deviation 1/5   epoch 1/60   F1 0.4176077813088454   accuracy 0.6638972809667674   precision 0.5023087206910736   recall 0.5300103599238044
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deviation 1/5   epoch 2/60   F1 0.6542020786590882   accuracy 0.7496223564954683   precision 0.6461255656108598   recall 0.76554165250471
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deviation 1/5   epoch 3/60   F1 0.6911166388792302   accuracy 0.7628398791540786   precision 0.6774269847799259   recall 0.7602380198199014
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deviation 1/5   epoch 4/60   F1 0.7273799405995567   accuracy 0.7809667673716012   precision 0.7124048745372275   recall 0.7708585366813214
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deviation 1/5   epoch 5/60   F1 0.7342249490819038   accuracy 0.7779456193353474   precision 0.7232697449609213   recall 0.7561596842654836
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deviation 1/5   epoch 6/60   F1 0.7373248936246015   accuracy 0.7854984894259819   precision 0.7232183257918552   recall 0.771985690074839
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deviation 1/5   epoch 7/60   F1 0.7412791957170114   accuracy 0.7896525679758308   precision 0.726329185520362   recall 0.7791209400947229
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deviation 1/5   epoch 8/60   F1 0.7479321514115398   accuracy 0.7904078549848943   precision 0.7354560880296175   recall 0.7734786234245372
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deviation 1/5   epoch 9/60   F1 0.7516922123591263   accuracy 0.7888972809667674   precision 0.7426007815713698   recall 0.7666694926929558
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deviation 1/5   epoch 10/60   F1 0.7516536744950706   accuracy 0.7881419939577039   precision 0.7431766762649116   recall 0.7651445230511551
deviation 1/5   epoch 11/60   F1 0.7522537202956351   accuracy 0.7953172205438066   precision 0.7385618058412176   recall 0.7817449232413525
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deviation 1/5   epoch 12/60   F1 0.7511496599908649   accuracy 0.7945619335347432   precision 0.737425442204854   recall 0.7809667673716012
deviation 1/5   epoch 13/60   F1 0.7514041274817136   accuracy 0.7915407854984894   precision 0.7400143973673385   recall 0.7728558735503179
deviation 1/5   epoch 14/60   F1 0.7558390953517329   accuracy 0.793429003021148   precision 0.7457090703414233   recall 0.7732647533759224
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deviation 1/5   epoch 15/60   F1 0.7532007463640557   accuracy 0.7926737160120846   precision 0.7420043192102016   recall 0.7738823248719222
deviation 1/5   epoch 16/60   F1 0.7550984718037022   accuracy 0.7922960725075529   precision 0.7454314068284656   recall 0.7713497134800801
deviation 1/5   epoch 17/60   F1 0.7546453675533646   accuracy 0.7941842900302115   precision 0.7431355409296586   recall 0.776154079200476
deviation 1/5   epoch 18/60   F1 0.7535977988389192   accuracy 0.7862537764350453   precision 0.7483263060468943   recall 0.7605977703672526
deviation 1/5   epoch 19/60   F1 0.7470741568390267   accuracy 0.7919184290030211   precision 0.7331627930892637   recall 0.7784633866442523
deviation 1/5   epoch 20/60   F1 0.7575334249673391   accuracy 0.7968277945619335   precision 0.7456859317153435   recall 0.7798113157825388
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deviation 1/5   epoch 21/60   F1 0.7541170654802464   accuracy 0.7900302114803626   precision 0.7457322089675031   recall 0.7672908486861976
deviation 1/5   epoch 22/60   F1 0.7552906385731448   accuracy 0.7873867069486404   precision 0.7503162278897573   recall 0.7617722992624438
deviation 1/5   epoch 23/60   F1 0.7531096729879692   accuracy 0.7900302114803626   precision 0.7440199506375977   recall 0.7680096232041204
deviation 1/5   epoch 24/60   F1 0.7479857040164424   accuracy 0.7870090634441088   precision 0.7380476141505553   recall 0.76542312730942
deviation 1/5   epoch 25/60   F1 0.7555457515256458   accuracy 0.7949395770392749   precision 0.7439865281777047   recall 0.7771206330781893
deviation 1/5   epoch 26/60   F1 0.7580830011365255   accuracy 0.797583081570997   precision 0.7459661661867545   recall 0.7811578870031592
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deviation 1/5   epoch 27/60   F1 0.752461782490206   accuracy 0.7877643504531722   precision 0.7448915055532703   recall 0.763887965425532
deviation 1/5   epoch 28/60   F1 0.7486105027593526   accuracy 0.7809667673716012   precision 0.7443670300287948   recall 0.7539821235320052
deviation 1/5   epoch 29/60   F1 0.748791526303987   accuracy 0.7851208459214502   precision 0.7409142328259976   recall 0.7610182262342733
deviation 1/5   epoch 30/60   F1 0.7513652652184009   accuracy 0.7820996978851964   precision 0.7483545865898806   recall 0.7549137192267881
deviation 1/5   epoch 31/60   F1 0.7552672085639721   accuracy 0.7900302114803626   precision 0.747729843685726   recall 0.7665366582299489
deviation 1/5   epoch 32/60   F1 0.7457895349288235   accuracy 0.775679758308157   precision 0.744403023447141   recall 0.7472894230268976
deviation 1/5   epoch 33/60   F1 0.7481705080641758   accuracy 0.7787009063444109   precision 0.7458093377211024   recall 0.7508638943333255
deviation 1/5   epoch 34/60   F1 0.7469515369942827   accuracy 0.7726586102719033   precision 0.7501311188811188   recall 0.7442999768985847
deviation 1/5   epoch 35/60   F1 0.741675620076852   accuracy 0.7749244712990937   precision 0.7375591320444261   recall 0.7469063556321562
deviation 1/5   epoch 36/60   F1 0.7488886167965177   accuracy 0.7820996978851964   precision 0.7437885643767996   recall 0.7556566225065129
deviation 1/5   epoch 37/60   F1 0.7418294691699783   accuracy 0.777190332326284   precision 0.7358314479638008   recall 0.7503384094754653
deviation 1/5   epoch 38/60   F1 0.7410374406172726   accuracy 0.7696374622356495   precision 0.7415903948992184   recall 0.7405021498771498
deviation 1/5   epoch 39/60   F1 0.7376946219254517   accuracy 0.7669939577039275   precision 0.7378984985602632   recall 0.7374932226282407
deviation 1/5   epoch 40/60   F1 0.7429604352159824   accuracy 0.7707703927492447   precision 0.7441510695187166   recall 0.7418493779951829
deviation 1/5   epoch 41/60   F1 0.7408513431164018   accuracy 0.7685045317220544   precision 0.742454236939531   recall 0.7393930451503584
deviation 1/5   epoch 42/60   F1 0.7395706130553488   accuracy 0.7605740181268882   precision 0.7496426367749898   recall 0.7342447313571098
deviation 1/5   epoch 43/60   F1 0.7495031188845401   accuracy 0.775679758308157   precision 0.7518228095433978   recall 0.7474659430835153
deviation 1/5   epoch 44/60   F1 0.7526158445440957   accuracy 0.7824773413897281   precision 0.7503496503496503   recall 0.7551781970649896
deviation 1/5   epoch 45/60   F1 0.7382346233390388   accuracy 0.7601963746223565   precision 0.7470768202385849   recall 0.7331681675943971
deviation 1/5   epoch 46/60   F1 0.7421735190500931   accuracy 0.7662386706948641   precision 0.7478918140682846   recall 0.7381106725663389
deviation 1/5   epoch 47/60   F1 0.7395239032067678   accuracy 0.7666163141993958   precision 0.7418963389551625   recall 0.7374646344572067
deviation 1/5   epoch 48/60   F1 0.7476114342245659   accuracy 0.7790785498489426   precision 0.7443798848210612   recall 0.7514830725678702
deviation 1/5   epoch 49/60   F1 0.742088498703186   accuracy 0.7760574018126888   precision 0.7372660427807487   recall 0.7484695632390941
deviation 1/5   epoch 50/60   F1 0.7407178199102387   accuracy 0.7677492447129909   precision 0.7430301316330727   recall 0.7387013077197446
deviation 1/5   epoch 51/60   F1 0.7427872580106809   accuracy 0.7749244712990937   precision 0.739556766762649   recall 0.7466801507963402
deviation 1/5   epoch 52/60   F1 0.7383731223290317   accuracy 0.7768126888217523   precision 0.7304118675442205   recall 0.7512265800474444
deviation 1/5   epoch 53/60   F1 0.7434517173647608   accuracy 0.7794561933534743   precision 0.7366721513780338   recall 0.7534804828619261
deviation 1/5   epoch 54/60   F1 0.739701877366852   accuracy 0.7696374622356495   precision 0.7390220074043603   recall 0.7404096039719172
deviation 1/5   epoch 55/60   F1 0.7373818511546308   accuracy 0.756797583081571   precision 0.7499537227478403   recall 0.731922709923664
deviation 1/5   epoch 56/60   F1 0.7382740935206342   accuracy 0.7624622356495468   precision 0.7442076306046894   recall 0.73415205327072
deviation 1/5   epoch 57/60   F1 0.740149206934269   accuracy 0.7677492447129909   precision 0.7418886260798025   recall 0.7385802087592676
deviation 1/5   epoch 58/60   F1 0.7455718765641439   accuracy 0.7726586102719033   precision 0.7472773549979432   recall 0.7440250263862953
deviation 1/5   epoch 59/60   F1 0.7422652614245006   accuracy 0.7632175226586103   precision 0.7521930275606746   recall 0.7369031338773318
deviation 1/5   epoch 60/60   F1 0.7364222998789791   accuracy 0.7613293051359517   precision 0.7416469559851913   recall 0.7326400491066014

deviation 2/5   epoch 1/60   F1 0.41891652786770195   accuracy 0.6646525679758308   precision 0.5031597079391197   recall 0.5410720850182135
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deviation 2/5   epoch 2/60   F1 0.6378390699794849   accuracy 0.7416918429003021   precision 0.6333376182640889   recall 0.75792863359443
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deviation 2/5   epoch 3/60   F1 0.7160729718195991   accuracy 0.7734138972809668   precision 0.7016119909502262   recall 0.7621700683683533
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deviation 2/5   epoch 4/60   F1 0.7119639289660653   accuracy 0.7783232628398792   precision 0.6955856643356644   recall 0.7846460445611839
deviation 2/5   epoch 5/60   F1 0.7300671924559222   accuracy 0.7828549848942599   precision 0.714960407239819   recall 0.7731388128681764
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deviation 2/5   epoch 6/60   F1 0.7424420763465134   accuracy 0.7764350453172205   precision 0.737548848210613   recall 0.7489391453350684
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deviation 2/5   epoch 7/60   F1 0.7395454594788196   accuracy 0.7809667673716012   precision 0.7292420814479638   recall 0.7587461695607762
deviation 2/5   epoch 8/60   F1 0.7442836340191861   accuracy 0.7900302114803626   precision 0.7303218839983545   recall 0.7765
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deviation 2/5   epoch 9/60   F1 0.7474422957751148   accuracy 0.7881419939577039   precision 0.7363276429452901   recall 0.7684216481787687
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deviation 2/5   epoch 10/60   F1 0.7480960080285459   accuracy 0.7938066465256798   precision 0.7334353146853148   recall 0.7826101842629483
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deviation 2/5   epoch 11/60   F1 0.7573024891774891   accuracy 0.7953172205438066   precision 0.7465523447141095   recall 0.7763341401567543
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deviation 2/5   epoch 12/60   F1 0.752992868772763   accuracy 0.7956948640483383   precision 0.739415364047717   recall 0.7819075066202386
deviation 2/5   epoch 13/60   F1 0.7552214651451292   accuracy 0.7915407854984894   precision 0.7462926779103249   recall 0.7696256684491978
deviation 2/5   epoch 14/60   F1 0.7541111229896684   accuracy 0.7953172205438066   precision 0.7414155697243933   recall 0.7795970748323626
deviation 2/5   epoch 15/60   F1 0.7543345863956551   accuracy 0.790785498489426   precision 0.7454416906622789   recall 0.7686940613566
deviation 2/5   epoch 16/60   F1 0.7611663829595332   accuracy 0.797583081570997   precision 0.7511029411764706   recall 0.7780857527639451
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deviation 2/5   epoch 17/60   F1 0.7633471284596665   accuracy 0.7938066465256798   precision 0.758833813245578   recall 0.7690181303191845
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deviation 2/5   epoch 18/60   F1 0.7625618297944274   accuracy 0.7926737160120846   precision 0.7585561497326203   recall 0.7674725311258498
deviation 2/5   epoch 19/60   F1 0.7646402867315801   accuracy 0.7953172205438066   precision 0.7596796585767174   recall 0.7710030372302177
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deviation 2/5   epoch 20/60   F1 0.7594855645579458   accuracy 0.7911631419939577   precision 0.7542857877416701   recall 0.7662929674958454
deviation 2/5   epoch 21/60   F1 0.7617614342733756   accuracy 0.7922960725075529   precision 0.7574172151378034   recall 0.7671852484389177
deviation 2/5   epoch 22/60   F1 0.760895112216188   accuracy 0.7915407854984894   precision 0.7565662278897574   recall 0.7663019693654267
deviation 2/5   epoch 23/60   F1 0.7585168065833544   accuracy 0.783987915407855   precision 0.7606129164952695   recall 0.7566408425743075
deviation 2/5   epoch 24/60   F1 0.7574686343068696   accuracy 0.7847432024169184   precision 0.7574686343068696   recall 0.7574686343068696
deviation 2/5   epoch 25/60   F1 0.7599827442882867   accuracy 0.7881419939577039   precision 0.7585870012340601   recall 0.7614832767561828
deviation 2/5   epoch 26/60   F1 0.7617614342733756   accuracy 0.7922960725075529   precision 0.7574172151378034   recall 0.7671852484389177
deviation 2/5   epoch 27/60   F1 0.7576432785503582   accuracy 0.7900302114803626   precision 0.7520104895104895   recall 0.7652110389610389
deviation 2/5   epoch 28/60   F1 0.7659355355986895   accuracy 0.7968277945619335   precision 0.7605255039078569   recall 0.7730175152156868
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deviation 2/5   epoch 29/60   F1 0.7424422106468216   accuracy 0.7586858006042296   precision 0.7599290415466886   recall 0.7373098375422136
deviation 2/5   epoch 30/60   F1 0.7586181836407377   accuracy 0.7802114803625377   precision 0.7660607774578363   recall 0.7536645030982823
deviation 2/5   epoch 31/60   F1 0.7599464947398117   accuracy 0.783987915407855   precision 0.7637520567667626   recall 0.7568352798327638
deviation 2/5   epoch 32/60   F1 0.7620840032205383   accuracy 0.7862537764350453   precision 0.7654488893459481   recall 0.7592606542722552
deviation 2/5   epoch 33/60   F1 0.7600734988597189   accuracy 0.7866314199395771   precision 0.7605949197860963   recall 0.7595660582827093
deviation 2/5   epoch 34/60   F1 0.7557621679486352   accuracy 0.7813444108761329   precision 0.7580625257095845   recall 0.7537299190410558
deviation 2/5   epoch 35/60   F1 0.7557666598107775   accuracy 0.7832326283987915   precision 0.7557666598107775   recall 0.7557666598107775
deviation 2/5   epoch 36/60   F1 0.7420227374183535   accuracy 0.7632175226586103   precision 0.7516222747840395   recall 0.7367248757521537
deviation 2/5   epoch 37/60   F1 0.7522131985589109   accuracy 0.7851208459214502   precision 0.7469071369806664   recall 0.7592905331294907
deviation 2/5   epoch 38/60   F1 0.7572749660277939   accuracy 0.7802114803625377   precision 0.762921637186343   recall 0.7531217591251896
deviation 2/5   epoch 39/60   F1 0.757002021234572   accuracy 0.7805891238670695   precision 0.7617775606746195   recall 0.7533152135040413
deviation 2/5   epoch 40/60   F1 0.7501639052311928   accuracy 0.7783232628398792   precision 0.7500925545043192   recall 0.7502355379687206
deviation 2/5   epoch 41/60   F1 0.73415159784262   accuracy 0.7488670694864048   precision 0.7548591114767585   recall 0.7304096319733169
deviation 2/5   epoch 42/60   F1 0.742234877024722   accuracy 0.7601963746223565   precision 0.7567796174413821   recall 0.7366822259650903
deviation 2/5   epoch 43/60   F1 0.7427287457592789   accuracy 0.7681268882175226   precision 0.7467374537227478   recall 0.7395633636871954
deviation 2/5   epoch 44/60   F1 0.74345135838696   accuracy 0.763595166163142   precision 0.7544734677087619   recall 0.7379081008453453
deviation 2/5   epoch 45/60   F1 0.7476686559046901   accuracy 0.7677492447129909   precision 0.7584404566022214   recall 0.7420539295567514
deviation 2/5   epoch 46/60   F1 0.7384914454417986   accuracy 0.7560422960725075   precision 0.7539541341011928   recall 0.7331853173844378
deviation 2/5   epoch 47/60   F1 0.743264067122257   accuracy 0.7726586102719033   precision 0.7427113327848622   recall 0.7438347177452682
deviation 2/5   epoch 48/60   F1 0.7393188043352543   accuracy 0.7624622356495468   precision 0.7464906417112299   recall 0.7347071607410504
deviation 2/5   epoch 49/60   F1 0.7403344830946117   accuracy 0.7624622356495468   precision 0.7487736528177704   recall 0.7353278795672251
deviation 2/5   epoch 50/60   F1 0.7393074520178515   accuracy 0.7609516616314199   precision 0.7484985602632661   recall 0.734145159776286
deviation 2/5   epoch 51/60   F1 0.727852004110997   accuracy 0.7462235649546828   precision 0.7426059234882765   recall 0.7228930461073318
deviation 2/5   epoch 52/60   F1 0.7466948078040939   accuracy 0.7685045317220544   precision 0.7550107980255039   recall 0.7416169179830301
deviation 2/5   epoch 53/60   F1 0.7468156922887309   accuracy 0.7726586102719033   precision 0.7498457424928013   recall 0.7442672109349668
deviation 2/5   epoch 54/60   F1 0.735966923981273   accuracy 0.7564199395770392   precision 0.7471025298231181   recall 0.7306075062067856
deviation 2/5   epoch 55/60   F1 0.7428876589960189   accuracy 0.7654833836858006   precision 0.7504653434800493   recall 0.7380920085904826
deviation 2/5   epoch 56/60   F1 0.7374348492082438   accuracy 0.7590634441087614   precision 0.7467991567256274   recall 0.7322759388308169
deviation 2/5   epoch 57/60   F1 0.7468196457326892   accuracy 0.770392749244713   precision 0.7527149321266968   recall 0.7426342812006319
deviation 2/5   epoch 58/60   F1 0.737243637821592   accuracy 0.7579305135951662   precision 0.7479483751542575   recall 0.7318909577265829
deviation 2/5   epoch 59/60   F1 0.7369013711333376   accuracy 0.7552870090634441   precision 0.7511055121349239   recall 0.7315223059782867
deviation 2/5   epoch 60/60   F1 0.733978340280993   accuracy 0.7586858006042296   precision 0.7396673179761415   recall 0.7300039415077779

deviation 3/5   epoch 1/60   F1 0.5876854096111512   accuracy 0.7039274924471299   precision 0.5925005141916907   recall 0.6739098910978669
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deviation 3/5   epoch 2/60   F1 0.7000467972350527   accuracy 0.7669939577039275   precision 0.6856746194981489   recall 0.7622065175855725
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deviation 3/5   epoch 3/60   F1 0.6852637422972281   accuracy 0.7658610271903323   precision 0.6716988893459481   recall 0.781148438157784
deviation 3/5   epoch 4/60   F1 0.7217515123832072   accuracy 0.7779456193353474   precision 0.7067179144385026   recall 0.7688096551493573
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deviation 3/5   epoch 5/60   F1 0.7173270111637058   accuracy 0.7760574018126888   precision 0.7021647470176882   recall 0.768648889184981
deviation 3/5   epoch 6/60   F1 0.7192077069497707   accuracy 0.7783232628398792   precision 0.7035762032085562   recall 0.7733901004285584
deviation 3/5   epoch 7/60   F1 0.720212828530937   accuracy 0.7768126888217523   precision 0.7052987453722748   recall 0.7672977580134013
deviation 3/5   epoch 8/60   F1 0.7449163016423133   accuracy 0.7820996978851964   precision 0.7369395310571781   recall 0.7575224224879443
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deviation 3/5   epoch 9/60   F1 0.7450564439161422   accuracy 0.7873867069486404   precision 0.7331936445907035   recall 0.7687992081502439
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deviation 3/5   epoch 10/60   F1 0.7357430411327508   accuracy 0.7836102719033232   precision 0.7220896750308515   recall 0.76858880035321
deviation 3/5   epoch 11/60   F1 0.7439616329214287   accuracy 0.7866314199395771   precision 0.7320572809543398   recall 0.7679944507414228
deviation 3/5   epoch 12/60   F1 0.7517449258675726   accuracy 0.7904078549848943   precision 0.7414489921842863   recall 0.7699114440193278
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deviation 3/5   epoch 13/60   F1 0.7524268187688334   accuracy 0.7900302114803626   precision 0.7428784450843274   recall 0.7685271511733673
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deviation 3/5   epoch 14/60   F1 0.7440256274736955   accuracy 0.7851208459214502   precision 0.7332090703414232   recall 0.7644024172786013
deviation 3/5   epoch 15/60   F1 0.748791526303987   accuracy 0.7851208459214502   precision 0.7409142328259976   recall 0.7610182262342733
deviation 3/5   epoch 16/60   F1 0.7516536744950706   accuracy 0.7881419939577039   precision 0.7431766762649116   recall 0.7651445230511551
deviation 3/5   epoch 17/60   F1 0.7476300266248131   accuracy 0.7870090634441088   precision 0.7374768613739202   recall 0.7657007332234504
deviation 3/5   epoch 18/60   F1 0.7501136704842791   accuracy 0.7881419939577039   precision 0.7406082887700535   recall 0.7662399408273503
deviation 3/5   epoch 19/60   F1 0.7479257685678785   accuracy 0.7847432024169184   precision 0.7397752982311806   recall 0.7608113247648132
deviation 3/5   epoch 20/60   F1 0.7486042801197272   accuracy 0.7824773413897281   precision 0.7429298642533937   recall 0.756384514364479
deviation 3/5   epoch 21/60   F1 0.7515797977799485   accuracy 0.7851208459214502   precision 0.7457656314273962   recall 0.7595634480207176
deviation 3/5   epoch 22/60   F1 0.7452980649384986   accuracy 0.7836102719033232   precision 0.7363584944467297   recall 0.7602359231951041
deviation 3/5   epoch 23/60   F1 0.7485575713146437   accuracy 0.783987915407855   precision 0.7414926984779926   recall 0.7590349650735344
deviation 3/5   epoch 24/60   F1 0.7542830172682551   accuracy 0.7900302114803626   precision 0.7460175853558206   recall 0.767177618628806
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deviation 3/5   epoch 25/60   F1 0.7515808635666836   accuracy 0.7870090634441088   precision 0.7440405183052242   recall 0.7629709663120567
deviation 3/5   epoch 26/60   F1 0.7484139095090221   accuracy 0.7843655589123867   precision 0.7409193747429041   recall 0.759807988621548
deviation 3/5   epoch 27/60   F1 0.7502983864232157   accuracy 0.7885196374622356   precision 0.7406057178116001   recall 0.7669096592399922
deviation 3/5   epoch 28/60   F1 0.7459290531279127   accuracy 0.7779456193353474   precision 0.7423899629781983   recall 0.7502521632956416
deviation 3/5   epoch 29/60   F1 0.7548365405238885   accuracy 0.7888972809667674   precision 0.7480229329494035   recall 0.7646436147194311
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deviation 3/5   epoch 30/60   F1 0.7551276754629674   accuracy 0.7843655589123867   precision 0.7531905594405595   recall 0.7572758117344323
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deviation 3/5   epoch 31/60   F1 0.7585518258615294   accuracy 0.7881419939577039   precision 0.7557332373508844   recall 0.7618170715417056
update
deviation 3/5   epoch 32/60   F1 0.7546900276669896   accuracy 0.7843655589123867   precision 0.7523344302756068   recall 0.757361940467286
deviation 3/5   epoch 33/60   F1 0.7551880507315707   accuracy 0.7866314199395771   precision 0.750892122583299   recall 0.7605879631576733
deviation 3/5   epoch 34/60   F1 0.7349741610243785   accuracy 0.7617069486404834   precision 0.7382198683669272   recall 0.7323177049544086
deviation 3/5   epoch 35/60   F1 0.7449267916773696   accuracy 0.7824773413897281   precision 0.7366515837104073   recall 0.7582368255678248
deviation 3/5   epoch 36/60   F1 0.7447793809908858   accuracy 0.7760574018126888   precision 0.7421174413821472   recall 0.7478773589561534
deviation 3/5   epoch 37/60   F1 0.7485047814044362   accuracy 0.7779456193353474   precision 0.7472413615795969   recall 0.7498603471704388
deviation 3/5   epoch 38/60   F1 0.7404984373662129   accuracy 0.7787009063444109   precision 0.7323966474701769   recall 0.7535937920818745
deviation 3/5   epoch 39/60   F1 0.7442892020827785   accuracy 0.7726586102719033   precision 0.7447089675030851   recall 0.743879441328472
deviation 3/5   epoch 40/60   F1 0.7461470018009797   accuracy 0.777190332326284   precision 0.7435366104483752   recall 0.7491720656665694
deviation 3/5   epoch 41/60   F1 0.7447889590812303   accuracy 0.7775679758308157   precision 0.7406802756067462   recall 0.7499814746944327
deviation 3/5   epoch 42/60   F1 0.7429439431046064   accuracy 0.7749244712990937   precision 0.7398421431509667   recall 0.7466533939331446
deviation 3/5   epoch 43/60   F1 0.7470077730987533   accuracy 0.7832326283987915   precision 0.7395002056766763   recall 0.7584773156716231
deviation 3/5   epoch 44/60   F1 0.7411916125739795   accuracy 0.7783232628398792   precision 0.733826100370218   recall 0.7525492972901676
deviation 3/5   epoch 45/60   F1 0.7448535388186353   accuracy 0.7805891238670695   precision 0.7380913204442616   recall 0.7548083702546556
deviation 3/5   epoch 46/60   F1 0.7527028010014807   accuracy 0.774546827794562   precision 0.7603918140682846   recall 0.7477351624476328
deviation 3/5   epoch 47/60   F1 0.7498894807053761   accuracy 0.7802114803625377   precision 0.7475113122171946   recall 0.752600866386967
deviation 3/5   epoch 48/60   F1 0.7501294442596589   accuracy 0.779833836858006   precision 0.7483700123406005   recall 0.7520679836792203
deviation 3/5   epoch 49/60   F1 0.7418611793372274   accuracy 0.7639728096676737   precision 0.750190250925545   recall 0.736858006042296
deviation 3/5   epoch 50/60   F1 0.7527010108710518   accuracy 0.7820996978851964   precision 0.7509229740847387   recall 0.7546589563702899
deviation 3/5   epoch 51/60   F1 0.7481532879973357   accuracy 0.7726586102719033   precision 0.7526995063759769   recall 0.744646719583436
deviation 3/5   epoch 52/60   F1 0.7444047799888602   accuracy 0.7696374622356495   precision 0.74843942821884   recall 0.7412158519051042
deviation 3/5   epoch 53/60   F1 0.7421735190500931   accuracy 0.7662386706948641   precision 0.7478918140682846   recall 0.7381106725663389
deviation 3/5   epoch 54/60   F1 0.7398504434467311   accuracy 0.763595166163142   precision 0.7461975524475525   recall 0.7355396497441953
deviation 3/5   epoch 55/60   F1 0.7464819739846802   accuracy 0.773036253776435   precision 0.7487016659810777   recall 0.7445262186024202
deviation 3/5   epoch 56/60   F1 0.7450274616405568   accuracy 0.774546827794562   precision 0.7441253599341835   recall 0.7459771767477675
deviation 3/5   epoch 57/60   F1 0.7473207224125045   accuracy 0.7760574018126888   precision 0.7469688399835459   recall 0.7476796390298929
deviation 3/5   epoch 58/60   F1 0.7383594232728912   accuracy 0.7601963746223565   precision 0.7473621966269025   recall 0.7332552494492208
deviation 3/5   epoch 59/60   F1 0.7499570498827713   accuracy 0.7741691842900302   precision 0.7546868572603866   recall 0.7463371329672953
deviation 3/5   epoch 60/60   F1 0.7414719081604018   accuracy 0.7654833836858006   precision 0.7473262032085561   recall 0.7373540208005517

deviation 4/5   epoch 1/60   F1 0.6625355259400818   accuracy 0.7503776435045317   precision 0.6526840806252571   recall 0.755342476355088
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deviation 4/5   epoch 2/60   F1 0.7114942872552086   accuracy 0.773036253776435   precision 0.6964777869189634   recall 0.7667120365401981
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deviation 4/5   epoch 3/60   F1 0.7222079222697846   accuracy 0.7802114803625377   precision 0.7064171122994652   recall 0.7753785735110014
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deviation 4/5   epoch 4/60   F1 0.7421050560967699   accuracy 0.7896525679758308   precision 0.7274706910736322   recall 0.7780706310151353
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deviation 4/5   epoch 5/60   F1 0.7402453546972495   accuracy 0.7866314199395771   precision 0.726635129576306   recall 0.7717907489954531
deviation 4/5   epoch 6/60   F1 0.7438740862466671   accuracy 0.7836102719033232   precision 0.7340754833401892   recall 0.7612182832140872
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deviation 4/5   epoch 7/60   F1 0.7479085439711364   accuracy 0.7843655589123867   precision 0.7400632455779514   recall 0.7600962251576768
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deviation 4/5   epoch 8/60   F1 0.7426479325197071   accuracy 0.7862537764350453   precision 0.7303475935828877   recall 0.7683197819804441
deviation 4/5   epoch 9/60   F1 0.7532511098599508   accuracy 0.7847432024169184   precision 0.7491927190456602   recall 0.758301953667357
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deviation 4/5   epoch 10/60   F1 0.7525152691910484   accuracy 0.7885196374622356   precision 0.7443156108597285   recall 0.7653292568859851
deviation 4/5   epoch 11/60   F1 0.7534401632934378   accuracy 0.7877643504531722   precision 0.7466037638831757   recall 0.7633256465162247
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deviation 4/5   epoch 12/60   F1 0.7506543892748953   accuracy 0.7813444108761329   precision 0.7477889757301521   recall 0.7540074096475641
deviation 4/5   epoch 13/60   F1 0.7533965915087799   accuracy 0.7858761329305136   precision 0.7483288770053476   recall 0.7600547760059824
deviation 4/5   epoch 14/60   F1 0.7498447768467646   accuracy 0.7809667673716012   precision 0.7466500411353352   recall 0.7536546286675181
deviation 4/5   epoch 15/60   F1 0.7531458510439952   accuracy 0.790785498489426   precision 0.7434440559440559   recall 0.7696038653945259
deviation 4/5   epoch 16/60   F1 0.7496745086368377   accuracy 0.7858761329305136   precision 0.7417652200740437   recall 0.7619402273108696
deviation 4/5   epoch 17/60   F1 0.7587436770761559   accuracy 0.7892749244712991   precision 0.7548693953105717   recall 0.7634839717948241
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deviation 4/5   epoch 18/60   F1 0.7559028624300307   accuracy 0.7873867069486404   precision 0.7514577334430275   recall 0.7615288045472807
deviation 4/5   epoch 19/60   F1 0.7535651384960239   accuracy 0.7892749244712991   precision 0.7454519744960921   recall 0.7661435102586975
deviation 4/5   epoch 20/60   F1 0.7515843848936266   accuracy 0.7919184290030211   precision 0.7400118264088853   recall 0.7735984326448313
deviation 4/5   epoch 21/60   F1 0.7535977988389192   accuracy 0.7862537764350453   precision 0.7483263060468943   recall 0.7605977703672526
deviation 4/5   epoch 22/60   F1 0.7560320992984171   accuracy 0.7896525679758308   precision 0.7494446729740847   recall 0.7653729516463754
deviation 4/5   epoch 23/60   F1 0.7520326367715153   accuracy 0.7888972809667674   precision 0.743171534348005   recall 0.7664249845251601
deviation 4/5   epoch 24/60   F1 0.7508376819555067   accuracy 0.7858761329305136   precision 0.7437628547922666   recall 0.7612720665484043
deviation 4/5   epoch 25/60   F1 0.7564918728429736   accuracy 0.7805891238670695   precision 0.7606360551213492   recall 0.7531806163000148
deviation 4/5   epoch 26/60   F1 0.7583994091195447   accuracy 0.7858761329305136   precision 0.7580316742081448   recall 0.7587743131093385
deviation 4/5   epoch 27/60   F1 0.7513881515048035   accuracy 0.7866314199395771   precision 0.7440430892636776   recall 0.7623691667927752
deviation 4/5   epoch 28/60   F1 0.7602702966310455   accuracy 0.7949395770392749   precision 0.7519770670505965   recall 0.7730042402300268
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deviation 4/5   epoch 29/60   F1 0.7507760583497294   accuracy 0.7851208459214502   precision 0.7443387494858082   recall 0.759940989637288
deviation 4/5   epoch 30/60   F1 0.7589739169799405   accuracy 0.7866314199395771   precision 0.7583119086795558   recall 0.7596592381152978
deviation 4/5   epoch 31/60   F1 0.7668145698009168   accuracy 0.7968277945619335   precision 0.7622377622377623   recall 0.772556014269109
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deviation 4/5   epoch 32/60   F1 0.7584261786278806   accuracy 0.7847432024169184   precision 0.7594662690250926   recall 0.7574416035957441
deviation 4/5   epoch 33/60   F1 0.7524799182294492   accuracy 0.7737915407854985   precision 0.7609677087618265   recall 0.7472609551138277
deviation 4/5   epoch 34/60   F1 0.7548111208204016   accuracy 0.777190332326284   precision 0.7615153229123817   recall 0.7501943132624951
deviation 4/5   epoch 35/60   F1 0.7559104730165069   accuracy 0.779833836858006   precision 0.7603558206499383   recall 0.7524204689699523
deviation 4/5   epoch 36/60   F1 0.7575785511844697   accuracy 0.783987915407855   precision 0.7586152817770465   recall 0.756597256765616
deviation 4/5   epoch 37/60   F1 0.7466128134992105   accuracy 0.7669939577039275   precision 0.7570187165775402   recall 0.7410764399446081
deviation 4/5   epoch 38/60   F1 0.7500167692280937   accuracy 0.770392749244713   precision 0.7601347182229534   recall 0.7444552895812596
deviation 4/5   epoch 39/60   F1 0.7492983584304971   accuracy 0.7783232628398792   precision 0.7483802961744138   recall 0.7502643888747493
deviation 4/5   epoch 40/60   F1 0.7452040411994376   accuracy 0.7696374622356495   precision 0.7501516865487454   recall 0.7414966492926285
deviation 4/5   epoch 41/60   F1 0.7573883442724618   accuracy 0.7843655589123867   precision 0.7577565816536405   recall 0.7570272167049616
deviation 4/5   epoch 42/60   F1 0.7519168437403312   accuracy 0.7753021148036254   precision 0.7575329082682024   recall 0.7478205607939066
deviation 4/5   epoch 43/60   F1 0.739703135751499   accuracy 0.7601963746223565   precision 0.7505013368983957   recall 0.734278586778474
deviation 4/5   epoch 44/60   F1 0.7258785896073013   accuracy 0.7416918429003021   precision 0.7449197860962566   recall 0.722046113540375
deviation 4/5   epoch 45/60   F1 0.7508863318092995   accuracy 0.7753021148036254   precision 0.7552498971616619   recall 0.747470168269096
deviation 4/5   epoch 46/60   F1 0.7423467661902594   accuracy 0.7669939577039275   precision 0.747315919374743   recall 0.7386477882297341
deviation 4/5   epoch 47/60   F1 0.7453964119837014   accuracy 0.7813444108761329   precision 0.7383715549156726   recall 0.7558813281586891
deviation 4/5   epoch 48/60   F1 0.7437604237063774   accuracy 0.7654833836858006   precision 0.7524629781982723   recall 0.738627451099513
deviation 4/5   epoch 49/60   F1 0.736072877458201   accuracy 0.7609516616314199   precision 0.741364150555327   recall 0.7322615759997279
deviation 4/5   epoch 50/60   F1 0.743441799625173   accuracy 0.7624622356495468   precision 0.7561934389140272   recall 0.7377907313182366
deviation 4/5   epoch 51/60   F1 0.7393676538495628   accuracy 0.7722809667673716   precision 0.735864870423694   recall 0.7436759902441421
deviation 4/5   epoch 52/60   F1 0.7470055716893853   accuracy 0.7711480362537765   precision 0.7521390374331551   recall 0.7431888909553035

deviation 5/5   epoch 1/60   F1 0.415860853401848   accuracy 0.6597432024169184   precision 0.49919786096256685   recall 0.4915496963172114
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deviation 5/5   epoch 2/60   F1 0.6734198717824413   accuracy 0.7598187311178247   precision 0.6617518510900864   recall 0.776472888826391
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deviation 5/5   epoch 3/60   F1 0.7325514188944442   accuracy 0.7836102719033232   precision 0.717809029206088   recall 0.7722755054406731
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deviation 5/5   epoch 4/60   F1 0.7488793146746824   accuracy 0.7896525679758308   precision 0.7374588646647471   recall 0.7706882163348712
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deviation 5/5   epoch 5/60   F1 0.7437973630149493   accuracy 0.7888972809667674   precision 0.7303295968737145   recall 0.7739542553362276
deviation 5/5   epoch 6/60   F1 0.7541200053826097   accuracy 0.7881419939577039   precision 0.747457322089675   recall 0.7636480985006454
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deviation 5/5   epoch 7/60   F1 0.7577088480190319   accuracy 0.7919184290030211   precision 0.7502853763883175   recall 0.7686702889176369
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deviation 5/5   epoch 8/60   F1 0.754941327252451   accuracy 0.7900302114803626   precision 0.7471590909090908   recall 0.7667430626271146
deviation 5/5   epoch 9/60   F1 0.7530266113050221   accuracy 0.7930513595166163   precision 0.7414309954751132   recall 0.7749653756848001
deviation 5/5   epoch 10/60   F1 0.7560805252170837   accuracy 0.7919184290030211   precision 0.7474316125051419   recall 0.7697838373857253
deviation 5/5   epoch 11/60   F1 0.7595399578992255   accuracy 0.7915407854984894   precision 0.7539978403948993   recall 0.7669247790599342
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deviation 5/5   epoch 12/60   F1 0.7584100649384395   accuracy 0.7911631419939577   precision 0.7522881530234471   recall 0.7668361641451651
deviation 5/5   epoch 13/60   F1 0.7584151067531031   accuracy 0.7873867069486404   precision 0.7563091320444262   recall 0.7607662463944673
deviation 5/5   epoch 14/60   F1 0.7666579861796124   accuracy 0.797583081570997   precision 0.7610911147675854   recall 0.7739933736955138
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deviation 5/5   epoch 15/60   F1 0.7644351484168699   accuracy 0.793429003021148   precision 0.7614047716988893   recall 0.7679649033339461
deviation 5/5   epoch 16/60   F1 0.7583535874580889   accuracy 0.7896525679758308   precision 0.7537253187988482   recall 0.7642461484910251
deviation 5/5   epoch 17/60   F1 0.7602077103477085   accuracy 0.7930513595166163   precision 0.7537021801727684   recall 0.7693084438622346
deviation 5/5   epoch 18/60   F1 0.7587097166114873   accuracy 0.7960725075528701   precision 0.7482594611271083   recall 0.7768093382983177
deviation 5/5   epoch 19/60   F1 0.7563132222396287   accuracy 0.7881419939577039   precision 0.751452591526121   recall 0.7625977727316358
deviation 5/5   epoch 20/60   F1 0.7593334232422322   accuracy 0.7892749244712991   precision 0.756010900863842   recall 0.7632813264272815
deviation 5/5   epoch 21/60   F1 0.7638444661870876   accuracy 0.7919184290030211   precision 0.7619858083093377   recall 0.765886504698258
deviation 5/5   epoch 22/60   F1 0.7564259556291429   accuracy 0.7824773413897281   precision 0.7580548128342246   recall 0.7549330366780707
deviation 5/5   epoch 23/60   F1 0.7593611534134825   accuracy 0.7847432024169184   precision 0.7614639037433155   recall 0.7574788596890982
deviation 5/5   epoch 24/60   F1 0.755549256992149   accuracy 0.7851208459214502   precision 0.7531854175236528   recall 0.7582298827818994
deviation 5/5   epoch 25/60   F1 0.76052204369112   accuracy 0.7862537764350453   precision 0.7620243726861374   recall 0.7591329773709636
deviation 5/5   epoch 26/60   F1 0.7550521192973149   accuracy 0.7805891238670695   precision 0.757496914849856   recall 0.7529104103077229
deviation 5/5   epoch 27/60   F1 0.7450193608817506   accuracy 0.7783232628398792   precision 0.740389757301522   recall 0.7510445983942886
deviation 5/5   epoch 28/60   F1 0.7544053726107379   accuracy 0.7813444108761329   precision 0.755208761826409   recall 0.7536360889614542
deviation 5/5   epoch 29/60   F1 0.7542102973168963   accuracy 0.7824773413897281   precision 0.7534887906211436   recall 0.7549603713328938
deviation 5/5   epoch 30/60   F1 0.7510097602018804   accuracy 0.7817220543806647   precision 0.7480717811600164   recall 0.7544601062777727
deviation 5/5   epoch 31/60   F1 0.7552013084754601   accuracy 0.7790785498489426   precision 0.7597902097902098   recall 0.7516312464708984
deviation 5/5   epoch 32/60   F1 0.7567309237410588   accuracy 0.7832326283987915   precision 0.7577642945290004   recall 0.7557529099354878
deviation 5/5   epoch 33/60   F1 0.745885700441486   accuracy 0.7775679758308157   precision 0.7426779103249692   recall 0.7497316281884654
deviation 5/5   epoch 34/60   F1 0.7528776399921728   accuracy 0.7775679758308157   precision 0.7566613533525298   recall 0.7498074790103639
deviation 5/5   epoch 35/60   F1 0.7504842542096601   accuracy 0.7802114803625377   precision 0.7486528177704648   recall 0.7525096666222824
deviation 5/5   epoch 36/60   F1 0.7474902613777775   accuracy 0.7726586102719033   precision 0.7512726244343891   recall 0.7444426103224386
deviation 5/5   epoch 37/60   F1 0.7394102243748824   accuracy 0.756797583081571   precision 0.7550904977375565   recall 0.7340955634620285
deviation 5/5   epoch 38/60   F1 0.7465276423280076   accuracy 0.7692598187311178   precision 0.7535787741670095   recall 0.7418673655493739
deviation 5/5   epoch 39/60   F1 0.7443569684588172   accuracy 0.7658610271903323   precision 0.7533165364047717   recall 0.7391504854368932
deviation 5/5   epoch 40/60   F1 0.7459868156199678   accuracy 0.7696374622356495   precision 0.7518639448786508   recall 0.7418172393364929
deviation 5/5   epoch 41/60   F1 0.7455548128342246   accuracy 0.7741691842900302   precision 0.7455548128342246   recall 0.7455548128342246
deviation 5/5   epoch 42/60   F1 0.7477860511293124   accuracy 0.7681268882175226   precision 0.7581525092554504   recall 0.7422297166898255
deviation 5/5   epoch 43/60   F1 0.7386188734203254   accuracy 0.7617069486404834   precision 0.7459250308515014   recall 0.7339715543129907
deviation 5/5   epoch 44/60   F1 0.7318943937813922   accuracy 0.754154078549849   precision 0.7408396750308515   recall 0.7269286555657501
deviation 5/5   epoch 45/60   F1 0.7475209763539283   accuracy 0.7734138972809668   precision 0.7504113533525298   recall 0.7450684380032206
deviation 5/5   epoch 46/60   F1 0.74506486623379   accuracy 0.777190332326284   precision 0.7415389757301523   recall 0.7493735732866167
deviation 5/5   epoch 47/60   F1 0.7448909195403572   accuracy 0.7700151057401813   precision 0.7490076100370218   recall 0.7416506414954526
deviation 5/5   epoch 48/60   F1 0.7418907286444885   accuracy 0.7673716012084593   precision 0.7458864664747018   recall 0.7387371195782411
deviation 5/5   epoch 49/60   F1 0.7516295779772011   accuracy 0.775679758308157   precision 0.7563888317564789   recall 0.7479833094612875
deviation 5/5   epoch 50/60   F1 0.7457585830124317   accuracy 0.7715256797583081   precision 0.7489973262032086   recall 0.7430706969302443
deviation 5/5   epoch 51/60   F1 0.7414491986381   accuracy 0.7726586102719033   precision 0.7392868161250514   recall 0.7439019916142557
deviation 5/5   epoch 52/60   F1 0.7273041352184544   accuracy 0.7424471299093656   precision 0.747483031674208   recall 0.7237878477905073
deviation 5/5   epoch 53/60   F1 0.7315615799518789   accuracy 0.7511329305135952   precision 0.7442847593582887   recall 0.7262935872131275
deviation 5/5   epoch 54/60   F1 0.7211864669521286   accuracy 0.7345166163141994   precision 0.7449686343068695   recall 0.7197041535067569
deviation 5/5   epoch 55/60   F1 0.7324257640567852   accuracy 0.7537764350453172   precision 0.7425545043192102   recall 0.7272582743170979