deviation 1/5   epoch 1/60   F1 0.41129231757158935   accuracy 0.6582326283987915   precision 0.49692513368983954   recall 0.4652161268040862
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deviation 1/5   epoch 2/60   F1 0.6645708950955374   accuracy 0.7428247734138973   precision 0.6544477581242287   recall 0.7276066989280616
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deviation 1/5   epoch 3/60   F1 0.6898598337447257   accuracy 0.7583081570996979   precision 0.6768870835047305   recall 0.7472721783758141
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deviation 1/5   epoch 4/60   F1 0.701379958544303   accuracy 0.7696374622356495   precision 0.6865127519539285   recall 0.7693642949172554
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deviation 1/5   epoch 5/60   F1 0.7097552064303982   accuracy 0.775679758308157   precision 0.6938914027149321   recall 0.7783258230828564
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deviation 1/5   epoch 6/60   F1 0.7251889934816764   accuracy 0.7828549848942599   precision 0.7089675030851501   recall 0.7798861929296712
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deviation 1/5   epoch 7/60   F1 0.7421975982412143   accuracy 0.7870090634441088   precision 0.7292009461127108   recall 0.7706896132918772
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deviation 1/5   epoch 8/60   F1 0.7417353087609071   accuracy 0.790785498489426   precision 0.726321472645002   recall 0.7819495290164916
deviation 1/5   epoch 9/60   F1 0.7454014071551793   accuracy 0.790785498489426   precision 0.7314582476347182   recall 0.7772865172865173
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deviation 1/5   epoch 10/60   F1 0.7465752052112853   accuracy 0.790785498489426   precision 0.7331705059646236   recall 0.7759315206445117
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deviation 1/5   epoch 11/60   F1 0.7478976474994612   accuracy 0.7938066465256798   precision 0.733149938296997   recall 0.7828677926979523
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deviation 1/5   epoch 12/60   F1 0.7444448791684599   accuracy 0.7904078549848943   precision 0.7303193130399013   recall 0.7773668953933441
deviation 1/5   epoch 13/60   F1 0.7393327605956472   accuracy 0.783987915407855   precision 0.7269385026737968   recall 0.7658991228070176
deviation 1/5   epoch 14/60   F1 0.7533779330596957   accuracy 0.7926737160120846   precision 0.7422896955985192   recall 0.7737162968239342
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deviation 1/5   epoch 15/60   F1 0.750109811672981   accuracy 0.7922960725075529   precision 0.7374408679555738   recall 0.7760491391678623
deviation 1/5   epoch 16/60   F1 0.7490392616273978   accuracy 0.790785498489426   precision 0.7368803990127519   recall 0.7733062411010916
deviation 1/5   epoch 17/60   F1 0.7515762378920274   accuracy 0.790785498489426   precision 0.7408756684491978   recall 0.7709179129509467
deviation 1/5   epoch 18/60   F1 0.7490643726507783   accuracy 0.7885196374622356   precision 0.7386080830933772   recall 0.7678972967511943
deviation 1/5   epoch 19/60   F1 0.7593840425338579   accuracy 0.7960725075528701   precision 0.7494009666803785   recall 0.7762008889040741
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deviation 1/5   epoch 20/60   F1 0.7497810047476638   accuracy 0.7904078549848943   precision 0.7383098519127931   recall 0.7716582884381913
deviation 1/5   epoch 21/60   F1 0.7486178312135399   accuracy 0.7919184290030211   precision 0.7354458041958042   recall 0.7766839558261598
deviation 1/5   epoch 22/60   F1 0.7617155746710691   accuracy 0.7964501510574018   precision 0.7531082887700535   recall 0.775095757069397
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deviation 1/5   epoch 23/60   F1 0.7558863024293558   accuracy 0.7945619335347432   precision 0.7448452283011107   recall 0.7758683618224953
deviation 1/5   epoch 24/60   F1 0.7530229692145147   accuracy 0.7926737160120846   precision 0.741718942821884   recall 0.7740505448204348
deviation 1/5   epoch 25/60   F1 0.7588276185314595   accuracy 0.793429003021148   precision 0.7508458453311395   recall 0.7709318671706601
deviation 1/5   epoch 26/60   F1 0.7526632434089516   accuracy 0.7938066465256798   precision 0.7402843480049363   recall 0.777233626008543
deviation 1/5   epoch 27/60   F1 0.7573024891774891   accuracy 0.7953172205438066   precision 0.7465523447141095   recall 0.7763341401567543
deviation 1/5   epoch 28/60   F1 0.7585949998431569   accuracy 0.7892749244712991   precision 0.7545840189222541   recall 0.7635384730028956
deviation 1/5   epoch 29/60   F1 0.7449163016423133   accuracy 0.7820996978851964   precision 0.7369395310571781   recall 0.7575224224879443
deviation 1/5   epoch 30/60   F1 0.7556483223169155   accuracy 0.7877643504531722   precision 0.7505990333196215   recall 0.7622497847610847
deviation 1/5   epoch 31/60   F1 0.7538416909505663   accuracy 0.7870090634441088   precision 0.7480357877416701   recall 0.7617732289959517
deviation 1/5   epoch 32/60   F1 0.7501482022787036   accuracy 0.7809667673716012   precision 0.7472207939119704   recall 0.7535872044726328
deviation 1/5   epoch 33/60   F1 0.749029994384776   accuracy 0.7794561933534743   precision 0.7466603249691485   recall 0.7517323803601462
deviation 1/5   epoch 34/60   F1 0.7420548693772127   accuracy 0.7832326283987915   precision 0.7315096668037844   recall 0.761771246675097
deviation 1/5   epoch 35/60   F1 0.7380253103119252   accuracy 0.7832326283987915   precision 0.7255167626491157   recall 0.7652785338414081
deviation 1/5   epoch 36/60   F1 0.7478446674098848   accuracy 0.7832326283987915   precision 0.7409270876182641   recall 0.7580376024319323
deviation 1/5   epoch 37/60   F1 0.7475453774634735   accuracy 0.779833836858006   precision 0.743518613739202   recall 0.7525895569702533
deviation 1/5   epoch 38/60   F1 0.7522318916443105   accuracy 0.783987915407855   precision 0.7480563554092965   recall 0.7574691786305171
deviation 1/5   epoch 39/60   F1 0.7395989813461559   accuracy 0.7700151057401813   precision 0.7384486836692719   recall 0.7408301443404708
deviation 1/5   epoch 40/60   F1 0.7494202103111575   accuracy 0.7790785498489426   precision 0.747804401480872   recall 0.7511872209485129
deviation 1/5   epoch 41/60   F1 0.7432825553282376   accuracy 0.7794561933534743   precision 0.7363867749897162   recall 0.7535581422925992
deviation 1/5   epoch 42/60   F1 0.7455852116600372   accuracy 0.7753021148036254   precision 0.7444055944055944   recall 0.7468465485846714
deviation 1/5   epoch 43/60   F1 0.7468827891986447   accuracy 0.7760574018126888   precision 0.7461127108185932   recall 0.7476870224217973
deviation 1/5   epoch 44/60   F1 0.7379276217265043   accuracy 0.770392749244713   precision 0.7350215960510078   recall 0.7413838630290355
deviation 1/5   epoch 45/60   F1 0.7423941809701117   accuracy 0.7741691842900302   precision 0.7395619086795557   recall 0.7457310882263744
deviation 1/5   epoch 46/60   F1 0.7475558319767492   accuracy 0.7707703927492447   precision 0.7538538667215138   recall 0.7431852816491646
deviation 1/5   epoch 47/60   F1 0.7400614622755362   accuracy 0.7753021148036254   precision 0.7344174208144796   recall 0.7479349292835219
deviation 1/5   epoch 48/60   F1 0.7434844480264224   accuracy 0.7685045317220544   precision 0.7478763883175648   recall 0.7400915901081189
deviation 1/5   epoch 49/60   F1 0.7338271640338322   accuracy 0.7617069486404834   precision 0.7359368572603866   recall 0.7319757180042807
deviation 1/5   epoch 50/60   F1 0.7372005337878349   accuracy 0.7715256797583081   precision 0.7327308720691074   recall 0.7430462469299715
deviation 1/5   epoch 51/60   F1 0.7392419284058269   accuracy 0.7790785498489426   precision 0.730111065405183   recall 0.7550525577137484
deviation 1/5   epoch 52/60   F1 0.7360166929111059   accuracy 0.7711480362537765   precision 0.7310211846976553   recall 0.742778751928413
deviation 1/5   epoch 53/60   F1 0.7385962250256675   accuracy 0.7707703927492447   precision 0.7358751542575073   recall 0.7417946026719798
deviation 1/5   epoch 54/60   F1 0.7431203683778482   accuracy 0.7768126888217523   precision 0.7384024064171123   recall 0.7493132251297427
deviation 1/5   epoch 55/60   F1 0.7394915341997619   accuracy 0.770392749244713   precision 0.7378753599341834   recall 0.7412696094793058
deviation 1/5   epoch 56/60   F1 0.7443971610355311   accuracy 0.7768126888217523   precision 0.7406854175236528   recall 0.7489855217008261
deviation 1/5   epoch 57/60   F1 0.7374670492453402   accuracy 0.7688821752265861   precision 0.7356026326614562   recall 0.7395516379643862
deviation 1/5   epoch 58/60   F1 0.7304305335168819   accuracy 0.7658610271903323   precision 0.7259204031262855   recall 0.7364238054240206
deviation 1/5   epoch 59/60   F1 0.7334401610633468   accuracy 0.7779456193353474   precision 0.7221282394076511   recall 0.756770772966242
deviation 1/5   epoch 60/60   F1 0.7347690534458338   accuracy 0.7669939577039275   precision 0.7324763471822295   recall 0.7374057701332756

deviation 2/5   epoch 1/60   F1 0.4991343507540153   accuracy 0.6842900302114804   precision 0.5412664541341012   recall 0.663194550353312
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deviation 2/5   epoch 2/60   F1 0.6510770066374365   accuracy 0.7522658610271903   precision 0.6441099341834636   recall 0.7842977637792081
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deviation 2/5   epoch 3/60   F1 0.7091291024898376   accuracy 0.7707703927492447   precision 0.6944955779514603   recall 0.762597073287566
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deviation 2/5   epoch 4/60   F1 0.7324096788581623   accuracy 0.7809667673716012   precision 0.7189685314685315   recall 0.7650958665338645
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deviation 2/5   epoch 5/60   F1 0.7346312200625816   accuracy 0.783987915407855   precision 0.7203748457424928   recall 0.7708765875686933
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deviation 2/5   epoch 6/60   F1 0.7357703651626384   accuracy 0.7847432024169184   precision 0.7215112093788565   recall 0.7716749700447751
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deviation 2/5   epoch 7/60   F1 0.742864849636454   accuracy 0.7858761329305136   precision 0.7309209173179761   recall 0.7671882378751427
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deviation 2/5   epoch 8/60   F1 0.746381201333278   accuracy 0.790785498489426   precision 0.732885129576306   recall 0.7761508444607036
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deviation 2/5   epoch 9/60   F1 0.7462398694027521   accuracy 0.7941842900302115   precision 0.7305789798436857   recall 0.7862790443426724
deviation 2/5   epoch 10/60   F1 0.7528358864547302   accuracy 0.7945619335347432   precision 0.7399938296997121   recall 0.7790172166427547
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deviation 2/5   epoch 11/60   F1 0.7551989722717477   accuracy 0.7964501510574018   precision 0.742263986013986   recall 0.7813858921843306
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deviation 2/5   epoch 12/60   F1 0.7482937060891764   accuracy 0.7938066465256798   precision 0.7337206910736322   recall 0.782355425934036
deviation 2/5   epoch 13/60   F1 0.7470401528458293   accuracy 0.7892749244712991   precision 0.7348930481283422   recall 0.7715263475420749
deviation 2/5   epoch 14/60   F1 0.7474355096933155   accuracy 0.7922960725075529   precision 0.7334455985191279   recall 0.7790888525517292
deviation 2/5   epoch 15/60   F1 0.7597393781288764   accuracy 0.7930513595166163   precision 0.7528460510078157   recall 0.7695893399999452
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deviation 2/5   epoch 16/60   F1 0.7505014414535328   accuracy 0.7900302114803626   precision 0.7397393048128342   recall 0.7701154919051385
deviation 2/5   epoch 17/60   F1 0.752301731478028   accuracy 0.793429003021148   precision 0.740001542575072   recall 0.7766465814805842
deviation 2/5   epoch 18/60   F1 0.7528457285865207   accuracy 0.7938066465256798   precision 0.7405697243932539   recall 0.7770410504655741
deviation 2/5   epoch 19/60   F1 0.7566390057263606   accuracy 0.7990936555891238   precision 0.7425313656931304   recall 0.7870090634441087
deviation 2/5   epoch 20/60   F1 0.7506826948206452   accuracy 0.7911631419939577   precision 0.7391608391608392   recall 0.7726283605415112
deviation 2/5   epoch 21/60   F1 0.7570640179357115   accuracy 0.7919184290030211   precision 0.7491438708350473   recall 0.7690936101826109
deviation 2/5   epoch 22/60   F1 0.7576549494301709   accuracy 0.7930513595166163   precision 0.7491361579596874   recall 0.7709934337841314
deviation 2/5   epoch 23/60   F1 0.7630112151906258   accuracy 0.7998489425981873   precision 0.752229020979021   recall 0.781719139453946
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deviation 2/5   epoch 24/60   F1 0.7593488573378384   accuracy 0.7938066465256798   precision 0.7514140271493213   recall 0.7713351442690544
deviation 2/5   epoch 25/60   F1 0.7564220125205507   accuracy 0.7949395770392749   precision 0.7454134101192925   recall 0.77626465619223
deviation 2/5   epoch 26/60   F1 0.7510438316642397   accuracy 0.7911631419939577   precision 0.7397315919374743   recall 0.7722878636896222
deviation 2/5   epoch 27/60   F1 0.7567714917825537   accuracy 0.7892749244712991   precision 0.7511595022624434   recall 0.7643154761904762
deviation 2/5   epoch 28/60   F1 0.751151685667579   accuracy 0.7783232628398792   precision 0.7520901892225422   recall 0.7502604939335062
deviation 2/5   epoch 29/60   F1 0.7616625693520869   accuracy 0.797583081570997   precision 0.7519590703414233   recall 0.7776417927361323
deviation 2/5   epoch 30/60   F1 0.7537067351750175   accuracy 0.7847432024169184   precision 0.7500488482106129   recall 0.7581594733768647
deviation 2/5   epoch 31/60   F1 0.7517732161484674   accuracy 0.7873867069486404   precision 0.7440379473467709   recall 0.7635788392184631
deviation 2/5   epoch 32/60   F1 0.7534277374014217   accuracy 0.7813444108761329   precision 0.7532111271081859   recall 0.7536469033915864
deviation 2/5   epoch 33/60   F1 0.7577987353380509   accuracy 0.7843655589123867   precision 0.7586127108185932   recall 0.7570190617999384
deviation 2/5   epoch 34/60   F1 0.7523540610275108   accuracy 0.7794561933534743   precision 0.7532239819004525   recall 0.7515245615289539
deviation 2/5   epoch 35/60   F1 0.7622631145289755   accuracy 0.7956948640483383   precision 0.7548256890168654   recall 0.7731295317155504
deviation 2/5   epoch 36/60   F1 0.7582694530826752   accuracy 0.7979607250755287   precision 0.7459635952283011   recall 0.781934820806949
deviation 2/5   epoch 37/60   F1 0.7556419559815145   accuracy 0.7866314199395771   precision 0.7517482517482517   recall 0.7604298608686979
deviation 2/5   epoch 38/60   F1 0.7517209047935305   accuracy 0.7824773413897281   precision 0.7486373920197449   recall 0.7553682520569938
deviation 2/5   epoch 39/60   F1 0.7554653764112169   accuracy 0.7854984894259819   precision 0.7526120937885643   recall 0.7587863463969658
deviation 2/5   epoch 40/60   F1 0.7524966446867047   accuracy 0.7760574018126888   precision 0.7578131427396133   recall 0.748546485509469
deviation 2/5   epoch 41/60   F1 0.7568751456824656   accuracy 0.7805891238670695   precision 0.7614921842863019   recall 0.7532797688084383
deviation 2/5   epoch 42/60   F1 0.7548390098865332   accuracy 0.7820996978851964   precision 0.7552036199095022   recall 0.7544814789890114
deviation 2/5   epoch 43/60   F1 0.7502164207168258   accuracy 0.7741691842900302   precision 0.7552576100370219   recall 0.7464259121370067
deviation 2/5   epoch 44/60   F1 0.7450543831090296   accuracy 0.7707703927492447   precision 0.7484317153434801   recall 0.7422765420119634
deviation 2/5   epoch 45/60   F1 0.7482267000179985   accuracy 0.7741691842900302   precision 0.7509769642122583   recall 0.7458725301295855
deviation 2/5   epoch 46/60   F1 0.7465502943033686   accuracy 0.7749244712990937   precision 0.7466911764705882   recall 0.7464105309923139
deviation 2/5   epoch 47/60   F1 0.7484979800476097   accuracy 0.7741691842900302   precision 0.7515477169888934   recall 0.7459311839092305
deviation 2/5   epoch 48/60   F1 0.7532064756133351   accuracy 0.7870090634441088   precision 0.7468942821883999   recall 0.7620817640958463
deviation 2/5   epoch 49/60   F1 0.7485393642967417   accuracy 0.7711480362537765   precision 0.7555635540929659   recall 0.7438649817599278
deviation 2/5   epoch 50/60   F1 0.7524298227171966   accuracy 0.779833836858006   precision 0.7529360345536816   recall 0.7519374112920109
deviation 2/5   epoch 51/60   F1 0.7398226750136898   accuracy 0.7601963746223565   precision 0.7507867132867133   recall 0.7343775435241088
deviation 2/5   epoch 52/60   F1 0.7480419422627835   accuracy 0.7753021148036254   precision 0.749256993006993   recall 0.74690716628243
deviation 2/5   epoch 53/60   F1 0.7472478523703467   accuracy 0.7734138972809668   precision 0.7498406005758946   recall 0.7450104379922748
deviation 2/5   epoch 54/60   F1 0.7436661963486118   accuracy 0.7775679758308157   precision 0.7386826408885232   recall 0.7503021336397919
deviation 2/5   epoch 55/60   F1 0.7409923267072851   accuracy 0.7669939577039275   precision 0.7444621554915672   recall 0.7381688605348568
deviation 2/5   epoch 56/60   F1 0.7375733724927214   accuracy 0.7722809667673716   precision 0.7327257301522008   recall 0.744055229961951
deviation 2/5   epoch 57/60   F1 0.7338653471521668   accuracy 0.7575528700906344   precision 0.7408165364047716   recall 0.7294013200592679
deviation 2/5   epoch 58/60   F1 0.7420590547650341   accuracy 0.7715256797583081   precision 0.7415775401069519   recall 0.7425542487456238
deviation 2/5   epoch 59/60   F1 0.7344273629517644   accuracy 0.7651057401812689   precision 0.7336307075277664   recall 0.735263811940144
deviation 2/5   epoch 60/60   F1 0.7384214999983592   accuracy 0.7726586102719033   precision 0.7338646647470177   recall 0.7443987694622443

deviation 3/5   epoch 1/60   F1 0.4676494177318058   accuracy 0.6786253776435045   precision 0.526750822706705   recall 0.6617900305931653
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deviation 3/5   epoch 2/60   F1 0.6977928550487917   accuracy 0.7530211480362538   precision 0.6869112505141917   recall 0.727255961088813
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deviation 3/5   epoch 3/60   F1 0.7069341310543776   accuracy 0.7681268882175226   precision 0.6928013163307281   recall 0.7572139047521051
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deviation 3/5   epoch 4/60   F1 0.7018646084458624   accuracy 0.7692598187311178   precision 0.6870860756890169   recall 0.7673485489335945
deviation 3/5   epoch 5/60   F1 0.7172084344650811   accuracy 0.7783232628398792   precision 0.7012931921020157   recall 0.7762685833803074
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deviation 3/5   epoch 6/60   F1 0.7321358153302147   accuracy 0.777190332326284   precision 0.7207064993829699   recall 0.7561015265376503
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deviation 3/5   epoch 7/60   F1 0.729219060799849   accuracy 0.7843655589123867   precision 0.7132378650761004   recall 0.779033621396581
deviation 3/5   epoch 8/60   F1 0.7420975563884524   accuracy 0.7809667673716012   precision 0.7332373508844097   recall 0.7570117287098419
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deviation 3/5   epoch 9/60   F1 0.7402441845096484   accuracy 0.7847432024169184   precision 0.7277894899218429   recall 0.7668962068633121
deviation 3/5   epoch 10/60   F1 0.7419030109561984   accuracy 0.7858761329305136   precision 0.7294940353763884   recall 0.7681053481256218
deviation 3/5   epoch 11/60   F1 0.7461952177741651   accuracy 0.7862537764350453   precision 0.7357697449609214   recall 0.7651751737858126
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deviation 3/5   epoch 12/60   F1 0.7475688184363274   accuracy 0.7843655589123867   precision 0.7394924928013163   recall 0.7602971595271211
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deviation 3/5   epoch 13/60   F1 0.7460049153761121   accuracy 0.783987915407855   precision 0.7372120526532291   recall 0.7605324387819644
deviation 3/5   epoch 14/60   F1 0.7481264351493359   accuracy 0.7854984894259819   precision 0.7394847799259564   recall 0.7621728117084154
update
deviation 3/5   epoch 15/60   F1 0.7465218003352914   accuracy 0.7881419939577039   precision 0.7349007610037022   recall 0.769254089815705
deviation 3/5   epoch 16/60   F1 0.7456309356733114   accuracy 0.7870090634441088   precision 0.734337721102427   recall 0.7673745966559109
deviation 3/5   epoch 17/60   F1 0.7483369895491274   accuracy 0.7892749244712991   precision 0.7368906828465652   recall 0.7702874743326489
update
deviation 3/5   epoch 18/60   F1 0.7407641040178499   accuracy 0.7828549848942599   precision 0.7297999794323323   recall 0.7619575674049912
deviation 3/5   epoch 19/60   F1 0.7413796125836278   accuracy 0.7790785498489426   precision 0.7335355820649938   recall 0.7538227731023753
deviation 3/5   epoch 20/60   F1 0.7502736931696521   accuracy 0.7877643504531722   precision 0.7411816125051419   recall 0.7653275371008844
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deviation 3/5   epoch 21/60   F1 0.7473981056628802   accuracy 0.7843655589123867   precision 0.7392071164129987   recall 0.7604002896695039
deviation 3/5   epoch 22/60   F1 0.745414431102027   accuracy 0.7817220543806647   precision 0.7380836075689017   recall 0.7565519725177305
deviation 3/5   epoch 23/60   F1 0.7427926547664109   accuracy 0.7802114803625377   precision 0.7349547511312218   recall 0.7551632673004705
deviation 3/5   epoch 24/60   F1 0.7514569734203678   accuracy 0.783987915407855   precision 0.7466294734677088   recall 0.7577385510283587
update
deviation 3/5   epoch 25/60   F1 0.7500208667610267   accuracy 0.7783232628398792   precision 0.7498071781160016   recall 0.7502370962040785
deviation 3/5   epoch 26/60   F1 0.7474361286464117   accuracy 0.7820996978851964   precision 0.7412201768819415   recall 0.7562462148549065
deviation 3/5   epoch 27/60   F1 0.7449699537194513   accuracy 0.7741691842900302   precision 0.7444133072809543   recall 0.745544569799157
deviation 3/5   epoch 28/60   F1 0.7472720310506045   accuracy 0.7820996978851964   precision 0.740934800493624   recall 0.7563196816312296
deviation 3/5   epoch 29/60   F1 0.7452757402235282   accuracy 0.7794561933534743   precision 0.739811291649527   recall 0.7527318295739348
deviation 3/5   epoch 30/60   F1 0.7452832857716777   accuracy 0.7688821752265861   precision 0.7512983340189223   recall 0.7410581947948496
deviation 3/5   epoch 31/60   F1 0.752199139060453   accuracy 0.7817220543806647   precision 0.750354792266557   recall 0.754238040410528
update
deviation 3/5   epoch 32/60   F1 0.7497357779450505   accuracy 0.7768126888217523   precision 0.7509589675030851   recall 0.7485930957115126
deviation 3/5   epoch 33/60   F1 0.7514117198481773   accuracy 0.773036253776435   precision 0.7595459687371453   recall 0.7463158934907561
deviation 3/5   epoch 34/60   F1 0.7492289914519449   accuracy 0.775679758308157   precision 0.7512520567667627   recall 0.7474226543116107
deviation 3/5   epoch 35/60   F1 0.7483291641638978   accuracy 0.7734138972809668   precision 0.7521236116824352   recall 0.7452704663005092
deviation 3/5   epoch 36/60   F1 0.7502276084130219   accuracy 0.7753021148036254   precision 0.753823015220074   recall 0.7472887396044086
deviation 3/5   epoch 37/60   F1 0.7405421985296936   accuracy 0.7654833836858006   precision 0.7453285684903332   recall 0.7369511195042111
deviation 3/5   epoch 38/60   F1 0.7388949517766219   accuracy 0.7654833836858006   precision 0.7419040518305224   recall 0.7363835633645799
deviation 3/5   epoch 39/60   F1 0.7378809141940657   accuracy 0.7613293051359517   precision 0.7447860962566845   recall 0.733381049494078
deviation 3/5   epoch 40/60   F1 0.7426627793974733   accuracy 0.7651057401812689   precision 0.7504679144385027   recall 0.7377984929811586
deviation 3/5   epoch 41/60   F1 0.7464002275152466   accuracy 0.7768126888217523   precision 0.7443953105717811   recall 0.7486452482823245
deviation 3/5   epoch 42/60   F1 0.7436031780749202   accuracy 0.7768126888217523   precision 0.739258535582065   recall 0.749179493873398
deviation 3/5   epoch 43/60   F1 0.7364524944968376   accuracy 0.7681268882175226   precision 0.7344662690250925   recall 0.738691356409082
deviation 3/5   epoch 44/60   F1 0.7417014955535983   accuracy 0.7685045317220544   precision 0.7441664952694365   recall 0.7395694001683804
deviation 3/5   epoch 45/60   F1 0.7348179667869905   accuracy 0.7658610271903323   precision 0.7336255656108597   recall 0.7361003213963724
deviation 3/5   epoch 46/60   F1 0.7390482061346402   accuracy 0.7692598187311178   precision 0.7381684491978611   recall 0.739975079769993
deviation 3/5   epoch 47/60   F1 0.7409736922159142   accuracy 0.7662386706948641   precision 0.7453234265734265   recall 0.737618806601809
deviation 3/5   epoch 48/60   F1 0.7402075431942688   accuracy 0.7749244712990937   precision 0.734990744549568   recall 0.7472997835497835
deviation 3/5   epoch 49/60   F1 0.7316140869961614   accuracy 0.7586858006042296   precision 0.734815919374743   recall 0.7289980926018904
deviation 3/5   epoch 50/60   F1 0.743664371917389   accuracy 0.7715256797583081   precision 0.7447166803784451   recall 0.7426741706954081
deviation 3/5   epoch 51/60   F1 0.7372451018595461   accuracy 0.7669939577039275   precision 0.7370423693953105   recall 0.7374503192509241
deviation 3/5   epoch 52/60   F1 0.743455319932649   accuracy 0.7711480362537765   precision 0.7447192513368983   recall 0.7422806236080177
deviation 3/5   epoch 53/60   F1 0.7427818297061304   accuracy 0.7677492447129909   precision 0.7473107774578363   recall 0.7393160904706076
deviation 3/5   epoch 54/60   F1 0.7344096517283131   accuracy 0.7688821752265861   precision 0.7301804812834225   recall 0.7398886444687971
deviation 3/5   epoch 55/60   F1 0.7442333810528924   accuracy 0.7715256797583081   precision 0.7458581859317153   recall 0.7427540163796578
deviation 3/5   epoch 56/60   F1 0.7303370508284659   accuracy 0.7515105740181269   precision 0.7408576717400247   recall 0.7251786473994275
deviation 3/5   epoch 57/60   F1 0.7463013201286848   accuracy 0.770392749244713   precision 0.7515734265734266   recall 0.7424191374663073
deviation 3/5   epoch 58/60   F1 0.7376743234779052   accuracy 0.7658610271903323   precision 0.7390477169888934   recall 0.7364098652428173
deviation 3/5   epoch 59/60   F1 0.7306966015290393   accuracy 0.7605740181268882   precision 0.731093171534348   recall 0.7303098008368287
deviation 3/5   epoch 60/60   F1 0.7404873607405253   accuracy 0.7658610271903323   precision 0.7447552447552448   recall 0.7371817230554587

deviation 4/5   epoch 1/60   F1 0.6057496742996111   accuracy 0.7095921450151057   precision 0.605589263677499   recall 0.6793937434957756
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deviation 4/5   epoch 2/60   F1 0.7211532229179197   accuracy 0.7760574018126888   precision 0.7067307692307692   recall 0.763938979907518
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deviation 4/5   epoch 3/60   F1 0.7267272845627588   accuracy 0.7790785498489426   precision 0.712417729329494   recall 0.7661467556700176
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deviation 4/5   epoch 4/60   F1 0.720923713770345   accuracy 0.7836102719033232   precision 0.7038255861785273   recall 0.7895398788410004
deviation 4/5   epoch 5/60   F1 0.7324713953151549   accuracy 0.783987915407855   precision 0.7175210818593172   recall 0.7734877797280217
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deviation 4/5   epoch 6/60   F1 0.7501364627191018   accuracy 0.7911631419939577   precision 0.7383047099958865   recall 0.7731558531976263
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deviation 4/5   epoch 7/60   F1 0.7356199972712387   accuracy 0.7877643504531722   precision 0.7197783833813246   recall 0.7809345094121358
deviation 4/5   epoch 8/60   F1 0.7410709943919688   accuracy 0.7896525679758308   precision 0.7260438091320445   recall 0.7793908642346041
deviation 4/5   epoch 9/60   F1 0.7473363100351786   accuracy 0.793429003021148   precision 0.7325817564788153   recall 0.7824808919857581
deviation 4/5   epoch 10/60   F1 0.7335611174265536   accuracy 0.7870090634441088   precision 0.7175005141916907   recall 0.7814309903760108
deviation 4/5   epoch 11/60   F1 0.7496044002272844   accuracy 0.7896525679758308   precision 0.7386003702180173   recall 0.7700299908856222
deviation 4/5   epoch 12/60   F1 0.7589580972721517   accuracy 0.797583081570997   precision 0.7473930481283423   recall 0.7802318131516104
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deviation 4/5   epoch 13/60   F1 0.7597480920104606   accuracy 0.7945619335347432   precision 0.7514088852324146   recall 0.7726025869759143
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deviation 4/5   epoch 14/60   F1 0.7533877650395895   accuracy 0.793429003021148   precision 0.7417138009049774   recall 0.7755385768514713
deviation 4/5   epoch 15/60   F1 0.7529737608543956   accuracy 0.790785498489426   precision 0.7431586795557383   recall 0.7697417205699488
deviation 4/5   epoch 16/60   F1 0.7564220125205507   accuracy 0.7949395770392749   precision 0.7454134101192925   recall 0.77626465619223
deviation 4/5   epoch 17/60   F1 0.7573557286476187   accuracy 0.793429003021148   precision 0.7482774578362814   recall 0.7720191655628299
deviation 4/5   epoch 18/60   F1 0.753278455334424   accuracy 0.7877643504531722   precision 0.746318387494858   recall 0.7634150364983572
deviation 4/5   epoch 19/60   F1 0.7449666697145048   accuracy 0.7911631419939577   precision 0.7305995475113123   recall 0.7788803928838768
deviation 4/5   epoch 20/60   F1 0.7603875965567408   accuracy 0.7911631419939577   precision 0.7559980460715755   recall 0.7658912073892937
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deviation 4/5   epoch 21/60   F1 0.7554959542443267   accuracy 0.790785498489426   precision 0.7474393253805018   recall 0.7678779680641723
deviation 4/5   epoch 22/60   F1 0.7539091644686373   accuracy 0.7862537764350453   precision 0.7488970588235294   recall 0.760468682737839
deviation 4/5   epoch 23/60   F1 0.7545431596719142   accuracy 0.7843655589123867   precision 0.7520490538872892   recall 0.7573934960470222
deviation 4/5   epoch 24/60   F1 0.754348809847045   accuracy 0.7832326283987915   precision 0.7529128959276018   recall 0.7558997970969252
deviation 4/5   epoch 25/60   F1 0.760184352590444   accuracy 0.7877643504531722   precision 0.759445701357466   recall 0.7609518637756487
deviation 4/5   epoch 26/60   F1 0.7558021312277039   accuracy 0.7877643504531722   precision 0.7508844097079391   recall 0.7621851448837302
deviation 4/5   epoch 27/60   F1 0.7521037502600225   accuracy 0.7873867069486404   precision 0.7446087001234061   recall 0.7633805575413977
deviation 4/5   epoch 28/60   F1 0.7600293852428281   accuracy 0.7941842900302115   precision 0.7522675853558207   recall 0.7716272039674702
deviation 4/5   epoch 29/60   F1 0.7500871278000125   accuracy 0.7873867069486404   precision 0.7411841834635953   recall 0.764678518905155
deviation 4/5   epoch 30/60   F1 0.7561970958863252   accuracy 0.7854984894259819   precision 0.7540389757301522   recall 0.7586167637243997
deviation 4/5   epoch 31/60   F1 0.7557756456726837   accuracy 0.783987915407855   precision 0.7549053887289181   recall 0.7566872055092424
deviation 4/5   epoch 32/60   F1 0.7559853718711531   accuracy 0.7851208459214502   precision 0.7540415466886055   recall 0.7581405297377435
deviation 4/5   epoch 33/60   F1 0.7491022767503603   accuracy 0.7764350453172205   precision 0.7501054092965858   recall 0.7481537884643346
deviation 4/5   epoch 34/60   F1 0.7512760253758568   accuracy 0.7734138972809668   precision 0.7586872686137391   recall 0.746424941527987
deviation 4/5   epoch 35/60   F1 0.7528585749511219   accuracy 0.7813444108761329   precision 0.7520696215549156   recall 0.7536820377877436
deviation 4/5   epoch 36/60   F1 0.7547047403309255   accuracy 0.7836102719033232   precision 0.753195701357466   recall 0.7563408125324143
deviation 4/5   epoch 37/60   F1 0.7536770775392853   accuracy 0.7787009063444109   precision 0.7569390168654875   recall 0.7509491668424383
deviation 4/5   epoch 38/60   F1 0.7571299450694663   accuracy 0.7896525679758308   precision 0.7514423076923077   recall 0.7648009850062714
deviation 4/5   epoch 39/60   F1 0.7541284174155349   accuracy 0.7813444108761329   precision 0.7546380090497737   recall 0.7536326661788327
deviation 4/5   epoch 40/60   F1 0.7532989185349701   accuracy 0.7749244712990937   precision 0.7612453722747841   recall 0.7482362023139462
deviation 4/5   epoch 41/60   F1 0.7494202103111575   accuracy 0.7790785498489426   precision 0.747804401480872   recall 0.7511872209485129
deviation 4/5   epoch 42/60   F1 0.7445117624234472   accuracy 0.7722809667673716   precision 0.7455676676264911   recall 0.7435180552412942
deviation 4/5   epoch 43/60   F1 0.7503770739064857   accuracy 0.7779456193353474   precision 0.7509512546277253   recall 0.7498208435708436
deviation 4/5   epoch 44/60   F1 0.7552560564587798   accuracy 0.7851208459214502   precision 0.7526146647470177   recall 0.7582966124808181
deviation 4/5   epoch 45/60   F1 0.7538325873010496   accuracy 0.7885196374622356   precision 0.746598621966269   recall 0.7645117878544698
deviation 4/5   epoch 46/60   F1 0.749068751188507   accuracy 0.7749244712990937   precision 0.7518279514603043   recall 0.7467062097799941
deviation 4/5   epoch 47/60   F1 0.7547799788909637   accuracy 0.7794561933534743   precision 0.7583607568901687   recall 0.7518344025661587
deviation 4/5   epoch 48/60   F1 0.747809651792446   accuracy 0.7873867069486404   precision 0.7374742904154669   recall 0.7663915307750598
deviation 4/5   epoch 49/60   F1 0.7453047008676812   accuracy 0.7847432024169184   precision 0.7354946524064171   recall 0.7625765745621955
deviation 4/5   epoch 50/60   F1 0.7517206759836859   accuracy 0.7790785498489426   precision 0.7523704236939531   recall 0.75109368435256
deviation 4/5   epoch 51/60   F1 0.7529923824972844   accuracy 0.7820996978851964   precision 0.751493726861374   recall 0.7546176966860605
deviation 4/5   epoch 52/60   F1 0.7471906108038793   accuracy 0.7794561933534743   precision 0.7432358083093378   recall 0.7521272881839235
deviation 4/5   epoch 53/60   F1 0.7568995934066767   accuracy 0.7802114803625377   precision 0.7620655080213904   recall 0.7529982625961777
deviation 4/5   epoch 54/60   F1 0.7549163775695127   accuracy 0.783987915407855   precision 0.7531931303990127   recall 0.7568059495994659
deviation 4/5   epoch 55/60   F1 0.7558497079213765   accuracy 0.7817220543806647   precision 0.7577745783628137   recall 0.7541140451588213
deviation 4/5   epoch 56/60   F1 0.7491680669500181   accuracy 0.7741691842900302   precision 0.7529745989304812   recall 0.7460983222785798
deviation 4/5   epoch 57/60   F1 0.7348420567132503   accuracy 0.7488670694864048   precision 0.7568567461949814   recall 0.7315675899941533
deviation 4/5   epoch 58/60   F1 0.753272576116453   accuracy 0.775679758308157   precision 0.7600987248046072   recall 0.7486219480726933
deviation 4/5   epoch 59/60   F1 0.7505638726539574   accuracy 0.7768126888217523   precision 0.7526712258329905   recall 0.7486893887778657
deviation 4/5   epoch 60/60   F1 0.7451209295169816   accuracy 0.7677492447129909   precision 0.7524475524475525   recall 0.7403793014600805

deviation 5/5   epoch 1/60   F1 0.5047522682254162   accuracy 0.6786253776435045   precision 0.5407342657342658   recall 0.6300417973903819
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deviation 5/5   epoch 2/60   F1 0.7177378874476654   accuracy 0.7741691842900302   precision 0.703319107363225   recall 0.7624342943612615
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deviation 5/5   epoch 3/60   F1 0.7275692283494596   accuracy 0.7836102719033232   precision 0.7115307486631016   recall 0.7789223401108712
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deviation 5/5   epoch 4/60   F1 0.7331085935104231   accuracy 0.7870090634441088   precision 0.7169297614150556   recall 0.7820888287113652
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deviation 5/5   epoch 5/60   F1 0.7436963298486127   accuracy 0.7877643504531722   precision 0.7309080625257096   recall 0.7710834100478396
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deviation 5/5   epoch 6/60   F1 0.7631343421484049   accuracy 0.793429003021148   precision 0.7588363842040313   recall 0.7684779065139433
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deviation 5/5   epoch 7/60   F1 0.7590879005297475   accuracy 0.7858761329305136   precision 0.7594585561497327   recall 0.7587243751822619
deviation 5/5   epoch 8/60   F1 0.7533699112646481   accuracy 0.7922960725075529   precision 0.74257764294529   recall 0.7728321593393248
deviation 5/5   epoch 9/60   F1 0.7551962229135964   accuracy 0.7953172205438066   precision 0.7431278280542987   recall 0.7784264885999623
deviation 5/5   epoch 10/60   F1 0.7536382876181296   accuracy 0.7904078549848943   precision 0.7445881324557795   recall 0.7684140548127824
deviation 5/5   epoch 11/60   F1 0.7567142521777057   accuracy 0.7877643504531722   precision 0.7525966680378444   recall 0.7618303339436046
deviation 5/5   epoch 12/60   F1 0.7559146917290591   accuracy 0.7919184290030211   precision 0.7471462361168244   recall 0.7699054572816986
deviation 5/5   epoch 13/60   F1 0.7624195602424814   accuracy 0.7956948640483383   precision 0.755111065405183   recall 0.7730231185602645
deviation 5/5   epoch 14/60   F1 0.7591880461460974   accuracy 0.7938066465256798   precision 0.7511286507610038   recall 0.7714481831015663
deviation 5/5   epoch 15/60   F1 0.7614648846960167   accuracy 0.7922960725075529   precision 0.7568464623611683   recall 0.7673147315694837
deviation 5/5   epoch 16/60   F1 0.7653721079720935   accuracy 0.7953172205438066   precision 0.7611065405183053   recall 0.7706512846342237
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deviation 5/5   epoch 17/60   F1 0.7551350457464724   accuracy 0.7930513595166163   precision 0.7448555121349238   recall 0.7730139346353517
deviation 5/5   epoch 18/60   F1 0.7628286967452905   accuracy 0.7964501510574018   precision 0.7551059234882764   recall 0.7742627492196823
deviation 5/5   epoch 19/60   F1 0.7630217926544749   accuracy 0.7888972809667674   precision 0.7640040106951872   recall 0.7620878437227822
deviation 5/5   epoch 20/60   F1 0.7705032612311882   accuracy 0.8009818731117825   precision 0.7647778691896339   recall 0.7780575551708194
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deviation 5/5   epoch 21/60   F1 0.7657008997929334   accuracy 0.7972054380664653   precision 0.7596668037844508   recall 0.7738524464038903
deviation 5/5   epoch 22/60   F1 0.7675784675443806   accuracy 0.7956948640483383   precision 0.7650992389962978   recall 0.7703810751864864
deviation 5/5   epoch 23/60   F1 0.7640065377141165   accuracy 0.790785498489426   precision 0.7637057795146031   recall 0.7643119247142254
deviation 5/5   epoch 24/60   F1 0.7622100132031799   accuracy 0.7915407854984894   precision 0.7591346153846154   recall 0.7658078297445905
deviation 5/5   epoch 25/60   F1 0.7666588627022528   accuracy 0.7953172205438066   precision 0.7636749280131633   recall 0.7701195743784239
deviation 5/5   epoch 26/60   F1 0.7593438302319769   accuracy 0.7885196374622356   precision 0.7568721719457013   recall 0.7621542126819951
deviation 5/5   epoch 27/60   F1 0.7669024530619901   accuracy 0.7922960725075529   precision 0.7679761415055533   recall 0.7658850718970254
deviation 5/5   epoch 28/60   F1 0.7625248856319891   accuracy 0.7953172205438066   precision 0.7556843891402715   recall 0.7722119427170009
deviation 5/5   epoch 29/60   F1 0.7675337254809813   accuracy 0.7968277945619335   precision 0.7636646441793501   recall 0.7722169135212613
deviation 5/5   epoch 30/60   F1 0.7624884481652092   accuracy 0.790785498489426   precision 0.7605666392431099   recall 0.764608283140001
deviation 5/5   epoch 31/60   F1 0.7616977607580517   accuracy 0.7949395770392749   precision 0.7545454545454545   recall 0.7720091541542263
deviation 5/5   epoch 32/60   F1 0.7647205514110493   accuracy 0.7949395770392749   precision 0.7602529823118058   recall 0.7703105775823108
deviation 5/5   epoch 33/60   F1 0.7643441115583065   accuracy 0.7953172205438066   precision 0.7591089058000823   recall 0.7711552948773138
deviation 5/5   epoch 34/60   F1 0.7581758821668412   accuracy 0.7885196374622356   precision 0.7545891608391608   recall 0.7625021538298408
deviation 5/5   epoch 35/60   F1 0.7534748173060954   accuracy 0.7832326283987915   precision 0.7512006375976964   recall 0.7560455974842768
deviation 5/5   epoch 36/60   F1 0.7659488002400499   accuracy 0.7953172205438066   precision 0.7622480460715755   recall 0.7703990881015812
deviation 5/5   epoch 37/60   F1 0.7650423619125903   accuracy 0.7896525679758308   precision 0.7674233854380914   recall 0.7629336194796914
deviation 5/5   epoch 38/60   F1 0.764479713756959   accuracy 0.7885196374622356   precision 0.7677164747017688   recall 0.7617389271647359
deviation 5/5   epoch 39/60   F1 0.761099029465593   accuracy 0.7832326283987915   precision 0.7674670917317976   recall 0.7565680928670253
deviation 5/5   epoch 40/60   F1 0.7531003897052855   accuracy 0.7779456193353474   precision 0.7566587823940765   recall 0.750175421010425
deviation 5/5   epoch 41/60   F1 0.7630957121530806   accuracy 0.7881419939577039   precision 0.765150658165364   recall 0.761247163709156
deviation 5/5   epoch 42/60   F1 0.7577139639639641   accuracy 0.783987915407855   precision 0.7589006581653641   recall 0.756599600456621
deviation 5/5   epoch 43/60   F1 0.7551479468599034   accuracy 0.7779456193353474   precision 0.7612248046071575   recall 0.7508046998420221
deviation 5/5   epoch 44/60   F1 0.7509230546987087   accuracy 0.773036253776435   precision 0.7584044631838749   recall 0.7460514421791107
deviation 5/5   epoch 45/60   F1 0.7431595363300083   accuracy 0.7688821752265861   precision 0.7467323118058412   recall 0.7402618698912213
deviation 5/5   epoch 46/60   F1 0.7478763202129999   accuracy 0.7715256797583081   precision 0.7535633484162896   recall 0.7437787611221001
deviation 5/5   epoch 47/60   F1 0.7537632651220983   accuracy 0.775679758308157   precision 0.7612402303578774   recall 0.7488568874520897
deviation 5/5   epoch 48/60   F1 0.7454400437621833   accuracy 0.7658610271903323   precision 0.7558849238996298   recall 0.7399243072546916
deviation 5/5   epoch 49/60   F1 0.7481956238529492   accuracy 0.7734138972809668   precision 0.7518382352941176   recall 0.7452338928736841
deviation 5/5   epoch 50/60   F1 0.7505070745204331   accuracy 0.7794561933534743   precision 0.7495140888523242   recall 0.7515558458591561
deviation 5/5   epoch 51/60   F1 0.7509837962962963   accuracy 0.7741691842900302   precision 0.7569698683669273   recall 0.746719490521327
deviation 5/5   epoch 52/60   F1 0.7451653562417109   accuracy 0.7669939577039275   precision 0.7535941999177294   recall 0.7400805639476334
deviation 5/5   epoch 53/60   F1 0.7475864779874214   accuracy 0.7802114803625377   precision 0.7432306663924311   recall 0.7531439977737819
deviation 5/5   epoch 54/60   F1 0.7396092245505625   accuracy 0.7787009063444109   precision 0.730969765528589   recall 0.7540933299016017
deviation 5/5   epoch 55/60   F1 0.7484523083161578   accuracy 0.7722809667673716   precision 0.7538435828877006   recall 0.7444941761306478
deviation 5/5   epoch 56/60   F1 0.7440223581321006   accuracy 0.7711480362537765   precision 0.7458607568901686   recall 0.7423694061531365
deviation 5/5   epoch 57/60   F1 0.7539930088516307   accuracy 0.7828549848942599   precision 0.7526300904977375   recall 0.7554596462904433
deviation 5/5   epoch 58/60   F1 0.7438846500784255   accuracy 0.7685045317220544   precision 0.7487325174825175   recall 0.7402388308759305
deviation 5/5   epoch 59/60   F1 0.739130555438642   accuracy 0.7586858006042296   precision 0.7513677498971616   recall 0.7336227572632263
deviation 5/5   epoch 60/60   F1 0.7492346702124371   accuracy 0.7779456193353474   precision 0.7486682435211847   recall 0.7498191999338788

