7741326748369002
deviation 3/5   epoch 73/120   F1 0.7454014071551793   accuracy 0.790785498489426   precision 0.7314582476347182   recall 0.7772865172865173
deviation 3/5   epoch 74/120   F1 0.7450048843911545   accuracy 0.790785498489426   precision 0.730887494858083   recall 0.777759392310476
deviation 3/5   epoch 75/120   F1 0.7467419275225988   accuracy 0.7911631419939577   precision 0.7331679350061703   recall 0.7767665254499139
deviation 3/5   epoch 76/120   F1 0.7471028429337742   accuracy 0.7915407854984894   precision 0.7334507404360345   recall 0.7773838798857509
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deviation 3/5   epoch 77/120   F1 0.7491496118834331   accuracy 0.7926737160120846   precision 0.7357260386672151   recall 0.7781173811988367
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deviation 3/5   epoch 78/120   F1 0.7461233201053791   accuracy 0.7915407854984894   precision 0.7320238584944467   recall 0.7785432098765432
deviation 3/5   epoch 79/120   F1 0.7476827557254437   accuracy 0.7915407854984894   precision 0.7343068696009872   recall 0.7767197823552273
deviation 3/5   epoch 80/120   F1 0.7484932854360937   accuracy 0.7904078549848943   precision 0.7363122171945702   recall 0.7729083206960772
deviation 3/5   epoch 81/120   F1 0.7504904095875566   accuracy 0.7919184290030211   precision 0.7382995680789799   recall 0.7746847381479991
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deviation 3/5   epoch 82/120   F1 0.7510401283150544   accuracy 0.7919184290030211   precision 0.7391556972439326   recall 0.7741312940431065
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deviation 3/5   epoch 83/120   F1 0.746908244680851   accuracy 0.7915407854984894   precision 0.7331653640477169   recall 0.7776104417670683
deviation 3/5   epoch 84/120   F1 0.7568083855799373   accuracy 0.7960725075528701   precision 0.745120320855615   recall 0.7786604470632248
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deviation 3/5   epoch 85/120   F1 0.755699005112824   accuracy 0.7941842900302115   precision 0.744847799259564   recall 0.775143785567201
deviation 3/5   epoch 86/120   F1 0.7533892403846565   accuracy 0.7941842900302115   precision 0.7411379062114356   recall 0.777435189423547
deviation 3/5   epoch 87/120   F1 0.7557439294595577   accuracy 0.7964501510574018   precision 0.7431201151789387   recall 0.780770512623524
deviation 3/5   epoch 88/120   F1 0.7586332447846504   accuracy 0.7949395770392749   precision 0.7491233031674208   recall 0.7742902595523135
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deviation 3/5   epoch 89/120   F1 0.7542413780302186   accuracy 0.7922960725075529   precision 0.7440045248868778   recall 0.7720650837196102
deviation 3/5   epoch 90/120   F1 0.7551635846372688   accuracy 0.7938066465256798   precision 0.7442796174413822   recall 0.7747464057277027
deviation 3/5   epoch 91/120   F1 0.755797645682567   accuracy 0.7926737160120846   precision 0.746284965034965   recall 0.7716141969773547
deviation 3/5   epoch 92/120   F1 0.7533895529719994   accuracy 0.7938066465256798   precision 0.7414258535582066   recall 0.7764774119087997
deviation 3/5   epoch 93/120   F1 0.7528457285865207   accuracy 0.7938066465256798   precision 0.7405697243932539   recall 0.7770410504655741
deviation 3/5   epoch 94/120   F1 0.7459595105317898   accuracy 0.7911631419939577   precision 0.7320264294529   recall 0.7776791915984576
deviation 3/5   epoch 95/120   F1 0.7515843848936266   accuracy 0.7919184290030211   precision 0.7400118264088853   recall 0.7735984326448313
deviation 3/5   epoch 96/120   F1 0.7510438316642397   accuracy 0.7911631419939577   precision 0.7397315919374743   recall 0.7722878636896222
deviation 3/5   epoch 97/120   F1 0.7530281611011203   accuracy 0.793429003021148   precision 0.7411430481283423   recall 0.7758986856609604
deviation 3/5   epoch 98/120   F1 0.7565187630811052   accuracy 0.793429003021148   precision 0.7468505758946935   recall 0.7726910616036415
deviation 3/5   epoch 99/120   F1 0.7529996005264129   accuracy 0.7915407854984894   precision 0.7425827848621966   recall 0.771413490275944
deviation 3/5   epoch 100/120   F1 0.7503199006382439   accuracy 0.7896525679758308   precision 0.7397418757712875   recall 0.7694060859773771
deviation 3/5   epoch 101/120   F1 0.7476101317285673   accuracy 0.7888972809667674   precision 0.7360371246400659   recall 0.7700568519840835
deviation 3/5   epoch 102/120   F1 0.7550539429100014   accuracy 0.7915407854984894   precision 0.7460073015220074   recall 0.7697513270918435
deviation 3/5   epoch 103/120   F1 0.7522963951121406   accuracy 0.7915407854984894   precision 0.7414412793089264   recall 0.7720331152109241
deviation 3/5   epoch 104/120   F1 0.7493880848513195   accuracy 0.7915407854984894   precision 0.7368752570958453   recall 0.7748632917963145
deviation 3/5   epoch 105/120   F1 0.7512210078470104   accuracy 0.790785498489426   precision 0.7403049156725627   recall 0.7712328210604513
deviation 3/5   epoch 106/120   F1 0.7501319619753699   accuracy 0.7888972809667674   precision 0.7400323940765117   recall 0.7678659422238958
deviation 3/5   epoch 107/120   F1 0.7524794920143757   accuracy 0.7919184290030211   precision 0.7414387083504731   recall 0.7727549308128698
deviation 3/5   epoch 108/120   F1 0.7495988767014196   accuracy 0.7904078549848943   precision 0.7380244755244756   recall 0.7718300937130005
deviation 3/5   epoch 109/120   F1 0.7481604558534074   accuracy 0.7888972809667674   precision 0.7368932538050186   recall 0.7695520848950697
deviation 3/5   epoch 110/120   F1 0.7515362677572106   accuracy 0.7892749244712991   precision 0.7420274578362813   recall 0.7675862970711297
deviation 3/5   epoch 111/120   F1 0.7490610872283032   accuracy 0.7881419939577039   precision 0.7388960304401481   recall 0.7670575344434265
deviation 3/5   epoch 112/120   F1 0.7503076385621795   accuracy 0.7888972809667674   precision 0.7403177704648293   recall 0.7677250715504519
deviation 3/5   epoch 113/120   F1 0.7504723404054825   accuracy 0.7885196374622356   precision 0.7408910941999177   recall 0.7667765696047195
deviation 3/5   epoch 114/120   F1 0.751200992270365   accuracy 0.7896525679758308   precision 0.7411687577128754   recall 0.7686731105632598
deviation 3/5   epoch 115/120   F1 0.754941327252451   accuracy 0.7900302114803626   precision 0.7471590909090908   recall 0.7667430626271146
deviation 3/5   epoch 116/120   F1 0.7508311760322346   accuracy 0.7888972809667674   precision 0.741173899629782   recall 0.7673144807098409
deviation 3/5   epoch 117/120   F1 0.7522968092012183   accuracy 0.7877643504531722   precision 0.7446061291649527   recall 0.7639878136419508
deviation 3/5   epoch 118/120   F1 0.748826915082353   accuracy 0.7858761329305136   precision 0.7403383381324558   recall 0.7624706330761234
deviation 3/5   epoch 119/120   F1 0.7557505740375298   accuracy 0.7873867069486404   precision 0.75117235705471   recall 0.7615873270879145
deviation 3/5   epoch 120/120   F1 0.748798892115014   accuracy 0.7828549848942599   precision 0.7429272932949404   recall 0.7569355173128758

deviation 4/5   epoch 1/120   F1 0.4154929809475803   accuracy 0.6710725075528701   precision 0.5062551419169067   recall 0.7175866926017842
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deviation 4/5   epoch 2/120   F1 0.4345363451337078   accuracy 0.6714501510574018   precision 0.5119600987248046   recall 0.6328421713926725
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deviation 4/5   epoch 3/120   F1 0.4699401170593078   accuracy 0.6782477341389728   precision 0.5273241464417935   recall 0.6549722951297754
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deviation 4/5   epoch 4/120   F1 0.509177370374536   accuracy 0.6888217522658611   precision 0.5475138831756479   recall 0.6794219585837306
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deviation 4/5   epoch 5/120   F1 0.5331065383338864   accuracy 0.6918429003021148   precision 0.5591937474290416   recall 0.6696133899104196
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deviation 4/5   epoch 6/120   F1 0.5728454166025436   accuracy 0.7043051359516617   precision 0.5839366515837104   recall 0.6859355222673564
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deviation 4/5   epoch 7/120   F1 0.6080173837129038   accuracy 0.7197885196374623   precision 0.6092297408473879   recall 0.7092710534481994
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deviation 4/5   epoch 8/120   F1 0.647503177981232   accuracy 0.7360271903323263   precision 0.6399398395721925   recall 0.7236996898140013
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deviation 4/5   epoch 9/120   F1 0.6566473114377306   accuracy 0.7409365558912386   precision 0.6476115795968738   recall 0.7297629337943399
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deviation 4/5   epoch 10/120   F1 0.6728593074551861   accuracy 0.7503776435045317   precision 0.6615307486631017   recall 0.7418939873006523
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deviation 4/5   epoch 11/120   F1 0.6853002373229677   accuracy 0.7545317220543807   precision 0.6729175236528178   recall 0.7410309522188336
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deviation 4/5   epoch 12/120   F1 0.6899800418541184   accuracy 0.7590634441087614   precision 0.676881941587824   recall 0.7494244747765875
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deviation 4/5   epoch 13/120   F1 0.6973950909101845   accuracy 0.7632175226586103   precision 0.6837026943644591   recall 0.7535378938077433
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deviation 4/5   epoch 14/120   F1 0.6944934640253138   accuracy 0.7624622356495468   precision 0.6808540723981901   recall 0.7546538262782694
deviation 4/5   epoch 15/120   F1 0.7066780204078686   accuracy 0.7681268882175226   precision 0.6925159399424106   recall 0.7575106262981965
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deviation 4/5   epoch 16/120   F1 0.7144431252295576   accuracy 0.7711480362537765   precision 0.7004859111476758   recall 0.7575160161151839
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deviation 4/5   epoch 17/120   F1 0.7084463436968561   accuracy 0.7711480362537765   precision 0.6936368778280544   recall 0.764660200997962
deviation 4/5   epoch 18/120   F1 0.7155882961576494   accuracy 0.7734138972809668   precision 0.7010412381735911   recall 0.7627419620387139
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deviation 4/5   epoch 19/120   F1 0.7192723003069108   accuracy 0.774546827794562   precision 0.7050287947346771   recall 0.7617660212618423
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deviation 4/5   epoch 20/120   F1 0.7204458855832399   accuracy 0.7753021148036254   precision 0.7061651583710407   recall 0.7625876458717924
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deviation 4/5   epoch 21/120   F1 0.7209241113836937   accuracy 0.7768126888217523   precision 0.7061548745372275   recall 0.7664219055648541
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deviation 4/5   epoch 22/120   F1 0.7250833956873082   accuracy 0.7775679758308157   precision 0.7110011312217195   recall 0.7637651885293912
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deviation 4/5   epoch 23/120   F1 0.726550052687039   accuracy 0.7779456193353474   precision 0.7127108185931715   recall 0.7632054463319973
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deviation 4/5   epoch 24/120   F1 0.7329117281623878   accuracy 0.7817220543806647   precision 0.7192487659399425   recall 0.7665735148855296
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deviation 4/5   epoch 25/120   F1 0.7299337072921979   accuracy 0.7824773413897281   precision 0.7149629781982723   recall 0.7721744791666667
deviation 4/5   epoch 26/120   F1 0.7373329300810482   accuracy 0.783987915407855   precision 0.7240847387906211   recall 0.7678977587075992
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deviation 4/5   epoch 27/120   F1 0.7333460828441498   accuracy 0.7828549848942599   precision 0.7192410530645825   recall 0.7691863029892666
deviation 4/5   epoch 28/120   F1 0.7348787245655326   accuracy 0.7824773413897281   precision 0.7215266351295764   recall 0.7664982076746782
deviation 4/5   epoch 29/120   F1 0.7339161221111481   accuracy 0.7832326283987915   precision 0.7198092348827643   recall 0.7695875638519266
deviation 4/5   epoch 30/120   F1 0.7351778545941123   accuracy 0.7832326283987915   precision 0.7215214932126697   recall 0.7681866284860557
deviation 4/5   epoch 31/120   F1 0.7386086815839952   accuracy 0.7866314199395771   precision 0.7243521184697655   recall 0.7736631660649395
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deviation 4/5   epoch 32/120   F1 0.7392275724504873   accuracy 0.7866314199395771   precision 0.7252082476347181   recall 0.7729407805719333
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deviation 4/5   epoch 33/120   F1 0.7405583682936384   accuracy 0.7873867069486404   precision 0.7266299876593993   recall 0.7734997653610918
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deviation 4/5   epoch 34/120   F1 0.7424838511555245   accuracy 0.7881419939577039   precision 0.7289078568490333   recall 0.7733817698918046
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deviation 4/5   epoch 35/120   F1 0.7425213726970672   accuracy 0.7877643504531722   precision 0.7291958041958042   recall 0.7723282063814514
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deviation 4/5   epoch 36/120   F1 0.7335588616002253   accuracy 0.7828549848942599   precision 0.7195264294529   recall 0.7689458097202175
deviation 4/5   epoch 37/120   F1 0.7411648401673477   accuracy 0.7873867069486404   precision 0.727486116824352   recall 0.7728112900826376
deviation 4/5   epoch 38/120   F1 0.7462146938314547   accuracy 0.7904078549848943   precision 0.7328877005347594   recall 0.7753198004642663
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deviation 4/5   epoch 39/120   F1 0.7417248931790807   accuracy 0.7877643504531722   precision 0.728054298642534   recall 0.7732085932085933
deviation 4/5   epoch 40/120   F1 0.7454656100023512   accuracy 0.7900302114803626   precision 0.7320341423282599   recall 0.7751417596488019
deviation 4/5   epoch 41/120   F1 0.74811981944508   accuracy 0.7904078549848943   precision 0.735741464417935   recall 0.7732861682667769
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deviation 4/5   epoch 42/120   F1 0.7462405444833282   accuracy 0.7900302114803626   precision 0.7331756478815302   recall 0.7742877880602431
deviation 4/5   epoch 43/120   F1 0.746432667964108   accuracy 0.7900302114803626   precision 0.7334610242698478   recall 0.7740805577773417
deviation 4/5   epoch 44/120   F1 0.7473653810946916   accuracy 0.7904078549848943   precision 0.7345999588646648   recall 0.7740703196861332
deviation 4/5   epoch 45/120   F1 0.7444149368896831   accuracy 0.7885196374622356   precision 0.7314736733854381   recall 0.7722857315671687
deviation 4/5   epoch 46/120   F1 0.7492138656948133   accuracy 0.7911631419939577   precision 0.7368778280542987   recall 0.7740807121529314
update
deviation 4/5   epoch 47/120   F1 0.7456603142553693   accuracy 0.7900302114803626   precision 0.7323195187165775   recall 0.7749244712990937
deviation 4/5   epoch 48/120   F1 0.7478747736093143   accuracy 0.7915407854984894   precision 0.7345922459893048   recall 0.7765035469374522
deviation 4/5   epoch 49/120   F1 0.747212143118756   accuracy 0.7896525679758308   precision 0.734890477169889   recall 0.7722996509188992
deviation 4/5   epoch 50/120   F1 0.7458804573247579   accuracy 0.7896525679758308   precision 0.732892842451666   recall 0.7736838447948602
deviation 4/5   epoch 51/120   F1 0.7470741568390267   accuracy 0.7919184290030211   precision 0.7331627930892637   recall 0.7784633866442523
deviation 4/5   epoch 52/120   F1 0.7486528882765364   accuracy 0.7911631419939577   precision 0.736021698889346   recall 0.7746637685300359
deviation 4/5   epoch 53/120   F1 0.7483249679467298   accuracy 0.793429003021148   precision 0.7340086384204031   recall 0.781219513890659
deviation 4/5   epoch 54/120   F1 0.7484238417813085   accuracy 0.7945619335347432   precision 0.733430172768408   recall 0.7844285584504682
deviation 4/5   epoch 55/120   F1 0.7490488414230265   accuracy 0.7904078549848943   precision 0.7371683463595229   recall 0.7723589567579338
deviation 4/5   epoch 56/120   F1 0.7480661520769734   accuracy 0.7915407854984894   precision 0.7348776223776223   recall 0.7762898445533176
deviation 4/5   epoch 57/120   F1 0.7423232491134752   accuracy 0.7877643504531722   precision 0.7289104278074867   recall 0.7725444460769909
deviation 4/5   epoch 58/120   F1 0.7484469997356595   accuracy 0.7915407854984894   precision 0.7354483751542575   recall 0.7758699633699634
deviation 4/5   epoch 59/120   F1 0.7517572479635631   accuracy 0.7930513595166163   precision 0.7394333607568901   recall 0.7762517797816801
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deviation 4/5   epoch 60/120   F1 0.7517505247503762   accuracy 0.793429003021148   precision 0.7391454134101193   recall 0.777232237658288
deviation 4/5   epoch 61/120   F1 0.7535666714701501   accuracy 0.793429003021148   precision 0.741999177293295   recall 0.7753619266675686
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deviation 4/5   epoch 62/120   F1 0.7494661152109858   accuracy 0.7938066465256798   precision 0.7354329494035377   recall 0.7808854698652532
deviation 4/5   epoch 63/120   F1 0.7539311659965457   accuracy 0.7941842900302115   precision 0.7419940353763883   recall 0.7768723246071065
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deviation 4/5   epoch 64/120   F1 0.7513686856284397   accuracy 0.7938066465256798   precision 0.7382867132867132   recall 0.7786491451179878
deviation 4/5   epoch 65/120   F1 0.7513686856284397   accuracy 0.7938066465256798   precision 0.7382867132867132   recall 0.7786491451179878
deviation 4/5   epoch 66/120   F1 0.7530229692145147   accuracy 0.7926737160120846   precision 0.741718942821884   recall 0.7740505448204348
deviation 4/5   epoch 67/120   F1 0.7502347690349489   accuracy 0.7938066465256798   precision 0.7365744549568078   recall 0.7799597180261832
deviation 4/5   epoch 68/120   F1 0.7567970925008272   accuracy 0.7956948640483383   precision 0.7454082682023859   recall 0.7777346588582223
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deviation 4/5   epoch 69/120   F1 0.750109811672981   accuracy 0.7922960725075529   precision 0.7374408679555738   recall 0.7760491391678623
deviation 4/5   epoch 70/120   F1 0.752304884518509   accuracy 0.7930513595166163   precision 0.7402894899218428   recall 0.7756866134346452
deviation 4/5   epoch 71/120   F1 0.7517416451515195   accuracy 0.7938066465256798   precision 0.7388574660633485   recall 0.7782324843148705
deviation 4/5   epoch 72/120   F1 0.7550069662138628   accuracy 0.7945619335347432   precision 0.7434183463595229   recall 0.7767255892255892
deviation 4/5   epoch 73/120   F1 0.7554958554571151   accuracy 0.793429003021148   precision 0.7451383175647881   recall 0.7735639356608747
deviation 4/5   epoch 74/120   F1 0.7522890540696673   accuracy 0.7911631419939577   precision 0.7417292266556972   recall 0.7711645905298745
deviation 4/5   epoch 75/120   F1 0.7573024891774891   accuracy 0.7953172205438066   precision 0.7465523447141095   recall 0.7763341401567543
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deviation 4/5   epoch 76/120   F1 0.7564698840472237   accuracy 0.7972054380664653   precision 0.7436857260386672   recall 0.7819578256132614
deviation 4/5   epoch 77/120   F1 0.7584213742590062   accuracy 0.7972054380664653   precision 0.7468248663101604   recall 0.7798394213455349
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deviation 4/5   epoch 78/120   F1 0.7573768863412751   accuracy 0.7979607250755287   precision 0.7445367132867133   recall 0.7829424647958027
deviation 4/5   epoch 79/120   F1 0.7605217983685773   accuracy 0.7979607250755287   precision 0.7496734882764295   recall 0.7795891942157831
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deviation 4/5   epoch 80/120   F1 0.7602208426071702   accuracy 0.7987160120845922   precision 0.7485268408062526   recall 0.7817690468539016
deviation 4/5   epoch 81/120   F1 0.759536858693151   accuracy 0.7990936555891238   precision 0.7470973879062115   recall 0.7834973851023099
deviation 4/5   epoch 82/120   F1 0.7533667499068175   accuracy 0.7956948640483383   precision 0.7399861168243521   recall 0.781463356166707
deviation 4/5   epoch 83/120   F1 0.7602208426071702   accuracy 0.7987160120845922   precision 0.7485268408062526   recall 0.7817690468539016
deviation 4/5   epoch 84/120   F1 0.7587979054774778   accuracy 0.7979607250755287   precision 0.7468197243932538   recall 0.7813590094713914
deviation 4/5   epoch 85/120   F1 0.7566520539031811   accuracy 0.7979607250755287   precision 0.743395207733443   recall 0.7837929894849018
deviation 4/5   epoch 86/120   F1 0.7597964417853811   accuracy 0.7972054380664653   precision 0.749107877416701   recall 0.7784731727470318
deviation 4/5   epoch 87/120   F1 0.754654790698865   accuracy 0.7949395770392749   precision 0.7425596462361168   recall 0.7780330574250277
deviation 4/5   epoch 88/120   F1 0.7601590323952125   accuracy 0.797583081570997   precision 0.7493906828465653   recall 0.7790304996792686
deviation 4/5   epoch 89/120   F1 0.7550187143137352   accuracy 0.7956948640483383   precision 0.7425545043192102   recall 0.7795893464794618
deviation 4/5   epoch 90/120   F1 0.7536935121308426   accuracy 0.7915407854984894   precision 0.7437242904154668   recall 0.7708272029939862
deviation 4/5   epoch 91/120   F1 0.7567837792586598   accuracy 0.7953172205438066   precision 0.7456962155491568   recall 0.7768271734753881
deviation 4/5   epoch 92/120   F1 0.7555113636363635   accuracy 0.7938066465256798   precision 0.7448503702180174   recall 0.7744265790686953
deviation 4/5   epoch 93/120   F1 0.7573657874867227   accuracy 0.7972054380664653   precision 0.745112607980255   recall 0.7809593799614687
deviation 4/5   epoch 94/120   F1 0.7548134842679923   accuracy 0.7938066465256798   precision 0.7437088646647471   recall 0.775074867675736
deviation 4/5   epoch 95/120   F1 0.7579630207254087   accuracy 0.7949395770392749   precision 0.7479817976141505   recall 0.7748602794766669
deviation 4/5   epoch 96/120   F1 0.7551748151503355   accuracy 0.7941842900302115   precision 0.7439916700946113   recall 0.7756390288460631
deviation 4/5   epoch 97/120   F1 0.7571301606727175   accuracy 0.7953172205438066   precision 0.7462669683257919   recall 0.776496312439563
deviation 4/5   epoch 98/120   F1 0.756099557884395   accuracy 0.7960725075528701   precision 0.7439788153023448   recall 0.7794010269455436
deviation 4/5   epoch 99/120   F1 0.756099557884395   accuracy 0.7960725075528701   precision 0.7439788153023448   recall 0.7794010269455436
deviation 4/5   epoch 100/120   F1 0.7550116352895616   accuracy 0.7968277945619335   precision 0.7416906622788976   recall 0.7826296753943702
deviation 4/5   epoch 101/120   F1 0.7562872251905053   accuracy 0.7968277945619335   precision 0.7436882969971206   recall 0.7811610109159943
deviation 4/5   epoch 102/120   F1 0.7557415895245201   accuracy 0.7960725075528701   precision 0.7434080625257096   recall 0.7797853351773704
deviation 4/5   epoch 103/120   F1 0.7593840867036743   accuracy 0.8006042296072508   precision 0.7456602221308104   recall 0.7878349720454983
deviation 4/5   epoch 104/120   F1 0.7564693313255135   accuracy 0.7979607250755287   precision 0.7431098313451254   recall 0.7840119389536521
deviation 4/5   epoch 105/120   F1 0.7530041193056657   accuracy 0.7953172205438066   precision 0.7397033113944879   recall 0.7808553836514363
deviation 4/5   epoch 106/120   F1 0.7528445996088022   accuracy 0.7926737160120846   precision 0.7414335664335665   recall 0.7742209714450492
deviation 4/5   epoch 107/120   F1 0.7506314458392407   accuracy 0.793429003021148   precision 0.7374331550802139   recall 0.7784691613766963
deviation 4/5   epoch 108/120   F1 0.7494402093982317   accuracy 0.7941842900302115   precision 0.7351450020567667   recall 0.7819961598672989
deviation 4/5   epoch 109/120   F1 0.7464549860716094   accuracy 0.7896525679758308   precision 0.7337489716166187   recall 0.7730761577593812
deviation 4/5   epoch 110/120   F1 0.7480191369811157   accuracy 0.7922960725075529   precision 0.7343017276840806   recall 0.7783950145866109
deviation 4/5   epoch 111/120   F1 0.7507680191231398   accuracy 0.7945619335347432   precision 0.7368546894282189   recall 0.7814284186891907
deviation 4/5   epoch 112/120   F1 0.7524645878463985   accuracy 0.7911631419939577   precision 0.7420146030440148   recall 0.7710126266134145
deviation 4/5   epoch 113/120   F1 0.7515843848936266   accuracy 0.7919184290030211   precision 0.7400118264088853   recall 0.7735984326448313
deviation 4/5   epoch 114/120   F1 0.7506795480596037   accuracy 0.7915407854984894   precision 0.7388728918140683   recall 0.7735537968720558
deviation 4/5   epoch 115/120   F1 0.7528333865540026   accuracy 0.7919184290030211   precision 0.7420094611271082   recall 0.7724327922465533
deviation 4/5   epoch 116/120   F1 0.750861598185377   accuracy 0.7915407854984894   precision 0.7391582682023858   recall 0.7733759459260892
deviation 4/5   epoch 117/120   F1 0.7527504976636004   accuracy 0.7896525679758308   precision 0.7437371452077335   recall 0.7674801708358756
deviation 4/5   epoch 118/120   F1 0.758827922145574   accuracy 0.7953172205438066   precision 0.7491207322089675   recall 0.7749698491749315
deviation 4/5   epoch 119/120   F1 0.7519362300623655   accuracy 0.7911631419939577   precision 0.7411584738790621   recall 0.7714748262601341
deviation 4/5   epoch 120/120   F1 0.7545859269419628   accuracy 0.7922960725075529   precision 0.744575277663513   recall 0.7717728227177283

deviation 5/5   epoch 1/120   F1 0.5803582317321707   accuracy 0.7246978851963746   precision 0.5949274989716166   recall 0.7823425955132433
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deviation 5/5   epoch 2/120   F1 0.5794822931554708   accuracy 0.7235649546827795   precision 0.5940790826820238   recall 0.7763091327821194
deviation 5/5   epoch 3/120   F1 0.5806090629860132   accuracy 0.7235649546827795   precision 0.594649835458659   recall 0.7734267655949436
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deviation 5/5   epoch 4/120   F1 0.5819892522326933   accuracy 0.7231873111782477   precision 0.5952231591937474   recall 0.767446037645929
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deviation 5/5   epoch 5/120   F1 0.5913982934419193   accuracy 0.7262084592145015   precision 0.6011954956807898   recall 0.7654831741834964
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deviation 5/5   epoch 6/120   F1 0.613340873845359   accuracy 0.7352719033232629   precision 0.6162587412587412   recall 0.7719480640539326
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deviation 5/5   epoch 7/120   F1 0.625932185354318   accuracy 0.7398036253776435   precision 0.625074557795146   recall 0.7707659940975696
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deviation 5/5   epoch 8/120   F1 0.641985104371908   accuracy 0.7469788519637462   precision 0.6370115178938709   recall 0.7758113850087207
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deviation 5/5   epoch 9/120   F1 0.6734257560613335   accuracy 0.7579305135951662   precision 0.6617647058823529   recall 0.7684394821916727
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deviation 5/5   epoch 10/120   F1 0.6992948657146765   accuracy 0.7707703927492447   precision 0.6842220279720279   recall 0.7767759111675054
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deviation 5/5   epoch 11/120   F1 0.7010852435930393   accuracy 0.7711480362537765   precision 0.6859317153434801   recall 0.7753128295321737
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deviation 5/5   epoch 12/120   F1 0.7203492961781257   accuracy 0.7805891238670695   precision 0.7041315302344714   recall 0.7793892417952568
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deviation 5/5   epoch 13/120   F1 0.7192922069492934   accuracy 0.7813444108761329   precision 0.702699506375977   recall 0.7837638060960521
deviation 5/5   epoch 14/120   F1 0.7185204142610948   accuracy 0.7813444108761329   precision 0.7018433772110243   recall 0.7850397603035961
deviation 5/5   epoch 15/120   F1 0.7288956258433754   accuracy 0.7862537764350453   precision 0.7120835047305636   recall 0.7859589219169771
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deviation 5/5   epoch 16/120   F1 0.7219473711698685   accuracy 0.7836102719033232   precision 0.7049670917317976   recall 0.7877689012576624
deviation 5/5   epoch 17/120   F1 0.7333728926766483   accuracy 0.7877643504531722   precision 0.7169246194981489   recall 0.7842172278588464
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deviation 5/5   epoch 18/120   F1 0.7374403190170825   accuracy 0.7915407854984894   precision 0.7203234265734266   recall 0.7908897736954478
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deviation 5/5   epoch 19/120   F1 0.7396721510101336   accuracy 0.7904078549848943   precision 0.7237556561085974   recall 0.7836417618105986
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deviation 5/5   epoch 20/120   F1 0.7413272224258594   accuracy 0.7941842900302115   precision 0.7240153229123818   recall 0.7938800152112158
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deviation 5/5   epoch 21/120   F1 0.7387871340740313   accuracy 0.7915407854984894   precision 0.722035684903332   recall 0.7887284154923692
deviation 5/5   epoch 22/120   F1 0.7443627428838246   accuracy 0.7941842900302115   precision 0.7280105923488276   recall 0.7890354918845546
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deviation 5/5   epoch 23/120   F1 0.744087684191377   accuracy 0.7945619335347432   precision 0.7274372686137391   recall 0.7907245767167946
deviation 5/5   epoch 24/120   F1 0.7444783327450071   accuracy 0.793429003021148   precision 0.7285864870423695   recall 0.7864052454960777
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deviation 5/5   epoch 25/120   F1 0.7454532555796762   accuracy 0.7953172205438066   precision 0.7288590086384203   recall 0.7911449952248257
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deviation 5/5   epoch 26/120   F1 0.7480091306771225   accuracy 0.7964501510574018   precision 0.7317050596462362   recall 0.7909837620380229
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deviation 5/5   epoch 27/120   F1 0.7481453300361423   accuracy 0.7953172205438066   precision 0.7325689016865486   recall 0.7871354069127071
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deviation 5/5   epoch 28/120   F1 0.7467103776994669   accuracy 0.7953172205438066   precision 0.7305712669683257   recall 0.7892253611971105
deviation 5/5   epoch 29/120   F1 0.7474189783643056   accuracy 0.7945619335347432   precision 0.7320032908268201   recall 0.7858011553663728
deviation 5/5   epoch 30/120   F1 0.7507690447124724   accuracy 0.7972054380664653   precision 0.7351244343891403   recall 0.7893255561047948
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deviation 5/5   epoch 31/120   F1 0.7502047984558757   accuracy 0.7968277945619335   precision 0.7345562525709584   recall 0.7889461082395866
deviation 5/5   epoch 32/120   F1 0.7482153955202172   accuracy 0.7964501510574018   precision 0.7319904360345537   recall 0.7906701907226168
deviation 5/5   epoch 33/120   F1 0.7512277195589604   accuracy 0.7964501510574018   precision 0.7362710818593171   recall 0.7863483650645646
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deviation 5/5   epoch 34/120   F1 0.7500755058894594   accuracy 0.7960725075528701   precision 0.7348467708761826   recall 0.786775416917822
deviation 5/5   epoch 35/120   F1 0.7473754340309042   accuracy 0.7949395770392749   precision 0.7317153434800494   recall 0.7870430454691306
deviation 5/5   epoch 36/120   F1 0.7516180470875152   accuracy 0.7964501510574018   precision 0.7368418346359522   recall 0.7858235437843959
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deviation 5/5   epoch 37/120   F1 0.7538943328586127   accuracy 0.7968277945619335   precision 0.7399784039489922   recall 0.7839879154078551
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deviation 5/5   epoch 38/120   F1 0.7527903406497656   accuracy 0.7960725075528701   precision 0.7388420403126286   recall 0.7832144381440156
deviation 5/5   epoch 39/120   F1 0.7516644625225288   accuracy 0.7956948640483383   precision 0.737417729329494   recall 0.7835450033967
deviation 5/5   epoch 40/120   F1 0.7499703952945472   accuracy 0.7949395770392749   precision 0.7354252365281777   recall 0.7835158115539869
deviation 5/5   epoch 41/120   F1 0.7529638258766685   accuracy 0.7964501510574018   precision 0.7388394693541752   recall 0.7840759062661735
deviation 5/5   epoch 42/120   F1 0.7513953455905962   accuracy 0.7968277945619335   precision 0.7362685109008638   recall 0.7872669642522225
deviation 5/5   epoch 43/120   F1 0.758277690595608   accuracy 0.7983383685800605   precision 0.7456756478815303   recall 0.7829210522420097
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deviation 5/5   epoch 44/120   F1 0.7550116352895616   accuracy 0.7968277945619335   precision 0.7416906622788976   recall 0.7826296753943702
deviation 5/5   epoch 45/120   F1 0.7566498149616706   accuracy 0.7983383685800605   precision 0.7431072603866722   recall 0.7848437198766146
deviation 5/5   epoch 46/120   F1 0.7575617658512068   accuracy 0.7987160120845922   precision 0.7442461949814891   recall 0.784785220257995
deviation 5/5   epoch 47/120   F1 0.759349195369099   accuracy 0.7987160120845922   precision 0.7470999588646647   recall 0.7827141582839834
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deviation 5/5   epoch 48/120   F1 0.754285635731273   accuracy 0.7960725075528701   precision 0.7411250514191691   recall 0.7814191581549983
deviation 5/5   epoch 49/120   F1 0.7561057421332638   accuracy 0.797583081570997   precision 0.7428270259152612   recall 0.7834055474873075
deviation 5/5   epoch 50/120   F1 0.7529638258766685   accuracy 0.7964501510574018   precision 0.7388394693541752   recall 0.7840759062661735
deviation 5/5   epoch 51/120   F1 0.753516901265164   accuracy 0.7968277945619335   precision 0.7394076511723571   recall 0.7844618227917703
deviation 5/5   epoch 52/120   F1 0.7652259013958413   accuracy 0.8024924471299094   precision 0.7536379062114356   recall 0.786028028746317
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deviation 5/5   epoch 53/120   F1 0.7597128977675891   accuracy 0.7990936555891238   precision 0.747382764294529   recall 0.7832991803278688
deviation 5/5   epoch 54/120   F1 0.7595470190399138   accuracy 0.7994712990936556   precision 0.7468094405594405   recall 0.7844939548109244
deviation 5/5   epoch 55/120   F1 0.7581042590346443   accuracy 0.7987160120845922   precision 0.7451023241464418   recall 0.7841378590934323
deviation 5/5   epoch 56/120   F1 0.7606401446283114   accuracy 0.8006042296072508   precision 0.7476578568490333   recall 0.7862819221179078
deviation 5/5   epoch 57/120   F1 0.7597334785094793   accuracy 0.7998489425981873   precision 0.7468068696009873   recall 0.7852982171461856
deviation 5/5   epoch 58/120   F1 0.7566520539031811   accuracy 0.7979607250755287   precision 0.743395207733443   recall 0.7837929894849018
deviation 5/5   epoch 59/120   F1 0.7620742149812918   accuracy 0.8013595166163142   precision 0.7493649732620321   recall 0.7866325046987482
deviation 5/5   epoch 60/120   F1 0.761169554201753   accuracy 0.8006042296072508   precision 0.748513986013986   recall 0.7856543376242656
deviation 5/5   epoch 61/120   F1 0.7609936716001517   accuracy 0.8006042296072508   precision 0.7482286096256685   recall 0.7858610531302275
deviation 5/5   epoch 62/120   F1 0.7615468107471435   accuracy 0.8013595166163142   precision 0.7485088440970794   recall 0.7872656270896301
deviation 5/5   epoch 63/120   F1 0.7599196116872924   accuracy 0.800226586102719   precision 0.746804298642534   recall 0.7861108937891879
deviation 5/5   epoch 64/120   F1 0.7577404791079021   accuracy 0.7983383685800605   precision 0.7448195187165776   recall 0.78353938137945
deviation 5/5   epoch 65/120   F1 0.7613448522368117   accuracy 0.8006042296072508   precision 0.7487993624023036   recall 0.7854500780192261
deviation 5/5   epoch 66/120   F1 0.7626137689136736   accuracy 0.801737160120846   precision 0.749933155080214   recall 0.7870177847159945
deviation 5/5   epoch 67/120   F1 0.7601054192060616   accuracy 0.8006042296072508   precision 0.7468017276840806   recall 0.7869320899091343
deviation 5/5   epoch 68/120   F1 0.7590052115266708   accuracy 0.7990936555891238   precision 0.7462412587412588   recall 0.7841065495965829
deviation 5/5   epoch 69/120   F1 0.7590166152569695   accuracy 0.7998489425981873   precision 0.745665364047717   recall 0.7861626461824117
deviation 5/5   epoch 70/120   F1 0.7590166152569695   accuracy 0.7998489425981873   precision 0.745665364047717   recall 0.7861626461824117
deviation 5/5   epoch 71/120   F1 0.7564693313255135   accuracy 0.7979607250755287   precision 0.7431098313451254   recall 0.7840119389536521
deviation 5/5   epoch 72/120   F1 0.757194190045199   accuracy 0.7990936555891238   precision 0.7433874948580831   recall 0.7863001270186899
deviation 5/5   epoch 73/120   F1 0.7570156774867998   accuracy 0.7979607250755287   precision 0.7439659605100781   recall 0.7833627093742791
deviation 5/5   epoch 74/120   F1 0.7593692514712898   accuracy 0.7994712990936556   precision 0.746524064171123   recall 0.7847016085872476
deviation 5/5   epoch 75/120   F1 0.7615195677091862   accuracy 0.8006042296072508   precision 0.7490847387906212   recall 0.7852482570190316
deviation 5/5   epoch 76/120   F1 0.7597334785094793   accuracy 0.7998489425981873   precision 0.7468068696009873   recall 0.7852982171461856
deviation 5/5   epoch 77/120   F1 0.7595672636079411   accuracy 0.8013595166163142   precision 0.7453697038255862   recall 0.7897851486591527
deviation 5/5   epoch 78/120   F1 0.7609936716001517   accuracy 0.8006042296072508   precision 0.7482286096256685   recall 0.7858610531302275
deviation 5/5   epoch 79/120   F1 0.760114358541584   accuracy 0.8013595166163142   precision 0.7462258329905389   recall 0.7890662964248525
deviation 5/5   epoch 80/120   F1 0.7580830011365255   accuracy 0.797583081570997   precision 0.7459661661867545   recall 0.7811578870031592
deviation 5/5   epoch 81/120   F1 0.7657879578427559   accuracy 0.8032477341389728   precision 0.7539181406828466   recall 0.7873654938239725
update
deviation 5/5   epoch 82/120   F1 0.7620203109553338   accuracy 0.800226586102719   precision 0.7502288153023448   recall 0.7836986723622682
deviation 5/5   epoch 83/120   F1 0.7613583409303855   accuracy 0.8009818731117825   precision 0.7485114150555328   recall 0.7864557981435094
deviation 5/5   epoch 84/120   F1 0.7604702931676937   accuracy 0.8009818731117825   precision 0.7470845331139448   recall 0.787537837961152
deviation 5/5   epoch 85/120   F1 0.7590146655492124   accuracy 0.8013595166163142   precision 0.7445135746606335   recall 0.7905286309969299
deviation 5/5   epoch 86/120   F1 0.7642824983470075   accuracy 0.8040030211480362   precision 0.7507738584944468   recall 0.7912699781340726
deviation 5/5   epoch 87/120   F1 0.7639163118164605   accuracy 0.8036253776435045   precision 0.7504910530645825   recall 0.7906626730667685
deviation 5/5   epoch 88/120   F1 0.7634142287234043   accuracy 0.8051359516616314   precision 0.7484831345125462   recall 0.7958480262513469
deviation 5/5   epoch 89/120   F1 0.7630375210592681   accuracy 0.8040030211480362   precision 0.7487762237762238   recall 0.792929759249603
deviation 5/5   epoch 90/120   F1 0.7645055267084668   accuracy 0.8055135951661632   precision 0.7499074454956808   recall 0.7954405400990081
deviation 5/5   epoch 91/120   F1 0.7621243708514039   accuracy 0.8032477341389728   precision 0.7479252365281777   recall 0.791927736283297
deviation 5/5   epoch 92/120   F1 0.7648945329315541   accuracy 0.8006042296072508   precision 0.7547922665569724   recall 0.7816991086046934
deviation 5/5   epoch 93/120   F1 0.7618989986016664   accuracy 0.8013595166163142   precision 0.7490795968737145   recall 0.7868410534263002
deviation 5/5   epoch 94/120   F1 0.7646549041072367   accuracy 0.7998489425981873   precision 0.7550827848621966   recall 0.7801600478901238
deviation 5/5   epoch 95/120   F1 0.7652949046754043   accuracy 0.8013595166163142   precision 0.7547871246400659   recall 0.7831202594026312
deviation 5/5   epoch 96/120   F1 0.7635992644536467   accuracy 0.8009818731117825   precision 0.7522213081036611   recall 0.7839283840835832
deviation 5/5   epoch 97/120   F1 0.7626758658008658   accuracy 0.7998489425981873   precision 0.7516582682023858   recall 0.7820568234209313
deviation 5/5   epoch 98/120   F1 0.7636914466583911   accuracy 0.8024924471299094   precision 0.7510695187165776   recall 0.7877874658798307
deviation 5/5   epoch 99/120   F1 0.7637079441849607   accuracy 0.800226586102719   precision 0.7530825791855205   recall 0.7819456567425696
deviation 5/5   epoch 100/120   F1 0.7627488233038958   accuracy 0.8009818731117825   precision 0.7507944261620733   recall 0.7848530640998967
deviation 5/5   epoch 101/120   F1 0.7624786213221143   accuracy 0.797583081570997   precision 0.7533859522830111   recall 0.776942746750966
deviation 5/5   epoch 102/120   F1 0.7625518881231612   accuracy 0.7983383685800605   precision 0.7528100575894694   recall 0.7785795229191456
deviation 5/5   epoch 103/120   F1 0.7647443268270466   accuracy 0.802870090634441   precision 0.7524938296997121   recall 0.7875648199389207
deviation 5/5   epoch 104/120   F1 0.7655835323765263   accuracy 0.8009818731117825   precision 0.7556458247634719   recall 0.7819377764041989
deviation 5/5   epoch 105/120   F1 0.765057666648854   accuracy 0.8024924471299094   precision 0.7533525298231181   recall 0.7862140549677717
deviation 5/5   epoch 106/120   F1 0.7644224259124267   accuracy 0.8032477341389728   precision 0.7516351295763061   recall 0.7889722951104026
deviation 5/5   epoch 107/120   F1 0.7630396195349982   accuracy 0.800226586102719   precision 0.75194107363225   recall 0.7826199339414298
deviation 5/5   epoch 108/120   F1 0.7647744125374417   accuracy 0.7994712990936556   precision 0.755656108597285   recall 0.7791989875386675
deviation 5/5   epoch 109/120   F1 0.7666756349547998   accuracy 0.8021148036253777   precision 0.7564942410530646   recall 0.7835808168091687
update
deviation 5/5   epoch 110/120   F1 0.7619933753890711   accuracy 0.7960725075528701   precision 0.7539669888934595   recall 0.7740903932542182
deviation 5/5   epoch 111/120   F1 0.763756387423226   accuracy 0.797583081570997   precision 0.7556689633895517   recall 0.7759272259109942
deviation 5/5   epoch 112/120   F1 0.7629865475887717   accuracy 0.7953172205438066   precision 0.7565405183052242   recall 0.7719243503971878
deviation 5/5   epoch 113/120   F1 0.7693446007294882   accuracy 0.7994712990936556   precision 0.7642174002468121   recall 0.7759283585054977
update
deviation 5/5   epoch 114/120   F1 0.765778632243889   accuracy 0.7987160120845922   precision 0.7582296380090497   recall 0.7767779825362107
deviation 5/5   epoch 115/120   F1 0.766062316222524   accuracy 0.797583081570997   precision 0.7599496092143151   recall 0.774346896469388
deviation 5/5   epoch 116/120   F1 0.7648664493356196   accuracy 0.7949395770392749   precision 0.7605383587001234   recall 0.7702432786854645
deviation 5/5   epoch 117/120   F1 0.7657242832717007   accuracy 0.7983383685800605   precision 0.7585175853558206   recall 0.7760473288310548
deviation 5/5   epoch 118/120   F1 0.7658640101388192   accuracy 0.8006042296072508   precision 0.7565045248868778   recall 0.7808049535603716
deviation 5/5   epoch 119/120   F1 0.7665098141920014   accuracy 0.797583081570997   precision 0.7608057383792678   recall 0.7740791574692737
deviation 5/5   epoch 120/120   F1 0.7623305645094637   accuracy 0.7900302114803626   precision 0.7611425339366515   recall 0.7635930493273543

