deviation 1/5   epoch 1/60   F1 0.4061410237700553   accuracy 0.6604984894259819   precision 0.4969097079391197   recall 0.447427696681428
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deviation 1/5   epoch 2/60   F1 0.5147871276352445   accuracy 0.6986404833836858   precision 0.5545814479638009   recall 0.7451642704544142
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deviation 1/5   epoch 3/60   F1 0.708875733057228   accuracy 0.7613293051359517   precision 0.6974136157959687   recall 0.7379898587917333
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deviation 1/5   epoch 4/60   F1 0.7269899847542186   accuracy 0.779833836858006   precision 0.7124125874125874   recall 0.7679998540305806
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deviation 1/5   epoch 5/60   F1 0.7346312200625816   accuracy 0.783987915407855   precision 0.7203748457424928   recall 0.7708765875686933
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deviation 1/5   epoch 6/60   F1 0.7369660272377074   accuracy 0.779833836858006   precision 0.7261106540518305   recall 0.7582242021329304
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deviation 1/5   epoch 7/60   F1 0.7389754715348452   accuracy 0.7836102719033232   precision 0.7266556972439325   recall 0.7653074275396392
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deviation 1/5   epoch 8/60   F1 0.7490643726507783   accuracy 0.7885196374622356   precision 0.7386080830933772   recall 0.7678972967511943
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deviation 1/5   epoch 9/60   F1 0.7511937822150283   accuracy 0.793429003021148   precision 0.7382892842451666   recall 0.7778396048463428
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deviation 1/5   epoch 10/60   F1 0.7503059464419597   accuracy 0.7919184290030211   precision 0.7380141916906623   recall 0.7748738686779388
deviation 1/5   epoch 11/60   F1 0.7530094528755339   accuracy 0.7919184290030211   precision 0.7422948375154257   recall 0.772274935772289
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deviation 1/5   epoch 12/60   F1 0.7502534181491708   accuracy 0.793429003021148   precision 0.7368624023035788   recall 0.778901437721321
deviation 1/5   epoch 13/60   F1 0.7528978294374518   accuracy 0.7892749244712991   precision 0.7443104689428219   recall 0.7665942858425352
deviation 1/5   epoch 14/60   F1 0.758438241196862   accuracy 0.7945619335347432   precision 0.7491258741258742   recall 0.7736175115207373
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deviation 1/5   epoch 15/60   F1 0.7551989722717477   accuracy 0.7964501510574018   precision 0.742263986013986   recall 0.7813858921843306
deviation 1/5   epoch 16/60   F1 0.7533425905843907   accuracy 0.7964501510574018   precision 0.7394102221308103   recall 0.7836013512947624
deviation 1/5   epoch 17/60   F1 0.756704339286606   accuracy 0.7915407854984894   precision 0.748861065405183   recall 0.7685798952838905
deviation 1/5   epoch 18/60   F1 0.7549083192711072   accuracy 0.7896525679758308   precision 0.7474470382558618   recall 0.7660287306164388
deviation 1/5   epoch 19/60   F1 0.7467129955979197   accuracy 0.7915407854984894   precision 0.7328799876593994   recall 0.7778396351132909
deviation 1/5   epoch 20/60   F1 0.7533877650395895   accuracy 0.793429003021148   precision 0.7417138009049774   recall 0.7755385768514713
deviation 1/5   epoch 21/60   F1 0.7536077526187246   accuracy 0.7851208459214502   precision 0.7494755244755245   recall 0.7587683595705772
deviation 1/5   epoch 22/60   F1 0.7490610872283032   accuracy 0.7881419939577039   precision 0.7388960304401481   recall 0.7670575344434265
deviation 1/5   epoch 23/60   F1 0.7501208679888646   accuracy 0.7919184290030211   precision 0.7377288153023447   recall 0.7750653513354726
deviation 1/5   epoch 24/60   F1 0.7515526300013666   accuracy 0.7866314199395771   precision 0.7443284656519951   recall 0.762275808538163
deviation 1/5   epoch 25/60   F1 0.7555113636363635   accuracy 0.7938066465256798   precision 0.7448503702180174   recall 0.7744265790686953
deviation 1/5   epoch 26/60   F1 0.7501319619753699   accuracy 0.7888972809667674   precision 0.7400323940765117   recall 0.7678659422238958
deviation 1/5   epoch 27/60   F1 0.7566620517938977   accuracy 0.7930513595166163   precision 0.747423899629782   recall 0.7717482154151983
deviation 1/5   epoch 28/60   F1 0.754525681341719   accuracy 0.7862537764350453   precision 0.7500385643767997   recall 0.7602293646716328
deviation 1/5   epoch 29/60   F1 0.7495961054597966   accuracy 0.7768126888217523   precision 0.7506735911147676   recall 0.7485813625166116
deviation 1/5   epoch 30/60   F1 0.7597300838574423   accuracy 0.790785498489426   precision 0.7551444878650762   recall 0.765543389845021
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deviation 1/5   epoch 31/60   F1 0.7560550297528372   accuracy 0.7885196374622356   precision 0.7505938914027149   recall 0.7633475898552644
deviation 1/5   epoch 32/60   F1 0.7533173697804563   accuracy 0.790785498489426   precision 0.7437294323323735   recall 0.7694680052756049
deviation 1/5   epoch 33/60   F1 0.7510097602018804   accuracy 0.7817220543806647   precision 0.7480717811600164   recall 0.7544601062777727
deviation 1/5   epoch 34/60   F1 0.7497680062142205   accuracy 0.7734138972809668   precision 0.7552627519539284   recall 0.745748343518498
deviation 1/5   epoch 35/60   F1 0.7487378765259944   accuracy 0.7753021148036254   precision 0.7506838749485808   recall 0.7469933575540804
deviation 1/5   epoch 36/60   F1 0.7504191759348366   accuracy 0.7847432024169184   precision 0.744055944055944   recall 0.7594490588521468
deviation 1/5   epoch 37/60   F1 0.7416351824835721   accuracy 0.763595166163142   precision 0.7501928218839984   recall 0.7365758433248734
deviation 1/5   epoch 38/60   F1 0.7362077862724445   accuracy 0.7609516616314199   precision 0.7416495269436446   recall 0.7323246741770774
deviation 1/5   epoch 39/60   F1 0.7422186356050584   accuracy 0.7783232628398792   precision 0.7355383587001234   recall 0.7520761580088143
deviation 1/5   epoch 40/60   F1 0.741130111747808   accuracy 0.7741691842900302   precision 0.7372788975730152   recall 0.74595262270049
deviation 1/5   epoch 41/60   F1 0.7396112680542852   accuracy 0.7775679758308157   precision 0.7318336075689017   recall 0.751972948409591
deviation 1/5   epoch 42/60   F1 0.7487651136451237   accuracy 0.7824773413897281   precision 0.7432152406417112   recall 0.7563191763191763
deviation 1/5   epoch 43/60   F1 0.7437680037514793   accuracy 0.7790785498489426   precision 0.7375308515014398   recall 0.7526983736251713
deviation 1/5   epoch 44/60   F1 0.7396450469646192   accuracy 0.770392749244713   precision 0.7381607363225011   recall 0.7412652524384368
deviation 1/5   epoch 45/60   F1 0.7403487921177101   accuracy 0.774546827794562   precision 0.7355640682846565   recall 0.7466872228134189
deviation 1/5   epoch 46/60   F1 0.7419511167298778   accuracy 0.7764350453172205   precision 0.7366927190456602   recall 0.7490909090909091
deviation 1/5   epoch 47/60   F1 0.7455713501776444   accuracy 0.7685045317220544   precision 0.7524424105306459   recall 0.7409903207497968
deviation 1/5   epoch 48/60   F1 0.7410184377259188   accuracy 0.7783232628398792   precision 0.7335407239819005   recall 0.752633920966727
deviation 1/5   epoch 49/60   F1 0.7392040061445881   accuracy 0.7749244712990937   precision 0.7332784862196626   recall 0.7476284045630697
deviation 1/5   epoch 50/60   F1 0.7370757546649279   accuracy 0.7681268882175226   precision 0.7356077745783629   recall 0.7386790118633695
deviation 1/5   epoch 51/60   F1 0.7351706327830414   accuracy 0.7711480362537765   precision 0.7295943027560674   recall 0.7430092955416232
deviation 1/5   epoch 52/60   F1 0.7337278220933043   accuracy 0.7643504531722054   precision 0.7330650966680379   recall 0.7344181115291624
deviation 1/5   epoch 53/60   F1 0.7258677551503321   accuracy 0.7488670694864048   precision 0.7343120115178938   recall 0.7211219260399588
deviation 1/5   epoch 54/60   F1 0.722414712580538   accuracy 0.7405589123867069   precision 0.7377930892636775   recall 0.7177964510236435
deviation 1/5   epoch 55/60   F1 0.7176773925502308   accuracy 0.736404833836858   precision 0.7323992184286302   recall 0.7131516707814272
deviation 1/5   epoch 56/60   F1 0.7193772745715796   accuracy 0.7420694864048338   precision 0.7286507610037022   recall 0.714627495105566
deviation 1/5   epoch 57/60   F1 0.724741963848291   accuracy 0.747356495468278   precision 0.733751542575072   recall 0.7199121875058578
deviation 1/5   epoch 58/60   F1 0.7253426662424436   accuracy 0.7537764350453172   precision 0.7277149321266969   recall 0.7233125245822282
deviation 1/5   epoch 59/60   F1 0.7397862875985761   accuracy 0.7651057401812689   precision 0.7441896338955163   recall 0.7364080316007198
deviation 1/5   epoch 60/60   F1 0.7400267812481554   accuracy 0.7613293051359517   precision 0.7496374948580831   recall 0.7347683119960348

deviation 2/5   epoch 1/60   F1 0.4665611891971448   accuracy 0.6691842900302115   precision 0.5211075689016865   recall 0.596126826526789
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deviation 2/5   epoch 2/60   F1 0.5543725170105446   accuracy 0.7088368580060423   precision 0.5762006375976965   recall 0.7325762970548366
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deviation 2/5   epoch 3/60   F1 0.6948118727614454   accuracy 0.7643504531722054   precision 0.6808412176059235   recall 0.7603796493721866
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deviation 2/5   epoch 4/60   F1 0.7037403429432825   accuracy 0.770392749244713   precision 0.6887906211435624   recall 0.7685802902621723
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deviation 2/5   epoch 5/60   F1 0.7323328787255741   accuracy 0.7836102719033232   precision 0.7175236528177704   recall 0.772544173509826
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deviation 2/5   epoch 6/60   F1 0.7389110341587066   accuracy 0.7873867069486404   precision 0.724346976552859   recall 0.7754554056410876
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deviation 2/5   epoch 7/60   F1 0.7568083855799373   accuracy 0.7960725075528701   precision 0.745120320855615   recall 0.7786604470632248
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deviation 2/5   epoch 8/60   F1 0.7567511340824538   accuracy 0.7945619335347432   precision 0.7462721102426985   recall 0.7750657584911729
deviation 2/5   epoch 9/60   F1 0.7528445996088022   accuracy 0.7926737160120846   precision 0.7414335664335665   recall 0.7742209714450492
deviation 2/5   epoch 10/60   F1 0.7536836813657676   accuracy 0.7870090634441088   precision 0.7477504113533526   recall 0.7618478937228784
deviation 2/5   epoch 11/60   F1 0.7560507653454619   accuracy 0.7915407854984894   precision 0.7477195598519129   recall 0.7690259803716268
deviation 2/5   epoch 12/60   F1 0.7569869552233733   accuracy 0.7858761329305136   precision 0.7551779103249692   recall 0.7589772441887392
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deviation 2/5   epoch 13/60   F1 0.7570659469649195   accuracy 0.7904078549848943   precision 0.7505810366104484   recall 0.7661901793450393
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deviation 2/5   epoch 14/60   F1 0.7578440942228737   accuracy 0.7892749244712991   precision 0.7531571369806664   recall 0.7638343707045997
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deviation 2/5   epoch 15/60   F1 0.7551045392607734   accuracy 0.7900302114803626   precision 0.7474444672974085   recall 0.7666389627659574
deviation 2/5   epoch 16/60   F1 0.7563786403300872   accuracy 0.7915407854984894   precision 0.7482903126285478   recall 0.7687992473899405
deviation 2/5   epoch 17/60   F1 0.7562388743762487   accuracy 0.7828549848942599   precision 0.7571961127108187   recall 0.7553293581289102
deviation 2/5   epoch 18/60   F1 0.7506667071652037   accuracy 0.7892749244712991   precision 0.7406005758946935   recall 0.7682696800566444
deviation 2/5   epoch 19/60   F1 0.7571299450694663   accuracy 0.7896525679758308   precision 0.7514423076923077   recall 0.7648009850062714
deviation 2/5   epoch 20/60   F1 0.7516224230173878   accuracy 0.7828549848942599   precision 0.7480640682846564   recall 0.7559420034205355
deviation 2/5   epoch 21/60   F1 0.7510463303064588   accuracy 0.7809667673716012   precision 0.7489330522418758   recall 0.7534188313812733
deviation 2/5   epoch 22/60   F1 0.7525954408129635   accuracy 0.7873867069486404   precision 0.7454648292883588   recall 0.7630962919587345
deviation 2/5   epoch 23/60   F1 0.7530841539242574   accuracy 0.7858761329305136   precision 0.7477581242287125   recall 0.7601842008457445
deviation 2/5   epoch 24/60   F1 0.7556336414823419   accuracy 0.783987915407855   precision 0.7546200123406006   recall 0.7567035507759141
deviation 2/5   epoch 25/60   F1 0.7524266177330448   accuracy 0.7813444108761329   precision 0.7512134923899629   recall 0.7537224391494721
deviation 2/5   epoch 26/60   F1 0.7484538784067085   accuracy 0.7809667673716012   precision 0.7440816536404771   recall 0.7540296686360133
deviation 2/5   epoch 27/60   F1 0.7568146422077895   accuracy 0.7813444108761329   precision 0.760345536816125   recall 0.7538951852457774
deviation 2/5   epoch 28/60   F1 0.749028211475439   accuracy 0.773036253776435   precision 0.7541238173591115   recall 0.745217077422968
deviation 2/5   epoch 29/60   F1 0.7503519954277638   accuracy 0.7813444108761329   precision 0.7472182229535171   recall 0.7540745315766701
deviation 2/5   epoch 30/60   F1 0.7501231377732235   accuracy 0.7696374622356495   precision 0.761566742081448   recall 0.7443651823029255
deviation 2/5   epoch 31/60   F1 0.7483119521507471   accuracy 0.7707703927492447   precision 0.7555661250514192   recall 0.7435550883975972
deviation 2/5   epoch 32/60   F1 0.7517935001082283   accuracy 0.7802114803625377   precision 0.7512212052653229   recall 0.7523839780147119
deviation 2/5   epoch 33/60   F1 0.7487674006098741   accuracy 0.7741691842900302   precision 0.7521184697655285   recall 0.7459945364649574
deviation 2/5   epoch 34/60   F1 0.7458987172723979   accuracy 0.7813444108761329   precision 0.7392276840806253   recall 0.7556404714169639
deviation 2/5   epoch 35/60   F1 0.7463960242258232   accuracy 0.7813444108761329   precision 0.740083813245578   recall 0.7554143546297151
deviation 2/5   epoch 36/60   F1 0.7369611255346248   accuracy 0.7586858006042296   precision 0.7462309749074455   recall 0.7318299629588614
deviation 2/5   epoch 37/60   F1 0.7433143954170716   accuracy 0.7677492447129909   precision 0.7484522830111066   recall 0.7395220860465708
deviation 2/5   epoch 38/60   F1 0.739148868078713   accuracy 0.7737915407854985   precision 0.7341423282599753   recall 0.7458855173856844
deviation 2/5   epoch 39/60   F1 0.744587758452619   accuracy 0.7692598187311178   precision 0.749298128342246   recall 0.7410113494082959
deviation 2/5   epoch 40/60   F1 0.7406755680517974   accuracy 0.774546827794562   precision 0.7361348210612917   recall 0.7466010698030013
deviation 2/5   epoch 41/60   F1 0.7303370508284659   accuracy 0.7515105740181269   precision 0.7408576717400247   recall 0.7251786473994275
deviation 2/5   epoch 42/60   F1 0.7472720310506045   accuracy 0.7820996978851964   precision 0.740934800493624   recall 0.7563196816312296
deviation 2/5   epoch 43/60   F1 0.7442494908421575   accuracy 0.7654833836858006   precision 0.7536044837515425   recall 0.7389561625833099
deviation 2/5   epoch 44/60   F1 0.7336512237953376   accuracy 0.7481117824773413   precision 0.7548642533936651   recall 0.7301318536290653
deviation 2/5   epoch 45/60   F1 0.7111647837943124   accuracy 0.7224320241691843   precision 0.7393433772110243   recall 0.713186316184195
deviation 2/5   epoch 46/60   F1 0.735474233134457   accuracy 0.7530211480362538   precision 0.7511209378856438   recall 0.7303228377463846
deviation 2/5   epoch 47/60   F1 0.7258249832999333   accuracy 0.7424471299093656   precision 0.7434877622377623   recall 0.7215741598585025
deviation 2/5   epoch 48/60   F1 0.719036611558342   accuracy 0.7318731117824774   precision 0.7438451254627725   recall 0.7182761326788225
deviation 2/5   epoch 49/60   F1 0.7278215444916755   accuracy 0.7450906344410876   precision 0.7443258946935418   recall 0.7231807835269928
deviation 2/5   epoch 50/60   F1 0.735113881210682   accuracy 0.7564199395770392   precision 0.7451048951048951   recall 0.7299016052671717
deviation 2/5   epoch 51/60   F1 0.7423967130357365   accuracy 0.7685045317220544   precision 0.7455933772110243   recall 0.7397477686624523
deviation 2/5   epoch 52/60   F1 0.7316137798036466   accuracy 0.7484894259818731   precision 0.7485834018922255   recall 0.726892787414583
deviation 2/5   epoch 53/60   F1 0.7315654942571148   accuracy 0.7503776435045317   precision 0.7454314068284656   recall 0.7263595283020545
deviation 2/5   epoch 54/60   F1 0.7257548132011094   accuracy 0.7390483383685801   precision 0.7495038050185109   recall 0.7239130622874793
deviation 2/5   epoch 55/60   F1 0.7278357357263938   accuracy 0.7454682779456193   precision 0.7437525709584534   recall 0.7230723802935869
deviation 2/5   epoch 56/60   F1 0.7193199950315782   accuracy 0.7318731117824774   precision 0.7447012546277252   recall 0.7188626747608535
deviation 2/5   epoch 57/60   F1 0.7238794145966244   accuracy 0.7382930513595166   precision 0.7455136774989717   recall 0.7211741953788385
deviation 2/5   epoch 58/60   F1 0.7535688264546178   accuracy 0.7813444108761329   precision 0.7534965034965035   recall 0.7536414330740968
deviation 2/5   epoch 59/60   F1 0.7408115951122336   accuracy 0.7643504531722054   precision 0.7473339160839161   recall 0.736420382635194
deviation 2/5   epoch 60/60   F1 0.7381401229236295   accuracy 0.7613293051359517   precision 0.7453568490333196   recall 0.7335290950912738

deviation 3/5   epoch 1/60   F1 0.514872015867491   accuracy 0.6869335347432024   precision 0.5489536199095023   recall 0.6622972722449162
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deviation 3/5   epoch 2/60   F1 0.6840483268333925   accuracy 0.7620845921450151   precision 0.6708684697655286   recall 0.7678280703451166
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deviation 3/5   epoch 3/60   F1 0.7123930534269873   accuracy 0.7707703927492447   precision 0.6982054709995886   recall 0.758710123953942
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deviation 3/5   epoch 4/60   F1 0.7133543756502951   accuracy 0.7753021148036254   precision 0.6978892431098314   recall 0.7715967703092871
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deviation 3/5   epoch 5/60   F1 0.724333155353329   accuracy 0.7832326283987915   precision 0.7078234265734266   recall 0.7824976235741445
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deviation 3/5   epoch 6/60   F1 0.7297099204608042   accuracy 0.7824773413897281   precision 0.7146776018099548   recall 0.7724561546618811
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deviation 3/5   epoch 7/60   F1 0.7361547357490978   accuracy 0.7820996978851964   precision 0.7235268408062525   recall 0.7642533936651583
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deviation 3/5   epoch 8/60   F1 0.7365141128302759   accuracy 0.783987915407855   precision 0.7229432332373509   recall 0.7687668141976916
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deviation 3/5   epoch 9/60   F1 0.7422613114756353   accuracy 0.7862537764350453   precision 0.7297768408062526   recall 0.7686978194270322
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deviation 3/5   epoch 10/60   F1 0.7324713953151549   accuracy 0.783987915407855   precision 0.7175210818593172   recall 0.7734877797280217
deviation 3/5   epoch 11/60   F1 0.7501508333709863   accuracy 0.7854984894259819   precision 0.7429092965857672   recall 0.76095098158357
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deviation 3/5   epoch 12/60   F1 0.75035969486833   accuracy 0.7949395770392749   precision 0.7359959893048128   recall 0.7830167009544834
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deviation 3/5   epoch 13/60   F1 0.7522546808311577   accuracy 0.7900302114803626   precision 0.7425930686960098   recall 0.7686614334645905
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deviation 3/5   epoch 14/60   F1 0.7520958873402867   accuracy 0.7854984894259819   precision 0.7463338132455779   recall 0.7599769907854608
deviation 3/5   epoch 15/60   F1 0.746834825985589   accuracy 0.7896525679758308   precision 0.7343197243932538   recall 0.7726831424637104
deviation 3/5   epoch 16/60   F1 0.7528946070023611   accuracy 0.7843655589123867   precision 0.748909913615796   recall 0.7578365152549144
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deviation 3/5   epoch 17/60   F1 0.7539977676894513   accuracy 0.790785498489426   precision 0.7448709378856437   recall 0.7689442712568899
update
deviation 3/5   epoch 18/60   F1 0.7586282149548629   accuracy 0.7930513595166163   precision 0.7508484162895928   recall 0.7703069592198581
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deviation 3/5   epoch 19/60   F1 0.7564685466682681   accuracy 0.7926737160120846   precision 0.7474264705882353   recall 0.7710868020565516
deviation 3/5   epoch 20/60   F1 0.7605053556715189   accuracy 0.7941842900302115   precision 0.7531237145207734   recall 0.7713053063052202
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deviation 3/5   epoch 21/60   F1 0.7514185580774366   accuracy 0.7824773413897281   precision 0.7480666392431099   recall 0.7554430701457133
deviation 3/5   epoch 22/60   F1 0.7603900528019076   accuracy 0.7945619335347432   precision 0.752550390785685   recall 0.7721409574468086
deviation 3/5   epoch 23/60   F1 0.7538945295100129   accuracy 0.7922960725075529   precision 0.7434337721102426   recall 0.7723656164513596
deviation 3/5   epoch 24/60   F1 0.764732013949046   accuracy 0.7885196374622356   precision 0.7682872274784041   recall 0.7617705566133106
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deviation 3/5   epoch 25/60   F1 0.7687269656019655   accuracy 0.7938066465256798   precision 0.769963492389963   recall 0.7675641104044357
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deviation 3/5   epoch 26/60   F1 0.7652071981751682   accuracy 0.790785498489426   precision 0.7662741670094612   recall 0.7641963782367691
deviation 3/5   epoch 27/60   F1 0.7634054502520902   accuracy 0.7911631419939577   precision 0.7619909502262443   recall 0.7649253513080339
deviation 3/5   epoch 28/60   F1 0.7570867391610269   accuracy 0.7836102719033232   precision 0.7580470999588647   recall 0.7561741688281443
deviation 3/5   epoch 29/60   F1 0.7605307999124218   accuracy 0.7847432024169184   precision 0.7640322912381736   recall 0.7576189723637441
deviation 3/5   epoch 30/60   F1 0.7653947196092481   accuracy 0.7915407854984894   precision 0.7656982723159194   recall 0.7650957819025046
deviation 3/5   epoch 31/60   F1 0.7544864530751005   accuracy 0.775679758308157   precision 0.7629524886877828   recall 0.7492427288567216
deviation 3/5   epoch 32/60   F1 0.7477805084601905   accuracy 0.7711480362537765   precision 0.7538512957630605   recall 0.7435071260694036
deviation 3/5   epoch 33/60   F1 0.7571928872005252   accuracy 0.7790785498489426   precision 0.7643562320032908   recall 0.7523636698317252
deviation 3/5   epoch 34/60   F1 0.7496416275422719   accuracy 0.7805891238670695   precision 0.7466526120937886   recall 0.7531667949811552
deviation 3/5   epoch 35/60   F1 0.7493846971781541   accuracy 0.779833836858006   precision 0.7469431303990127   recall 0.7521793066782188
deviation 3/5   epoch 36/60   F1 0.7489580846661892   accuracy 0.7696374622356495   precision 0.7587129781982723   recall 0.7434886759581881
deviation 3/5   epoch 37/60   F1 0.7445608107227311   accuracy 0.7624622356495468   precision 0.7590472027972028   recall 0.7389172738357973
deviation 3/5   epoch 38/60   F1 0.7568146422077895   accuracy 0.7813444108761329   precision 0.760345536816125   recall 0.7538951852457774
deviation 3/5   epoch 39/60   F1 0.7566763094630423   accuracy 0.7836102719033232   precision 0.757190970793912   recall 0.7561755485090655
deviation 3/5   epoch 40/60   F1 0.7479319449213246   accuracy 0.7722809667673716   precision 0.7527020773344303   recall 0.7443021496456611
deviation 3/5   epoch 41/60   F1 0.744506487971982   accuracy 0.7707703927492447   precision 0.7472902097902098   recall 0.7421371080668945
deviation 3/5   epoch 42/60   F1 0.7412237806093279   accuracy 0.7601963746223565   precision 0.754211229946524   recall 0.7356416377758725
deviation 3/5   epoch 43/60   F1 0.7442052930901991   accuracy 0.773036253776435   precision 0.7441356437679967   recall 0.744275221534312
deviation 3/5   epoch 44/60   F1 0.7458753388681802   accuracy 0.7809667673716012   precision 0.7395156314273962   recall 0.7549980292546203
deviation 3/5   epoch 45/60   F1 0.7442644609369116   accuracy 0.7734138972809668   precision 0.7438476964212258   recall 0.7446913077016348
deviation 3/5   epoch 46/60   F1 0.7374720156247774   accuracy 0.7583081570996979   precision 0.7479458041958043   recall 0.7321401491901416
deviation 3/5   epoch 47/60   F1 0.7488152359784971   accuracy 0.777190332326284   precision 0.7486733854380914   recall 0.748958212681621
deviation 3/5   epoch 48/60   F1 0.7400835598670436   accuracy 0.7673716012084593   precision 0.7421765734265734   recall 0.73823518253898
deviation 3/5   epoch 49/60   F1 0.7449948114871654   accuracy 0.7677492447129909   precision 0.752162176059235   recall 0.740311117399776
deviation 3/5   epoch 50/60   F1 0.7399808630452855   accuracy 0.763595166163142   precision 0.7464829288358701   recall 0.7356069449393607
deviation 3/5   epoch 51/60   F1 0.7270144117337661   accuracy 0.7409365558912386   precision 0.7494909502262443   recall 0.7244705827926397
deviation 3/5   epoch 52/60   F1 0.739844005651815   accuracy 0.7556646525679759   precision 0.7582373508844097   recall 0.735053633223054
deviation 3/5   epoch 53/60   F1 0.7467006887778018   accuracy 0.7768126888217523   precision 0.7449660633484163   recall 0.748613353424461
deviation 3/5   epoch 54/60   F1 0.7312683646564098   accuracy 0.7560422960725075   precision 0.7371169271904565   recall 0.7272523432648998
deviation 3/5   epoch 55/60   F1 0.7392253669077704   accuracy 0.7620845921450151   precision 0.7467785890580008   recall 0.7344898178549093
deviation 3/5   epoch 56/60   F1 0.7333422013179263   accuracy 0.7564199395770392   precision 0.7411096256684492   recall 0.7286318886899963
deviation 3/5   epoch 57/60   F1 0.7343547762920397   accuracy 0.7533987915407855   precision 0.7476938502673797   recall 0.7290130863092639
deviation 3/5   epoch 58/60   F1 0.734805370928115   accuracy 0.7530211480362538   precision 0.7494086795557384   recall 0.7295448145965988
deviation 3/5   epoch 59/60   F1 0.7322969086987778   accuracy 0.7552870090634441   precision 0.7402612093788564   recall 0.7275498675393486
deviation 3/5   epoch 60/60   F1 0.7320140203556433   accuracy 0.7481117824773413   precision 0.7502982311805841   recall 0.727606752034395

deviation 4/5   epoch 1/60   F1 0.4374704022242251   accuracy 0.6638972809667674   precision 0.5083016248457425   recall 0.5573330965909091
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deviation 4/5   epoch 2/60   F1 0.7183471885982993   accuracy 0.7696374622356495   precision 0.7059183463595229   recall 0.749829223787021
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deviation 4/5   epoch 3/60   F1 0.7155758978675645   accuracy 0.7779456193353474   precision 0.6995835047305635   recall 0.7774085191538022
deviation 4/5   epoch 4/60   F1 0.7393760391794475   accuracy 0.7805891238670695   precision 0.7292446524064171   recall 0.7580633024502657
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deviation 4/5   epoch 5/60   F1 0.7469076595541322   accuracy 0.7854984894259819   precision 0.7374871452077334   recall 0.7630068418849778
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deviation 4/5   epoch 6/60   F1 0.7454743519912851   accuracy 0.7858761329305136   precision 0.734916186754422   recall 0.7649155042383784
deviation 4/5   epoch 7/60   F1 0.7469076595541322   accuracy 0.7854984894259819   precision 0.7374871452077334   recall 0.7630068418849778
deviation 4/5   epoch 8/60   F1 0.7419818045683457   accuracy 0.7847432024169184   precision 0.730357877416701   recall 0.7652810469127029
deviation 4/5   epoch 9/60   F1 0.751385350275449   accuracy 0.7900302114803626   precision 0.741166186754422   recall 0.7693628605230816
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deviation 4/5   epoch 10/60   F1 0.755873160424445   accuracy 0.7896525679758308   precision 0.7491592965857672   recall 0.7654614307383097
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deviation 4/5   epoch 11/60   F1 0.7551045392607734   accuracy 0.7900302114803626   precision 0.7474444672974085   recall 0.7666389627659574
deviation 4/5   epoch 12/60   F1 0.7580280548865199   accuracy 0.7919184290030211   precision 0.7508561291649527   recall 0.7684694314838623
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deviation 4/5   epoch 13/60   F1 0.7472699473916993   accuracy 0.7873867069486404   precision 0.7366181612505142   recall 0.7668348246481911
deviation 4/5   epoch 14/60   F1 0.7597882565035913   accuracy 0.7911631419939577   precision 0.7548565405183052   recall 0.7661525956046655
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deviation 4/5   epoch 15/60   F1 0.7604701355384789   accuracy 0.7953172205438066   precision 0.7519744960921431   recall 0.7736468847286789
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deviation 4/5   epoch 16/60   F1 0.7558568367812861   accuracy 0.7938066465256798   precision 0.7454211229946524   recall 0.774115275496491
deviation 4/5   epoch 17/60   F1 0.7578687173853338   accuracy 0.7919184290030211   precision 0.7505707527766352   recall 0.768568968189725
deviation 4/5   epoch 18/60   F1 0.7539311659965457   accuracy 0.7941842900302115   precision 0.7419940353763883   recall 0.7768723246071065
deviation 4/5   epoch 19/60   F1 0.7620773043675766   accuracy 0.7968277945619335   precision 0.7533910941999178   recall 0.7756216651565488
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deviation 4/5   epoch 20/60   F1 0.7612541875276025   accuracy 0.7919184290030211   precision 0.7568490333196216   recall 0.7667750814278971
deviation 4/5   epoch 21/60   F1 0.7596701277739757   accuracy 0.7904078549848943   precision 0.755432435211847   recall 0.7649471621709011
deviation 4/5   epoch 22/60   F1 0.7603519781686654   accuracy 0.7979607250755287   precision 0.7493881118881118   recall 0.779756098088541
deviation 4/5   epoch 23/60   F1 0.7561800595521152   accuracy 0.793429003021148   precision 0.7462798231180584   recall 0.7729738297849604
deviation 4/5   epoch 24/60   F1 0.7590645868437762   accuracy 0.7926737160120846   precision 0.7519924928013164   recall 0.7692810403646826
deviation 4/5   epoch 25/60   F1 0.7495572941820406   accuracy 0.7870090634441088   precision 0.7406160016454134   recall 0.7642710309930424
deviation 4/5   epoch 26/60   F1 0.752385324280512   accuracy 0.783987915407855   precision 0.7483417317976142   recall 0.757419858598295
deviation 4/5   epoch 27/60   F1 0.7483115478909541   accuracy 0.7858761329305136   precision 0.739482208967503   recall 0.7628107509513413
deviation 4/5   epoch 28/60   F1 0.7573063377460736   accuracy 0.783987915407855   precision 0.7580445290004114   recall 0.7565964898825275
deviation 4/5   epoch 29/60   F1 0.7489221819627568   accuracy 0.7809667673716012   precision 0.7449377828054298   recall 0.7538914783220474
deviation 4/5   epoch 30/60   F1 0.7572732770813869   accuracy 0.7858761329305136   precision 0.7557486631016043   recall 0.7589254863019448
deviation 4/5   epoch 31/60   F1 0.7494411134780308   accuracy 0.7828549848942599   precision 0.7440687988482106   recall 0.7566715806649377
deviation 4/5   epoch 32/60   F1 0.7526827235312956   accuracy 0.7851208459214502   precision 0.747763266145619   recall 0.7591024976625793
deviation 4/5   epoch 33/60   F1 0.7532789714818129   accuracy 0.7900302114803626   precision 0.7443053270259152   recall 0.7678850821627017
deviation 4/5   epoch 34/60   F1 0.7528856743476788   accuracy 0.7870090634441088   precision 0.7463235294117647   recall 0.762245992817728
deviation 4/5   epoch 35/60   F1 0.7473985814034929   accuracy 0.7692598187311178   precision 0.7555764088852324   recall 0.7423499970440366
deviation 4/5   epoch 36/60   F1 0.7561163163657787   accuracy 0.7858761329305136   precision 0.7534656519950638   recall 0.759166740601269
deviation 4/5   epoch 37/60   F1 0.7521161907911911   accuracy 0.7783232628398792   precision 0.7540878239407651   recall 0.750347194296451
deviation 4/5   epoch 38/60   F1 0.74715533141732   accuracy 0.7828549848942599   precision 0.7400735294117647   recall 0.7577083225528245
deviation 4/5   epoch 39/60   F1 0.7494446824585715   accuracy 0.7760574018126888   precision 0.7512494858083093   recall 0.7478130358846594
deviation 4/5   epoch 40/60   F1 0.7488983274015233   accuracy 0.773036253776435   precision 0.7538384409707939   recall 0.7451703979335095
deviation 4/5   epoch 41/60   F1 0.7558553849667923   accuracy 0.7911631419939577   precision 0.7477221308103661   recall 0.7683942348470446
deviation 4/5   epoch 42/60   F1 0.7600287901590002   accuracy 0.790785498489426   precision 0.7557152406417113   recall 0.7654186902919358
deviation 4/5   epoch 43/60   F1 0.7487982188664634   accuracy 0.7779456193353474   precision 0.747812114356232   recall 0.7498399442202368
deviation 4/5   epoch 44/60   F1 0.7513696573075294   accuracy 0.7794561933534743   precision 0.7512263471822296   recall 0.7515140985547534
deviation 4/5   epoch 45/60   F1 0.7458240966530607   accuracy 0.7685045317220544   precision 0.753013163307281   recall 0.7411221101492312
deviation 4/5   epoch 46/60   F1 0.7533499683829106   accuracy 0.7854984894259819   precision 0.7486168243521185   recall 0.75945780611095
deviation 4/5   epoch 47/60   F1 0.7468218163275424   accuracy 0.775679758308157   precision 0.746400658165364   recall 0.7472531016281452
deviation 4/5   epoch 48/60   F1 0.7383032766422437   accuracy 0.7609516616314199   precision 0.7462155491567256   recall 0.7334735739914222
deviation 4/5   epoch 49/60   F1 0.7356636180157543   accuracy 0.7575528700906344   precision 0.7448118058412176   recall 0.7305824008446278
deviation 4/5   epoch 50/60   F1 0.7500943752359381   accuracy 0.7779456193353474   precision 0.7503805018510901   recall 0.7498127456110649
deviation 4/5   epoch 51/60   F1 0.737927525440556   accuracy 0.7590634441087614   precision 0.7479406622788976   recall 0.7326477342905666
deviation 4/5   epoch 52/60   F1 0.7441032015522677   accuracy 0.7688821752265861   precision 0.7487299465240642   recall 0.7405755152383225
deviation 4/5   epoch 53/60   F1 0.7500069697361385   accuracy 0.7749244712990937   precision 0.7538255861785274   recall 0.7469261782566503
deviation 4/5   epoch 54/60   F1 0.7336156277180894   accuracy 0.7545317220543807   precision 0.744261620732209   recall 0.7283610107609069
deviation 4/5   epoch 55/60   F1 0.7380477479033227   accuracy 0.7609516616314199   precision 0.7456447963800905   recall 0.7333157311567683
deviation 4/5   epoch 56/60   F1 0.7298925087404018   accuracy 0.7469788519637462   precision 0.7465960510078158   recall 0.7251956339526158
deviation 4/5   epoch 57/60   F1 0.7326985681283992   accuracy 0.7503776435045317   precision 0.7482851707116414   recall 0.7276581838712358
deviation 4/5   epoch 58/60   F1 0.7376340628546111   accuracy 0.7598187311178247   precision 0.7462232620320856   recall 0.7326373960041295
deviation 4/5   epoch 59/60   F1 0.7327712056222799   accuracy 0.756797583081571   precision 0.7393947963800904   recall 0.7284363584621913
deviation 4/5   epoch 60/60   F1 0.7428639931273174   accuracy 0.7681268882175226   precision 0.7470228301110654   recall 0.7396089726804573

deviation 5/5   epoch 1/60   F1 0.5152493140467247   accuracy 0.6756042296072508   precision 0.5438939736733854   recall 0.6159978598180845
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deviation 5/5   epoch 2/60   F1 0.6968952051156102   accuracy 0.7666163141993958   precision 0.682538050185109   recall 0.7652470346502289
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deviation 5/5   epoch 3/60   F1 0.7244686936400297   accuracy 0.779833836858006   precision 0.7092734471410942   recall 0.7711205593678883
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deviation 5/5   epoch 4/60   F1 0.7365725831745249   accuracy 0.7873867069486404   precision 0.7212078362813656   recall 0.7784464589831029
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deviation 5/5   epoch 5/60   F1 0.7585028929871978   accuracy 0.7919184290030211   precision 0.7517122583299054   recall 0.7681814290948061
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deviation 5/5   epoch 6/60   F1 0.7495784840053816   accuracy 0.7949395770392749   precision 0.7348544837515425   recall 0.7840261891492102
deviation 5/5   epoch 7/60   F1 0.7395921958759115   accuracy 0.7919184290030211   precision 0.7228892431098314   recall 0.7887602660278268
deviation 5/5   epoch 8/60   F1 0.7573492646253204   accuracy 0.7915407854984894   precision 0.7500025709584532   recall 0.7681630030417601
deviation 5/5   epoch 9/60   F1 0.7614646118727206   accuracy 0.7972054380664653   precision 0.7519616412998766   recall 0.7769590544116036
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deviation 5/5   epoch 10/60   F1 0.759522256774394   accuracy 0.7956948640483383   precision 0.7499742904154669   recall 0.7752272153094608
deviation 5/5   epoch 11/60   F1 0.7637623581127034   accuracy 0.7964501510574018   precision 0.7568181818181818   recall 0.7736214258077991
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deviation 5/5   epoch 12/60   F1 0.7583245097167552   accuracy 0.7953172205438066   precision 0.7482646030440148   recall 0.7754058432298618
deviation 5/5   epoch 13/60   F1 0.7645378775813558   accuracy 0.797583081570997   precision 0.7570958453311394   recall 0.7753546567979558
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deviation 5/5   epoch 14/60   F1 0.7661828923709222   accuracy 0.8006042296072508   precision 0.757075277663513   recall 0.780523386300386
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deviation 5/5   epoch 15/60   F1 0.7638022259624482   accuracy 0.7979607250755287   precision 0.7553810160427807   recall 0.7766922445364124
deviation 5/5   epoch 16/60   F1 0.7572159754967154   accuracy 0.7938066465256798   precision 0.747704134101193   recall 0.7729531418210663
deviation 5/5   epoch 17/60   F1 0.7659355355986895   accuracy 0.7968277945619335   precision 0.7605255039078569   recall 0.7730175152156868
deviation 5/5   epoch 18/60   F1 0.7682990596552746   accuracy 0.7964501510574018   precision 0.7656648498560263   recall 0.7712980010304982
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deviation 5/5   epoch 19/60   F1 0.7636251084284043   accuracy 0.7915407854984894   precision 0.7619883792677911   recall 0.7654034978057325
deviation 5/5   epoch 20/60   F1 0.759808928467627   accuracy 0.7854984894259819   precision 0.7614587618264089   recall 0.7582958069505719
deviation 5/5   epoch 21/60   F1 0.7645365646224196   accuracy 0.7919184290030211   precision 0.7634126902509255   recall 0.7657260770475169
deviation 5/5   epoch 22/60   F1 0.7678903951351485   accuracy 0.7987160120845922   precision 0.7622249074454956   recall 0.7753765520220581
deviation 5/5   epoch 23/60   F1 0.7585380433620139   accuracy 0.7858761329305136   precision 0.7583170505964624   recall 0.7587616141728482
deviation 5/5   epoch 24/60   F1 0.7670326576576576   accuracy 0.7922960725075529   precision 0.7682615178938708   recall 0.7658772627201565
deviation 5/5   epoch 25/60   F1 0.7624690640982206   accuracy 0.7900302114803626   precision 0.7614279103249691   recall 0.7635671573315915
deviation 5/5   epoch 26/60   F1 0.7544254637338117   accuracy 0.7790785498489426   precision 0.7580779514603044   recall 0.7514341391814777
deviation 5/5   epoch 27/60   F1 0.7636525228421263   accuracy 0.7956948640483383   precision 0.7573940765117235   recall 0.7722365169627774
deviation 5/5   epoch 28/60   F1 0.7573875069152263   accuracy 0.7919184290030211   precision 0.7497146236116825   recall 0.768878321825446
deviation 5/5   epoch 29/60   F1 0.7652170624777233   accuracy 0.7919184290030211   precision 0.7648395721925134   recall 0.7656018048505357
deviation 5/5   epoch 30/60   F1 0.760828482496564   accuracy 0.783987915407855   precision 0.7657496914849855   recall 0.7570372801782446
deviation 5/5   epoch 31/60   F1 0.756830270252699   accuracy 0.7866314199395771   precision 0.7540312628547923   recall 0.7600746074685116
deviation 5/5   epoch 32/60   F1 0.7633234919252053   accuracy 0.790785498489426   precision 0.7622788975730153   recall 0.7644251081510511
deviation 5/5   epoch 33/60   F1 0.7527889789056812   accuracy 0.7809667673716012   precision 0.7523575689016866   recall 0.7532306207900026
deviation 5/5   epoch 34/60   F1 0.7570719669931538   accuracy 0.7881419939577039   precision 0.7528794734677087   recall 0.7622991039136193
deviation 5/5   epoch 35/60   F1 0.7502732294305721   accuracy 0.7832326283987915   precision 0.7452077334430276   recall 0.7569652686286079
deviation 5/5   epoch 36/60   F1 0.7554840164539933   accuracy 0.7847432024169184   precision 0.7534733648704237   recall 0.7577219067933958
deviation 5/5   epoch 37/60   F1 0.7491204529891268   accuracy 0.774546827794562   precision 0.7524012751953928   recall 0.7463936251980361
deviation 5/5   epoch 38/60   F1 0.7429667231208033   accuracy 0.7639728096676737   precision 0.7527586384204031   recall 0.7376134964988064
deviation 5/5   epoch 39/60   F1 0.7502213352303414   accuracy 0.7866314199395771   precision 0.7420454545454546   recall 0.7630718965662979
deviation 5/5   epoch 40/60   F1 0.7525382435668203   accuracy 0.783987915407855   precision 0.7486271081859317   recall 0.7573720405382388
deviation 5/5   epoch 41/60   F1 0.7507066160498255   accuracy 0.7843655589123867   precision 0.7449146441793502   recall 0.758664684499384
deviation 5/5   epoch 42/60   F1 0.7482267000179985   accuracy 0.7741691842900302   precision 0.7509769642122583   recall 0.7458725301295855
deviation 5/5   epoch 43/60   F1 0.7407079969767801   accuracy 0.7624622356495468   precision 0.7496297819827231   recall 0.7355774159052848
deviation 5/5   epoch 44/60   F1 0.7469874663668317   accuracy 0.7805891238670695   precision 0.7418012134923899   recall 0.7539285268319682
deviation 5/5   epoch 45/60   F1 0.7416613740957134   accuracy 0.7719033232628398   precision 0.7404334635952283   recall 0.7429803342834056
deviation 5/5   epoch 46/60   F1 0.7456620507405822   accuracy 0.7851208459214502   precision 0.7357774578362813   recall 0.7631176143597468
deviation 5/5   epoch 47/60   F1 0.7505703028878273   accuracy 0.779833836858006   precision 0.7492261415055532   recall 0.7520175717385922
deviation 5/5   epoch 48/60   F1 0.7274067097155933   accuracy 0.7424471299093656   precision 0.7477684080625258   recall 0.7239527052934656
deviation 5/5   epoch 49/60   F1 0.7214359736512846   accuracy 0.7337613293051359   precision 0.7472567873303168   recall 0.7210610576787704
deviation 5/5   epoch 50/60   F1 0.7433333888974292   accuracy 0.7628398791540786   precision 0.7553347387906211   recall 0.7377122751588698
deviation 5/5   epoch 51/60   F1 0.7434382631551489   accuracy 0.7643504531722054   precision 0.753326820238585   recall 0.7380577326362381
deviation 5/5   epoch 52/60   F1 0.7222255380180101   accuracy 0.7371601208459214   precision 0.7429530028794735   recall 0.7192455553003464
deviation 5/5   epoch 53/60   F1 0.7414543425702064   accuracy 0.7620845921450151   precision 0.751915364047717   recall 0.7360288095582213
deviation 5/5   epoch 54/60   F1 0.739841224208317   accuracy 0.7647280966767371   precision 0.7447629576306047   recall 0.7361843047822714
deviation 5/5   epoch 55/60   F1 0.7387104049719326   accuracy 0.7620845921450151   precision 0.7456370835047306   recall 0.7341923876382461
deviation 5/5   epoch 56/60   F1 0.7420420532427221   accuracy 0.7662386706948641   precision 0.7476064376799672   recall 0.7380517176495887
deviation 5/5   epoch 57/60   F1 0.732099232956866   accuracy 0.7530211480362538   precision 0.7428450226244344   recall 0.7268746697410771
deviation 5/5   epoch 58/60   F1 0.7338810887128402   accuracy 0.7522658610271903   precision 0.7482723159193747   recall 0.7286347450564437
deviation 5/5   epoch 59/60   F1 0.7350397153833801   accuracy 0.7552870090634441   precision 0.7465394899218429   recall 0.72968182645602
deviation 5/5   epoch 60/60   F1 0.7358574940396043   accuracy 0.7560422960725075   precision 0.7473904771698889   recall 0.730474625635916

