deviation 1/5   epoch 1/120   F1 0.45581249892606157   accuracy 0.6612537764350453   precision 0.5128856437679967   recall 0.5567149569856883
update
deviation 1/5   epoch 2/120   F1 0.48871480998411077   accuracy 0.6638972809667674   precision 0.5268510900863842   recall 0.578861328198739
update
deviation 1/5   epoch 3/120   F1 0.5536223123119164   accuracy 0.6861782477341389   precision 0.567222850678733   recall 0.6385317394615716
update
deviation 1/5   epoch 4/120   F1 0.615675834111395   accuracy 0.7095921450151057   precision 0.6127236733854381   recall 0.6745507095787912
update
deviation 1/5   epoch 5/120   F1 0.6498170435814197   accuracy 0.7292296072507553   precision 0.6416983751542575   recall 0.7030977800747499
update
deviation 1/5   epoch 6/120   F1 0.6685690305567543   accuracy 0.7420694864048338   precision 0.6581627930892637   recall 0.7220567838601943
update
deviation 1/5   epoch 7/120   F1 0.679200386933414   accuracy 0.752643504531722   precision 0.667222850678733   recall 0.741874890182374
update
deviation 1/5   epoch 8/120   F1 0.691325465386415   accuracy 0.7586858006042296   precision 0.678311394487865   recall 0.7467906206327222
update
deviation 1/5   epoch 9/120   F1 0.6917982097838212   accuracy 0.7598187311178247   precision 0.6785890580008227   recall 0.7496513851152227
update
deviation 1/5   epoch 10/120   F1 0.6945689746425613   accuracy 0.7613293051359517   precision 0.6811471616618675   recall 0.7510698950594188
update
deviation 1/5   epoch 11/120   F1 0.7074702372073556   accuracy 0.7692598187311178   precision 0.6930789798436857   recall 0.7599859621427898
update
deviation 1/5   epoch 12/120   F1 0.7018728589573464   accuracy 0.7666163141993958   precision 0.6876748251748253   recall 0.7586572838823751
deviation 1/5   epoch 13/120   F1 0.7129541356060694   accuracy 0.7719033232628398   precision 0.6984831345125463   recall 0.7613827193932827
update
deviation 1/5   epoch 14/120   F1 0.7046827433170267   accuracy 0.7685045317220544   precision 0.6902303578774167   recall 0.7610851908994916
deviation 1/5   epoch 15/120   F1 0.7184440177060742   accuracy 0.7749244712990937   precision 0.7038847182229535   recall 0.7638130690645137
update
deviation 1/5   epoch 16/120   F1 0.705122922276906   accuracy 0.7681268882175226   precision 0.6908036816125052   recall 0.7593624189219415
deviation 1/5   epoch 17/120   F1 0.7125601816723686   accuracy 0.7722809667673716   precision 0.6979098107774578   recall 0.7629946694886518
deviation 1/5   epoch 18/120   F1 0.7206878180810592   accuracy 0.7768126888217523   precision 0.7058694981489099   recall 0.7667106327029036
update
deviation 1/5   epoch 19/120   F1 0.7096406782257425   accuracy 0.7707703927492447   precision 0.6950663307280954   recall 0.7619618742636174
deviation 1/5   epoch 20/120   F1 0.7166666398722585   accuracy 0.7737915407854985   precision 0.702180172768408   recall 0.7625816915716921
deviation 1/5   epoch 21/120   F1 0.722307137151375   accuracy 0.7760574018126888   precision 0.7081576511723571   recall 0.7626314231612921
update
deviation 1/5   epoch 22/120   F1 0.7176126611080773   accuracy 0.774546827794562   precision 0.703031160016454   recall 0.7636869120690246
deviation 1/5   epoch 23/120   F1 0.7209097835153684   accuracy 0.7753021148036254   precision 0.7067359111476759   recall 0.7620668415147746
deviation 1/5   epoch 24/120   F1 0.7202127616124152   accuracy 0.7753021148036254   precision 0.7058797819827232   recall 0.7628525005846801
deviation 1/5   epoch 25/120   F1 0.7200977168091703   accuracy 0.775679758308157   precision 0.7055918346359522   recall 0.7640743676111221
deviation 1/5   epoch 26/120   F1 0.7244071962518563   accuracy 0.7775679758308157   precision 0.7101450020567668   recall 0.7645210616376015
update
deviation 1/5   epoch 27/120   F1 0.7276615502565614   accuracy 0.779833836858006   precision 0.7132687165775401   recall 0.7672129919766524
update
deviation 1/5   epoch 28/120   F1 0.7326196877870373   accuracy 0.7809667673716012   precision 0.7192539078568491   recall 0.7648782624090347
update
deviation 1/5   epoch 29/120   F1 0.7223252409742769   accuracy 0.7768126888217523   precision 0.7078671328671329   recall 0.7647554102010994
deviation 1/5   epoch 30/120   F1 0.7233888939421502   accuracy 0.7779456193353474   precision 0.7087155491567256   recall 0.7667933010831843
deviation 1/5   epoch 31/120   F1 0.7268589071049834   accuracy 0.7794561933534743   precision 0.7124151583710407   recall 0.7670681367842955
deviation 1/5   epoch 32/120   F1 0.7325552532182238   accuracy 0.7813444108761329   precision 0.7189659605100782   recall 0.765943901945891
deviation 1/5   epoch 33/120   F1 0.7294962619339987   accuracy 0.7794561933534743   precision 0.7158396750308516   recall 0.7641401985306842
deviation 1/5   epoch 34/120   F1 0.7277498561667325   accuracy 0.7794561933534743   precision 0.7135566639243109   recall 0.7660472296689183
deviation 1/5   epoch 35/120   F1 0.7322043553055804   accuracy 0.7820996978851964   precision 0.7181046894282188   recall 0.7683824023727137
deviation 1/5   epoch 36/120   F1 0.7323438453340176   accuracy 0.7813444108761329   precision 0.7186805841217606   recall 0.766169113361575
deviation 1/5   epoch 37/120   F1 0.7299337072921979   accuracy 0.7824773413897281   precision 0.7149629781982723   recall 0.7721744791666667
deviation 1/5   epoch 38/120   F1 0.7316326645120746   accuracy 0.7817220543806647   precision 0.7175365076100371   recall 0.7679797557514949
deviation 1/5   epoch 39/120   F1 0.7349872562056738   accuracy 0.7817220543806647   precision 0.7221025298231181   recall 0.7644388529728672
update
deviation 1/5   epoch 40/120   F1 0.7309037406397706   accuracy 0.7820996978851964   precision 0.7163924310983134   recall 0.7698870901154751
deviation 1/5   epoch 41/120   F1 0.7348206782745754   accuracy 0.7828549848942599   precision 0.7212386877828054   recall 0.7675596411001433
deviation 1/5   epoch 42/120   F1 0.7327659547766939   accuracy 0.7813444108761329   precision 0.7192513368983957   recall 0.765721311998978
deviation 1/5   epoch 43/120   F1 0.7362505174224625   accuracy 0.7843655589123867   precision 0.7223699095022624   recall 0.7700781494558577
update
deviation 1/5   epoch 44/120   F1 0.7371292507089577   accuracy 0.783987915407855   precision 0.7237993624023036   recall 0.7681111881111882
update
deviation 1/5   epoch 45/120   F1 0.7362611475394218   accuracy 0.7828549848942599   precision 0.7232363225010283   recall 0.766060984437899
deviation 1/5   epoch 46/120   F1 0.7373510358407875   accuracy 0.7820996978851964   precision 0.7252390991361579   recall 0.7631345384918624
update
deviation 1/5   epoch 47/120   F1 0.7377396772521867   accuracy 0.7854984894259819   precision 0.7237890785684904   recall 0.7715107846348197
update
deviation 1/5   epoch 48/120   F1 0.738663129092848   accuracy 0.7862537764350453   precision 0.7246400658165364   recall 0.7725432399132862
update
deviation 1/5   epoch 49/120   F1 0.7371785000697195   accuracy 0.7836102719033232   precision 0.7240873097490745   recall 0.7670752212897813
deviation 1/5   epoch 50/120   F1 0.7344028853203433   accuracy 0.7828549848942599   precision 0.7206679350061703   recall 0.7680110257008743
deviation 1/5   epoch 51/120   F1 0.7367968869839527   accuracy 0.7817220543806647   precision 0.7246709173179762   recall 0.7627270240124587
deviation 1/5   epoch 52/120   F1 0.7363999812782094   accuracy 0.7847432024169184   precision 0.7223673385438092   recall 0.7709487843768699
deviation 1/5   epoch 53/120   F1 0.7358434197325583   accuracy 0.7813444108761329   precision 0.7235319827231592   recall 0.7626834376800955
deviation 1/5   epoch 54/120   F1 0.736123567513702   accuracy 0.7805891238670695   precision 0.7243932538050185   recall 0.7606293116898726
deviation 1/5   epoch 55/120   F1 0.7359264522399053   accuracy 0.7805891238670695   precision 0.7241078774167009   recall 0.7607993860657571
deviation 1/5   epoch 56/120   F1 0.7377382535460992   accuracy 0.783987915407855   precision 0.7246554915672563   recall 0.7674784503869134
deviation 1/5   epoch 57/120   F1 0.7390564706858636   accuracy 0.7847432024169184   precision 0.7260772315919375   recall 0.7680781659654898
update
deviation 1/5   epoch 58/120   F1 0.7404398366450744   accuracy 0.7847432024169184   precision 0.7280748663101604   recall 0.766707554288841
update
deviation 1/5   epoch 59/120   F1 0.739367526890697   accuracy 0.7836102719033232   precision 0.7272264500205676   recall 0.7649406047961318
deviation 1/5   epoch 60/120   F1 0.7411556084236497   accuracy 0.7854984894259819   precision 0.7286404771698889   recall 0.7678932909196067
update
deviation 1/5   epoch 61/120   F1 0.7422306254730491   accuracy 0.7866314199395771   precision 0.7294888934594816   recall 0.7696836967531275
update
deviation 1/5   epoch 62/120   F1 0.7402441845096484   accuracy 0.7847432024169184   precision 0.7277894899218429   recall 0.7668962068633121
deviation 1/5   epoch 63/120   F1 0.741544890917339   accuracy 0.7854984894259819   precision 0.7292112299465241   recall 0.7675144328288344
deviation 1/5   epoch 64/120   F1 0.7424820357663839   accuracy 0.7858761329305136   precision 0.730350164541341   recall 0.7675481718546919
update
deviation 1/5   epoch 65/120   F1 0.7437238010023628   accuracy 0.7873867069486404   precision 0.7311960098724805   recall 0.7700936719791256
update
deviation 1/5   epoch 66/120   F1 0.7439399997393916   accuracy 0.7870090634441088   precision 0.7317693336075689   recall 0.7689385238198942
update
deviation 1/5   epoch 67/120   F1 0.7446084425537778   accuracy 0.7885196374622356   precision 0.7317590497737556   recall 0.772082459291007
update
deviation 1/5   epoch 68/120   F1 0.7451851037213203   accuracy 0.7885196374622356   precision 0.7326151789387083   recall 0.7714872114934528
update
deviation 1/5   epoch 69/120   F1 0.7463044667924319   accuracy 0.7888972809667674   precision 0.7340394899218429   recall 0.7713131335710214
update
deviation 1/5   epoch 70/120   F1 0.741544890917339   accuracy 0.7854984894259819   precision 0.7292112299465241   recall 0.7675144328288344
deviation 1/5   epoch 71/120   F1 0.7472272707366209   accuracy 0.7892749244712991   precision 0.7351784245166598   recall 0.771342548647366
update
deviation 1/5   epoch 72/120   F1 0.7463212752912325   accuracy 0.7885196374622356   precision 0.7343274372686137   recall 0.770360702420503
deviation 1/5   epoch 73/120   F1 0.7453760463092508   accuracy 0.7885196374622356   precision 0.7329005553270259   recall 0.771293592680772
deviation 1/5   epoch 74/120   F1 0.7437489705155658   accuracy 0.7870090634441088   precision 0.7314839572192513   recall 0.7691236250597799
deviation 1/5   epoch 75/120   F1 0.7468677658066136   accuracy 0.7888972809667674   precision 0.7348956190867956   recall 0.7707610514828291
deviation 1/5   epoch 76/120   F1 0.7454573480450362   accuracy 0.7866314199395771   precision 0.7343402920608803   recall 0.76664716400882
deviation 1/5   epoch 77/120   F1 0.7441901820717521   accuracy 0.7888972809667674   precision 0.7309003496503497   recall 0.7735206984582845
deviation 1/5   epoch 78/120   F1 0.7477941839208893   accuracy 0.7888972809667674   precision 0.7363225010283834   recall 0.7698863949158476
update
deviation 1/5   epoch 79/120   F1 0.7453760463092508   accuracy 0.7885196374622356   precision 0.7329005553270259   recall 0.771293592680772
deviation 1/5   epoch 80/120   F1 0.7506826948206452   accuracy 0.7911631419939577   precision 0.7391608391608392   recall 0.7726283605415112
update
deviation 1/5   epoch 81/120   F1 0.7494161415194182   accuracy 0.7904078549848943   precision 0.737739099136158   recall 0.7720041298763758
deviation 1/5   epoch 82/120   F1 0.7474137665774332   accuracy 0.7892749244712991   precision 0.7354638009049774   recall 0.7711610486891385
deviation 1/5   epoch 83/120   F1 0.7494161415194182   accuracy 0.7904078549848943   precision 0.737739099136158   recall 0.7720041298763758
deviation 1/5   epoch 84/120   F1 0.7499639964240976   accuracy 0.7900302114803626   precision 0.7388831756478815   recall 0.7705923466713263
deviation 1/5   epoch 85/120   F1 0.7522890540696673   accuracy 0.7911631419939577   precision 0.7417292266556972   recall 0.7711645905298745
update
deviation 1/5   epoch 86/120   F1 0.7544287645068422   accuracy 0.7926737160120846   precision 0.7440019539284245   recall 0.772765353595229
update
deviation 1/5   epoch 87/120   F1 0.7484932854360937   accuracy 0.7904078549848943   precision 0.7363122171945702   recall 0.7729083206960772
deviation 1/5   epoch 88/120   F1 0.7547744071031066   accuracy 0.7926737160120846   precision 0.7445727067050596   recall 0.7724652666144911
update
deviation 1/5   epoch 89/120   F1 0.7524730745783377   accuracy 0.7915407854984894   precision 0.7417266556972439   recall 0.7718750361451358
deviation 1/5   epoch 90/120   F1 0.7533477103139649   accuracy 0.7915407854984894   precision 0.7431535376388317   recall 0.7711162328038688
deviation 1/5   epoch 91/120   F1 0.7484932854360937   accuracy 0.7904078549848943   precision 0.7363122171945702   recall 0.7729083206960772
deviation 1/5   epoch 92/120   F1 0.7544287645068422   accuracy 0.7926737160120846   precision 0.7440019539284245   recall 0.772765353595229
deviation 1/5   epoch 93/120   F1 0.755797645682567   accuracy 0.7926737160120846   precision 0.746284965034965   recall 0.7716141969773547
update
deviation 1/5   epoch 94/120   F1 0.7515211488667028   accuracy 0.7888972809667674   precision 0.7423154051830523   recall 0.7667946134951351
deviation 1/5   epoch 95/120   F1 0.7494211603751684   accuracy 0.7900302114803626   precision 0.7380270464829288   recall 0.7710886236066092
deviation 1/5   epoch 96/120   F1 0.7513989182828367   accuracy 0.790785498489426   precision 0.7405902920608802   recall 0.7710743035580312
deviation 1/5   epoch 97/120   F1 0.7503199006382439   accuracy 0.7896525679758308   precision 0.7397418757712875   recall 0.7694060859773771
deviation 1/5   epoch 98/120   F1 0.7501319619753699   accuracy 0.7888972809667674   precision 0.7400323940765117   recall 0.7678659422238958
deviation 1/5   epoch 99/120   F1 0.7505034177986765   accuracy 0.790785498489426   precision 0.7391634101192925   recall 0.7718884446315002
deviation 1/5   epoch 100/120   F1 0.7497825645194067   accuracy 0.7892749244712991   precision 0.7391736939531057   recall 0.7690036665625687
deviation 1/5   epoch 101/120   F1 0.7517084512126021   accuracy 0.7892749244712991   precision 0.7423128342245989   recall 0.7674555541366932
deviation 1/5   epoch 102/120   F1 0.7540183935563928   accuracy 0.7911631419939577   precision 0.7445829905388729   recall 0.7697371825361101
deviation 1/5   epoch 103/120   F1 0.7530885774154468   accuracy 0.7896525679758308   precision 0.7443078979843686   recall 0.7672364275765968
deviation 1/5   epoch 104/120   F1 0.755195155072681   accuracy 0.7911631419939577   precision 0.7465806252570959   recall 0.7688559745188113
deviation 1/5   epoch 105/120   F1 0.7533991432296516   accuracy 0.7892749244712991   precision 0.7451665981077746   recall 0.7662534377573955
deviation 1/5   epoch 106/120   F1 0.7526669489231641   accuracy 0.7930513595166163   precision 0.740860242698478   recall 0.7753214311953567
deviation 1/5   epoch 107/120   F1 0.7530266113050221   accuracy 0.7930513595166163   precision 0.7414309954751132   recall 0.7749653756848001
deviation 1/5   epoch 108/120   F1 0.7531849345251114   accuracy 0.7919184290030211   precision 0.7425802139037433   recall 0.7721192024808374
deviation 1/5   epoch 109/120   F1 0.7549625394801188   accuracy 0.7930513595166163   precision 0.7445701357466064   recall 0.773164792501809
deviation 1/5   epoch 110/120   F1 0.7545260775726589   accuracy 0.7911631419939577   precision 0.7454391197038256   recall 0.7693479387896892
deviation 1/5   epoch 111/120   F1 0.7492390075077324   accuracy 0.7900302114803626   precision 0.7377416700946113   recall 0.7712584335582282
deviation 1/5   epoch 112/120   F1 0.7544139389818802   accuracy 0.7922960725075529   precision 0.7442899012751953   recall 0.7719179258241757
deviation 1/5   epoch 113/120   F1 0.7483291315271966   accuracy 0.7896525679758308   precision 0.7366027354997944   recall 0.7712049715066656
deviation 1/5   epoch 114/120   F1 0.7494065949461557   accuracy 0.7877643504531722   precision 0.7397547305635541   recall 0.7659656387966733
deviation 1/5   epoch 115/120   F1 0.7488857278330963   accuracy 0.7888972809667674   precision 0.7380347593582888   recall 0.7689094667686122
deviation 1/5   epoch 116/120   F1 0.748524955608413   accuracy 0.7877643504531722   precision 0.7383278486219662   recall 0.7666528593988661
deviation 1/5   epoch 117/120   F1 0.7487053136930912   accuracy 0.7888972809667674   precision 0.7377493829699712   recall 0.7690669073890471
deviation 1/5   epoch 118/120   F1 0.7511650651009492   accuracy 0.7858761329305136   precision 0.7443336075689018   recall 0.7610966989960514
deviation 1/5   epoch 119/120   F1 0.7488793146746824   accuracy 0.7896525679758308   precision 0.7374588646647471   recall 0.7706882163348712
deviation 1/5   epoch 120/120   F1 0.7495061165469852   accuracy 0.7858761329305136   precision 0.7414798436857261   recall 0.7620427117400441

deviation 2/5   epoch 1/120   F1 0.4193843916100109   accuracy 0.6567220543806647   precision 0.49836229946524063   recall 0.4867962171265708
update
deviation 2/5   epoch 2/120   F1 0.42653695891336546   accuracy 0.6601208459214502   precision 0.5026198066639243   recall 0.5203332335628055
update
deviation 2/5   epoch 3/120   F1 0.4500317646483898   accuracy 0.6661631419939577   precision 0.5137083504730564   recall 0.5777486147564888
update
deviation 2/5   epoch 4/120   F1 0.4796424159524093   accuracy 0.6729607250755287   precision 0.527930892636775   recall 0.6131442735291973
update
deviation 2/5   epoch 5/120   F1 0.5313773570379183   accuracy 0.6831570996978852   precision 0.5546868572603867   recall 0.6365698940782367
update
deviation 2/5   epoch 6/120   F1 0.594900025761449   accuracy 0.7084592145015106   precision 0.5981771904566022   recall 0.6828853033720781
update
deviation 2/5   epoch 7/120   F1 0.6348747333223534   accuracy 0.7280966767371602   precision 0.6294349033319622   recall 0.711147692243169
update
deviation 2/5   epoch 8/120   F1 0.6671541290934979   accuracy 0.7439577039274925   precision 0.6567230563554093   recall 0.7284409101810769
update
deviation 2/5   epoch 9/120   F1 0.6929131790770882   accuracy 0.7598187311178247   precision 0.6797305635540929   recall 0.7484045652884574
update
deviation 2/5   epoch 10/120   F1 0.6927361336737062   accuracy 0.7620845921450151   precision 0.679144385026738   recall 0.7556173077275812
deviation 2/5   epoch 11/120   F1 0.6971982877485483   accuracy 0.7651057401812689   precision 0.6831190867955574   recall 0.7597413016603518
update
deviation 2/5   epoch 12/120   F1 0.7058172275748463   accuracy 0.7700151057401813   precision 0.6910762032085562   recall 0.7644576635913913
update
deviation 2/5   epoch 13/120   F1 0.7061676211751222   accuracy 0.770392749244713   precision 0.6913590086384205   recall 0.7652235109662017
update
deviation 2/5   epoch 14/120   F1 0.7071336405529953   accuracy 0.7700151057401813   precision 0.692503085150144   recall 0.7627488514212373
update
deviation 2/5   epoch 15/120   F1 0.7130581280735062   accuracy 0.7722809667673716   precision 0.6984805635540929   recall 0.7623887432608687
update
deviation 2/5   epoch 16/120   F1 0.7113976924792668   accuracy 0.7726586102719033   precision 0.6964803578774167   recall 0.765634341327772
deviation 2/5   epoch 17/120   F1 0.7143621473753247   accuracy 0.7734138972809668   precision 0.6996143562320033   recall 0.7642286383250977
update
deviation 2/5   epoch 18/120   F1 0.7192660022315494   accuracy 0.7760574018126888   precision 0.7044477581242287   recall 0.7661897776256583
update
deviation 2/5   epoch 19/120   F1 0.7232437066719437   accuracy 0.7768126888217523   precision 0.7090086384204031   recall 0.7637051093351499
update
deviation 2/5   epoch 20/120   F1 0.7244338121245677   accuracy 0.7783232628398792   precision 0.7098544837515426   recall 0.7666509861186315
update
deviation 2/5   epoch 21/120   F1 0.7250173843576933   accuracy 0.7787009063444109   precision 0.7104226655697243   recall 0.7670560404600701
update
deviation 2/5   epoch 22/120   F1 0.7265384937637979   accuracy 0.779833836858006   precision 0.7118418346359523   recall 0.7685393176035218
update
deviation 2/5   epoch 23/120   F1 0.7268536396438333   accuracy 0.7775679758308157   precision 0.71328414232826   recall 0.7618723498954756
update
deviation 2/5   epoch 24/120   F1 0.729215004676746   accuracy 0.7787009063444109   precision 0.7158448169477581   recall 0.7624348250121911
update
deviation 2/5   epoch 25/120   F1 0.7297101694988937   accuracy 0.7783232628398792   precision 0.7167035170711642   recall 0.7609697856316301
update
deviation 2/5   epoch 26/120   F1 0.7282828304272844   accuracy 0.7809667673716012   precision 0.7135463800904978   recall 0.769746007930554
deviation 2/5   epoch 27/120   F1 0.7289251026715335   accuracy 0.7790785498489426   precision 0.7152714932126697   recall 0.7637330101712585
deviation 2/5   epoch 28/120   F1 0.7313490272632179   accuracy 0.7809667673716012   precision 0.7175416495269437   recall 0.7662230402567369
update
deviation 2/5   epoch 29/120   F1 0.7363096966930833   accuracy 0.7824773413897281   precision 0.7235242698477993   recall 0.7650509115297848
update
deviation 2/5   epoch 30/120   F1 0.7355928335045077   accuracy 0.7832326283987915   precision 0.7220922459893049   recall 0.7677409156841597
deviation 2/5   epoch 31/120   F1 0.7402087658626657   accuracy 0.7851208459214502   precision 0.7275015425750719   recall 0.7678791850919569
update
deviation 2/5   epoch 32/120   F1 0.7363391169574403   accuracy 0.7851208459214502   precision 0.7220793911970382   recall 0.772073489449593
deviation 2/5   epoch 33/120   F1 0.740330330751019   accuracy 0.7858761329305136   precision 0.7272110242698477   recall 0.7696957698296625
update
deviation 2/5   epoch 34/120   F1 0.7441572473404255   accuracy 0.7892749244712991   precision 0.7306124023035787   recall 0.7745708443530219
update
deviation 2/5   epoch 35/120   F1 0.7398866361910316   accuracy 0.7862537764350453   precision 0.7263523241464418   recall 0.7711696311696312
deviation 2/5   epoch 36/120   F1 0.7444419538063669   accuracy 0.7881419939577039   precision 0.731761620732209   recall 0.7712840671845318
update
deviation 2/5   epoch 37/120   F1 0.7420670323376508   accuracy 0.7862537764350453   precision 0.729491464417935   recall 0.7688903749759013
deviation 2/5   epoch 38/120   F1 0.7431430834359762   accuracy 0.7873867069486404   precision 0.7303398807075278   recall 0.7706837337635608
deviation 2/5   epoch 39/120   F1 0.7410228957338165   accuracy 0.7847432024169184   precision 0.7289309954751131   recall 0.7661555475848876
deviation 2/5   epoch 40/120   F1 0.7437718519305054   accuracy 0.7866314199395771   precision 0.7317719045660223   recall 0.7681728770576839
deviation 2/5   epoch 41/120   F1 0.7437718519305054   accuracy 0.7866314199395771   precision 0.7317719045660223   recall 0.7681728770576839
deviation 2/5   epoch 42/120   F1 0.7411219160705298   accuracy 0.7858761329305136   precision 0.728352529823118   recall 0.7688812080582627
deviation 2/5   epoch 43/120   F1 0.7448856601700544   accuracy 0.7870090634441088   precision 0.7331962155491567   recall 0.7680473302835797
update
deviation 2/5   epoch 44/120   F1 0.7476285314260287   accuracy 0.7877643504531722   precision 0.7369009666803784   recall 0.7673907744451667
update
deviation 2/5   epoch 45/120   F1 0.7452268206081649   accuracy 0.7877643504531722   precision 0.7331910736322501   recall 0.7695589375986306
deviation 2/5   epoch 46/120   F1 0.7435999677818032   accuracy 0.7888972809667674   precision 0.730044220485397   recall 0.7741748792529579
deviation 2/5   epoch 47/120   F1 0.749962527725655   accuracy 0.7904078549848943   precision 0.7385952283011107   recall 0.771488698819236
update
deviation 2/5   epoch 48/120   F1 0.7460726057266125   accuracy 0.7896525679758308   precision 0.7331782188399836   recall 0.7734788367266787
deviation 2/5   epoch 49/120   F1 0.7501434476919586   accuracy 0.7904078549848943   precision 0.7388806046894283   recall 0.7713213098119089
update
deviation 2/5   epoch 50/120   F1 0.7510430434249431   accuracy 0.7915407854984894   precision 0.7394436445907034   recall 0.7732003520093869
update
deviation 2/5   epoch 51/120   F1 0.751943793911007   accuracy 0.7926737160120846   precision 0.7400066844919786   recall 0.7751067348885868
update
deviation 2/5   epoch 52/120   F1 0.7481332661820094   accuracy 0.7900302114803626   precision 0.7360294117647059   recall 0.7723243948742288
deviation 2/5   epoch 53/120   F1 0.7538655523314555   accuracy 0.7915407854984894   precision 0.7440096668037844   recall 0.7706857410132677
update
deviation 2/5   epoch 54/120   F1 0.7517305968350623   accuracy 0.7941842900302115   precision 0.7385695187165775   recall 0.7792529200443885
deviation 2/5   epoch 55/120   F1 0.7529996005264129   accuracy 0.7915407854984894   precision 0.7425827848621966   recall 0.771413490275944
deviation 2/5   epoch 56/120   F1 0.7495847486423208   accuracy 0.7911631419939577   precision 0.7374485808309338   recall 0.7737038164817067
deviation 2/5   epoch 57/120   F1 0.750682609923736   accuracy 0.7904078549848943   precision 0.739736733854381   recall 0.7708321987907409
deviation 2/5   epoch 58/120   F1 0.7512235008663508   accuracy 0.7911631419939577   precision 0.7400169683257919   recall 0.7721209193120682
deviation 2/5   epoch 59/120   F1 0.751385350275449   accuracy 0.7900302114803626   precision 0.741166186754422   recall 0.7693628605230816
deviation 2/5   epoch 60/120   F1 0.7517628165937085   accuracy 0.7915407854984894   precision 0.7405851501439737   recall 0.7725202399673831
deviation 2/5   epoch 61/120   F1 0.7503076385621795   accuracy 0.7888972809667674   precision 0.7403177704648293   recall 0.7677250715504519
deviation 2/5   epoch 62/120   F1 0.7530172460575013   accuracy 0.7922960725075529   precision 0.742006890168655   recall 0.7731538443680936
deviation 2/5   epoch 63/120   F1 0.7526567335929419   accuracy 0.7919184290030211   precision 0.7417240847387907   recall 0.7725927858776288
deviation 2/5   epoch 64/120   F1 0.7542256552012243   accuracy 0.7919184290030211   precision 0.7442924722336487   recall 0.7712286282930394
update
deviation 2/5   epoch 65/120   F1 0.7517449258675726   accuracy 0.7904078549848943   precision 0.7414489921842863   recall 0.7699114440193278
deviation 2/5   epoch 66/120   F1 0.7514035694819499   accuracy 0.7919184290030211   precision 0.7397264500205677   recall 0.7737737925101534
deviation 2/5   epoch 67/120   F1 0.7496044002272844   accuracy 0.7896525679758308   precision 0.7386003702180173   recall 0.7700299908856222
deviation 2/5   epoch 68/120   F1 0.7546691711619145   accuracy 0.790785498489426   precision 0.746012443438914   recall 0.7684514992369154
update
deviation 2/5   epoch 69/120   F1 0.7574583033232714   accuracy 0.7926737160120846   precision 0.7491387289181406   recall 0.7703537783059959
update
deviation 2/5   epoch 70/120   F1 0.75136351061832   accuracy 0.7892749244712991   precision 0.7417420814479638   recall 0.767719001534655
deviation 2/5   epoch 71/120   F1 0.7515837703898328   accuracy 0.7915407854984894   precision 0.7402997737556561   recall 0.7726869586273898
deviation 2/5   epoch 72/120   F1 0.7524540425977111   accuracy 0.790785498489426   precision 0.7423025503907856   recall 0.7701673818881274
deviation 2/5   epoch 73/120   F1 0.7524645878463985   accuracy 0.7911631419939577   precision 0.7420146030440148   recall 0.7710126266134145
deviation 2/5   epoch 74/120   F1 0.7506837115868975   accuracy 0.790785498489426   precision 0.73944878650761   recall 0.7717212768005881
deviation 2/5   epoch 75/120   F1 0.752480149558822   accuracy 0.7938066465256798   precision 0.7399989716166187   recall 0.7774285773724081
deviation 2/5   epoch 76/120   F1 0.750503486761477   accuracy 0.7904078549848943   precision 0.7394513574660634   recall 0.7709930743821972
deviation 2/5   epoch 77/120   F1 0.7503136248472873   accuracy 0.7915407854984894   precision 0.7383021390374331   recall 0.7739163327304751
deviation 2/5   epoch 78/120   F1 0.7523708034057062   accuracy 0.7888972809667674   precision 0.7437422871246401   recall 0.7661880451789109
deviation 2/5   epoch 79/120   F1 0.7517642735542706   accuracy 0.7922960725075529   precision 0.740009255450432   recall 0.7743486885607229
deviation 2/5   epoch 80/120   F1 0.7515603748814573   accuracy 0.7900302114803626   precision 0.7414515631427396   recall 0.7692185309723858
deviation 2/5   epoch 81/120   F1 0.7533719023659091   accuracy 0.7888972809667674   precision 0.7454545454545455   recall 0.7655217607447915
deviation 2/5   epoch 82/120   F1 0.7536158833117454   accuracy 0.7900302114803626   precision 0.7448760798025504   recall 0.7676417281348789
deviation 2/5   epoch 83/120   F1 0.7522681863257985   accuracy 0.7904078549848943   precision 0.742305121349239   recall 0.7694790596668504
deviation 2/5   epoch 84/120   F1 0.75140257329567   accuracy 0.7911631419939577   precision 0.7403023447141095   recall 0.7719561578787721
deviation 2/5   epoch 85/120   F1 0.7539153651627468   accuracy 0.7930513595166163   precision 0.742857877416701   recall 0.7741143560219148
deviation 2/5   epoch 86/120   F1 0.7517642735542706   accuracy 0.7922960725075529   precision 0.740009255450432   recall 0.7743486885607229
deviation 2/5   epoch 87/120   F1 0.7504972931587788   accuracy 0.7896525679758308   precision 0.7400272521596051   recall 0.7692553666279487
deviation 2/5   epoch 88/120   F1 0.7501410254663379   accuracy 0.790785498489426   precision 0.7385926573426573   recall 0.7722293927838075
deviation 2/5   epoch 89/120   F1 0.7524414494313603   accuracy 0.7904078549848943   precision 0.7425904977375566   recall 0.7693389908279795
deviation 2/5   epoch 90/120   F1 0.7519086825086023   accuracy 0.7900302114803626   precision 0.7420223159193747   recall 0.7689359635465025
deviation 2/5   epoch 91/120   F1 0.7509153012755512   accuracy 0.7870090634441088   precision 0.7428990127519539   recall 0.7633753345227475
deviation 2/5   epoch 92/120   F1 0.7543782528124665   accuracy 0.7915407854984894   precision 0.7448657959687371   recall 0.7702734147760326
deviation 2/5   epoch 93/120   F1 0.7520121585752205   accuracy 0.7885196374622356   precision 0.7434594816947758   recall 0.7656656791453451
deviation 2/5   epoch 94/120   F1 0.7521037502600225   accuracy 0.7873867069486404   precision 0.7446087001234061   recall 0.7633805575413977
deviation 2/5   epoch 95/120   F1 0.7525983850792236   accuracy 0.7900302114803626   precision 0.743163821472645   recall 0.7683948410164729
deviation 2/5   epoch 96/120   F1 0.7514848313248679   accuracy 0.7881419939577039   precision 0.742891299876594   recall 0.7652586921532141
deviation 2/5   epoch 97/120   F1 0.7528978294374518   accuracy 0.7892749244712991   precision 0.7443104689428219   recall 0.7665942858425352
deviation 2/5   epoch 98/120   F1 0.7508185173459806   accuracy 0.7885196374622356   precision 0.7414618469765528   recall 0.7665162672569135
deviation 2/5   epoch 99/120   F1 0.7490643726507783   accuracy 0.7885196374622356   precision 0.7386080830933772   recall 0.7678972967511943
deviation 2/5   epoch 100/120   F1 0.7544762673255666   accuracy 0.7904078549848943   precision 0.7460150143973674   recall 0.7678113509863806
deviation 2/5   epoch 101/120   F1 0.7517985803490419   accuracy 0.7877643504531722   precision 0.74375   recall 0.7642980597680642
deviation 2/5   epoch 102/120   F1 0.752131285593602   accuracy 0.7877643504531722   precision 0.7443207527766351   recall 0.7640894387567946
deviation 2/5   epoch 103/120   F1 0.7554735198678839   accuracy 0.7888972809667674   precision 0.7491644385026739   recall 0.7642984392033823
deviation 2/5   epoch 104/120   F1 0.7526818594225331   accuracy 0.7885196374622356   precision 0.7446009872480461   recall 0.765220785013381
deviation 2/5   epoch 105/120   F1 0.7481681739816739   accuracy 0.7877643504531722   precision 0.7377570958453311   recall 0.7669418505635978
deviation 2/5   epoch 106/120   F1 0.7547775708007878   accuracy 0.7900302114803626   precision 0.7468737145207733   recall 0.7668489678860839
deviation 2/5   epoch 107/120   F1 0.7549567842969285   accuracy 0.7885196374622356   precision 0.7485962566844919   recall 0.7638884340374434
deviation 2/5   epoch 108/120   F1 0.7519367571201347   accuracy 0.7854984894259819   precision 0.7460484368572604   recall 0.7600490735532677
deviation 2/5   epoch 109/120   F1 0.7544684779949653   accuracy 0.7870090634441088   precision 0.7491772932949403   recall 0.7614908105891367
deviation 2/5   epoch 110/120   F1 0.7530395855444982   accuracy 0.7854984894259819   precision 0.7480460715754833   recall 0.759578131726216
deviation 2/5   epoch 111/120   F1 0.7546759636533167   accuracy 0.7888972809667674   precision 0.747737556561086   recall 0.7647341840487764
deviation 2/5   epoch 112/120   F1 0.7548260646549505   accuracy 0.7873867069486404   precision 0.7494600987248046   recall 0.761971536278252
deviation 2/5   epoch 113/120   F1 0.7532511098599508   accuracy 0.7847432024169184   precision 0.7491927190456602   recall 0.758301953667357
deviation 2/5   epoch 114/120   F1 0.7533965915087799   accuracy 0.7858761329305136   precision 0.7483288770053476   recall 0.7600547760059824
deviation 2/5   epoch 115/120   F1 0.7500876135110341   accuracy 0.7787009063444109   precision 0.7495192307692308   recall 0.7506741259608232
deviation 2/5   epoch 116/120   F1 0.752883613791925   accuracy 0.7854984894259819   precision 0.7477606951871658   recall 0.7596406430597877
deviation 2/5   epoch 117/120   F1 0.7511041846760742   accuracy 0.7813444108761329   precision 0.7486451048951048   recall 0.7539173698011532
deviation 2/5   epoch 118/120   F1 0.7510463303064588   accuracy 0.7809667673716012   precision 0.7489330522418758   recall 0.7534188313812733
deviation 2/5   epoch 119/120   F1 0.7506537531216343   accuracy 0.7824773413897281   precision 0.746639757301522   recall 0.7556556684601712
deviation 2/5   epoch 120/120   F1 0.7500895782145782   accuracy 0.777190332326284   precision 0.7512417729329495   recall 0.7490087858773646

deviation 3/5   epoch 1/120   F1 0.4882137958453227   accuracy 0.6491691842900302   precision 0.5195315713698067   recall 0.5454029986777131
update
deviation 3/5   epoch 2/120   F1 0.5326386265908776   accuracy 0.654833836858006   precision 0.5446061291649527   recall 0.5750370860526168
update
deviation 3/5   epoch 3/120   F1 0.5684548653615284   accuracy 0.6661631419939577   precision 0.5707836281365692   recall 0.6013025241003753
update
deviation 3/5   epoch 4/120   F1 0.6345190104855054   accuracy 0.697129909365559   precision 0.6290749691484986   recall 0.6512344563331405
update
deviation 3/5   epoch 5/120   F1 0.6652230542839417   accuracy 0.7239425981873112   precision 0.6574300699300699   recall 0.6868669182781474
update
deviation 3/5   epoch 6/120   F1 0.6847848100091676   accuracy 0.7382930513595166   precision 0.6761672151378034   recall 0.7054067584105422
update
deviation 3/5   epoch 7/120   F1 0.6976324277705908   accuracy 0.75   precision 0.687787947346771   recall 0.7213373817813777
update
deviation 3/5   epoch 8/120   F1 0.7068036576423374   accuracy 0.7598187311178247   precision 0.695426264911559   recall 0.7360923460149147
update
deviation 3/5   epoch 9/120   F1 0.7089098190414767   accuracy 0.7586858006042296   precision 0.6985731180584122   recall 0.7324359094927304
update
deviation 3/5   epoch 10/120   F1 0.7164930154454732   accuracy 0.7632175226586103   precision 0.7065328054298643   recall 0.7371777696585881
update
deviation 3/5   epoch 11/120   F1 0.7179978700745473   accuracy 0.7673716012084593   precision 0.7065045248868778   recall 0.7448692152917504
update
deviation 3/5   epoch 12/120   F1 0.7178866155590704   accuracy 0.7647280966767371   precision 0.7076640271493213   recall 0.7393715581614684
deviation 3/5   epoch 13/120   F1 0.7219806272437851   accuracy 0.7658610271903323   precision 0.7127930892636776   recall 0.739332847542709
update
deviation 3/5   epoch 14/120   F1 0.7226318042014979   accuracy 0.7669939577039275   precision 0.7130707527766351   recall 0.7411374859883717
update
deviation 3/5   epoch 15/120   F1 0.725877125993205   accuracy 0.7696374622356495   precision 0.7161918963389551   recall 0.7444512274887716
update
deviation 3/5   epoch 16/120   F1 0.7263790958877738   accuracy 0.7685045317220544   precision 0.7176264911559029   recall 0.7420327802760782
update
deviation 3/5   epoch 17/120   F1 0.7253290638040766   accuracy 0.7692598187311178   precision 0.7156237145207733   recall 0.7440267364780968
deviation 3/5   epoch 18/120   F1 0.7275178251436293   accuracy 0.7685045317220544   precision 0.7193387494858083   recall 0.7414968080521581
update
deviation 3/5   epoch 19/120   F1 0.7275903781141473   accuracy 0.7700151057401813   precision 0.7184723364870425   recall 0.7442262578362163
update
deviation 3/5   epoch 20/120   F1 0.7282584840479578   accuracy 0.7711480362537765   precision 0.71875   recall 0.7460327099020323
update
deviation 3/5   epoch 21/120   F1 0.7324822241530975   accuracy 0.773036253776435   precision 0.7238739201974496   recall 0.74730919400429
update
deviation 3/5   epoch 22/120   F1 0.7330015642992997   accuracy 0.7737915407854985   precision 0.7241541546688606   recall 0.7484499837927755
update
deviation 3/5   epoch 23/120   F1 0.7317577659358936   accuracy 0.7726586102719033   precision 0.7230203619909502   recall 0.746985499076075
deviation 3/5   epoch 24/120   F1 0.729629880688385   accuracy 0.773036253776435   precision 0.719593274372686   recall 0.7489654132116679
deviation 3/5   epoch 25/120   F1 0.7275448228202863   accuracy 0.7722809667673716   precision 0.7170300287947347   recall 0.7487698320606189
deviation 3/5   epoch 26/120   F1 0.7303018529910101   accuracy 0.7719033232628398   precision 0.7213132455779514   recall 0.7463427197802197
deviation 3/5   epoch 27/120   F1 0.7288034827399238   accuracy 0.7715256797583081   precision 0.7193181818181817   recall 0.7464552876180819
deviation 3/5   epoch 28/120   F1 0.7318996851238748   accuracy 0.7734138972809668   precision 0.722729843685726   recall 0.7483438108260736
deviation 3/5   epoch 29/120   F1 0.7342461398361366   accuracy 0.7749244712990937   precision 0.7252879473467708   recall 0.749917291260253
update
deviation 3/5   epoch 30/120   F1 0.7335715895553624   accuracy 0.7734138972809668   precision 0.7252982311805841   recall 0.7474473660431915
deviation 3/5   epoch 31/120   F1 0.7335839048953025   accuracy 0.773036253776435   precision 0.725586178527355   recall 0.7467576568652885
deviation 3/5   epoch 32/120   F1 0.7286898175285097   accuracy 0.7726586102719033   precision 0.7184543397778691   recall 0.7487972991570113
deviation 3/5   epoch 33/120   F1 0.7348377884189804   accuracy 0.7734138972809668   precision 0.7272958658988071   recall 0.7468456394577767
update
deviation 3/5   epoch 34/120   F1 0.734206091870814   accuracy 0.775679758308157   precision 0.7247120526532291   recall 0.7514188405922168
deviation 3/5   epoch 35/120   F1 0.7309193527196287   accuracy 0.775679758308157   precision 0.7198606540518305   recall 0.7536693165638348
deviation 3/5   epoch 36/120   F1 0.7344136411961264   accuracy 0.7753021148036254   precision 0.7252853763883176   recall 0.7505505911214904
deviation 3/5   epoch 37/120   F1 0.7363835975025836   accuracy 0.7768126888217523   precision 0.7272727272727273   recall 0.7523322536424404
update
deviation 3/5   epoch 38/120   F1 0.7418907554079373   accuracy 0.7787009063444109   precision 0.7346796585767175   recall 0.7528839760638297
update
deviation 3/5   epoch 39/120   F1 0.7361990957090936   accuracy 0.7768126888217523   precision 0.7269873508844097   recall 0.7524434379760263
deviation 3/5   epoch 40/120   F1 0.7378133057443764   accuracy 0.7779456193353474   precision 0.7286918963389551   recall 0.7536933730335285
deviation 3/5   epoch 41/120   F1 0.7427926547664109   accuracy 0.7802114803625377   precision 0.7349547511312218   recall 0.7551632673004705
update
deviation 3/5   epoch 42/120   F1 0.7403217762961922   accuracy 0.7787009063444109   precision 0.7321112710818594   recall 0.7536902002107482
deviation 3/5   epoch 43/120   F1 0.741739138435647   accuracy 0.779833836858006   precision 0.7335304401480872   recall 0.7550358088705483
deviation 3/5   epoch 44/120   F1 0.7385504035845222   accuracy 0.7768126888217523   precision 0.7306972439325381   recall 0.7511364630234079
deviation 3/5   epoch 45/120   F1 0.7406765130844459   accuracy 0.7790785498489426   precision 0.7323940765117236   recall 0.7542044825784915
deviation 3/5   epoch 46/120   F1 0.7408496556177357   accuracy 0.7802114803625377   precision 0.7318156108597285   recall 0.7562960478442787
deviation 3/5   epoch 47/120   F1 0.741208237617378   accuracy 0.7802114803625377   precision 0.7323863636363637   recall 0.7560739985268288
deviation 3/5   epoch 48/120   F1 0.7394326733201686   accuracy 0.777190332326284   precision 0.731836178527355   recall 0.7513799063336306
deviation 3/5   epoch 49/120   F1 0.7401438626178369   accuracy 0.7783232628398792   precision 0.7321138420403126   recall 0.7530823057812726
deviation 3/5   epoch 50/120   F1 0.7397899370608029   accuracy 0.7783232628398792   precision 0.7315430892636775   recall 0.7532736293643412
deviation 3/5   epoch 51/120   F1 0.7429657896141324   accuracy 0.7802114803625377   precision 0.7352401275195393   recall 0.7550708073148974
update
deviation 3/5   epoch 52/120   F1 0.7411992314671506   accuracy 0.7787009063444109   precision 0.7335381530234472   recall 0.7532253568242641
deviation 3/5   epoch 53/120   F1 0.741553929770699   accuracy 0.7790785498489426   precision 0.7338209584533114   recall 0.7537316451740923
deviation 3/5   epoch 54/120   F1 0.7419182839030167   accuracy 0.7802114803625377   precision 0.7335278691896339   recall 0.7556515620602309
deviation 3/5   epoch 55/120   F1 0.7420734128718534   accuracy 0.7790785498489426   precision 0.7346770876182641   recall 0.7534684257841922
deviation 3/5   epoch 56/120   F1 0.741739138435647   accuracy 0.779833836858006   precision 0.7335304401480872   recall 0.7550358088705483
deviation 3/5   epoch 57/120   F1 0.745040893990373   accuracy 0.7809667673716012   precision 0.7380887494858084   recall 0.7553837498862442
update
deviation 3/5   epoch 58/120   F1 0.7445479990516304   accuracy 0.7813444108761329   precision 0.7369446729740847   recall 0.7563161609033169
deviation 3/5   epoch 59/120   F1 0.7452447610645982   accuracy 0.7817220543806647   precision 0.7377982311805842   recall 0.7566404830148472
update
deviation 3/5   epoch 60/120   F1 0.7420894844158654   accuracy 0.779833836858006   precision 0.7341011929247223   recall 0.7548419936818463
deviation 3/5   epoch 61/120   F1 0.7433297213032455   accuracy 0.7809667673716012   precision 0.7352349856026327   recall 0.7562804780697947
deviation 3/5   epoch 62/120   F1 0.7464206661630017   accuracy 0.7817220543806647   precision 0.7397958658988071   recall 0.7560561137648931
update
deviation 3/5   epoch 63/120   F1 0.7456006140633494   accuracy 0.7820996978851964   precision 0.7380810366104484   recall 0.7571449397602907
deviation 3/5   epoch 64/120   F1 0.7455644053831365   accuracy 0.7813444108761329   precision 0.7386569313039901   recall 0.7557993903174138
deviation 3/5   epoch 65/120   F1 0.7396076047006368   accuracy 0.777190332326284   precision 0.7321215549156725   recall 0.7512949402003435
deviation 3/5   epoch 66/120   F1 0.7464206661630017   accuracy 0.7817220543806647   precision 0.7397958658988071   recall 0.7560561137648931
deviation 3/5   epoch 67/120   F1 0.7456589245540101   accuracy 0.7802114803625377   precision 0.7398061497326203   recall 0.7538178117380704
deviation 3/5   epoch 68/120   F1 0.745414431102027   accuracy 0.7817220543806647   precision 0.7380836075689017   recall 0.7565519725177305
deviation 3/5   epoch 69/120   F1 0.74696607740086   accuracy 0.7824773413897281   precision 0.7400761003702181   recall 0.7571261785179311
update
deviation 3/5   epoch 70/120   F1 0.7457616864345031   accuracy 0.7794561933534743   precision 0.7406674208144797   recall 0.752560408370296
deviation 3/5   epoch 71/120   F1 0.7467516308031177   accuracy 0.7817220543806647   precision 0.7403666186754423   recall 0.7559040247000087
deviation 3/5   epoch 72/120   F1 0.7482553229646771   accuracy 0.7805891238670695   precision 0.7440842245989305   recall 0.7535169708488463
update
deviation 3/5   epoch 73/120   F1 0.7469874663668317   accuracy 0.7805891238670695   precision 0.7418012134923899   recall 0.7539285268319682
deviation 3/5   epoch 74/120   F1 0.7488307039043518   accuracy 0.7832326283987915   precision 0.7426393459481695   recall 0.7575650892418536
update
deviation 3/5   epoch 75/120   F1 0.7496329254727474   accuracy 0.7817220543806647   precision 0.7455033936651583   recall 0.7548193414100444
update
deviation 3/5   epoch 76/120   F1 0.7488307039043518   accuracy 0.7832326283987915   precision 0.7426393459481695   recall 0.7575650892418536
deviation 3/5   epoch 77/120   F1 0.748494395145713   accuracy 0.7813444108761329   precision 0.7437937062937063   recall 0.7545994212673185
deviation 3/5   epoch 78/120   F1 0.7466959843832361   accuracy 0.7809667673716012   precision 0.740942513368984   recall 0.7546526130444352
deviation 3/5   epoch 79/120   F1 0.7484092967775262   accuracy 0.7820996978851964   precision 0.7429324352118469   recall 0.7558389983152277
deviation 3/5   epoch 80/120   F1 0.7497930918285218   accuracy 0.7805891238670695   precision 0.7469379884821061   recall 0.7531350662921652
update
deviation 3/5   epoch 81/120   F1 0.7479251491310663   accuracy 0.7820996978851964   precision 0.7420763060468942   recall 0.7560354585099404
deviation 3/5   epoch 82/120   F1 0.7497410805620179   accuracy 0.7813444108761329   precision 0.7460767174002467   recall 0.7542260222169543
deviation 3/5   epoch 83/120   F1 0.7479002813583722   accuracy 0.7802114803625377   precision 0.7438014191690663   recall 0.7530527832630625
deviation 3/5   epoch 84/120   F1 0.747307618459614   accuracy 0.7805891238670695   precision 0.7423719662690251   recall 0.7538165845161195
deviation 3/5   epoch 85/120   F1 0.7495346517160331   accuracy 0.779833836858006   precision 0.7472285067873303   recall 0.7521542865796058
deviation 3/5   epoch 86/120   F1 0.7470738626356658   accuracy 0.779833836858006   precision 0.7426624845742493   recall 0.7527245890775456
deviation 3/5   epoch 87/120   F1 0.7500964970430433   accuracy 0.7817220543806647   precision 0.746359522830111   recall 0.7546864659276054
update
deviation 3/5   epoch 88/120   F1 0.7490059146965411   accuracy 0.7783232628398792   precision 0.7478095433977787   recall 0.7502844938670717
deviation 3/5   epoch 89/120   F1 0.7508978990200963   accuracy 0.7809667673716012   precision 0.7486476758535582   recall 0.7534433962264151
update
deviation 3/5   epoch 90/120   F1 0.7481667349898038   accuracy 0.779833836858006   precision 0.7446601192924722   recall 0.7524299529626626
deviation 3/5   epoch 91/120   F1 0.7526752767377827   accuracy 0.7828549848942599   precision 0.7500617030028794   recall 0.7556862281194652
update
deviation 3/5   epoch 92/120   F1 0.7589739169799405   accuracy 0.7866314199395771   precision 0.7583119086795558   recall 0.7596592381152978
update
deviation 3/5   epoch 93/120   F1 0.7527632521664143   accuracy 0.7824773413897281   precision 0.7506350267379679   recall 0.7551514754956488
deviation 3/5   epoch 94/120   F1 0.7545601822289798   accuracy 0.7820996978851964   precision 0.7546328671328671   recall 0.7544877810945657
deviation 3/5   epoch 95/120   F1 0.7540594418267489   accuracy 0.7832326283987915   precision 0.7523421431509667   recall 0.7559428195927904
deviation 3/5   epoch 96/120   F1 0.7546900276669896   accuracy 0.7843655589123867   precision 0.7523344302756068   recall 0.757361940467286
deviation 3/5   epoch 97/120   F1 0.7490306569966998   accuracy 0.7805891238670695   precision 0.7455111065405182   recall 0.7533079655771309
deviation 3/5   epoch 98/120   F1 0.749029994384776   accuracy 0.7794561933534743   precision 0.7466603249691485   recall 0.7517323803601462
deviation 3/5   epoch 99/120   F1 0.7507445103024483   accuracy 0.7832326283987915   precision 0.7460638626079803   recall 0.7567935220065037
deviation 3/5   epoch 100/120   F1 0.7531448180907877   accuracy 0.783987915407855   precision 0.7497686137392019   recall 0.757195654015588
deviation 3/5   epoch 101/120   F1 0.7545709220691401   accuracy 0.7854984894259819   precision 0.7508998354586589   recall 0.7590380633858895
deviation 3/5   epoch 102/120   F1 0.7548495148593299   accuracy 0.7828549848942599   precision 0.754342348827643   recall 0.755370666150396
deviation 3/5   epoch 103/120   F1 0.752571090592343   accuracy 0.7813444108761329   precision 0.7514988687782805   recall 0.7537076240278286
deviation 3/5   epoch 104/120   F1 0.7515059584967831   accuracy 0.7787009063444109   precision 0.7523729946524065   recall 0.7506792853713598
deviation 3/5   epoch 105/120   F1 0.754325348075348   accuracy 0.7809667673716012   precision 0.7554967091731798   recall 0.7532259050880626
deviation 3/5   epoch 106/120   F1 0.7516451590805933   accuracy 0.7787009063444109   precision 0.752658371040724   recall 0.750686828954719
deviation 3/5   epoch 107/120   F1 0.7519168437403312   accuracy 0.7753021148036254   precision 0.7575329082682024   recall 0.7478205607939066
deviation 3/5   epoch 108/120   F1 0.754898368619694   accuracy 0.7817220543806647   precision 0.7557769436445907   recall 0.7540603900017365
deviation 3/5   epoch 109/120   F1 0.7540710592963804   accuracy 0.7787009063444109   precision 0.7577951460304402   recall 0.751034586353224
deviation 3/5   epoch 110/120   F1 0.7558497079213765   accuracy 0.7817220543806647   precision 0.7577745783628137   recall 0.7541140451588213
deviation 3/5   epoch 111/120   F1 0.7544756805466162   accuracy 0.779833836858006   precision 0.757216680378445   recall 0.7521144036483975
deviation 3/5   epoch 112/120   F1 0.7532308234790384   accuracy 0.7764350453172205   precision 0.7589520773344303   recall 0.7490726727796077
deviation 3/5   epoch 113/120   F1 0.7506929817263017   accuracy 0.7726586102719033   precision 0.7584070341423284   recall 0.7457439187487622
deviation 3/5   epoch 114/120   F1 0.7517352618759141   accuracy 0.7741691842900302   precision 0.7586821266968327   recall 0.7470535372285572
deviation 3/5   epoch 115/120   F1 0.7531488233344381   accuracy 0.775679758308157   precision 0.7598133484162897   recall 0.7485660173160174
deviation 3/5   epoch 116/120   F1 0.7502422293676313   accuracy 0.7715256797583081   precision 0.7589854997943233   recall 0.7449877943863297
deviation 3/5   epoch 117/120   F1 0.7497415098827094   accuracy 0.7719033232628398   precision 0.7572706705059646   recall 0.7448685949199825
deviation 3/5   epoch 118/120   F1 0.750703653805574   accuracy 0.7700151057401813   precision 0.7624203002879473   recall 0.7449027578582795
deviation 3/5   epoch 119/120   F1 0.7448302863730157   accuracy 0.7662386706948641   precision 0.7538847182229536   recall 0.7395928297567642
deviation 3/5   epoch 120/120   F1 0.7507059649530379   accuracy 0.7722809667673716   precision 0.7589803578774168   recall 0.7455777872449871

deviation 4/5   epoch 1/120   F1 0.46853039657305795   accuracy 0.6499244712990937   precision 0.5115358905800083   recall 0.5334621630338928
update
deviation 4/5   epoch 2/120   F1 0.5215523833928742   accuracy 0.6604984894259819   precision 0.5405722953517071   recall 0.5802402988736308
update
deviation 4/5   epoch 3/120   F1 0.5784032114967367   accuracy 0.6714501510574018   precision 0.5790235499794323   recall 0.6104677908598208
update
deviation 4/5   epoch 4/120   F1 0.6249079267947193   accuracy 0.6978851963746223   precision 0.6196524064171123   recall 0.6514973958333333
update
deviation 4/5   epoch 5/120   F1 0.6505116548401118   accuracy 0.7114803625377644   precision 0.6438168449197861   recall 0.6701913393756294
update
deviation 4/5   epoch 6/120   F1 0.674067452716412   accuracy 0.7379154078549849   precision 0.664183977786919   recall 0.7088680874445622
update
deviation 4/5   epoch 7/120   F1 0.691751955817054   accuracy 0.7466012084592145   precision 0.6818181818181819   recall 0.7175921332074917
update
deviation 4/5   epoch 8/120   F1 0.7049529615008729   accuracy 0.7590634441087614   precision 0.6934337721102427   recall 0.7356939906459202
update
deviation 4/5   epoch 9/120   F1 0.7164668604581993   accuracy 0.7654833836858006   precision 0.7053758741258741   recall 0.7418265879680048
update
deviation 4/5   epoch 10/120   F1 0.7174585866596176   accuracy 0.7658610271903323   precision 0.7065148087206911   recall 0.7419691054559476
update
deviation 4/5   epoch 11/120   F1 0.724520234960655   accuracy 0.7707703927492447   precision 0.7136157959687371   recall 0.7476367172219551
update
deviation 4/5   epoch 12/120   F1 0.7257374916283812   accuracy 0.7707703927492447   precision 0.7153280542986425   recall 0.7468189503696582
update
deviation 4/5   epoch 13/120   F1 0.7252801659938574   accuracy 0.7711480362537765   precision 0.7144693541752365   recall 0.7479174282207421
deviation 4/5   epoch 14/120   F1 0.7288449097253211   accuracy 0.773036253776435   precision 0.7184517688194159   recall 0.7494775575457426
update
deviation 4/5   epoch 15/120   F1 0.7263119341403929   accuracy 0.7749244712990937   precision 0.7138728918140683   recall 0.7556892926958211
deviation 4/5   epoch 16/120   F1 0.7301000647008251   accuracy 0.7741691842900302   precision 0.7195855614973261   recall 0.7510028653295129
update
deviation 4/5   epoch 17/120   F1 0.7326488933610174   accuracy 0.7760574018126888   precision 0.7221410941999178   recall 0.753226918475111
update
deviation 4/5   epoch 18/120   F1 0.7363882424317557   accuracy 0.779833836858006   precision 0.7252545248868778   recall 0.7586773839970771
update
deviation 4/5   epoch 19/120   F1 0.7363553253919594   accuracy 0.7802114803625377   precision 0.7249665775401068   recall 0.759560393925012
deviation 4/5   epoch 20/120   F1 0.7373941726894211   accuracy 0.7790785498489426   precision 0.7272573015220074   recall 0.7562785623942218
update
deviation 4/5   epoch 21/120   F1 0.7372925709311322   accuracy 0.7805891238670695   precision 0.7261055121349238   recall 0.7596546391942811
deviation 4/5   epoch 22/120   F1 0.7383392149879668   accuracy 0.7787009063444109   precision 0.728972130810366   recall 0.7548677884615385
update
deviation 4/5   epoch 23/120   F1 0.7373941726894211   accuracy 0.7790785498489426   precision 0.7272573015220074   recall 0.7562785623942218
deviation 4/5   epoch 24/120   F1 0.7410249066892042   accuracy 0.7787009063444109   precision 0.7332527766351296   recall 0.7533149055576496
update
deviation 4/5   epoch 25/120   F1 0.7391500964921698   accuracy 0.7813444108761329   precision 0.7283833813245577   recall 0.7598690152742378
deviation 4/5   epoch 26/120   F1 0.7415595814501644   accuracy 0.7794561933534743   precision 0.7335330111065406   recall 0.7544262350183044
update
deviation 4/5   epoch 27/120   F1 0.7410095713104947   accuracy 0.7813444108761329   precision 0.7312371452077334   recall 0.7584958057157227
deviation 4/5   epoch 28/120   F1 0.7426283176971078   accuracy 0.7820996978851964   precision 0.7332296380090497   recall 0.7589459847701501
update
deviation 4/5   epoch 29/120   F1 0.7401334089924738   accuracy 0.779833836858006   precision 0.7309620526532291   recall 0.7559957825596016
deviation 4/5   epoch 30/120   F1 0.7445479990516304   accuracy 0.7813444108761329   precision 0.7369446729740847   recall 0.7563161609033169
update
deviation 4/5   epoch 31/120   F1 0.7438725981183077   accuracy 0.7820996978851964   precision 0.7352272727272727   recall 0.7581413310668073
deviation 4/5   epoch 32/120   F1 0.745414431102027   accuracy 0.7817220543806647   precision 0.7380836075689017   recall 0.7565519725177305
update
deviation 4/5   epoch 33/120   F1 0.7478679837384999   accuracy 0.7836102719033232   precision 0.7406391402714932   recall 0.7587096029691114
update
deviation 4/5   epoch 34/120   F1 0.7502567985428669   accuracy 0.7847432024169184   precision 0.7437705676676265   recall 0.7595280064815626
update
deviation 4/5   epoch 35/120   F1 0.7424518084899445   accuracy 0.7817220543806647   precision 0.7332322089675031   recall 0.7582946822353005
deviation 4/5   epoch 36/120   F1 0.7442228171790176   accuracy 0.7820996978851964   precision 0.7357980255039078   recall 0.757927895435093
deviation 4/5   epoch 37/120   F1 0.742616886097069   accuracy 0.7828549848942599   precision 0.732653743315508   recall 0.7605301550994086
deviation 4/5   epoch 38/120   F1 0.7489975640618629   accuracy 0.7858761329305136   precision 0.7406237145207734   recall 0.762360934450413
deviation 4/5   epoch 39/120   F1 0.7463688480128731   accuracy 0.7847432024169184   precision 0.7372069107363225   recall 0.7618198328580144
deviation 4/5   epoch 40/120   F1 0.7501508333709863   accuracy 0.7854984894259819   precision 0.7429092965857672   recall 0.76095098158357
deviation 4/5   epoch 41/120   F1 0.7496522911499859   accuracy 0.7854984894259819   precision 0.7420531674208145   recall 0.761232564656787
deviation 4/5   epoch 42/120   F1 0.7522681934463795   accuracy 0.7873867069486404   precision 0.7448940765117236   recall 0.763284057748691
update
deviation 4/5   epoch 43/120   F1 0.7548260646549505   accuracy 0.7873867069486404   precision 0.7494600987248046   recall 0.761971536278252
update
deviation 4/5   epoch 44/120   F1 0.751440473302539   accuracy 0.7873867069486404   precision 0.7434671945701358   recall 0.7637842294640624
deviation 4/5   epoch 45/120   F1 0.7557888359865963   accuracy 0.7888972809667674   precision 0.7497351912793089   recall 0.7641359877363589
update
deviation 4/5   epoch 46/120   F1 0.7522020013918037   accuracy 0.7888972809667674   precision 0.7434569107363225   recall 0.7663055743624464
deviation 4/5   epoch 47/120   F1 0.7538954757317258   accuracy 0.7892749244712991   precision 0.7460227272727273   recall 0.7659291248429876
deviation 4/5   epoch 48/120   F1 0.7533115494349852   accuracy 0.7881419939577039   precision 0.7460304401480873   recall 0.7641028029322984
deviation 4/5   epoch 49/120   F1 0.752758248459366   accuracy 0.7873867069486404   precision 0.7457502056766763   recall 0.7630050069921797
deviation 4/5   epoch 50/120   F1 0.7521037502600225   accuracy 0.7873867069486404   precision 0.7446087001234061   recall 0.7633805575413977
deviation 4/5   epoch 51/120   F1 0.7531162074640335   accuracy 0.7877643504531722   precision 0.7460330111065405   recall 0.7635061459159398
deviation 4/5   epoch 52/120   F1 0.7523234556353896   accuracy 0.7881419939577039   precision 0.7443181818181819   recall 0.7647062305406589
deviation 4/5   epoch 53/120   F1 0.7545986487403986   accuracy 0.7881419939577039   precision 0.7483134512546277   recall 0.7633957638344886
deviation 4/5   epoch 54/120   F1 0.7545986487403986   accuracy 0.7881419939577039   precision 0.7483134512546277   recall 0.7633957638344886
deviation 4/5   epoch 55/120   F1 0.7561472163249787   accuracy 0.7892749244712991   precision 0.7500179967091731   recall 0.7646263279345176
update
deviation 4/5   epoch 56/120   F1 0.7540816299551318   accuracy 0.7877643504531722   precision 0.7477452694364459   recall 0.7629850990666449
deviation 4/5   epoch 57/120   F1 0.7529205143771328   accuracy 0.7873867069486404   precision 0.7460355820649938   recall 0.7629154415224139
deviation 4/5   epoch 58/120   F1 0.7528102192429511   accuracy 0.7862537764350453   precision 0.7468994241053064   recall 0.7609484836380731
deviation 4/5   epoch 59/120   F1 0.753882828783095   accuracy 0.7873867069486404   precision 0.7477478403948992   recall 0.7624136506075689
deviation 4/5   epoch 60/120   F1 0.7571874512252225   accuracy 0.7870090634441088   precision 0.7543140682846565   recall 0.7605299199325748
update
deviation 4/5   epoch 61/120   F1 0.7543125656796432   accuracy 0.7870090634441088   precision 0.7488919169066228   recall 0.7615589952529295
deviation 4/5   epoch 62/120   F1 0.7564131868421204   accuracy 0.7888972809667674   precision 0.7508766968325792   recall 0.7638310125337373
deviation 4/5   epoch 63/120   F1 0.7531162074640335   accuracy 0.7877643504531722   precision 0.7460330111065405   recall 0.7635061459159398
deviation 4/5   epoch 64/120   F1 0.7553858154110783   accuracy 0.7881419939577039   precision 0.7497403331962156   recall 0.7630085876680626
deviation 4/5   epoch 65/120   F1 0.7552906385731448   accuracy 0.7873867069486404   precision 0.7503162278897573   recall 0.7617722992624438
deviation 4/5   epoch 66/120   F1 0.7530463425039438   accuracy 0.7870090634441088   precision 0.7466089058000822   recall 0.7621630411907632
deviation 4/5   epoch 67/120   F1 0.7601286611850029   accuracy 0.7896525679758308   precision 0.757149835458659   recall 0.7636031865569517
update
deviation 4/5   epoch 68/120   F1 0.7536013330445777   accuracy 0.7877643504531722   precision 0.7468891402714932   recall 0.7632379667930362
deviation 4/5   epoch 69/120   F1 0.7562604821802934   accuracy 0.7877643504531722   precision 0.7517405388728917   recall 0.7620007063960955
deviation 4/5   epoch 70/120   F1 0.7552731920107312   accuracy 0.7885196374622356   precision 0.7491670094611271   recall 0.7637256182514803
deviation 4/5   epoch 71/120   F1 0.7527244694611064   accuracy 0.7870090634441088   precision 0.7460381530234472   recall 0.7623306277634778
deviation 4/5   epoch 72/120   F1 0.7563641262737288   accuracy 0.7885196374622356   precision 0.75116464417935   recall 0.7632078089680275
deviation 4/5   epoch 73/120   F1 0.7568188881606879   accuracy 0.7896525679758308   precision 0.7508715549156726   recall 0.7649560291487203
deviation 4/5   epoch 74/120   F1 0.758504252883707   accuracy 0.7896525679758308   precision 0.7540106951871658   recall 0.7641840143269023
deviation 4/5   epoch 75/120   F1 0.7540598212353734   accuracy 0.7892749244712991   precision 0.7463081036610448   recall 0.7658246462987267
deviation 4/5   epoch 76/120   F1 0.7588626834381551   accuracy 0.7900302114803626   precision 0.75429350061703   recall 0.7646577189827897
deviation 4/5   epoch 77/120   F1 0.7576371227324816   accuracy 0.7888972809667674   precision 0.7531597079391197   recall 0.7632989444003617
deviation 4/5   epoch 78/120   F1 0.7544213335591952   accuracy 0.7866314199395771   precision 0.7494652406417113   recall 0.7608823653958223
deviation 4/5   epoch 79/120   F1 0.7541993429703182   accuracy 0.7873867069486404   precision 0.7483185931715344   recall 0.762259738584719
deviation 4/5   epoch 80/120   F1 0.7552906385731448   accuracy 0.7873867069486404   precision 0.7503162278897573   recall 0.7617722992624438
deviation 4/5   epoch 81/120   F1 0.758406066292256   accuracy 0.7881419939577039   precision 0.7554478609625668   recall 0.761858499846154
deviation 4/5   epoch 82/120   F1 0.7549330996662367   accuracy 0.7870090634441088   precision 0.750033422459893   recall 0.761295826112656
deviation 4/5   epoch 83/120   F1 0.7528489064854282   accuracy 0.7866314199395771   precision 0.7466114767585357   recall 0.7615904130967015
deviation 4/5   epoch 84/120   F1 0.7574298239874371   accuracy 0.7885196374622356   precision 0.7531622788975729   recall 0.7627688530714629
deviation 4/5   epoch 85/120   F1 0.7586157112652079   accuracy 0.7904078549848943   precision 0.753434800493624   recall 0.7654017972830078
deviation 4/5   epoch 86/120   F1 0.7583235981308412   accuracy 0.7885196374622356   precision 0.7548745372274783   recall 0.7624534056252118
deviation 4/5   epoch 87/120   F1 0.7592332339099102   accuracy 0.7915407854984894   precision 0.753427087618264   recall 0.7670812165549008
deviation 4/5   epoch 88/120   F1 0.7572507313054077   accuracy 0.7873867069486404   precision 0.7540261209378856   recall 0.7610712386589205
deviation 4/5   epoch 89/120   F1 0.7593334232422322   accuracy 0.7892749244712991   precision 0.756010900863842   recall 0.7632813264272815
deviation 4/5   epoch 90/120   F1 0.7551087146438686   accuracy 0.7851208459214502   precision 0.7523292883587   recall 0.7583321433953176
deviation 4/5   epoch 91/120   F1 0.7564863511874347   accuracy 0.7854984894259819   precision 0.7546097285067873   recall 0.7585589748811417
deviation 4/5   epoch 92/120   F1 0.7572677156424679   accuracy 0.7866314199395771   precision 0.754887392019745   recall 0.7599657674111261
deviation 4/5   epoch 93/120   F1 0.7552560564587798   accuracy 0.7851208459214502   precision 0.7526146647470177   recall 0.7582966124808181
deviation 4/5   epoch 94/120   F1 0.7598187511143789   accuracy 0.7904078549848943   precision 0.7557178116001645   recall 0.7648885633915344
deviation 4/5   epoch 95/120   F1 0.7606842691283813   accuracy 0.7911631419939577   precision 0.7565687988482106   recall 0.765770069408612
update
deviation 4/5   epoch 96/120   F1 0.7604731130827784   accuracy 0.790785498489426   precision 0.7565713698066638   recall 0.7652434729682678
deviation 4/5   epoch 97/120   F1 0.7601315180727968   accuracy 0.7888972809667674   precision 0.7580111065405183   recall 0.7624978175533449
deviation 4/5   epoch 98/120   F1 0.7583196215549157   accuracy 0.7854984894259819   precision 0.7583196215549157   recall 0.7583196215549157
deviation 4/5   epoch 99/120   F1 0.7570590405403397   accuracy 0.7854984894259819   precision 0.7557512340600576   recall 0.7584603632792303
deviation 4/5   epoch 100/120   F1 0.7592500550484353   accuracy 0.7896525679758308   precision 0.7554375771287536   recall 0.7638968848586988
deviation 4/5   epoch 101/120   F1 0.7602616430863482   accuracy 0.7904078549848943   precision 0.7565739407651172   recall 0.764722129565218
deviation 4/5   epoch 102/120   F1 0.7605361813675829   accuracy 0.7911631419939577   precision 0.7562834224598931   recall 0.7658298482566617
deviation 4/5   epoch 103/120   F1 0.7591270677973359   accuracy 0.7873867069486404   precision 0.757736013986014   recall 0.7606227581182199
deviation 4/5   epoch 104/120   F1 0.7601960274600019   accuracy 0.7900302114803626   precision 0.756861888111888   recall 0.7641564807690782
deviation 4/5   epoch 105/120   F1 0.7595925433629541   accuracy 0.7919184290030211   precision 0.7537098930481283   recall 0.7675701085987634
deviation 4/5   epoch 106/120   F1 0.7584151067531031   accuracy 0.7873867069486404   precision 0.7563091320444262   recall 0.7607662463944673
deviation 4/5   epoch 107/120   F1 0.7577297489465374   accuracy 0.7885196374622356   precision 0.7537330316742081   recall 0.7626575540793732
deviation 4/5   epoch 108/120   F1 0.7594085043238152   accuracy 0.7873867069486404   precision 0.7583067667626491   recall 0.7605753114676506
deviation 4/5   epoch 109/120   F1 0.7593334232422322   accuracy 0.7892749244712991   precision 0.756010900863842   recall 0.7632813264272815
deviation 4/5   epoch 110/120   F1 0.7598796871184161   accuracy 0.790785498489426   precision 0.7554298642533936   recall 0.7654802463692599
deviation 4/5   epoch 111/120   F1 0.762987369469326   accuracy 0.793429003021148   precision 0.7585510078157137   recall 0.768542829505104
update
deviation 4/5   epoch 112/120   F1 0.7541600865229084   accuracy 0.7802114803625377   precision 0.7560726038667215   recall 0.7524362395865806
deviation 4/5   epoch 113/120   F1 0.7535857126012231   accuracy 0.7794561933534743   precision 0.7557923693953106   recall 0.7516293832749529
deviation 4/5   epoch 114/120   F1 0.7585518258615294   accuracy 0.7881419939577039   precision 0.7557332373508844   recall 0.7618170715417056
deviation 4/5   epoch 115/120   F1 0.7568346080418166   accuracy 0.7843655589123867   precision 0.7566150761003703   recall 0.7570567105790942
deviation 4/5   epoch 116/120   F1 0.7549746341660603   accuracy 0.7787009063444109   precision 0.7597927807486631   recall 0.7512756624492719
deviation 4/5   epoch 117/120   F1 0.7536560938161152   accuracy 0.7775679758308157   precision 0.7583736116824352   recall 0.7500213022020568
deviation 4/5   epoch 118/120   F1 0.7603465994020926   accuracy 0.7892749244712991   precision 0.7580085355820649   recall 0.7629848008385745
deviation 4/5   epoch 119/120   F1 0.7570022337315852   accuracy 0.7832326283987915   precision 0.7583350473056356   recall 0.755760738148266
deviation 4/5   epoch 120/120   F1 0.7586955979564523   accuracy 0.7847432024169184   precision 0.7600370218017277   recall 0.757445752465797

deviation 5/5   epoch 1/120   F1 0.4098129368195628   accuracy 0.6499244712990937   precision 0.49127416700946114   recall 0.43310700612463104
update
deviation 5/5   epoch 2/120   F1 0.4102847887704143   accuracy 0.6510574018126888   precision 0.4921225832990539   recall 0.43730048293361706
update
deviation 5/5   epoch 3/120   F1 0.4100557459575336   accuracy 0.6552114803625377   precision 0.4946626902509255   recall 0.44737876013104616
deviation 5/5   epoch 4/120   F1 0.41748733641113417   accuracy 0.658987915407855   precision 0.49920300287947345   recall 0.49238586472629026
update
deviation 5/5   epoch 5/120   F1 0.43157744437143875   accuracy 0.6650302114803626   precision 0.5071524064171122   recall 0.5608197106582061
update
deviation 5/5   epoch 6/120   F1 0.45360883424408016   accuracy 0.6714501510574018   precision 0.5179530028794734   recall 0.6140118861024033
update
deviation 5/5   epoch 7/120   F1 0.47930264878461903   accuracy 0.6763595166163142   precision 0.5296200123406005   recall 0.632140122895705
update
deviation 5/5   epoch 8/120   F1 0.5277851444845848   accuracy 0.6914652567975831   precision 0.5566279308926367   recall 0.672837326459389
update
deviation 5/5   epoch 9/120   F1 0.5839180187873613   accuracy 0.7133685800604229   precision 0.593006993006993   recall 0.7109735277093749
update
deviation 5/5   epoch 10/120   F1 0.62650232571649   accuracy 0.7322507552870091   precision 0.6239844714109419   recall 0.7347426410189948
update
deviation 5/5   epoch 11/120   F1 0.6507857646592456   accuracy 0.7435800604229608   precision 0.6430275606746195   recall 0.7459593140532863
update
deviation 5/5   epoch 12/120   F1 0.6680077960267619   accuracy 0.7507552870090635   precision 0.6572475318798848   recall 0.7491131177119863
update
deviation 5/5   epoch 13/120   F1 0.6845429755967039   accuracy 0.7605740181268882   precision 0.671449506375977   recall 0.7614561279698895
update
deviation 5/5   epoch 14/120   F1 0.6951585635437726   accuracy 0.7647280966767371   precision 0.6811240230357878   recall 0.7611834818594262
update
deviation 5/5   epoch 15/120   F1 0.7038163949699484   accuracy 0.7707703927492447   precision 0.688788050185109   recall 0.7697806936572273
update
deviation 5/5   epoch 16/120   F1 0.7080082969006782   accuracy 0.7726586102719033   precision 0.6927704648292884   recall 0.770253709771016
update
deviation 5/5   epoch 17/120   F1 0.7128630417432944   accuracy 0.7734138972809668   precision 0.6979020979020979   recall 0.7661245713021352
update
deviation 5/5   epoch 18/120   F1 0.7115901966806732   accuracy 0.7734138972809668   precision 0.6964752159605101   recall 0.7678027634977205
deviation 5/5   epoch 19/120   F1 0.715420279367171   accuracy 0.774546827794562   precision 0.700462772521596   recall 0.7663872013064492
update
deviation 5/5   epoch 20/120   F1 0.7189893090782118   accuracy 0.7775679758308157   precision 0.7035813451254628   recall 0.7712393309875136
update
deviation 5/5   epoch 21/120   F1 0.7166915345200504   accuracy 0.7764350453172205   precision 0.7013060468942822   recall 0.7707019581812148
deviation 5/5   epoch 22/120   F1 0.7218638718751027   accuracy 0.7790785498489426   precision 0.7064248251748252   recall 0.7721897202115047
update
deviation 5/5   epoch 23/120   F1 0.7263591314195149   accuracy 0.7813444108761329   precision 0.7109754216371863   recall 0.7733255227003806
update
deviation 5/5   epoch 24/120   F1 0.7264647947025529   accuracy 0.7809667673716012   precision 0.7112633689839571   recall 0.772021265678638
update
deviation 5/5   epoch 25/120   F1 0.7308213608023855   accuracy 0.7824773413897281   precision 0.7161044837515426   recall 0.771078431372549
update
deviation 5/5   epoch 26/120   F1 0.7313152111504881   accuracy 0.7832326283987915   precision 0.7163847182229535   recall 0.772692811135159
update
deviation 5/5   epoch 27/120   F1 0.7340608242462696   accuracy 0.7836102719033232   precision 0.719806663924311   recall 0.770476717745922
update
deviation 5/5   epoch 28/120   F1 0.7361380456512062   accuracy 0.7873867069486404   precision 0.7206370835047305   recall 0.7790301459788156
update
deviation 5/5   epoch 29/120   F1 0.7341237629503088   accuracy 0.7854984894259819   precision 0.7189376799670917   recall 0.7759101100296781
deviation 5/5   epoch 30/120   F1 0.7332756816249919   accuracy 0.7832326283987915   precision 0.7189531057178116   recall 0.770325003253524
deviation 5/5   epoch 31/120   F1 0.7356367841804734   accuracy 0.7866314199395771   precision 0.7203568490333196   recall 0.7773752745719105
deviation 5/5   epoch 32/120   F1 0.7362854304980122   accuracy 0.7866314199395771   precision 0.7212129781982723   recall 0.7765306638963143
update
deviation 5/5   epoch 33/120   F1 0.7386413768879522   accuracy 0.7877643504531722   precision 0.7237736528177705   recall 0.7768944455048674
update
deviation 5/5   epoch 34/120   F1 0.7380058547357939   accuracy 0.7877643504531722   precision 0.7229175236528178   recall 0.7777089158571387
deviation 5/5   epoch 35/120   F1 0.7379224467534764   accuracy 0.7870090634441088   precision 0.723208041958042   recall 0.7755782543970189
deviation 5/5   epoch 36/120   F1 0.7414867000090265   accuracy 0.7896525679758308   precision 0.7266145619086796   recall 0.7788539792387543
update
deviation 5/5   epoch 37/120   F1 0.7415657900188241   accuracy 0.7873867069486404   precision 0.7280568696009873   recall 0.772365446541315
update
deviation 5/5   epoch 38/120   F1 0.7399901247867852   accuracy 0.7885196374622356   precision 0.7251953928424517   recall 0.7774146143711361
deviation 5/5   epoch 39/120   F1 0.7384568133908503   accuracy 0.7862537764350453   precision 0.7243546894282189   recall 0.7727815496955375
deviation 5/5   epoch 40/120   F1 0.740253027774305   accuracy 0.7881419939577039   precision 0.7257687165775402   recall 0.7759900591407269
deviation 5/5   epoch 41/120   F1 0.7434823818019626   accuracy 0.7900302114803626   precision 0.7291803784450843   recall 0.7774589143426295
update
deviation 5/5   epoch 42/120   F1 0.7421050560967699   accuracy 0.7896525679758308   precision 0.7274706910736322   recall 0.7780706310151353
deviation 5/5   epoch 43/120   F1 0.7434985649076579   accuracy 0.7915407854984894   precision 0.7283139654463184   recall 0.7818821557692125
update
deviation 5/5   epoch 44/120   F1 0.7436837007061944   accuracy 0.7900302114803626   precision 0.7294657548334018   recall 0.7772150837208003
update
deviation 5/5   epoch 45/120   F1 0.746381201333278   accuracy 0.790785498489426   precision 0.732885129576306   recall 0.7761508444607036
update
deviation 5/5   epoch 46/120   F1 0.7472693779029937   accuracy 0.7919184290030211   precision 0.7334481694775812   recall 0.7782318266604873
update
deviation 5/5   epoch 47/120   F1 0.7504709505674837   accuracy 0.7926737160120846   precision 0.7377236733854381   recall 0.7766443945963615
update
deviation 5/5   epoch 48/120   F1 0.7506742595448546   accuracy 0.7919184290030211   precision 0.7385849444672974   recall 0.7744979431141465
update
deviation 5/5   epoch 49/120   F1 0.7510350745834915   accuracy 0.7922960725075529   precision 0.7388677498971616   recall 0.775081049873429
update
deviation 5/5   epoch 50/120   F1 0.7553377633345089   accuracy 0.7938066465256798   precision 0.7445649938296998   recall 0.77458542006437
update
deviation 5/5   epoch 51/120   F1 0.7542942339979238   accuracy 0.7949395770392749   precision 0.7419888934594817   recall 0.7784142715266804
deviation 5/5   epoch 52/120   F1 0.7553604569329302   accuracy 0.7945619335347432   precision 0.743989099136158   recall 0.7763760265594968
update
deviation 5/5   epoch 53/120   F1 0.7558863024293558   accuracy 0.7945619335347432   precision 0.7448452283011107   recall 0.7758683618224953
update
deviation 5/5   epoch 54/120   F1 0.7566320622348757   accuracy 0.7960725075528701   precision 0.7448349444672975   recall 0.7788421277629911
update
deviation 5/5   epoch 55/120   F1 0.7548369287449813   accuracy 0.7953172205438066   precision 0.7425570752776636   recall 0.7788071681028879
deviation 5/5   epoch 56/120   F1 0.7562179902663551   accuracy 0.7941842900302115   precision 0.7457039284245166   recall 0.7746679599791633
deviation 5/5   epoch 57/120   F1 0.757180325767632   accuracy 0.7968277945619335   precision 0.7451151789387084   recall 0.7801851443685255
update
deviation 5/5   epoch 58/120   F1 0.7594762097465713   accuracy 0.797583081570997   precision 0.748249177293295   recall 0.7797036084340665
update
deviation 5/5   epoch 59/120   F1 0.7555617095910643   accuracy 0.7960725075528701   precision 0.7431226861373921   recall 0.7799810513537919
deviation 5/5   epoch 60/120   F1 0.7575216400849243   accuracy 0.7964501510574018   precision 0.7459738790621144   recall 0.7788746085913515
deviation 5/5   epoch 61/120   F1 0.7565955225252539   accuracy 0.7949395770392749   precision 0.7456987865076101   recall 0.7761000688321715
deviation 5/5   epoch 62/120   F1 0.7535704839199089   accuracy 0.7941842900302115   precision 0.7414232825997532   recall 0.7772452327439541
deviation 5/5   epoch 63/120   F1 0.759687811961158   accuracy 0.7956948640483383   precision 0.7502596668037844   recall 0.7750882250082132
update
deviation 5/5   epoch 64/120   F1 0.7615146501574425   accuracy 0.7960725075528701   precision 0.7531108597285068   recall 0.7744480374665477
update
deviation 5/5   epoch 65/120   F1 0.7599831963353028   accuracy 0.7953172205438066   precision 0.7511183669271904   recall 0.7740231394200556
deviation 5/5   epoch 66/120   F1 0.7609926085571763   accuracy 0.7956948640483383   precision 0.752542677910325   recall 0.7740475856686413
deviation 5/5   epoch 67/120   F1 0.760868867197534   accuracy 0.7960725075528701   precision 0.7519693541752366   recall 0.7749517461172457
deviation 5/5   epoch 68/120   F1 0.76131341534876   accuracy 0.7956948640483383   precision 0.75311343068696   recall 0.7738068006021186
deviation 5/5   epoch 69/120   F1 0.7625518881231612   accuracy 0.7983383685800605   precision 0.7528100575894694   recall 0.7785795229191456
update
deviation 5/5   epoch 70/120   F1 0.7664996593049822   accuracy 0.8006042296072508   precision 0.757646030440148   recall 0.7802498965289664
update
deviation 5/5   epoch 71/120   F1 0.7618268675069992   accuracy 0.797583081570997   precision 0.7522444467297409   recall 0.7774979282334407
deviation 5/5   epoch 72/120   F1 0.7601590323952125   accuracy 0.797583081570997   precision 0.7493906828465653   recall 0.7790304996792686
deviation 5/5   epoch 73/120   F1 0.7595512268618165   accuracy 0.7960725075528701   precision 0.749686343068696   recall 0.7760539839912679
deviation 5/5   epoch 74/120   F1 0.7630783047333678   accuracy 0.7987160120845922   precision 0.7533782394076511   recall 0.77897503833805
deviation 5/5   epoch 75/120   F1 0.761031119834056   accuracy 0.7960725075528701   precision 0.7522547305635541   recall 0.7748229085846972
deviation 5/5   epoch 76/120   F1 0.7624391991960887   accuracy 0.7972054380664653   precision 0.753673899629782   recall 0.7761487949678669
deviation 5/5   epoch 77/120   F1 0.7637087386868664   accuracy 0.7972054380664653   precision 0.7559569107363224   recall 0.7751776401755983
deviation 5/5   epoch 78/120   F1 0.7611954588906347   accuracy 0.7979607250755287   precision 0.7508149938296997   recall 0.7789432939395304
deviation 5/5   epoch 79/120   F1 0.7625133051232273   accuracy 0.7964501510574018   precision 0.7545351707116412   recall 0.7744912932245671
deviation 5/5   epoch 80/120   F1 0.762116496294927   accuracy 0.7972054380664653   precision 0.7531031468531468   recall 0.7764109284615768
deviation 5/5   epoch 81/120   F1 0.7646926193225111   accuracy 0.797583081570997   precision 0.757381221719457   recall 0.7752457281112959
deviation 5/5   epoch 82/120   F1 0.7620250281241774   accuracy 0.7979607250755287   precision 0.7522418757712875   recall 0.77818374752171
deviation 5/5   epoch 83/120   F1 0.7667542867966465   accuracy 0.7990936555891238   precision 0.7596539489921843   recall 0.7768480522364125
update
deviation 5/5   epoch 84/120   F1 0.762278116227902   accuracy 0.7972054380664653   precision 0.7533885232414643   recall 0.7762788774541237
deviation 5/5   epoch 85/120   F1 0.767057897539181   accuracy 0.7990936555891238   precision 0.7602247017688194   recall 0.7766376136633842
update
deviation 5/5   epoch 86/120   F1 0.7666575116726175   accuracy 0.7994712990936556   precision 0.7590806252570959   recall 0.7776900952413758
deviation 5/5   epoch 87/120   F1 0.7650654074782386   accuracy 0.7960725075528701   precision 0.7596745166598108   recall 0.772125723738627
deviation 5/5   epoch 88/120   F1 0.7650005596297039   accuracy 0.797583081570997   precision 0.7579519744960921   recall 0.7750333741772957
deviation 5/5   epoch 89/120   F1 0.7658695664655256   accuracy 0.7964501510574018   precision 0.7608134512546277   recall 0.7723735356324678
deviation 5/5   epoch 90/120   F1 0.7656681743710111   accuracy 0.7979607250755287   precision 0.7588055327025915   recall 0.7753315486630358
deviation 5/5   epoch 91/120   F1 0.7621061466030786   accuracy 0.7956948640483383   precision 0.7545403126285479   recall 0.7732377749029755
deviation 5/5   epoch 92/120   F1 0.7604310250173321   accuracy 0.7949395770392749   precision 0.752262443438914   recall 0.7728862406179711
deviation 5/5   epoch 93/120   F1 0.7629649777288978   accuracy 0.7941842900302115   precision 0.7576897367338544   recall 0.7698576483471956
deviation 5/5   epoch 94/120   F1 0.766736493137168   accuracy 0.7956948640483383   precision 0.7633869806663924   recall 0.7706917108970146
deviation 5/5   epoch 95/120   F1 0.7630830327515137   accuracy 0.7949395770392749   precision 0.7571138420403126   recall 0.7711600159159788
deviation 5/5   epoch 96/120   F1 0.7624183025939318   accuracy 0.7945619335347432   precision 0.7562602838338133   recall 0.7708419945709324
deviation 5/5   epoch 97/120   F1 0.7633473600152507   accuracy 0.7956948640483383   precision 0.7568233237350884   recall 0.7724225175234243
deviation 5/5   epoch 98/120   F1 0.7652086593104193   accuracy 0.7979607250755287   precision 0.7579494035376388   recall 0.7756466392069514
deviation 5/5   epoch 99/120   F1 0.766016185465497   accuracy 0.7949395770392749   precision 0.7628213698066639   recall 0.7697625753146674
deviation 5/5   epoch 100/120   F1 0.7642291855951469   accuracy 0.7911631419939577   precision 0.7637032085561497   recall 0.7647693722472291
deviation 5/5   epoch 101/120   F1 0.7648953425902967   accuracy 0.7922960725075529   precision 0.7636954956807898   recall 0.7661699676133533
deviation 5/5   epoch 102/120   F1 0.7676331027175874   accuracy 0.7953172205438066   precision 0.7656725627313863   recall 0.7697934045047374
update
deviation 5/5   epoch 103/120   F1 0.7643953123015743   accuracy 0.7896525679758308   precision 0.7659965034965035   recall 0.7629197222192221
deviation 5/5   epoch 104/120   F1 0.7664537333527728   accuracy 0.7964501510574018   precision 0.761954956807898   recall 0.7720783256595176
deviation 5/5   epoch 105/120   F1 0.7637123271518578   accuracy 0.7885196374622356   precision 0.7660042163718634   recall 0.7616750338269326
deviation 5/5   epoch 106/120   F1 0.7657316389469049   accuracy 0.7949395770392749   precision 0.7622506170300288   recall 0.7698732385516189
deviation 5/5   epoch 107/120   F1 0.7670326576576576   accuracy 0.7922960725075529   precision 0.7682615178938708   recall 0.7658772627201565
deviation 5/5   epoch 108/120   F1 0.7648600846594344   accuracy 0.793429003021148   precision 0.762260900863842   recall 0.7678218747846293
deviation 5/5   epoch 109/120   F1 0.7632864634031864   accuracy 0.7888972809667674   precision 0.7645747634718223   recall 0.7620805311441718
deviation 5/5   epoch 110/120   F1 0.7627686776618405   accuracy 0.790785498489426   precision 0.761137392019745   recall 0.7645414176140433
deviation 5/5   epoch 111/120   F1 0.7648405050612401   accuracy 0.7926737160120846   precision 0.7631221719457013   recall 0.7667140968683688
deviation 5/5   epoch 112/120   F1 0.7672150195694717   accuracy 0.7915407854984894   precision 0.7696935417523654   recall 0.7650274880750263
deviation 5/5   epoch 113/120   F1 0.7660548256185791   accuracy 0.7915407854984894   precision 0.7671251542575073   recall 0.7650407250668972
deviation 5/5   epoch 114/120   F1 0.7687947961366502   accuracy 0.7945619335347432   precision 0.7691022213081037   recall 0.7684920121894911
update
deviation 5/5   epoch 115/120   F1 0.7642683171001843   accuracy 0.7877643504531722   precision 0.7682923693953105   recall 0.76099972988385
deviation 5/5   epoch 116/120   F1 0.7673973889144827   accuracy 0.7900302114803626   precision 0.7722722130810367   recall 0.7635957019436832
deviation 5/5   epoch 117/120   F1 0.7637048738881058   accuracy 0.7862537764350453   precision 0.7691587823940764   recall 0.7596044882524332
deviation 5/5   epoch 118/120   F1 0.765111017025951   accuracy 0.7904078549848943   precision 0.766562114356232   recall 0.763762989307095
deviation 5/5   epoch 119/120   F1 0.7654467734930395   accuracy 0.7892749244712991   precision 0.7688528383381326   recall 0.7625852492441819
deviation 5/5   epoch 120/120   F1 0.7654467734930395   accuracy 0.7892749244712991   precision 0.7688528383381326   recall 0.7625852492441819

