deviation 1/5   epoch 1/120   F1 0.40145095948060544   accuracy 0.6676737160120846   precision 0.5002853763883176   recall 0.5839002267573696
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deviation 1/5   epoch 2/120   F1 0.41191262462557693   accuracy 0.6699395770392749   precision 0.5045505964623612   recall 0.691994793361536
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deviation 1/5   epoch 3/120   F1 0.45164129766297656   accuracy 0.6744712990936556   precision 0.5190739407651173   recall 0.6444509345794392
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deviation 1/5   epoch 4/120   F1 0.4821486002400516   accuracy 0.6812688821752266   precision 0.5332964829288358   recall 0.6630225444658435
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deviation 1/5   epoch 5/120   F1 0.5324822341483426   accuracy 0.6918429003021148   precision 0.558908371040724   recall 0.6701759467629211
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deviation 1/5   epoch 6/120   F1 0.5869369927609281   accuracy 0.7133685800604229   precision 0.5947192513368984   recall 0.7074042798736164
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deviation 1/5   epoch 7/120   F1 0.6035967704913124   accuracy 0.7280966767371602   precision 0.60860242698478   recall 0.7516741736374253
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deviation 1/5   epoch 8/120   F1 0.6464692055455918   accuracy 0.7420694864048338   precision 0.639613327848622   recall 0.7461407363507904
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deviation 1/5   epoch 9/120   F1 0.6637057623061671   accuracy 0.7549093655589124   precision 0.6537947346770876   recall 0.7722955649552603
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deviation 1/5   epoch 10/120   F1 0.6720578047657196   accuracy 0.7583081570996979   precision 0.6606206293706294   recall 0.772346825344929
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deviation 1/5   epoch 11/120   F1 0.6710386776816073   accuracy 0.7571752265861027   precision 0.6597722130810366   recall 0.7693013959081528
deviation 1/5   epoch 12/120   F1 0.6764884753624887   accuracy 0.7605740181268882   precision 0.6643150966680378   recall 0.7742592314459202
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deviation 1/5   epoch 13/120   F1 0.6854836315018877   accuracy 0.7643504531722054   precision 0.671994549568079   recall 0.7744427989481586
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deviation 1/5   epoch 14/120   F1 0.6920724963106395   accuracy 0.7681268882175226   precision 0.6776763677498971   recall 0.7784991214920128
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deviation 1/5   epoch 15/120   F1 0.6949409416713569   accuracy 0.7692598187311178   precision 0.6802370423693953   recall 0.7781373269576586
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deviation 1/5   epoch 16/120   F1 0.6994699641331373   accuracy 0.7719033232628398   precision 0.684214315096668   recall 0.7809221359680075
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deviation 1/5   epoch 17/120   F1 0.7030582782887946   accuracy 0.7726586102719033   precision 0.6876336898395722   recall 0.7778329773909998
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deviation 1/5   epoch 18/120   F1 0.7004061208005337   accuracy 0.7722809667673716   precision 0.6850678733031674   recall 0.7808126261133819
deviation 1/5   epoch 19/120   F1 0.7059454102379381   accuracy 0.774546827794562   precision 0.6901892225421637   recall 0.7802782095399389
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deviation 1/5   epoch 20/120   F1 0.7048867161174942   accuracy 0.7749244712990937   precision 0.6890451460304401   recall 0.783558606328211
deviation 1/5   epoch 21/120   F1 0.7124128322612966   accuracy 0.775679758308157   precision 0.6967451665981078   recall 0.7742444712822039
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deviation 1/5   epoch 22/120   F1 0.7056479886213463   accuracy 0.773036253776435   precision 0.6901995063759769   recall 0.7751088414693668
deviation 1/5   epoch 23/120   F1 0.7053074603913316   accuracy 0.775679758308157   precision 0.6893253805018511   recall 0.7858484816725475
deviation 1/5   epoch 24/120   F1 0.7065775236027085   accuracy 0.7749244712990937   precision 0.6907574043603455   recall 0.7806718238732009
deviation 1/5   epoch 25/120   F1 0.7104625459531662   accuracy 0.7764350453172205   precision 0.6944570135746606   recall 0.7799840085287846
deviation 1/5   epoch 26/120   F1 0.7090988986844634   accuracy 0.7764350453172205   precision 0.6930301316330728   recall 0.7822392385506298
deviation 1/5   epoch 27/120   F1 0.7141958322742727   accuracy 0.7787009063444109   precision 0.6978661044837515   recall 0.7823309305012931
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deviation 1/5   epoch 28/120   F1 0.7209858090081949   accuracy 0.7802114803625377   precision 0.7049902303578774   recall 0.7771393812999652
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deviation 1/5   epoch 29/120   F1 0.7188344725331941   accuracy 0.7805891238670695   precision 0.702419271904566   recall 0.7817510268240161
deviation 1/5   epoch 30/120   F1 0.7133970471766138   accuracy 0.7787009063444109   precision 0.6970099753187988   recall 0.7836598258706468
deviation 1/5   epoch 31/120   F1 0.7155271141144643   accuracy 0.779833836858006   precision 0.6989998971616619   recall 0.7843735619990246
deviation 1/5   epoch 32/120   F1 0.720917952054335   accuracy 0.7817220543806647   precision 0.704409193747429   recall 0.782512756371079
deviation 1/5   epoch 33/120   F1 0.7229895226872599   accuracy 0.7828549848942599   precision 0.706399115590292   recall 0.7832763029868376
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deviation 1/5   epoch 34/120   F1 0.7259046270565905   accuracy 0.7836102719033232   precision 0.7095331139448786   recall 0.7813898587440172
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deviation 1/5   epoch 35/120   F1 0.7165030073765075   accuracy 0.7805891238670695   precision 0.699850884409708   recall 0.7855896343608411
deviation 1/5   epoch 36/120   F1 0.721738075226483   accuracy 0.7828549848942599   precision 0.7049722336487042   recall 0.7853045402127635
deviation 1/5   epoch 37/120   F1 0.7325541865951671   accuracy 0.7873867069486404   precision 0.7160710612916495   recall 0.7841808325112367
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deviation 1/5   epoch 38/120   F1 0.7291341360445077   accuracy 0.7862537764350453   precision 0.7123688811188811   recall 0.7855784655382233
deviation 1/5   epoch 39/120   F1 0.7279334188687685   accuracy 0.7862537764350453   precision 0.7109419991772933   recall 0.7875215076937094
deviation 1/5   epoch 40/120   F1 0.7338952282157676   accuracy 0.7892749244712991   precision 0.7169143356643357   recall 0.788625478927203
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deviation 1/5   epoch 41/120   F1 0.7350904001459426   accuracy 0.7881419939577039   precision 0.7189196832579186   recall 0.7829183608205035
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deviation 1/5   epoch 42/120   F1 0.7350014403649592   accuracy 0.7885196374622356   precision 0.7186317359111477   recall 0.7843020243050332
deviation 1/5   epoch 43/120   F1 0.732064394661847   accuracy 0.7866314199395771   precision 0.7157908268202386   recall 0.7823743140099666
deviation 1/5   epoch 44/120   F1 0.7392984246406096   accuracy 0.7888972809667674   precision 0.7240513163307281   recall 0.7794393384931722
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deviation 1/5   epoch 45/120   F1 0.7412293560050816   accuracy 0.7885196374622356   precision 0.7269076511723571   recall 0.7758855671005414
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deviation 1/5   epoch 46/120   F1 0.7395262995130518   accuracy 0.7900302114803626   precision 0.7237582270670506   recall 0.78264533665884
deviation 1/5   epoch 47/120   F1 0.7405919548492768   accuracy 0.7900302114803626   precision 0.7251851090086384   recall 0.7811741592511268
deviation 1/5   epoch 48/120   F1 0.7359478637922272   accuracy 0.7892749244712991   precision 0.7194827231591938   recall 0.7854086221018672
deviation 1/5   epoch 49/120   F1 0.7456306555872931   accuracy 0.7904078549848943   precision 0.7320315713698067   recall 0.7759785855222168
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deviation 1/5   epoch 50/120   F1 0.7432031941903623   accuracy 0.7888972809667674   precision 0.7294734677087618   recall 0.7746239174429848
deviation 1/5   epoch 51/120   F1 0.7467929152876853   accuracy 0.7904078549848943   precision 0.7337438296997121   recall 0.7746838818052935
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deviation 1/5   epoch 52/120   F1 0.7467685628114056   accuracy 0.790785498489426   precision 0.7334558823529411   recall 0.7757147541780023
deviation 1/5   epoch 53/120   F1 0.7437531312433472   accuracy 0.7911631419939577   precision 0.7288872891814069   recall 0.7804139687279273
deviation 1/5   epoch 54/120   F1 0.7474900961672011   accuracy 0.7915407854984894   precision 0.7340214932126696   recall 0.7769385699899296
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deviation 1/5   epoch 55/120   F1 0.7477053732506126   accuracy 0.7911631419939577   precision 0.7345948169477581   recall 0.7756839188157265
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deviation 1/5   epoch 56/120   F1 0.747463948159637   accuracy 0.7919184290030211   precision 0.7337335458658988   recall 0.778002915708206
deviation 1/5   epoch 57/120   F1 0.753928155777926   accuracy 0.7953172205438066   precision 0.7411301933360757   recall 0.7798005984433314
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deviation 1/5   epoch 58/120   F1 0.7508512525181746   accuracy 0.7922960725075529   precision 0.7385823735088441   recall 0.7752699335548172
deviation 1/5   epoch 59/120   F1 0.7459254443753021   accuracy 0.7915407854984894   precision 0.7317384821061292   recall 0.7787831363682758
deviation 1/5   epoch 60/120   F1 0.7486790876970851   accuracy 0.7904078549848943   precision 0.7365975935828877   recall 0.7727228948154141
deviation 1/5   epoch 61/120   F1 0.7471533482801508   accuracy 0.790785498489426   precision 0.7340266351295763   recall 0.7752888163067804
deviation 1/5   epoch 62/120   F1 0.7492138656948133   accuracy 0.7911631419939577   precision 0.7368778280542987   recall 0.7740807121529314
deviation 1/5   epoch 63/120   F1 0.7494211603751684   accuracy 0.7900302114803626   precision 0.7380270464829288   recall 0.7710886236066092
deviation 1/5   epoch 64/120   F1 0.7490645863392923   accuracy 0.7892749244712991   precision 0.7380321883998355   recall 0.7696284000232978
deviation 1/5   epoch 65/120   F1 0.751393173614223   accuracy 0.7904078549848943   precision 0.7408782394076512   recall 0.7702099785789116
deviation 1/5   epoch 66/120   F1 0.7524645878463985   accuracy 0.7911631419939577   precision 0.7420146030440148   recall 0.7710126266134145
deviation 1/5   epoch 67/120   F1 0.7499589228164835   accuracy 0.790785498489426   precision 0.7383072809543398   recall 0.7724032032914554
deviation 1/5   epoch 68/120   F1 0.7554138675271882   accuracy 0.7919184290030211   precision 0.7462901069518717   recall 0.770281822766596
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deviation 1/5   epoch 69/120   F1 0.7488835939810268   accuracy 0.7892749244712991   precision 0.7377468120115179   recall 0.769789913146985
deviation 1/5   epoch 70/120   F1 0.7572613264158479   accuracy 0.7922960725075529   precision 0.7491412998765941   recall 0.7697205267157088
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deviation 1/5   epoch 71/120   F1 0.7553069792037643   accuracy 0.7930513595166163   precision 0.7451408885232415   recall 0.7728651556776557
deviation 1/5   epoch 72/120   F1 0.7542184544097312   accuracy 0.7862537764350453   precision 0.7494678116001645   recall 0.7603459008124323
deviation 1/5   epoch 73/120   F1 0.755268186679088   accuracy 0.7922960725075529   precision 0.7457167832167833   recall 0.7712127016558123
deviation 1/5   epoch 74/120   F1 0.7531162074640335   accuracy 0.7877643504531722   precision 0.7460330111065405   recall 0.7635061459159398
deviation 1/5   epoch 75/120   F1 0.7512732691639377   accuracy 0.7873867069486404   precision 0.7431818181818182   recall 0.7638896154213668
deviation 1/5   epoch 76/120   F1 0.7542800856488545   accuracy 0.7881419939577039   precision 0.7477426984779927   recall 0.7635622976433463
deviation 1/5   epoch 77/120   F1 0.7522050901538408   accuracy 0.7866314199395771   precision 0.7454699712052653   recall 0.7619195721634673
deviation 1/5   epoch 78/120   F1 0.7524814823560897   accuracy 0.7847432024169184   precision 0.7477658371040723   recall 0.758569711409468
deviation 1/5   epoch 79/120   F1 0.7519652099012845   accuracy 0.7877643504531722   precision 0.7440353763883176   recall 0.7641928507610991
deviation 1/5   epoch 80/120   F1 0.7551339962566789   accuracy 0.7862537764350453   precision 0.7511800699300699   recall 0.7600147973088061
deviation 1/5   epoch 81/120   F1 0.7533499683829106   accuracy 0.7854984894259819   precision 0.7486168243521185   recall 0.75945780611095
deviation 1/5   epoch 82/120   F1 0.7517216868481239   accuracy 0.7836102719033232   precision 0.7474881735911147   recall 0.7570524670032598
deviation 1/5   epoch 83/120   F1 0.7498760242756275   accuracy 0.7824773413897281   precision 0.7452128753599341   recall 0.7559054273050216
deviation 1/5   epoch 84/120   F1 0.7525545862384101   accuracy 0.7820996978851964   precision 0.7506375976964212   recall 0.7546816577244986
deviation 1/5   epoch 85/120   F1 0.7517684980205801   accuracy 0.783987915407855   precision 0.7472002262443438   recall 0.7576262194582806
deviation 1/5   epoch 86/120   F1 0.7493791717181733   accuracy 0.7779456193353474   precision 0.7489536199095023   recall 0.7498148955546555
deviation 1/5   epoch 87/120   F1 0.7513652652184009   accuracy 0.7820996978851964   precision 0.7483545865898806   recall 0.7549137192267881
deviation 1/5   epoch 88/120   F1 0.7554444636736382   accuracy 0.7873867069486404   precision 0.7506016042780749   recall 0.7617090670133781
deviation 1/5   epoch 89/120   F1 0.7476124865865479   accuracy 0.7779456193353474   precision 0.7455291032496915   recall 0.7499535431525224
deviation 1/5   epoch 90/120   F1 0.7511841318190533   accuracy 0.7843655589123867   precision 0.7457707733443029   recall 0.7584614386321376
deviation 1/5   epoch 91/120   F1 0.7516568849233038   accuracy 0.7843655589123867   precision 0.7466269025092553   recall 0.7582724355803072
deviation 1/5   epoch 92/120   F1 0.7495870663952158   accuracy 0.7813444108761329   precision 0.7457913410119292   recall 0.75426752439369
deviation 1/5   epoch 93/120   F1 0.7519365271088041   accuracy 0.7802114803625377   precision 0.7515065816536405   recall 0.7523766894811658
deviation 1/5   epoch 94/120   F1 0.7521820190750581   accuracy 0.7836102719033232   precision 0.7483443027560674   recall 0.756908525740122
deviation 1/5   epoch 95/120   F1 0.7535043826498069   accuracy 0.7854984894259819   precision 0.748902200740436   recall 0.7593999769572288
deviation 1/5   epoch 96/120   F1 0.7479437910394786   accuracy 0.777190332326284   precision 0.746961127108186   recall 0.7489819934007771
deviation 1/5   epoch 97/120   F1 0.7501435382442954   accuracy 0.7820996978851964   precision 0.7460715754833402   recall 0.7552376152275351
deviation 1/5   epoch 98/120   F1 0.7458434999073376   accuracy 0.7760574018126888   precision 0.7441150761003702   recall 0.7477496958607711
deviation 1/5   epoch 99/120   F1 0.749639479781262   accuracy 0.775679758308157   precision 0.7521081859317154   recall 0.747489393491983
deviation 1/5   epoch 100/120   F1 0.7469034808080468   accuracy 0.7753021148036254   precision 0.7469739819004525   recall 0.7468332597815801
deviation 1/5   epoch 101/120   F1 0.7490896785109982   accuracy 0.7779456193353474   precision 0.7483828671328672   recall 0.7498248063819609
deviation 1/5   epoch 102/120   F1 0.7390765765765767   accuracy 0.7673716012084593   precision 0.7401789387083504   recall 0.7380442759295499
deviation 1/5   epoch 103/120   F1 0.7430875518763361   accuracy 0.7715256797583081   precision 0.7435751748251749   recall 0.7426135094144904
deviation 1/5   epoch 104/120   F1 0.7443687673893529   accuracy 0.7722809667673716   precision 0.7452822912381736   recall 0.7435020083396343
deviation 1/5   epoch 105/120   F1 0.7516656034262077   accuracy 0.7820996978851964   precision 0.7489253393665158   recall 0.7548472152489296
deviation 1/5   epoch 106/120   F1 0.7440905962366096   accuracy 0.7707703927492447   precision 0.7464340806252571   recall 0.7420446259757394
deviation 1/5   epoch 107/120   F1 0.7428804906890221   accuracy 0.7711480362537765   precision 0.7435777457836281   recall 0.7422108882667996
deviation 1/5   epoch 108/120   F1 0.7394274193870979   accuracy 0.7677492447129909   precision 0.7404617441382146   recall 0.7384547479659769
deviation 1/5   epoch 109/120   F1 0.7327180669187766   accuracy 0.7549093655589124   precision 0.7416906622788976   recall 0.7277304893669208
deviation 1/5   epoch 110/120   F1 0.7448641395333055   accuracy 0.7726586102719033   precision 0.7458504730563553   recall 0.743932054313694
deviation 1/5   epoch 111/120   F1 0.7423327367336325   accuracy 0.7696374622356495   precision 0.7441587823940765   recall 0.7406916005808959
deviation 1/5   epoch 112/120   F1 0.7479119269334711   accuracy 0.7779456193353474   precision 0.7460998560263266   recall 0.7499171059399141
deviation 1/5   epoch 113/120   F1 0.7431595363300083   accuracy 0.7688821752265861   precision 0.7467323118058412   recall 0.7402618698912213
deviation 1/5   epoch 114/120   F1 0.744129122166409   accuracy 0.774546827794562   precision 0.7424131016042781   recall 0.7460223807333914
deviation 1/5   epoch 115/120   F1 0.7482967287621268   accuracy 0.7809667673716012   precision 0.7437962772521596   recall 0.7540787044603838
deviation 1/5   epoch 116/120   F1 0.7414736297596618   accuracy 0.7696374622356495   precision 0.7424465240641711   recall 0.7405546669931815
deviation 1/5   epoch 117/120   F1 0.7381885463263107   accuracy 0.7639728096676737   precision 0.7421997120526532   recall 0.7350438839151775
deviation 1/5   epoch 118/120   F1 0.7412946174993752   accuracy 0.7726586102719033   precision 0.7390014397367339   recall 0.7439160061187595
deviation 1/5   epoch 119/120   F1 0.7386125122497855   accuracy 0.7647280966767371   precision 0.7421945701357466   recall 0.7357270161842746
deviation 1/5   epoch 120/120   F1 0.7387462557915392   accuracy 0.7662386706948641   precision 0.7407574043603455   recall 0.7369633168032157

deviation 2/5   epoch 1/120   F1 0.4486911840103788   accuracy 0.6669184290030211   precision 0.5137032085561497   recall 0.5820972536697319
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deviation 2/5   epoch 2/120   F1 0.5170956182532043   accuracy 0.6604984894259819   precision 0.5382892842451666   recall 0.5789059240372197
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deviation 2/5   epoch 3/120   F1 0.5607169861004007   accuracy 0.6669184290030211   precision 0.5656417112299466   recall 0.6004394125954454
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deviation 2/5   epoch 4/120   F1 0.6003885856668248   accuracy 0.6925981873111783   precision 0.5988559234882764   recall 0.6440932665787265
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deviation 2/5   epoch 5/120   F1 0.6031272367770638   accuracy 0.7137462235649547   precision 0.6047048539695599   recall 0.6932752770329592
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deviation 2/5   epoch 6/120   F1 0.6295026688959935   accuracy 0.7280966767371602   precision 0.6254396338955163   recall 0.7161543130296868
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deviation 2/5   epoch 7/120   F1 0.6596565472396314   accuracy 0.7398036253776435   precision 0.6501876799670917   recall 0.7234571266000125
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deviation 2/5   epoch 8/120   F1 0.6603142144223194   accuracy 0.7439577039274925   precision 0.6507301522007405   recall 0.7354358502764848
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deviation 2/5   epoch 9/120   F1 0.6792758804572119   accuracy 0.7533987915407855   precision 0.6672177087618264   recall 0.7441169709167852
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deviation 2/5   epoch 10/120   F1 0.6904780089850265   accuracy 0.7624622356495468   precision 0.6768588029617442   recall 0.7598124611103715
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deviation 2/5   epoch 11/120   F1 0.701412856373461   accuracy 0.7669939577039275   precision 0.6871015014397368   recall 0.7604299464915318
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deviation 2/5   epoch 12/120   F1 0.7117961401064181   accuracy 0.770392749244713   precision 0.6976372891814068   recall 0.7582933213269314
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deviation 2/5   epoch 13/120   F1 0.7076972641474155   accuracy 0.7681268882175226   precision 0.6936574454956808   recall 0.7563435019942555
deviation 2/5   epoch 14/120   F1 0.7109905124573456   accuracy 0.7692598187311178   precision 0.6970742492801316   recall 0.7559503685876968
deviation 2/5   epoch 15/120   F1 0.7185665301922027   accuracy 0.7737915407854985   precision 0.7044631838749486   recall 0.7604198815424855
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deviation 2/5   epoch 16/120   F1 0.7195086541325368   accuracy 0.7753021148036254   precision 0.7050236528177705   recall 0.7636651961841847
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deviation 2/5   epoch 17/120   F1 0.7250830564784053   accuracy 0.775679758308157   precision 0.7118701151789387   recall 0.7587182288527226
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deviation 2/5   epoch 18/120   F1 0.7312591567108444   accuracy 0.7790785498489426   precision 0.7184106334841629   recall 0.7613843961026024
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deviation 2/5   epoch 19/120   F1 0.7284348046765003   accuracy 0.777190332326284   precision 0.7155697243932538   recall 0.7593319992700798
deviation 2/5   epoch 20/120   F1 0.7320868491875595   accuracy 0.7790785498489426   precision 0.7195521390374331   recall 0.760604798317911
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deviation 2/5   epoch 21/120   F1 0.7300668720007484   accuracy 0.779833836858006   precision 0.7164078568490333   recall 0.7645469138314815
deviation 2/5   epoch 22/120   F1 0.7334527367328592   accuracy 0.7809667673716012   precision 0.7203954134101194   recall 0.764033264033264
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deviation 2/5   epoch 23/120   F1 0.7395625768217999   accuracy 0.7836102719033232   precision 0.7275118264088852   recall 0.7647606381984082
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deviation 2/5   epoch 24/120   F1 0.7368716814280585   accuracy 0.7809667673716012   precision 0.7252468120115179   recall 0.7608711187336978
deviation 2/5   epoch 25/120   F1 0.7385609645021223   accuracy 0.7854984894259819   precision 0.7249305841217606   recall 0.7705931839058774
deviation 2/5   epoch 26/120   F1 0.739756977943806   accuracy 0.7836102719033232   precision 0.7277972027972028   recall 0.7645829460697694
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deviation 2/5   epoch 27/120   F1 0.7422261591255317   accuracy 0.7836102719033232   precision 0.7315070958453311   recall 0.7624727917702346
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deviation 2/5   epoch 28/120   F1 0.7447289177147063   accuracy 0.7862537764350453   precision 0.7334867338543809   recall 0.7664036374303315
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deviation 2/5   epoch 29/120   F1 0.7411208458802849   accuracy 0.7832326283987915   precision 0.7300827848621966   recall 0.762519800528014
deviation 2/5   epoch 30/120   F1 0.744012983980388   accuracy 0.7854984894259819   precision 0.7329211229946524   recall 0.7652734954893228
deviation 2/5   epoch 31/120   F1 0.7417912980642901   accuracy 0.7847432024169184   precision 0.7300725010283834   recall 0.7654514712861888
deviation 2/5   epoch 32/120   F1 0.745585856518608   accuracy 0.7881419939577039   precision 0.7334738790621144   recall 0.7701421554227664
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deviation 2/5   epoch 33/120   F1 0.7449407961636638   accuracy 0.7851208459214502   precision 0.734635952283011   recall 0.7636683863875533
deviation 2/5   epoch 34/120   F1 0.7497551657339647   accuracy 0.7877643504531722   precision 0.7403254833401892   recall 0.7657045888666545
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deviation 2/5   epoch 35/120   F1 0.7483227877859724   accuracy 0.7862537764350453   precision 0.7391942616207322   recall 0.7635758399909344
deviation 2/5   epoch 36/120   F1 0.7474422957751148   accuracy 0.7881419939577039   precision 0.7363276429452901   recall 0.7684216481787687
deviation 2/5   epoch 37/120   F1 0.7474512987012987   accuracy 0.7870090634441088   precision 0.7371914849856026   recall 0.7658425541724296
deviation 2/5   epoch 38/120   F1 0.7487024583719466   accuracy 0.7877643504531722   precision 0.7386132250102838   recall 0.7665114115390359
deviation 2/5   epoch 39/120   F1 0.7483476040958177   accuracy 0.7881419939577039   precision 0.7377545248868778   recall 0.7676429623144574
deviation 2/5   epoch 40/120   F1 0.7486899999798072   accuracy 0.7870090634441088   precision 0.7391891197038256   recall 0.7648917057448487
deviation 2/5   epoch 41/120   F1 0.7502736931696521   accuracy 0.7877643504531722   precision 0.7411816125051419   recall 0.7653275371008844
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deviation 2/5   epoch 42/120   F1 0.7488857278330963   accuracy 0.7885196374622356   precision 0.7383227067050596   recall 0.7680465433683796
deviation 2/5   epoch 43/120   F1 0.7485812458232199   accuracy 0.7843655589123867   precision 0.7412047511312218   recall 0.759715381352032
deviation 2/5   epoch 44/120   F1 0.753178315218296   accuracy 0.7885196374622356   precision 0.7454571164129988   recall 0.7649062299703389
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deviation 2/5   epoch 45/120   F1 0.74933716296567   accuracy 0.7858761329305136   precision 0.7411944672974085   recall 0.7621469842199056
deviation 2/5   epoch 46/120   F1 0.7505081095632277   accuracy 0.7858761329305136   precision 0.7431921020156315   recall 0.7614542758368592
deviation 2/5   epoch 47/120   F1 0.7538070007302164   accuracy 0.7904078549848943   precision 0.7448735088440971   recall 0.7682897115377167
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deviation 2/5   epoch 48/120   F1 0.7495736397837931   accuracy 0.7843655589123867   precision 0.742917009461127   recall 0.7591955296075034
deviation 2/5   epoch 49/120   F1 0.7499001926482842   accuracy 0.7870090634441088   precision 0.7411867544220485   recall 0.764036025893611
deviation 2/5   epoch 50/120   F1 0.7507247313716254   accuracy 0.7866314199395771   precision 0.7429015837104073   recall 0.762760080792349
deviation 2/5   epoch 51/120   F1 0.7516313951524449   accuracy 0.7877643504531722   precision 0.7434646236116824   recall 0.7644050760145746
deviation 2/5   epoch 52/120   F1 0.7500871278000125   accuracy 0.7873867069486404   precision 0.7411841834635953   recall 0.764678518905155
deviation 2/5   epoch 53/120   F1 0.7517449258675726   accuracy 0.7904078549848943   precision 0.7414489921842863   recall 0.7699114440193278
deviation 2/5   epoch 54/120   F1 0.7545148506017507   accuracy 0.7888972809667674   precision 0.7474521801727685   recall 0.7648264818227406
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deviation 2/5   epoch 55/120   F1 0.7532064756133351   accuracy 0.7870090634441088   precision 0.7468942821883999   recall 0.7620817640958463
deviation 2/5   epoch 56/120   F1 0.7580981332503395   accuracy 0.7911631419939577   precision 0.751717400246812   recall 0.7670064653100629
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deviation 2/5   epoch 57/120   F1 0.7579082099104041   accuracy 0.7922960725075529   precision 0.7502828054298643   recall 0.7692834322227293
deviation 2/5   epoch 58/120   F1 0.7501319619753699   accuracy 0.7888972809667674   precision 0.7400323940765117   recall 0.7678659422238958
deviation 2/5   epoch 59/120   F1 0.7546421965536981   accuracy 0.7904078549848943   precision 0.7463003907856849   recall 0.767696458298259
deviation 2/5   epoch 60/120   F1 0.7562714527441352   accuracy 0.7904078549848943   precision 0.7491541546688605   recall 0.7666479566533013
deviation 2/5   epoch 61/120   F1 0.7556314410119895   accuracy 0.7888972809667674   precision 0.7494498148909914   recall 0.7642163760724957
deviation 2/5   epoch 62/120   F1 0.7569346393840654   accuracy 0.7922960725075529   precision 0.7485705470999588   recall 0.7699501612430373
deviation 2/5   epoch 63/120   F1 0.7521046715428129   accuracy 0.790785498489426   precision 0.7417317976141505   recall 0.7704613641005285
deviation 2/5   epoch 64/120   F1 0.7546132681585662   accuracy 0.7900302114803626   precision 0.7465883381324558   recall 0.766956688738404
deviation 2/5   epoch 65/120   F1 0.7552906385731448   accuracy 0.7873867069486404   precision 0.7503162278897573   recall 0.7617722992624438
deviation 2/5   epoch 66/120   F1 0.7539593904005393   accuracy 0.7881419939577039   precision 0.7471719457013575   recall 0.7637356005341098
deviation 2/5   epoch 67/120   F1 0.7576213496324937   accuracy 0.7926737160120846   precision 0.7494241053064583   recall 0.7702382370002374
deviation 2/5   epoch 68/120   F1 0.7605912191272075   accuracy 0.7949395770392749   precision 0.7525478198272315   recall 0.7727701241587093
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deviation 2/5   epoch 69/120   F1 0.7550539429100014   accuracy 0.7915407854984894   precision 0.7460073015220074   recall 0.7697513270918435
deviation 2/5   epoch 70/120   F1 0.7521046715428129   accuracy 0.790785498489426   precision 0.7417317976141505   recall 0.7704613641005285
deviation 2/5   epoch 71/120   F1 0.7561109585278769   accuracy 0.7904078549848943   precision 0.748868778280543   recall 0.7667447427793948
deviation 2/5   epoch 72/120   F1 0.7573261837486087   accuracy 0.7930513595166163   precision 0.7485654051830523   recall 0.7712373193284855
deviation 2/5   epoch 73/120   F1 0.7590645868437762   accuracy 0.7926737160120846   precision 0.7519924928013164   recall 0.7692810403646826
deviation 2/5   epoch 74/120   F1 0.7575091575091575   accuracy 0.7915407854984894   precision 0.750287947346771   recall 0.7680632654859458
deviation 2/5   epoch 75/120   F1 0.7561475423461161   accuracy 0.790785498489426   precision 0.748580830933772   recall 0.7674522495608758
deviation 2/5   epoch 76/120   F1 0.7584100649384395   accuracy 0.7911631419939577   precision 0.7522881530234471   recall 0.7668361641451651
deviation 2/5   epoch 77/120   F1 0.7572342543941799   accuracy 0.7892749244712991   precision 0.7520156314273961   recall 0.7640996004450875
deviation 2/5   epoch 78/120   F1 0.7577472960313405   accuracy 0.7922960725075529   precision 0.7499974290415468   recall 0.7693899601063829
deviation 2/5   epoch 79/120   F1 0.7566711627891712   accuracy 0.7885196374622356   precision 0.7517353969559852   recall 0.7630744636548046
deviation 2/5   epoch 80/120   F1 0.7591487591336274   accuracy 0.793429003021148   precision 0.7514165981077745   recall 0.7707109099201288
deviation 2/5   epoch 81/120   F1 0.7581440125016083   accuracy 0.7930513595166163   precision 0.7499922871246401   recall 0.770641806041477
deviation 2/5   epoch 82/120   F1 0.7578273489999603   accuracy 0.7915407854984894   precision 0.7508587001234059   recall 0.7678691044858068
deviation 2/5   epoch 83/120   F1 0.7505181835311852   accuracy 0.7787009063444109   precision 0.7503753599341835   recall 0.7506621365970425
deviation 2/5   epoch 84/120   F1 0.7535043826498069   accuracy 0.7854984894259819   precision 0.748902200740436   recall 0.7593999769572288
deviation 2/5   epoch 85/120   F1 0.7510629017907258   accuracy 0.7820996978851964   precision 0.7477838338132456   recall 0.7549859613266794
deviation 2/5   epoch 86/120   F1 0.7548715171329157   accuracy 0.7877643504531722   precision 0.7491721513780337   recall 0.7625970331233489
deviation 2/5   epoch 87/120   F1 0.7529390213818803   accuracy 0.7836102719033232   precision 0.7497711846976552   recall 0.756698296732514
deviation 2/5   epoch 88/120   F1 0.7553550602115202   accuracy 0.7892749244712991   precision 0.7485911147675854   recall 0.7650526448521531
deviation 2/5   epoch 89/120   F1 0.7533427014137284   accuracy 0.7885196374622356   precision 0.7457424928013163   recall 0.7648049645390071
deviation 2/5   epoch 90/120   F1 0.7519896797596841   accuracy 0.7881419939577039   precision 0.7437474290415467   recall 0.7649217212590823
deviation 2/5   epoch 91/120   F1 0.7488498787359661   accuracy 0.7817220543806647   precision 0.7440765117235706   recall 0.7550705947151359
deviation 2/5   epoch 92/120   F1 0.752790085131152   accuracy 0.7877643504531722   precision 0.7454622583299053   recall 0.7636935603256847
deviation 2/5   epoch 93/120   F1 0.7546701685010979   accuracy 0.7873867069486404   precision 0.7491747223364871   recall 0.7620411545665373
deviation 2/5   epoch 94/120   F1 0.7474069731825046   accuracy 0.7817220543806647   precision 0.7415081242287125   recall 0.7556192311041449
deviation 2/5   epoch 95/120   F1 0.7545137505818842   accuracy 0.7873867069486404   precision 0.7488893459481695   recall 0.7621123889989583
deviation 2/5   epoch 96/120   F1 0.7517985803490419   accuracy 0.7877643504531722   precision 0.74375   recall 0.7642980597680642
deviation 2/5   epoch 97/120   F1 0.7515040000536246   accuracy 0.7885196374622356   precision 0.7426033525298231   recall 0.7660188372335597
deviation 2/5   epoch 98/120   F1 0.7487666034155598   accuracy 0.7809667673716012   precision 0.7446524064171123   recall 0.7539360623365534
deviation 2/5   epoch 99/120   F1 0.748272584026774   accuracy 0.7794561933534743   precision 0.7452334430275607   recall 0.7518721548000042
deviation 2/5   epoch 100/120   F1 0.7451878891670469   accuracy 0.7805891238670695   precision 0.7386620732208968   recall 0.7546554586808968
deviation 2/5   epoch 101/120   F1 0.7488646147223417   accuracy 0.7870090634441088   precision 0.7394744960921431   recall 0.764763734764417
deviation 2/5   epoch 102/120   F1 0.7410292327622395   accuracy 0.7790785498489426   precision 0.7329648292883587   recall 0.7540101686481866
deviation 2/5   epoch 103/120   F1 0.7511950793078467   accuracy 0.7862537764350453   precision 0.7440456602221308   recall 0.7617733764640021
deviation 2/5   epoch 104/120   F1 0.7463248252244405   accuracy 0.7787009063444109   precision 0.7423848210612916   recall 0.7512451931148616
deviation 2/5   epoch 105/120   F1 0.7483361984615469   accuracy 0.7813444108761329   precision 0.7435083299053887   recall 0.7546528283294718
deviation 2/5   epoch 106/120   F1 0.7546043390042141   accuracy 0.7847432024169184   precision 0.7517611065405183   recall 0.7579145596291614
deviation 2/5   epoch 107/120   F1 0.7532511098599508   accuracy 0.7847432024169184   precision 0.7491927190456602   recall 0.758301953667357
deviation 2/5   epoch 108/120   F1 0.7526369548634007   accuracy 0.7817220543806647   precision 0.7512109214315097   recall 0.7541777222829198
deviation 2/5   epoch 109/120   F1 0.7549921450104224   accuracy 0.7836102719033232   precision 0.7537664541341011   recall 0.7563008981112723
deviation 2/5   epoch 110/120   F1 0.7474119667044872   accuracy 0.7847432024169184   precision 0.7389191690662279   recall 0.7611310151036179
deviation 2/5   epoch 111/120   F1 0.7462427840515642   accuracy 0.7794561933534743   precision 0.7415235499794324   recall 0.7524026384019129
deviation 2/5   epoch 112/120   F1 0.7474500152344974   accuracy 0.7866314199395771   precision 0.7374794323323735   recall 0.7650169455054064
deviation 2/5   epoch 113/120   F1 0.7403561304512971   accuracy 0.7726586102719033   precision 0.7372891814068285   recall 0.7440279309077544
deviation 2/5   epoch 114/120   F1 0.7491048720889641   accuracy 0.7847432024169184   precision 0.7417729329494036   recall 0.7601275189134614
deviation 2/5   epoch 115/120   F1 0.7502213352303414   accuracy 0.7866314199395771   precision 0.7420454545454546   recall 0.7630718965662979
deviation 2/5   epoch 116/120   F1 0.7486972772998641   accuracy 0.7873867069486404   precision 0.7389011723570547   recall 0.7656933659577784
deviation 2/5   epoch 117/120   F1 0.7449407961636638   accuracy 0.7851208459214502   precision 0.734635952283011   recall 0.7636683863875533
deviation 2/5   epoch 118/120   F1 0.7400947650479278   accuracy 0.7760574018126888   precision 0.7338415261209379   recall 0.749141440599331
deviation 2/5   epoch 119/120   F1 0.7416428728203319   accuracy 0.774546827794562   precision 0.7378470793911971   recall 0.7463769370329068
deviation 2/5   epoch 120/120   F1 0.7463281509208246   accuracy 0.7832326283987915   precision 0.738358700123406   recall 0.7588599907861122

deviation 3/5   epoch 1/120   F1 0.41161525974025975   accuracy 0.6691842900302115   precision 0.5039849856026327   recall 0.647226443768997
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deviation 3/5   epoch 2/120   F1 0.4864031033045118   accuracy 0.676737160120846   precision 0.5324712052653229   recall 0.6299543153475737
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deviation 3/5   epoch 3/120   F1 0.5323252731214348   accuracy 0.6907099697885196   precision 0.5583453311394487   recall 0.6651773123204268
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deviation 3/5   epoch 4/120   F1 0.5860257012602808   accuracy 0.7141238670694864   precision 0.5944287330316742   recall 0.7116533527339783
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deviation 3/5   epoch 5/120   F1 0.6051894098065687   accuracy 0.7224320241691843   precision 0.6080702385849445   recall 0.722709361237127
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deviation 3/5   epoch 6/120   F1 0.6466713112237139   accuracy 0.7405589123867069   precision 0.6396236116824352   recall 0.7401056663000768
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deviation 3/5   epoch 7/120   F1 0.6626046870408463   accuracy 0.7484894259818731   precision 0.6526969354175236   recall 0.7481656972857333
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deviation 3/5   epoch 8/120   F1 0.6680098494977781   accuracy 0.7522658610271903   precision 0.6572372480460715   recall 0.7545968470437392
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deviation 3/5   epoch 9/120   F1 0.6717089683344523   accuracy 0.754154078549849   precision 0.6603635335252982   recall 0.7563478192968776
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deviation 3/5   epoch 10/120   F1 0.6753899735345406   accuracy 0.7564199395770392   precision 0.6634872480460716   recall 0.7594623266536439
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deviation 3/5   epoch 11/120   F1 0.6836447373114605   accuracy 0.7609516616314199   precision 0.670590806252571   recall 0.7641569901398456
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deviation 3/5   epoch 12/120   F1 0.6812026292946116   accuracy 0.7628398791540786   precision 0.6682949403537639   recall 0.7755746400606214
deviation 3/5   epoch 13/120   F1 0.6868777732721749   accuracy 0.7624622356495468   precision 0.6734342863019334   recall 0.7649276847840067
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deviation 3/5   epoch 14/120   F1 0.6920615986164936   accuracy 0.7654833836858006   precision 0.6779797408473879   recall 0.7682762128515028
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deviation 3/5   epoch 15/120   F1 0.6969574551946396   accuracy 0.7669939577039275   precision 0.6825354792266557   recall 0.766479002753968
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deviation 3/5   epoch 16/120   F1 0.7002616372533693   accuracy 0.7681268882175226   precision 0.685666906622789   recall 0.7657185959231732
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deviation 3/5   epoch 17/120   F1 0.7061503111849202   accuracy 0.7715256797583081   precision 0.6910659193747429   recall 0.7690327444384412
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deviation 3/5   epoch 18/120   F1 0.7061676211751222   accuracy 0.770392749244713   precision 0.6913590086384205   recall 0.7652235109662017
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deviation 3/5   epoch 19/120   F1 0.7112379903104162   accuracy 0.773036253776435   precision 0.6961924105306458   recall 0.7670516134958858
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deviation 3/5   epoch 20/120   F1 0.7100338366859757   accuracy 0.7734138972809668   precision 0.6947629576306047   recall 0.7699413829351293
deviation 3/5   epoch 21/120   F1 0.7182803770619732   accuracy 0.7768126888217523   precision 0.7030157342657343   recall 0.7697797331242469
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deviation 3/5   epoch 22/120   F1 0.7190264920629381   accuracy 0.7760574018126888   precision 0.7041623817359111   recall 0.7664854548123912
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deviation 3/5   epoch 23/120   F1 0.7110915320177571   accuracy 0.774546827794562   precision 0.6956113739201975   recall 0.7722749911206898
deviation 3/5   epoch 24/120   F1 0.7190264920629381   accuracy 0.7760574018126888   precision 0.7041623817359111   recall 0.7664854548123912
deviation 3/5   epoch 25/120   F1 0.7171879284714304   accuracy 0.7764350453172205   precision 0.7018767996709173   recall 0.7700317757266462
deviation 3/5   epoch 26/120   F1 0.7225702582933806   accuracy 0.7775679758308157   precision 0.7078619909502262   recall 0.7666664467809139
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deviation 3/5   epoch 27/120   F1 0.7264155229395326   accuracy 0.7775679758308157   precision 0.7127133895516249   recall 0.7623292313179953
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deviation 3/5   epoch 28/120   F1 0.7300668720007484   accuracy 0.779833836858006   precision 0.7164078568490333   recall 0.7645469138314815
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deviation 3/5   epoch 29/120   F1 0.7297838050650449   accuracy 0.7790785498489426   precision 0.71641299876594   recall 0.762843216313416
deviation 3/5   epoch 30/120   F1 0.7329759525582247   accuracy 0.7813444108761329   precision 0.7195367132867133   recall 0.7655013225940099
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deviation 3/5   epoch 31/120   F1 0.7285958159503639   accuracy 0.7805891238670695   precision 0.7141197038255862   recall 0.7682792282832871
deviation 3/5   epoch 32/120   F1 0.7329759525582247   accuracy 0.7813444108761329   precision 0.7195367132867133   recall 0.7655013225940099
deviation 3/5   epoch 33/120   F1 0.7308411448790437   accuracy 0.7790785498489426   precision 0.7178398807075278   recall 0.7617887346898421
deviation 3/5   epoch 34/120   F1 0.7297838050650449   accuracy 0.7790785498489426   precision 0.71641299876594   recall 0.762843216313416
deviation 3/5   epoch 35/120   F1 0.7286456601227433   accuracy 0.7783232628398792   precision 0.7152766351295763   recall 0.7620259650852138
deviation 3/5   epoch 36/120   F1 0.73360174852131   accuracy 0.7813444108761329   precision 0.720392842451666   recall 0.7648567524583921
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deviation 3/5   epoch 37/120   F1 0.7367968869839527   accuracy 0.7817220543806647   precision 0.7246709173179762   recall 0.7627270240124587
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deviation 3/5   epoch 38/120   F1 0.7371533107776715   accuracy 0.7820996978851964   precision 0.7249537227478404   recall 0.7633152143246751
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deviation 3/5   epoch 39/120   F1 0.7384578149426715   accuracy 0.7828549848942599   precision 0.7263754627725216   recall 0.7639483740230386
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deviation 3/5   epoch 40/120   F1 0.7357506187713193   accuracy 0.7820996978851964   precision 0.7229560880296175   recall 0.7646452301009117
deviation 3/5   epoch 41/120   F1 0.7430763386109769   accuracy 0.7854984894259819   precision 0.7314942410530646   recall 0.7660909961346147
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deviation 3/5   epoch 42/120   F1 0.7390104474669821   accuracy 0.7832326283987915   precision 0.7269436445907034   recall 0.7643547010466736
deviation 3/5   epoch 43/120   F1 0.7407976322920191   accuracy 0.7851208459214502   precision 0.7283576717400246   recall 0.7672996407546033
deviation 3/5   epoch 44/120   F1 0.7425293170254487   accuracy 0.7851208459214502   precision 0.7309260592348827   recall 0.7656862041859458
deviation 3/5   epoch 45/120   F1 0.7382027545917537   accuracy 0.7851208459214502   precision 0.7246477786918963   recall 0.7699701154059755
deviation 3/5   epoch 46/120   F1 0.7383824654469375   accuracy 0.7836102719033232   precision 0.7257995680789799   recall 0.7658751391593451
deviation 3/5   epoch 47/120   F1 0.7400478790279523   accuracy 0.7847432024169184   precision 0.7275041135335253   recall 0.7670872130751701
deviation 3/5   epoch 48/120   F1 0.7488836053920968   accuracy 0.7881419939577039   precision 0.7386106540518305   recall 0.7672008187901397
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deviation 3/5   epoch 49/120   F1 0.747623011992036   accuracy 0.7862537764350453   precision 0.7380527560674619   recall 0.7640775979100357
deviation 3/5   epoch 50/120   F1 0.7439981121468652   accuracy 0.7858761329305136   precision 0.7326331756478816   recall 0.7661622961994989
deviation 3/5   epoch 51/120   F1 0.7488646147223417   accuracy 0.7870090634441088   precision 0.7394744960921431   recall 0.764763734764417
deviation 3/5   epoch 52/120   F1 0.7447646103896104   accuracy 0.7847432024169184   precision 0.7346385232414644   recall 0.7629812125403412
deviation 3/5   epoch 53/120   F1 0.7460190955304133   accuracy 0.7851208459214502   precision 0.7363482106129164   recall 0.7628540956759744
deviation 3/5   epoch 54/120   F1 0.748841542911342   accuracy 0.7862537764350453   precision 0.7400503907856849   recall 0.7632194698398469
deviation 3/5   epoch 55/120   F1 0.7498677218095525   accuracy 0.783987915407855   precision 0.7437757095845332   recall 0.7583940810181085
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deviation 3/5   epoch 56/120   F1 0.7485065834384361   accuracy 0.7866314199395771   precision 0.7391916906622789   recall 0.7642304390705243
deviation 3/5   epoch 57/120   F1 0.7522968092012183   accuracy 0.7877643504531722   precision 0.7446061291649527   recall 0.7639878136419508
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deviation 3/5   epoch 58/120   F1 0.7520121585752205   accuracy 0.7885196374622356   precision 0.7434594816947758   recall 0.7656656791453451
deviation 3/5   epoch 59/120   F1 0.7518259330496657   accuracy 0.7832326283987915   precision 0.7480614973262032   recall 0.756445967101049
deviation 3/5   epoch 60/120   F1 0.7510254912651082   accuracy 0.7843655589123867   precision 0.7454853969559851   recall 0.7585275943225408
deviation 3/5   epoch 61/120   F1 0.7489797730366347   accuracy 0.7854984894259819   precision 0.7409116618675442   recall 0.7616325334003434
deviation 3/5   epoch 62/120   F1 0.7499285834793592   accuracy 0.7877643504531722   precision 0.7406108597285068   recall 0.7655769803771336
deviation 3/5   epoch 63/120   F1 0.7532064756133351   accuracy 0.7870090634441088   precision 0.7468942821883999   recall 0.7620817640958463
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deviation 3/5   epoch 64/120   F1 0.7488795296232882   accuracy 0.7794561933534743   precision 0.7463749485808309   recall 0.7517575477348915
deviation 3/5   epoch 65/120   F1 0.7548995408994421   accuracy 0.7847432024169184   precision 0.7523318593171534   recall 0.757844600203865
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deviation 3/5   epoch 66/120   F1 0.7539507217325943   accuracy 0.7843655589123867   precision 0.7509075483340188   recall 0.7575341055952374
deviation 3/5   epoch 67/120   F1 0.7510095918379027   accuracy 0.7828549848942599   precision 0.7469225627313862   recall 0.7561203013132956
deviation 3/5   epoch 68/120   F1 0.7539091644686373   accuracy 0.7862537764350453   precision 0.7488970588235294   recall 0.760468682737839
deviation 3/5   epoch 69/120   F1 0.7509250998797564   accuracy 0.7802114803625377   precision 0.7495089469354175   recall 0.7524556474689141
deviation 3/5   epoch 70/120   F1 0.7533274259877764   accuracy 0.7832326283987915   precision 0.7509152612093788   recall 0.7560748104942498
deviation 3/5   epoch 71/120   F1 0.7525516296165546   accuracy 0.7790785498489426   precision 0.7540826820238585   recall 0.7511437079070702
deviation 3/5   epoch 72/120   F1 0.7564577585074235   accuracy 0.7832326283987915   precision 0.7571935417523653   recall 0.7557502780227787
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deviation 3/5   epoch 73/120   F1 0.7553175498177649   accuracy 0.7854984894259819   precision 0.7523267174002468   recall 0.7588246153034719
deviation 3/5   epoch 74/120   F1 0.7518756454315101   accuracy 0.7836102719033232   precision 0.7477735499794322   recall 0.757002987399056
deviation 3/5   epoch 75/120   F1 0.757267537631126   accuracy 0.7851208459214502   precision 0.7566099341834636   recall 0.757948386288117
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deviation 3/5   epoch 76/120   F1 0.7547792136553572   accuracy 0.7832326283987915   precision 0.7537690250925545   recall 0.7558455999564544
deviation 3/5   epoch 77/120   F1 0.7501150822147342   accuracy 0.7832326283987915   precision 0.74492235705471   recall 0.7570256094797164
deviation 3/5   epoch 78/120   F1 0.7528946070023611   accuracy 0.7843655589123867   precision 0.748909913615796   recall 0.7578365152549144
deviation 3/5   epoch 79/120   F1 0.7524529795100718   accuracy 0.7858761329305136   precision 0.7466166186754422   recall 0.7604622115420514
deviation 3/5   epoch 80/120   F1 0.752326004981835   accuracy 0.7847432024169184   precision 0.7474804607157548   recall 0.7586278697994331
deviation 3/5   epoch 81/120   F1 0.7464989059080963   accuracy 0.7832326283987915   precision 0.7386440765117236   recall 0.7587617082961642
deviation 3/5   epoch 82/120   F1 0.7569859726523898   accuracy 0.7851208459214502   precision 0.7560391814068285   recall 0.7579813707033165
deviation 3/5   epoch 83/120   F1 0.7554169916028561   accuracy 0.7843655589123867   precision 0.7537613122171946   recall 0.7572254504729012
deviation 3/5   epoch 84/120   F1 0.7613954117403752   accuracy 0.7888972809667674   precision 0.7605794940353764   recall 0.7622463454533812
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deviation 3/5   epoch 85/120   F1 0.7569160233147325   accuracy 0.7828549848942599   precision 0.7586229946524065   recall 0.7553576584895303
deviation 3/5   epoch 86/120   F1 0.7587779479500566   accuracy 0.7824773413897281   precision 0.7631915878239408   recall 0.7552924600057358
deviation 3/5   epoch 87/120   F1 0.7540594418267489   accuracy 0.7832326283987915   precision 0.7523421431509667   recall 0.7559428195927904
deviation 3/5   epoch 88/120   F1 0.7550204021533833   accuracy 0.7854984894259819   precision 0.7517559646236116   recall 0.7589055547182981
deviation 3/5   epoch 89/120   F1 0.7565891030578509   accuracy 0.7809667673716012   precision 0.7603481077745784   recall 0.7535205978444552
deviation 3/5   epoch 90/120   F1 0.7609865242817189   accuracy 0.7854984894259819   precision 0.7640271493212669   recall 0.7583937198067633
deviation 3/5   epoch 91/120   F1 0.7541200053826097   accuracy 0.7881419939577039   precision 0.747457322089675   recall 0.7636480985006454
deviation 3/5   epoch 92/120   F1 0.7560582166012142   accuracy 0.783987915407855   precision 0.7554761415055533   recall 0.7566586081494338
deviation 3/5   epoch 93/120   F1 0.7545143693568857   accuracy 0.7851208459214502   precision 0.7511877828054299   recall 0.7584888500854887
deviation 3/5   epoch 94/120   F1 0.7527328760482342   accuracy 0.7832326283987915   precision 0.7497737556561086   recall 0.7562059098880523
deviation 3/5   epoch 95/120   F1 0.7529101639956144   accuracy 0.7824773413897281   precision 0.7509204031262855   recall 0.7551261541035373
deviation 3/5   epoch 96/120   F1 0.7567706067198453   accuracy 0.7847432024169184   precision 0.7560417523652818   recall 0.7575281538083601
deviation 3/5   epoch 97/120   F1 0.7554653764112169   accuracy 0.7854984894259819   precision 0.7526120937885643   recall 0.7587863463969658
deviation 3/5   epoch 98/120   F1 0.752503810880135   accuracy 0.7802114803625377   precision 0.7526480872069108   recall 0.7523606649152677
deviation 3/5   epoch 99/120   F1 0.7550608007627667   accuracy 0.783987915407855   precision 0.7534785067873303   recall 0.7567826958888412
deviation 3/5   epoch 100/120   F1 0.7554109268313056   accuracy 0.7828549848942599   precision 0.7554838543809133   recall 0.7553382834626752
deviation 3/5   epoch 101/120   F1 0.7542699790547815   accuracy 0.7836102719033232   precision 0.7523395721925134   recall 0.756411093731121
deviation 3/5   epoch 102/120   F1 0.7579834081118738   accuracy 0.783987915407855   precision 0.7594714109419992   recall 0.756608187134503
deviation 3/5   epoch 103/120   F1 0.7568444741745131   accuracy 0.7851208459214502   precision 0.7557538050185109   recall 0.7579999286777173
deviation 3/5   epoch 104/120   F1 0.7583856028223974   accuracy 0.7888972809667674   precision 0.7545865898807075   recall 0.7630177155276311
deviation 3/5   epoch 105/120   F1 0.7537829942215872   accuracy 0.7817220543806647   precision 0.7534939325380502   recall 0.7540766051310595
deviation 3/5   epoch 106/120   F1 0.7557464711504216   accuracy 0.7824773413897281   precision 0.7566279308926368   recall 0.7549056661593307
deviation 3/5   epoch 107/120   F1 0.747536904337828   accuracy 0.7722809667673716   precision 0.7518459481694776   recall 0.7441699678018584
deviation 3/5   epoch 108/120   F1 0.7527416990251175   accuracy 0.7843655589123867   precision 0.7486245372274785   recall 0.7578856734848167
deviation 3/5   epoch 109/120   F1 0.7505703028878273   accuracy 0.779833836858006   precision 0.7492261415055532   recall 0.7520175717385922
deviation 3/5   epoch 110/120   F1 0.7527688231694177   accuracy 0.7794561933534743   precision 0.7540801110654052   recall 0.7515482023544384
deviation 3/5   epoch 111/120   F1 0.7543444708951909   accuracy 0.7817220543806647   precision 0.7546354380913205   recall 0.7540580334697982
deviation 3/5   epoch 112/120   F1 0.7480616795396904   accuracy 0.7707703927492447   precision 0.7549953722747841   recall 0.7434274669816385
deviation 3/5   epoch 113/120   F1 0.7491238006056671   accuracy 0.7790785498489426   precision 0.7472336487042369   recall 0.7512227857112534
deviation 3/5   epoch 114/120   F1 0.7554169916028561   accuracy 0.7843655589123867   precision 0.7537613122171946   recall 0.7572254504729012
deviation 3/5   epoch 115/120   F1 0.7448641395333055   accuracy 0.7726586102719033   precision 0.7458504730563553   recall 0.743932054313694
deviation 3/5   epoch 116/120   F1 0.7458124558055368   accuracy 0.7711480362537765   precision 0.749570649938297   recall 0.7427868983662975
deviation 3/5   epoch 117/120   F1 0.7511347689175356   accuracy 0.7775679758308157   precision 0.7529514603044014   recall 0.7494917317256398
deviation 3/5   epoch 118/120   F1 0.7538613470857372   accuracy 0.7858761329305136   precision 0.7491850061703003   recall 0.7598724406862597
deviation 3/5   epoch 119/120   F1 0.7470075204389425   accuracy 0.7779456193353474   precision 0.7443875976964212   recall 0.7500427448226156
deviation 3/5   epoch 120/120   F1 0.746918831333232   accuracy 0.7719033232628398   precision 0.7509923899629782   recall 0.7436945842319674

deviation 4/5   epoch 1/120   F1 0.408635834672776   accuracy 0.6669184290030211   precision 0.501717400246812   recall 0.5564427545416138
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deviation 4/5   epoch 2/120   F1 0.48204591518588547   accuracy 0.6744712990936556   precision 0.5296328671328672   recall 0.6200387423322467
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deviation 4/5   epoch 3/120   F1 0.5512416578468589   accuracy 0.6858006042296072   precision 0.5657985396955986   recall 0.63816503360596
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deviation 4/5   epoch 4/120   F1 0.6020109257435917   accuracy 0.7039274924471299   precision 0.6019179350061703   recall 0.666885577165951
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deviation 4/5   epoch 5/120   F1 0.6364907521874288   accuracy 0.7235649546827795   precision 0.6303218839983546   recall 0.6974155658025922
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deviation 4/5   epoch 6/120   F1 0.6812192324387447   accuracy 0.7481117824773413   precision 0.6698220896750309   recall 0.7274557404992188
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deviation 4/5   epoch 7/120   F1 0.690020071573467   accuracy 0.7518882175226587   precision 0.6783576717400247   recall 0.7299331734135418
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deviation 4/5   epoch 8/120   F1 0.6957877150447032   accuracy 0.7605740181268882   precision 0.682579185520362   recall 0.7475089135412637
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deviation 4/5   epoch 9/120   F1 0.7074048345245303   accuracy 0.7669939577039275   precision 0.6936651583710407   recall 0.7534216446939591
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deviation 4/5   epoch 10/120   F1 0.7116525599702779   accuracy 0.7707703927492447   precision 0.6973493418346359   recall 0.7595576655330609
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deviation 4/5   epoch 11/120   F1 0.7150339664982942   accuracy 0.7715256797583081   precision 0.7010540929658576   recall 0.7579325846773163
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deviation 4/5   epoch 12/120   F1 0.7189122421014031   accuracy 0.775679758308157   precision 0.7041649526943644   recall 0.7654898617588553
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deviation 4/5   epoch 13/120   F1 0.7204458855832399   accuracy 0.7753021148036254   precision 0.7061651583710407   recall 0.7625876458717924
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deviation 4/5   epoch 14/120   F1 0.722307137151375   accuracy 0.7760574018126888   precision 0.7081576511723571   recall 0.7626314231612921
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deviation 4/5   epoch 15/120   F1 0.7305642283675289   accuracy 0.7794561933534743   precision 0.7172665569724394   recall 0.763035358565737
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deviation 4/5   epoch 16/120   F1 0.727394392779932   accuracy 0.7790785498489426   precision 0.7132738584944467   recall 0.765393367165349
deviation 4/5   epoch 17/120   F1 0.730408962172832   accuracy 0.7813444108761329   precision 0.7161121966269025   recall 0.7683175767500021
deviation 4/5   epoch 18/120   F1 0.7316314371671642   accuracy 0.7805891238670695   precision 0.7181149732620321   recall 0.7649103400683993
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deviation 4/5   epoch 19/120   F1 0.7385408265850614   accuracy 0.783987915407855   precision 0.7257969971205265   recall 0.7666695005829771
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deviation 4/5   epoch 20/120   F1 0.7350570033689416   accuracy 0.7794561933534743   precision 0.7235448375154256   recall 0.7588999654601541
deviation 4/5   epoch 21/120   F1 0.7375610517705438   accuracy 0.7794561933534743   precision 0.727254730563554   recall 0.7569601302344511
deviation 4/5   epoch 22/120   F1 0.73858079362134   accuracy 0.7836102719033232   precision 0.7260849444672974   recall 0.7656835487113949
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deviation 4/5   epoch 23/120   F1 0.7379046781133579   accuracy 0.7824773413897281   precision 0.7258072809543398   recall 0.7635416541642162
deviation 4/5   epoch 24/120   F1 0.7372268509110614   accuracy 0.7787009063444109   precision 0.7272598724804606   recall 0.7556039418439224
deviation 4/5   epoch 25/120   F1 0.741076477566831   accuracy 0.783987915407855   precision 0.7295068901686549   recall 0.7643010466166305
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deviation 4/5   epoch 26/120   F1 0.7403363109096968   accuracy 0.7836102719033232   precision 0.7286533319621555   recall 0.7640633547776994
deviation 4/5   epoch 27/120   F1 0.7424525365701835   accuracy 0.7809667673716012   precision 0.7338081036610449   recall 0.7567938465708864
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deviation 4/5   epoch 28/120   F1 0.7387168172994921   accuracy 0.7820996978851964   precision 0.7272367338543809   recall 0.7619327564861964
deviation 4/5   epoch 29/120   F1 0.7427987970700076   accuracy 0.7828549848942599   precision 0.7329391197038255   recall 0.760398412099657
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deviation 4/5   epoch 30/120   F1 0.744409052948755   accuracy 0.7828549848942599   precision 0.7355075071986836   recall 0.7592989674379568
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deviation 4/5   epoch 31/120   F1 0.744055846083796   accuracy 0.7832326283987915   precision 0.7346488070752777   recall 0.7603015161367603
deviation 4/5   epoch 32/120   F1 0.7425674841638128   accuracy 0.7843655589123867   precision 0.7315019539284244   recall 0.7638977116116312
deviation 4/5   epoch 33/120   F1 0.7431477613388039   accuracy 0.7836102719033232   precision 0.7329339777869189   recall 0.761755819857612
deviation 4/5   epoch 34/120   F1 0.7463281509208246   accuracy 0.7832326283987915   precision 0.738358700123406   recall 0.7588599907861122
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deviation 4/5   epoch 35/120   F1 0.7482828758707158   accuracy 0.7851208459214502   precision 0.7400581036610449   recall 0.7613266723341134
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deviation 4/5   epoch 36/120   F1 0.7520556409895645   accuracy 0.7851208459214502   precision 0.7466217605923489   recall 0.7593563676157375
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deviation 4/5   epoch 37/120   F1 0.7512948981245391   accuracy 0.7854984894259819   precision 0.7449069313039902   recall 0.7603537196316855
deviation 4/5   epoch 38/120   F1 0.7507475211138416   accuracy 0.7870090634441088   precision 0.7426136363636364   recall 0.7634808951431643
deviation 4/5   epoch 39/120   F1 0.7524529795100718   accuracy 0.7858761329305136   precision 0.7466166186754422   recall 0.7604622115420514
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deviation 4/5   epoch 40/120   F1 0.7522938640508052   accuracy 0.7858761329305136   precision 0.7463312422871247   recall 0.7605357525246174
deviation 4/5   epoch 41/120   F1 0.7516988695698522   accuracy 0.7847432024169184   precision 0.7463389551624846   recall 0.7588761033494271
deviation 4/5   epoch 42/120   F1 0.7524914869653964   accuracy 0.7862537764350453   precision 0.7463286713286714   recall 0.7611001348939244
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deviation 4/5   epoch 43/120   F1 0.7545137505818842   accuracy 0.7873867069486404   precision 0.7488893459481695   recall 0.7621123889989583
update
deviation 4/5   epoch 44/120   F1 0.7522968092012183   accuracy 0.7877643504531722   precision 0.7446061291649527   recall 0.7639878136419508
deviation 4/5   epoch 45/120   F1 0.7541561314791404   accuracy 0.7870090634441088   precision 0.7486065405183052   recall 0.761628787878788
deviation 4/5   epoch 46/120   F1 0.7505445471964114   accuracy 0.7828549848942599   precision 0.7460664335664335   recall 0.7562696842816932
deviation 4/5   epoch 47/120   F1 0.7528738520243554   accuracy 0.7888972809667674   precision 0.7445984162895928   recall 0.7658466336054746
deviation 4/5   epoch 48/120   F1 0.7555145501524907   accuracy 0.7892749244712991   precision 0.7488764911559029   recall 0.7649639791538934
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deviation 4/5   epoch 49/120   F1 0.7582570590893328   accuracy 0.7900302114803626   precision 0.7531519950637597   recall 0.7649214377959535
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deviation 4/5   epoch 50/120   F1 0.7522159301744027   accuracy 0.7809667673716012   precision 0.7512160633484163   recall 0.7532717474980755
deviation 4/5   epoch 51/120   F1 0.7578952649534734   accuracy 0.790785498489426   precision 0.7517199712052653   recall 0.766427747300592
deviation 4/5   epoch 52/120   F1 0.7544213335591952   accuracy 0.7866314199395771   precision 0.7494652406417113   recall 0.7608823653958223
deviation 4/5   epoch 53/120   F1 0.7553930817610062   accuracy 0.7870090634441088   precision 0.7508895516248457   recall 0.7611150355338642
deviation 4/5   epoch 54/120   F1 0.7551837977162403   accuracy 0.7877643504531722   precision 0.7497429041546688   recall 0.7624532925540969
deviation 4/5   epoch 55/120   F1 0.7535520285452453   accuracy 0.7858761329305136   precision 0.7486142533936652   recall 0.7599924315292008
deviation 4/5   epoch 56/120   F1 0.7519694294096756   accuracy 0.7843655589123867   precision 0.7471976552858905   recall 0.7581542441403484
deviation 4/5   epoch 57/120   F1 0.7487982188664634   accuracy 0.7779456193353474   precision 0.747812114356232   recall 0.7498399442202368
deviation 4/5   epoch 58/120   F1 0.751978361386772   accuracy 0.7832326283987915   precision 0.7483468737145207   recall 0.756402293358815
deviation 4/5   epoch 59/120   F1 0.7487798087042075   accuracy 0.779833836858006   precision 0.7458016248457424   recall 0.7522933328583388
deviation 4/5   epoch 60/120   F1 0.75335026703118   accuracy 0.7843655589123867   precision 0.7497660427807487   recall 0.757698028649472
deviation 4/5   epoch 61/120   F1 0.7547769717549004   accuracy 0.7858761329305136   precision 0.7508972645002057   recall 0.759549527086554
deviation 4/5   epoch 62/120   F1 0.7545709220691401   accuracy 0.7854984894259819   precision 0.7508998354586589   recall 0.7590380633858895
deviation 4/5   epoch 63/120   F1 0.7534034944634398   accuracy 0.7847432024169184   precision 0.7494780954339777   recall 0.7582529594617612
deviation 4/5   epoch 64/120   F1 0.7499222161633843   accuracy 0.7794561933534743   precision 0.7483725832990539   recall 0.7516102147387064
deviation 4/5   epoch 65/120   F1 0.7516350776965117   accuracy 0.7809667673716012   precision 0.750074557795146   recall 0.7533343751220847
deviation 4/5   epoch 66/120   F1 0.754204369996203   accuracy 0.7832326283987915   precision 0.7526275195392842   recall 0.7559206156971521
deviation 4/5   epoch 67/120   F1 0.750297523914346   accuracy 0.7790785498489426   precision 0.7495166598107774   recall 0.7511127454880524
deviation 4/5   epoch 68/120   F1 0.7502499875985265   accuracy 0.7817220543806647   precision 0.7466448992184287   recall 0.7546451133407654
deviation 4/5   epoch 69/120   F1 0.7513416966350566   accuracy 0.7809667673716012   precision 0.7495038050185109   recall 0.7533738535164052
deviation 4/5   epoch 70/120   F1 0.7539930088516307   accuracy 0.7828549848942599   precision 0.7526300904977375   recall 0.7554596462904433
deviation 4/5   epoch 71/120   F1 0.7548495148593299   accuracy 0.7828549848942599   precision 0.754342348827643   recall 0.755370666150396
deviation 4/5   epoch 72/120   F1 0.7536341149634744   accuracy 0.7809667673716012   precision 0.754069827231592   recall 0.7532085691664767
deviation 4/5   epoch 73/120   F1 0.7539120207914731   accuracy 0.7809667673716012   precision 0.7546405800082271   recall 0.7532116424435327
deviation 4/5   epoch 74/120   F1 0.7526570601793836   accuracy 0.7783232628398792   precision 0.7552293294940353   recall 0.7504239465975487
deviation 4/5   epoch 75/120   F1 0.7554447725326277   accuracy 0.7817220543806647   precision 0.756918449197861   recall 0.7540833968980423
deviation 4/5   epoch 76/120   F1 0.7512397588234959   accuracy 0.775679758308157   precision 0.7555327025915262   recall 0.7478634396937618
deviation 4/5   epoch 77/120   F1 0.7522605951124461   accuracy 0.777190332326284   precision 0.7558077951460305   recall 0.7493459302325581
deviation 4/5   epoch 78/120   F1 0.7526464434068256   accuracy 0.7809667673716012   precision 0.752072192513369   recall 0.7532389040416563
deviation 4/5   epoch 79/120   F1 0.7547844501048211   accuracy 0.7805891238670695   precision 0.7569261620732208   recall 0.7528772716259551
deviation 4/5   epoch 80/120   F1 0.7511549998349093   accuracy 0.7764350453172205   precision 0.7543860551213493   recall 0.7484557206134932
deviation 4/5   epoch 81/120   F1 0.7547799788909637   accuracy 0.7794561933534743   precision 0.7583607568901687   recall 0.7518344025661587
deviation 4/5   epoch 82/120   F1 0.7518160810645647   accuracy 0.7764350453172205   precision 0.7558129370629371   recall 0.7486163825305645
deviation 4/5   epoch 83/120   F1 0.7523006830468113   accuracy 0.7768126888217523   precision 0.7563811188811189   recall 0.7490473916043092
deviation 4/5   epoch 84/120   F1 0.7507803799156092   accuracy 0.7734138972809668   precision 0.757545763060469   recall 0.7461816349851935
deviation 4/5   epoch 85/120   F1 0.75598376609297   accuracy 0.7817220543806647   precision 0.7580599547511313   recall 0.7541267912299356
deviation 4/5   epoch 86/120   F1 0.7518625555653675   accuracy 0.777190332326284   precision 0.7549516659810778   recall 0.749259129857758
deviation 4/5   epoch 87/120   F1 0.7555402327830506   accuracy 0.7809667673716012   precision 0.7580650966680378   recall 0.7533371695956024
deviation 4/5   epoch 88/120   F1 0.7502708997923946   accuracy 0.7749244712990937   precision 0.7543963389551624   recall 0.7469995606677851
deviation 4/5   epoch 89/120   F1 0.7541600865229084   accuracy 0.7802114803625377   precision 0.7560726038667215   recall 0.7524362395865806
deviation 4/5   epoch 90/120   F1 0.7566058219453585   accuracy 0.7820996978851964   precision 0.7589135129576305   recall 0.7545666190809318
deviation 4/5   epoch 91/120   F1 0.7530030642919309   accuracy 0.7760574018126888   precision 0.7589546482928836   recall 0.7487369972298211
deviation 4/5   epoch 92/120   F1 0.7539385394439835   accuracy 0.777190332326284   precision 0.7595176881941588   recall 0.7498446855222156
deviation 4/5   epoch 93/120   F1 0.7483291641638978   accuracy 0.7734138972809668   precision 0.7521236116824352   recall 0.7452704663005092
deviation 4/5   epoch 94/120   F1 0.7492193849785499   accuracy 0.7722809667673716   precision 0.755555841217606   recall 0.7448157281439818
deviation 4/5   epoch 95/120   F1 0.7474082606802868   accuracy 0.7662386706948641   precision 0.76016299876594   recall 0.7416354502771418
deviation 4/5   epoch 96/120   F1 0.7458683634576146   accuracy 0.7677492447129909   precision 0.7541598107774579   recall 0.7408106269643447
deviation 4/5   epoch 97/120   F1 0.7473135117587459   accuracy 0.7669939577039275   precision 0.7587309749074456   recall 0.7416301559889817
deviation 4/5   epoch 98/120   F1 0.7450927270766075   accuracy 0.7681268882175226   precision 0.751874228712464   recall 0.7405516760462398
deviation 4/5   epoch 99/120   F1 0.7552650347979695   accuracy 0.779833836858006   precision 0.7589289387083504   recall 0.7522632190968915
deviation 4/5   epoch 100/120   F1 0.7443176811376825   accuracy 0.7666163141993958   precision 0.7521698889345948   recall 0.7394143764813282
deviation 4/5   epoch 101/120   F1 0.7484892456415855   accuracy 0.7685045317220544   precision 0.7592914438502674   recall 0.7428509595964765
deviation 4/5   epoch 102/120   F1 0.7485059596474386   accuracy 0.773036253776435   precision 0.7529823118058412   recall 0.7450371571207387
deviation 4/5   epoch 103/120   F1 0.7464792021315101   accuracy 0.7677492447129909   precision 0.7555866927190457   recall 0.7411989952973559
deviation 4/5   epoch 104/120   F1 0.7462941702999233   accuracy 0.7639728096676737   precision 0.7610345536816125   recall 0.7406041407600101
deviation 4/5   epoch 105/120   F1 0.7418353285273687   accuracy 0.7643504531722054   precision 0.7496169271904566   recall 0.7369905512310737
deviation 4/5   epoch 106/120   F1 0.7462585437747906   accuracy 0.7658610271903323   precision 0.7578825586178528   recall 0.7405835060250211
deviation 4/5   epoch 107/120   F1 0.7347741920210082   accuracy 0.7507552870090635   precision 0.7531339983545866   recall 0.7302407426894431
deviation 4/5   epoch 108/120   F1 0.7498961048774038   accuracy 0.7734138972809668   precision 0.755548128342246   recall 0.745798589473476
deviation 4/5   epoch 109/120   F1 0.7466030272554238   accuracy 0.7658610271903323   precision 0.7587386877828055   recall 0.7408812934573177
deviation 4/5   epoch 110/120   F1 0.7494047009262429   accuracy 0.7711480362537765   precision 0.7575611888111888   recall 0.744331983805668
deviation 4/5   epoch 111/120   F1 0.7395754173829858   accuracy 0.7579305135951662   precision 0.7536559029206089   recall 0.7340881252984319
deviation 4/5   epoch 112/120   F1 0.7387491175778492   accuracy 0.756797583081571   precision 0.7533782394076511   recall 0.7333368058186226
deviation 4/5   epoch 113/120   F1 0.7401311251552358   accuracy 0.7617069486404834   precision 0.7493495475113122   recall 0.7349469935774566
deviation 4/5   epoch 114/120   F1 0.7372509452108219   accuracy 0.7556646525679759   precision 0.7513883175647882   recall 0.731853541973067
deviation 4/5   epoch 115/120   F1 0.7412315132450683   accuracy 0.7609516616314199   precision 0.7530645824763471   recall 0.735679606274845
deviation 4/5   epoch 116/120   F1 0.7346502096425127   accuracy 0.7496223564954683   precision 0.754853969559852   recall 0.7306977566849415
deviation 4/5   epoch 117/120   F1 0.7411998434388267   accuracy 0.7624622356495468   precision 0.7507712875359934   recall 0.7359242715499492
deviation 4/5   epoch 118/120   F1 0.7377134039384817   accuracy 0.7560422960725075   precision 0.7519564993829699   recall 0.7323069264684967
deviation 4/5   epoch 119/120   F1 0.7365518664394403   accuracy 0.7549093655589124   precision 0.7508227067050597   recall 0.7311915452522022
deviation 4/5   epoch 120/120   F1 0.7398227271783728   accuracy 0.7586858006042296   precision 0.753080008227067   recall 0.7342904234461789

deviation 5/5   epoch 1/120   F1 0.40145095948060544   accuracy 0.6676737160120846   precision 0.5002853763883176   recall 0.5839002267573696
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deviation 5/5   epoch 2/120   F1 0.442545376394506   accuracy 0.6744712990936556   precision 0.5162201768819417   recall 0.6625193199381763
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deviation 5/5   epoch 3/120   F1 0.5276416961395098   accuracy 0.6884441087613293   precision 0.5552216166186754   recall 0.6588756876704729
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deviation 5/5   epoch 4/120   F1 0.6312661748043134   accuracy 0.726963746223565   precision 0.6265888523241465   recall 0.7108804423358399
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deviation 5/5   epoch 5/120   F1 0.6879725530347938   accuracy 0.7522658610271903   precision 0.6760720896750309   recall 0.7324653856206488
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deviation 5/5   epoch 6/120   F1 0.7068907231770551   accuracy 0.7624622356495468   precision 0.6945521390374332   recall 0.7420964652342048
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deviation 5/5   epoch 7/120   F1 0.7211216903999438   accuracy 0.774546827794562   precision 0.7073118058412176   recall 0.7597493378302091
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deviation 5/5   epoch 8/120   F1 0.725923492403288   accuracy 0.7787009063444109   precision 0.7115641711229946   recall 0.7659981962936744
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deviation 5/5   epoch 9/120   F1 0.7286822196730107   accuracy 0.7802114803625377   precision 0.714407651172357   recall 0.7671073829587565
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deviation 5/5   epoch 10/120   F1 0.7289959771091847   accuracy 0.7817220543806647   precision 0.7141119909502263   recall 0.7710970052083334
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deviation 5/5   epoch 11/120   F1 0.7306268440219035   accuracy 0.7813444108761329   precision 0.7163975730152201   recall 0.7680677828991735
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deviation 5/5   epoch 12/120   F1 0.7351174842424735   accuracy 0.7836102719033232   precision 0.7212335458658988   recall 0.7692764745688458
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deviation 5/5   epoch 13/120   F1 0.7336331773547543   accuracy 0.7836102719033232   precision 0.7192359111476758   recall 0.7709762807572808
deviation 5/5   epoch 14/120   F1 0.7393809942622607   accuracy 0.7870090634441088   precision 0.7252056766762649   recall 0.773816222163872
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deviation 5/5   epoch 15/120   F1 0.7411205094591171   accuracy 0.7877643504531722   precision 0.7271981694775813   recall 0.7738963067653513
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deviation 5/5   epoch 16/120   F1 0.7386086815839952   accuracy 0.7866314199395771   precision 0.7243521184697655   recall 0.7736631660649395
deviation 5/5   epoch 17/120   F1 0.7438613666941221   accuracy 0.7881419939577039   precision 0.7309054915672563   recall 0.7718872769571801
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deviation 5/5   epoch 18/120   F1 0.7421244629094763   accuracy 0.7877643504531722   precision 0.728625051419169   recall 0.7727632438600205
deviation 5/5   epoch 19/120   F1 0.7451851037213203   accuracy 0.7885196374622356   precision 0.7326151789387083   recall 0.7714872114934528
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deviation 5/5   epoch 20/120   F1 0.7428807167287773   accuracy 0.7881419939577039   precision 0.7294786096256685   recall 0.772942090243233
deviation 5/5   epoch 21/120   F1 0.7432749412204881   accuracy 0.7881419939577039   precision 0.7300493624023036   recall 0.7725126331746366
deviation 5/5   epoch 22/120   F1 0.7464080775870772   accuracy 0.7904078549848943   precision 0.7331730769230769   recall 0.77510531244905
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deviation 5/5   epoch 23/120   F1 0.7533477103139649   accuracy 0.7915407854984894   precision 0.7431535376388317   recall 0.7711162328038688
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deviation 5/5   epoch 24/120   F1 0.7522890540696673   accuracy 0.7911631419939577   precision 0.7417292266556972   recall 0.7711645905298745
deviation 5/5   epoch 25/120   F1 0.7562000194256482   accuracy 0.7938066465256798   precision 0.7459918757712876   recall 0.7738123855311355
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deviation 5/5   epoch 26/120   F1 0.7560287134627262   accuracy 0.7938066465256798   precision 0.74570649938297   recall 0.7739627855510932
deviation 5/5   epoch 27/120   F1 0.7556596658698497   accuracy 0.790785498489426   precision 0.7477247017688193   recall 0.7677688109291805
deviation 5/5   epoch 28/120   F1 0.7562179902663551   accuracy 0.7941842900302115   precision 0.7457039284245166   recall 0.7746679599791633
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deviation 5/5   epoch 29/120   F1 0.7547573438085154   accuracy 0.7922960725075529   precision 0.7448606540518306   recall 0.7716297614565865
deviation 5/5   epoch 30/120   F1 0.7553501266935633   accuracy 0.7941842900302115   precision 0.7442770464829289   recall 0.7754717664923477
deviation 5/5   epoch 31/120   F1 0.7521232350404328   accuracy 0.7919184290030211   precision 0.740867955573838   recall 0.7730857320662514
deviation 5/5   epoch 32/120   F1 0.7514041274817136   accuracy 0.7915407854984894   precision 0.7400143973673385   recall 0.7728558735503179
deviation 5/5   epoch 33/120   F1 0.7560604213235792   accuracy 0.7945619335347432   precision 0.7451306046894283   recall 0.7757035289218919
deviation 5/5   epoch 34/120   F1 0.7567105318953453   accuracy 0.7938066465256798   precision 0.7468480049362403   recall 0.7733735931142678
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deviation 5/5   epoch 35/120   F1 0.7551350457464724   accuracy 0.7930513595166163   precision 0.7448555121349238   recall 0.7730139346353517
deviation 5/5   epoch 36/120   F1 0.7580072160258682   accuracy 0.7956948640483383   precision 0.7474059029206088   recall 0.7765705663630975
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deviation 5/5   epoch 37/120   F1 0.7579630207254087   accuracy 0.7949395770392749   precision 0.7479817976141505   recall 0.7748602794766669
deviation 5/5   epoch 38/120   F1 0.7563496929677375   accuracy 0.793429003021148   precision 0.746565199506376   recall 0.772831432625324
deviation 5/5   epoch 39/120   F1 0.7565187630811052   accuracy 0.793429003021148   precision 0.7468505758946935   recall 0.7726910616036415
deviation 5/5   epoch 40/120   F1 0.7577940667409524   accuracy 0.7949395770392749   precision 0.747696421225833   recall 0.7750079032231592
deviation 5/5   epoch 41/120   F1 0.7639137284959973   accuracy 0.797583081570997   precision 0.7559543397778692   recall 0.7758089539007093
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deviation 5/5   epoch 42/120   F1 0.7621958056801879   accuracy 0.7964501510574018   precision 0.7539644179350062   recall 0.7747273605862659
deviation 5/5   epoch 43/120   F1 0.7619933753890711   accuracy 0.7960725075528701   precision 0.7539669888934595   recall 0.7740903932542182
deviation 5/5   epoch 44/120   F1 0.7582118546108401   accuracy 0.7938066465256798   precision 0.7494163924310984   recall 0.7721659260256755
deviation 5/5   epoch 45/120   F1 0.7598197999190037   accuracy 0.7953172205438066   precision 0.7508329905388729   recall 0.7741524411661398
deviation 5/5   epoch 46/120   F1 0.7654164675903807   accuracy 0.7983383685800605   precision 0.7579468325791855   recall 0.776266080711957
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deviation 5/5   epoch 47/120   F1 0.771588174946146   accuracy 0.8013595166163142   precision 0.766487556561086   recall 0.7781077948420747
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deviation 5/5   epoch 48/120   F1 0.7611118693719936   accuracy 0.7953172205438066   precision 0.7531160016454135   recall 0.7731719769258303
deviation 5/5   epoch 49/120   F1 0.7592946095809472   accuracy 0.7949395770392749   precision 0.7502648087206911   recall 0.7737524000756495
deviation 5/5   epoch 50/120   F1 0.7658195968055124   accuracy 0.800226586102719   precision 0.7567924722336488   recall 0.7799903289217799
deviation 5/5   epoch 51/120   F1 0.7584928723210205   accuracy 0.7953172205438066   precision 0.7485499794323324   recall 0.7752584569741386
deviation 5/5   epoch 52/120   F1 0.7658312139496999   accuracy 0.7990936555891238   precision 0.7579416906622789   recall 0.7775237542010704
deviation 5/5   epoch 53/120   F1 0.7662394921274285   accuracy 0.7987160120845922   precision 0.7590857671740024   recall 0.7764477991286082
deviation 5/5   epoch 54/120   F1 0.7708659743749865   accuracy 0.8013595166163142   precision 0.7650606746194981   recall 0.778550643975111
deviation 5/5   epoch 55/120   F1 0.7686920061790019   accuracy 0.7990936555891238   precision 0.7633638420403126   recall 0.7756080499354283
deviation 5/5   epoch 56/120   F1 0.7659121510851975   accuracy 0.797583081570997   precision 0.7596642328259975   recall 0.7744396349101541
deviation 5/5   epoch 57/120   F1 0.7691235103017924   accuracy 0.7998489425981873   precision 0.763358700123406   recall 0.776762049372776
deviation 5/5   epoch 58/120   F1 0.7672329329962073   accuracy 0.7983383685800605   precision 0.7613713492389963   recall 0.7750622294372295
deviation 5/5   epoch 59/120   F1 0.7648664493356196   accuracy 0.7949395770392749   precision 0.7605383587001234   recall 0.7702432786854645
deviation 5/5   epoch 60/120   F1 0.7634307289513035   accuracy 0.7926737160120846   precision 0.7602684080625257   recall 0.7671421889462181
deviation 5/5   epoch 61/120   F1 0.7669528483307237   accuracy 0.797583081570997   precision 0.7616618675442205   recall 0.7738269479121824
deviation 5/5   epoch 62/120   F1 0.7667428952263969   accuracy 0.7964501510574018   precision 0.7625257095845331   recall 0.7719406115281546
deviation 5/5   epoch 63/120   F1 0.7627446619933931   accuracy 0.7900302114803626   precision 0.7619986631016042   recall 0.7635196462511151
deviation 5/5   epoch 64/120   F1 0.7623945322015632   accuracy 0.793429003021148   precision 0.7574095022624434   recall 0.7688187127594379
deviation 5/5   epoch 65/120   F1 0.7635023781708945   accuracy 0.7930513595166163   precision 0.7599804607157548   recall 0.7677111572348356
deviation 5/5   epoch 66/120   F1 0.7645090485488508   accuracy 0.7938066465256798   precision 0.7611168243521185   recall 0.7685322524780616
deviation 5/5   epoch 67/120   F1 0.7646348204307488   accuracy 0.7911631419939577   precision 0.7645593377211024   recall 0.7647105921665699
deviation 5/5   epoch 68/120   F1 0.7631027790982258   accuracy 0.7904078549848943   precision 0.7622814685314685   recall 0.7639592069865087
deviation 5/5   epoch 69/120   F1 0.7635023781708945   accuracy 0.7930513595166163   precision 0.7599804607157548   recall 0.7677111572348356
deviation 5/5   epoch 70/120   F1 0.7647531029898633   accuracy 0.7900302114803626   precision 0.7662793089263678   recall 0.7633409610983982
deviation 5/5   epoch 71/120   F1 0.7680091011932206   accuracy 0.7930513595166163   precision 0.7693978815302345   recall 0.7667133312122176
deviation 5/5   epoch 72/120   F1 0.7628787209937138   accuracy 0.7851208459214502   precision 0.7688811188811189   recall 0.7585054443371293
deviation 5/5   epoch 73/120   F1 0.7677517351541121   accuracy 0.7972054380664653   precision 0.7636620732208967   recall 0.7727545338187137
deviation 5/5   epoch 74/120   F1 0.7685395091977952   accuracy 0.7956948640483383   precision 0.7670968737145207   recall 0.7700884631358105
deviation 5/5   epoch 75/120   F1 0.7647578737626528   accuracy 0.7922960725075529   precision 0.7634101192924723   recall 0.7662003777771427
deviation 5/5   epoch 76/120   F1 0.763956462777151   accuracy 0.7911631419939577   precision 0.7631324557795146   recall 0.7648156377530724
deviation 5/5   epoch 77/120   F1 0.7615373740262029   accuracy 0.7866314199395771   precision 0.7637340600575895   recall 0.759577884182898
deviation 5/5   epoch 78/120   F1 0.7664282076557125   accuracy 0.7930513595166163   precision 0.7659733648704237   recall 0.7668935217313909
deviation 5/5   epoch 79/120   F1 0.7640003409104745   accuracy 0.7926737160120846   precision 0.7614099136157959   recall 0.7669528432231619
deviation 5/5   epoch 80/120   F1 0.7617761181575433   accuracy 0.7915407854984894   precision 0.7582784862196627   recall 0.765958573364961
deviation 5/5   epoch 81/120   F1 0.7687947961366502   accuracy 0.7945619335347432   precision 0.7691022213081037   recall 0.7684920121894911
deviation 5/5   epoch 82/120   F1 0.7612298992073239   accuracy 0.7881419939577039   precision 0.7611553887289182   recall 0.7613046970611936
deviation 5/5   epoch 83/120   F1 0.7615541716654894   accuracy 0.7896525679758308   precision 0.7600035993418346   recall 0.7632332759178293
deviation 5/5   epoch 84/120   F1 0.7639024478490625   accuracy 0.7915407854984894   precision 0.7625591320444262   recall 0.7653403761662636
deviation 5/5   epoch 85/120   F1 0.7635126491381785   accuracy 0.7904078549848943   precision 0.7631375976964212   recall 0.7638949319152365
deviation 5/5   epoch 86/120   F1 0.7583196215549157   accuracy 0.7854984894259819   precision 0.7583196215549157   recall 0.7583196215549157
deviation 5/5   epoch 87/120   F1 0.7595274385956114   accuracy 0.7866314199395771   precision 0.759453414232826   recall 0.7596017495085055
deviation 5/5   epoch 88/120   F1 0.7656017070715728   accuracy 0.7862537764350453   precision 0.7737248046071575   recall 0.7603110490632099
deviation 5/5   epoch 89/120   F1 0.7633595854938555   accuracy 0.7851208459214502   precision 0.7700226244343891   recall 0.7586745233499272
deviation 5/5   epoch 90/120   F1 0.7684680091113372   accuracy 0.7938066465256798   precision 0.7693927396133278   recall 0.7675848085232438
deviation 5/5   epoch 91/120   F1 0.7696201237943505   accuracy 0.7968277945619335   precision 0.7679452900041135   recall 0.7714380591475564
deviation 5/5   epoch 92/120   F1 0.7651414697228687   accuracy 0.7866314199395771   precision 0.7720099753187988   recall 0.7603487976514693
deviation 5/5   epoch 93/120   F1 0.7627335759069844   accuracy 0.7858761329305136   precision 0.7674490950226245   recall 0.7590495969898281
deviation 5/5   epoch 94/120   F1 0.7622511335867813   accuracy 0.7873867069486404   precision 0.764299670917318   recall 0.7604087045235632
deviation 5/5   epoch 95/120   F1 0.765655809357545   accuracy 0.7900302114803626   precision 0.7682769436445906   recall 0.7633619286303787
deviation 5/5   epoch 96/120   F1 0.763213888715103   accuracy 0.7862537764350453   precision 0.7680172768408062   recall 0.7594763579523252
deviation 5/5   epoch 97/120   F1 0.7631779248193553   accuracy 0.7870090634441088   precision 0.7668706293706293   recall 0.7601293103448276
deviation 5/5   epoch 98/120   F1 0.760954477868464   accuracy 0.7858761329305136   precision 0.7634538255861785   recall 0.7587612172557139
deviation 5/5   epoch 99/120   F1 0.7630217926544749   accuracy 0.7888972809667674   precision 0.7640040106951872   recall 0.7620878437227822
deviation 5/5   epoch 100/120   F1 0.7618573802976415   accuracy 0.7873867069486404   precision 0.7634435417523653   recall 0.7603962905809039
deviation 5/5   epoch 101/120   F1 0.7613429632291826   accuracy 0.7858761329305136   precision 0.7643099547511312   recall 0.7588021908793915
deviation 5/5   epoch 102/120   F1 0.7652715812243794   accuracy 0.7900302114803626   precision 0.767420814479638   recall 0.7633449794926326
deviation 5/5   epoch 103/120   F1 0.7657104616295382   accuracy 0.7922960725075529   precision 0.7654077540106952   recall 0.7660178113114197
deviation 5/5   epoch 104/120   F1 0.7600972573558464   accuracy 0.7836102719033232   precision 0.7646107568901687   recall 0.7565457195539993
deviation 5/5   epoch 105/120   F1 0.7577837479904432   accuracy 0.7820996978851964   precision 0.7614819004524886   recall 0.754750458843133
deviation 5/5   epoch 106/120   F1 0.7594057831653707   accuracy 0.7824773413897281   precision 0.7646184697655285   recall 0.7554628940183669
deviation 5/5   epoch 107/120   F1 0.7623129417054109   accuracy 0.7866314199395771   precision 0.7654463183874949   recall 0.7596508037699763
deviation 5/5   epoch 108/120   F1 0.7605133263499197   accuracy 0.7820996978851964   precision 0.767760180995475   recall 0.7556131981408476
deviation 5/5   epoch 109/120   F1 0.755431277385729   accuracy 0.7760574018126888   precision 0.7646621760592349   recall 0.7499600874373464
deviation 5/5   epoch 110/120   F1 0.7594890880550914   accuracy 0.7832326283987915   precision 0.7637571986836693   recall 0.7560882458662832
deviation 5/5   epoch 111/120   F1 0.7686749571564373   accuracy 0.7956948640483383   precision 0.7673822501028383   recall 0.7700526792408736
deviation 5/5   epoch 112/120   F1 0.7588531067752227   accuracy 0.7805891238670695   precision 0.766058206499383   recall 0.7539884339862865
deviation 5/5   epoch 113/120   F1 0.7583820638596449   accuracy 0.7790785498489426   precision 0.7672099958864664   recall 0.7529707955689828
deviation 5/5   epoch 114/120   F1 0.7550232826562935   accuracy 0.7779456193353474   precision 0.76093942821884   recall 0.7507566305542859
deviation 5/5   epoch 115/120   F1 0.7638684345177627   accuracy 0.7881419939577039   precision 0.7668629164952694   recall 0.761301953301266
deviation 5/5   epoch 116/120   F1 0.753779255531592   accuracy 0.7749244712990937   precision 0.7623868778280543   recall 0.7485049477949197
deviation 5/5   epoch 117/120   F1 0.7588569595199457   accuracy 0.779833836858006   precision 0.7672048539695598   recall 0.7535843753259563
deviation 5/5   epoch 118/120   F1 0.7595852012123563   accuracy 0.7851208459214502   precision 0.7614613327848623   recall 0.7578852109305414
deviation 5/5   epoch 119/120   F1 0.7596365975617938   accuracy 0.7828549848942599   precision 0.7646158988070753   recall 0.755819950476439
deviation 5/5   epoch 120/120   F1 0.7551479468599034   accuracy 0.7779456193353474   precision 0.7612248046071575   recall 0.7508046998420221

