deviation 1/5   epoch 1/120   F1 0.4119084549843845   accuracy 0.6672960725075529   precision 0.502856334841629   recall 0.5736066252587992
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deviation 1/5   epoch 2/120   F1 0.4355497445844323   accuracy 0.6695619335347432   precision 0.5111168243521185   recall 0.6062049062049062
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deviation 1/5   epoch 3/120   F1 0.44984061930783237   accuracy 0.6691842900302115   precision 0.5154000411353352   recall 0.5977991118077326
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deviation 1/5   epoch 4/120   F1 0.4695813446779141   accuracy 0.6703172205438066   precision 0.522812114356232   recall 0.6017688838168206
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deviation 1/5   epoch 5/120   F1 0.5076871252878663   accuracy 0.6748489425981873   precision 0.5401892225421637   recall 0.6146934470582841
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deviation 1/5   epoch 6/120   F1 0.5612712848297213   accuracy 0.6895770392749244   precision 0.572621863430687   recall 0.6454471494480145
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deviation 1/5   epoch 7/120   F1 0.6092921782602263   accuracy 0.7050604229607251   precision 0.6073323735088441   recall 0.6667773575408449
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deviation 1/5   epoch 8/120   F1 0.6468215413442522   accuracy 0.7212990936555891   precision 0.6391839777869189   recall 0.6871646476380131
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deviation 1/5   epoch 9/120   F1 0.6659125301743949   accuracy 0.7333836858006042   precision 0.6565096668037844   recall 0.7035203851361516
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deviation 1/5   epoch 10/120   F1 0.6898147154043625   accuracy 0.7466012084592145   precision 0.6795351707116413   recall 0.7185229081834219
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deviation 1/5   epoch 11/120   F1 0.6857231064156719   accuracy 0.7518882175226587   precision 0.6737916495269436   recall 0.7333913088512647
deviation 1/5   epoch 12/120   F1 0.6944700051312482   accuracy 0.756797583081571   precision 0.68203414232826   recall 0.7385033078674696
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deviation 1/5   epoch 13/120   F1 0.7040236527700796   accuracy 0.7617069486404834   precision 0.6914181406828466   recall 0.7426494132485328
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deviation 1/5   epoch 14/120   F1 0.7088467967519225   accuracy 0.7651057401812689   precision 0.6959610242698477   recall 0.746954419979005
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deviation 1/5   epoch 15/120   F1 0.7106004706988531   accuracy 0.7696374622356495   precision 0.6965009255450432   recall 0.7574578600590162
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deviation 1/5   epoch 16/120   F1 0.7113016658597378   accuracy 0.770392749244713   precision 0.6970665364047717   recall 0.7588555122165375
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deviation 1/5   epoch 17/120   F1 0.7179670389741384   accuracy 0.7719033232628398   precision 0.7044760386672151   recall 0.7559018002220113
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deviation 1/5   epoch 18/120   F1 0.7239814662145039   accuracy 0.7715256797583081   precision 0.7124691484985602   recall 0.7496829565444643
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deviation 1/5   epoch 19/120   F1 0.7260087027528888   accuracy 0.7764350453172205   precision 0.7127211024269848   recall 0.7597573839662447
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deviation 1/5   epoch 20/120   F1 0.7234061789285844   accuracy 0.7753021148036254   precision 0.7098750514191691   recall 0.7594062284759611
deviation 1/5   epoch 21/120   F1 0.7271250874471916   accuracy 0.7783232628398792   precision 0.7132790004113534   recall 0.7636135202146228
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deviation 1/5   epoch 22/120   F1 0.7249880777015928   accuracy 0.7779456193353474   precision 0.7107131838749485   recall 0.7649282558030535
deviation 1/5   epoch 23/120   F1 0.7289845417064951   accuracy 0.779833836858006   precision 0.7149809749074455   recall 0.7657171660839536
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deviation 1/5   epoch 24/120   F1 0.7296415031222123   accuracy 0.7787009063444109   precision 0.7164155697243932   recall 0.7620051045816734
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deviation 1/5   epoch 25/120   F1 0.730021990216165   accuracy 0.7820996978851964   precision 0.7152509255450432   recall 0.7709481681047561
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deviation 1/5   epoch 26/120   F1 0.7286289164965075   accuracy 0.7794561933534743   precision 0.7146981694775812   recall 0.7650717521100294
deviation 1/5   epoch 27/120   F1 0.7336630900917969   accuracy 0.7794561933534743   precision 0.7215472027972027   recall 0.7600938683729985
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deviation 1/5   epoch 28/120   F1 0.7319699854663654   accuracy 0.779833836858006   precision 0.7189762443438914   recall 0.7626058792107918
deviation 1/5   epoch 29/120   F1 0.7316743848879335   accuracy 0.7790785498489426   precision 0.7189813862607981   recall 0.7609898001784873
deviation 1/5   epoch 30/120   F1 0.7318428665375807   accuracy 0.7805891238670695   precision 0.7184003496503497   recall 0.7646899593456986
deviation 1/5   epoch 31/120   F1 0.7340185038067035   accuracy 0.779833836858006   precision 0.721830008227067   recall 0.7606833636592291
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deviation 1/5   epoch 32/120   F1 0.7345046745502194   accuracy 0.7790785498489426   precision 0.7229766556972439   recall 0.7584884080486106
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deviation 1/5   epoch 33/120   F1 0.7352909937209084   accuracy 0.7824773413897281   precision 0.7220973879062114   recall 0.7660722260722261
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deviation 1/5   epoch 34/120   F1 0.7359501687961897   accuracy 0.7836102719033232   precision 0.7223750514191691   recall 0.7683648576847151
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deviation 1/5   epoch 35/120   F1 0.7364869457964098   accuracy 0.7854984894259819   precision 0.722076820238585   recall 0.772968591499891
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deviation 1/5   epoch 36/120   F1 0.7362422303990845   accuracy 0.7813444108761329   precision 0.7241027354997944   recall 0.7623191077171929
deviation 1/5   epoch 37/120   F1 0.737690561507508   accuracy 0.7843655589123867   precision 0.7243675442204853   recall 0.7685133691320392
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deviation 1/5   epoch 38/120   F1 0.7379046781133579   accuracy 0.7824773413897281   precision 0.7258072809543398   recall 0.7635416541642162
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deviation 1/5   epoch 39/120   F1 0.7383888099717177   accuracy 0.7813444108761329   precision 0.7272418757712875   recall 0.7604751222063824
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deviation 1/5   epoch 40/120   F1 0.7368212544326241   accuracy 0.7832326283987915   precision 0.7238045043192103   recall 0.7664652512488981
deviation 1/5   epoch 41/120   F1 0.7363557851671054   accuracy 0.7820996978851964   precision 0.7238122171945702   recall 0.7640610603664988
deviation 1/5   epoch 42/120   F1 0.7394830876697376   accuracy 0.7820996978851964   precision 0.7283782394076512   recall 0.7612941014687682
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deviation 1/5   epoch 43/120   F1 0.7399793071735132   accuracy 0.7832326283987915   precision 0.7283705265322913   recall 0.7634877788324632
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deviation 1/5   epoch 44/120   F1 0.7431116212479244   accuracy 0.7847432024169184   precision 0.7320701357466063   recall 0.7643043074697751
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deviation 1/5   epoch 45/120   F1 0.7436032889550669   accuracy 0.7862537764350453   precision 0.7317744755244755   recall 0.7674151637399145
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deviation 1/5   epoch 46/120   F1 0.7405667960327728   accuracy 0.7854984894259819   precision 0.7277843480049362   recall 0.768479377460205
deviation 1/5   epoch 47/120   F1 0.7398509179055703   accuracy 0.7847432024169184   precision 0.7272187371452077   recall 0.7672805903344826
deviation 1/5   epoch 48/120   F1 0.7452833587692851   accuracy 0.7862537764350453   precision 0.7343428630193336   recall 0.7659271858397785
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deviation 1/5   epoch 49/120   F1 0.7441507829709065   accuracy 0.7866314199395771   precision 0.7323426573426574   recall 0.7678182864839516
deviation 1/5   epoch 50/120   F1 0.7441901820717521   accuracy 0.7888972809667674   precision 0.7309003496503497   recall 0.7735206984582845
deviation 1/5   epoch 51/120   F1 0.7455663537033986   accuracy 0.7885196374622356   precision 0.7331859317153435   recall 0.771102343376375
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deviation 1/5   epoch 52/120   F1 0.7441303936645258   accuracy 0.7870090634441088   precision 0.7320547099958865   recall 0.7687557318278725
deviation 1/5   epoch 53/120   F1 0.7453277406865056   accuracy 0.7892749244712991   precision 0.7323246606334841   recall 0.7732867598137059
deviation 1/5   epoch 54/120   F1 0.7459450717236427   accuracy 0.7885196374622356   precision 0.7337566844919786   recall 0.7707268851014162
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deviation 1/5   epoch 55/120   F1 0.745396790466108   accuracy 0.7881419939577039   precision 0.7331885026737968   recall 0.7703266162231437
deviation 1/5   epoch 56/120   F1 0.7478062271588983   accuracy 0.7881419939577039   precision 0.7368983957219251   recall 0.7681038238924722
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deviation 1/5   epoch 57/120   F1 0.7436963298486127   accuracy 0.7877643504531722   precision 0.7309080625257096   recall 0.7710834100478396
deviation 1/5   epoch 58/120   F1 0.7460951569223155   accuracy 0.7892749244712991   precision 0.7334661661867544   recall 0.7724804061596073
deviation 1/5   epoch 59/120   F1 0.7431430834359762   accuracy 0.7873867069486404   precision 0.7303398807075278   recall 0.7706837337635608
deviation 1/5   epoch 60/120   F1 0.7468677658066136   accuracy 0.7888972809667674   precision 0.7348956190867956   recall 0.7707610514828291
deviation 1/5   epoch 61/120   F1 0.7481445129236499   accuracy 0.7896525679758308   precision 0.7363173591114768   recall 0.7713817015607297
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deviation 1/5   epoch 62/120   F1 0.7470542850917852   accuracy 0.7888972809667674   precision 0.7351809954751132   recall 0.7705816147016129
deviation 1/5   epoch 63/120   F1 0.7487053136930912   accuracy 0.7888972809667674   precision 0.7377493829699712   recall 0.7690669073890471
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deviation 1/5   epoch 64/120   F1 0.7457903209495933   accuracy 0.7877643504531722   precision 0.7340472027972028   recall 0.7690254973580624
deviation 1/5   epoch 65/120   F1 0.7440256274736955   accuracy 0.7851208459214502   precision 0.7332090703414232   recall 0.7644024172786013
deviation 1/5   epoch 66/120   F1 0.7451089675563198   accuracy 0.7858761329305136   precision 0.7343454339777868   recall 0.7652145734027471
deviation 1/5   epoch 67/120   F1 0.7454152798458439   accuracy 0.7877643504531722   precision 0.7334764500205677   recall 0.7693788561936402
deviation 1/5   epoch 68/120   F1 0.7508611381925276   accuracy 0.7904078549848943   precision 0.7400221102426985   recall 0.7706734654678162
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deviation 1/5   epoch 69/120   F1 0.7528010973197223   accuracy 0.790785498489426   precision 0.7428733031674208   recall 0.7698815832702444
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deviation 1/5   epoch 70/120   F1 0.7470759345287197   accuracy 0.7881419939577039   precision 0.7357568901686549   recall 0.7687480721282312
deviation 1/5   epoch 71/120   F1 0.7473998611067108   accuracy 0.7896525679758308   precision 0.7351758535582065   recall 0.772111433787849
deviation 1/5   epoch 72/120   F1 0.751393173614223   accuracy 0.7904078549848943   precision 0.7408782394076512   recall 0.7702099785789116
deviation 1/5   epoch 73/120   F1 0.7492449775478826   accuracy 0.7892749244712991   precision 0.738317564788153   recall 0.7694690329801306
deviation 1/5   epoch 74/120   F1 0.7445092844004555   accuracy 0.7870090634441088   precision 0.7326254627725216   recall 0.7683970099667774
deviation 1/5   epoch 75/120   F1 0.7503199006382439   accuracy 0.7896525679758308   precision 0.7397418757712875   recall 0.7694060859773771
deviation 1/5   epoch 76/120   F1 0.749603964624229   accuracy 0.7892749244712991   precision 0.7388883175647881   recall 0.7691566802522456
deviation 1/5   epoch 77/120   F1 0.750459889304044   accuracy 0.7881419939577039   precision 0.7411790415466886   recall 0.7659831536536215
deviation 1/5   epoch 78/120   F1 0.7472718614687901   accuracy 0.7866314199395771   precision 0.737194055944056   recall 0.7651549280594924
deviation 1/5   epoch 79/120   F1 0.7461952177741651   accuracy 0.7862537764350453   precision 0.7357697449609214   recall 0.7651751737858126
deviation 1/5   epoch 80/120   F1 0.746834825985589   accuracy 0.7896525679758308   precision 0.7343197243932538   recall 0.7726831424637104
deviation 1/5   epoch 81/120   F1 0.7488836053920968   accuracy 0.7881419939577039   precision 0.7386106540518305   recall 0.7672008187901397
deviation 1/5   epoch 82/120   F1 0.7449341741102922   accuracy 0.7854984894259819   precision 0.7343480049362402   recall 0.7645092394837032
deviation 1/5   epoch 83/120   F1 0.7481626574286917   accuracy 0.7870090634441088   precision 0.7383329905388729   recall 0.7652873168498169
deviation 1/5   epoch 84/120   F1 0.7501136704842791   accuracy 0.7881419939577039   precision 0.7406082887700535   recall 0.7662399408273503
deviation 1/5   epoch 85/120   F1 0.7486972772998641   accuracy 0.7873867069486404   precision 0.7389011723570547   recall 0.7656933659577784
deviation 1/5   epoch 86/120   F1 0.7490482148589411   accuracy 0.7873867069486404   precision 0.7394719251336899   recall 0.7654280310181343
deviation 1/5   epoch 87/120   F1 0.7520675521685114   accuracy 0.7896525679758308   precision 0.7425956396544632   recall 0.7679907157519097
deviation 1/5   epoch 88/120   F1 0.7478090109656212   accuracy 0.7877643504531722   precision 0.737186343068696   recall 0.76723905694646
deviation 1/5   epoch 89/120   F1 0.7490482148589411   accuracy 0.7873867069486404   precision 0.7394719251336899   recall 0.7654280310181343
deviation 1/5   epoch 90/120   F1 0.7490645863392923   accuracy 0.7892749244712991   precision 0.7380321883998355   recall 0.7696284000232978
deviation 1/5   epoch 91/120   F1 0.7498829342062655   accuracy 0.7866314199395771   precision 0.7414747017688195   recall 0.763288797317327
deviation 1/5   epoch 92/120   F1 0.7495252107890291   accuracy 0.7862537764350453   precision 0.7411918963389552   recall 0.7627703287500105
deviation 1/5   epoch 93/120   F1 0.7495702632409567   accuracy 0.7873867069486404   precision 0.7403280542986426   recall 0.7650446464329992
deviation 1/5   epoch 94/120   F1 0.7488730378916321   accuracy 0.7873867069486404   precision 0.7391865487453723   recall 0.7655597158978598
deviation 1/5   epoch 95/120   F1 0.7508567699889871   accuracy 0.7900302114803626   precision 0.7403100575894693   recall 0.7698081891263874
deviation 1/5   epoch 96/120   F1 0.7500524162863875   accuracy 0.7866314199395771   precision 0.741760078157137   recall 0.7631794376633326
deviation 1/5   epoch 97/120   F1 0.7508914158505935   accuracy 0.7866314199395771   precision 0.7431869600987249   recall 0.7626597107244385
deviation 1/5   epoch 98/120   F1 0.7505988592440296   accuracy 0.7873867069486404   precision 0.742040312628548   recall 0.7643293391275172
deviation 1/5   epoch 99/120   F1 0.7511454547921648   accuracy 0.7881419939577039   precision 0.7423205470999589   recall 0.7654926210188817
deviation 1/5   epoch 100/120   F1 0.7449253616477776   accuracy 0.7858761329305136   precision 0.7340600575894694   recall 0.7653672300327847
deviation 1/5   epoch 101/120   F1 0.7499154124475637   accuracy 0.7873867069486404   precision 0.7408988070752777   recall 0.7647986632895653
deviation 1/5   epoch 102/120   F1 0.7486691994805585   accuracy 0.7862537764350453   precision 0.7397650143973673   recall 0.7633363829402728
deviation 1/5   epoch 103/120   F1 0.750123852886362   accuracy 0.7885196374622356   precision 0.7403203414232826   recall 0.7670447240990186
deviation 1/5   epoch 104/120   F1 0.7449452396740133   accuracy 0.7847432024169184   precision 0.734923899629782   recall 0.7628443546972037
deviation 1/5   epoch 105/120   F1 0.7490610872283032   accuracy 0.7881419939577039   precision 0.7388960304401481   recall 0.7670575344434265
deviation 1/5   epoch 106/120   F1 0.7506667071652037   accuracy 0.7892749244712991   precision 0.7406005758946935   recall 0.7682696800566444
deviation 1/5   epoch 107/120   F1 0.7433210823876515   accuracy 0.7805891238670695   precision 0.7355229329494035   recall 0.755578548855415
deviation 1/5   epoch 108/120   F1 0.7460140573070136   accuracy 0.7862537764350453   precision 0.7354843685726038   recall 0.7653214336406744
deviation 1/5   epoch 109/120   F1 0.7469013850516952   accuracy 0.7851208459214502   precision 0.7377750925545044   recall 0.7622291247711326
deviation 1/5   epoch 110/120   F1 0.743859024831537   accuracy 0.7813444108761329   precision 0.7358031674208145   recall 0.7566947590110655
deviation 1/5   epoch 111/120   F1 0.7443107390436976   accuracy 0.779833836858006   precision 0.7378110859728507   recall 0.7537474444955754
deviation 1/5   epoch 112/120   F1 0.7411997047751606   accuracy 0.7809667673716012   precision 0.7318104689428219   recall 0.7575885268615996
deviation 1/5   epoch 113/120   F1 0.7436966127570945   accuracy 0.7820996978851964   precision 0.7349418963389551   recall 0.7582507603776985
deviation 1/5   epoch 114/120   F1 0.7461929616874732   accuracy 0.7847432024169184   precision 0.7369215343480049   recall 0.7619411724577042
deviation 1/5   epoch 115/120   F1 0.7379613631550719   accuracy 0.7734138972809668   precision 0.7324326408885232   recall 0.7456585121963811
deviation 1/5   epoch 116/120   F1 0.7449990469332429   accuracy 0.7802114803625377   precision 0.7386646441793501   recall 0.7540920338092318
deviation 1/5   epoch 117/120   F1 0.7442228171790176   accuracy 0.7820996978851964   precision 0.7357980255039078   recall 0.757927895435093
deviation 1/5   epoch 118/120   F1 0.7383288518027915   accuracy 0.7741691842900302   precision 0.7324274989716166   recall 0.7467250695922711
deviation 1/5   epoch 119/120   F1 0.7443792757650767   accuracy 0.7753021148036254   precision 0.7421225832990539   recall 0.7469466326919257
deviation 1/5   epoch 120/120   F1 0.7411911640074201   accuracy 0.7749244712990937   precision 0.7367030028794734   recall 0.7470244802902004

deviation 2/5   epoch 1/120   F1 0.4139996819773313   accuracy 0.6699395770392749   precision 0.5051213492389963   recall 0.6683143219264892
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deviation 2/5   epoch 2/120   F1 0.46552475477732214   accuracy 0.679380664652568   precision 0.5264603044014808   recall 0.6732550554468362
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deviation 2/5   epoch 3/120   F1 0.5440568543372588   accuracy 0.6944864048338368   precision 0.5654540312628548   recall 0.6717165755833854
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deviation 2/5   epoch 4/120   F1 0.5871378573216315   accuracy 0.7129909365558912   precision 0.5947218222953516   recall 0.7056395572746605
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deviation 2/5   epoch 5/120   F1 0.6200679133387537   accuracy 0.7280966767371602   precision 0.6188759769642123   recall 0.726670196286056
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deviation 2/5   epoch 6/120   F1 0.6367145760883748   accuracy 0.7375377643504532   precision 0.6319390168654875   recall 0.7419067259817931
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deviation 2/5   epoch 7/120   F1 0.6636080247818397   accuracy 0.7496223564954683   precision 0.6535453517071164   recall 0.7509498913284403
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deviation 2/5   epoch 8/120   F1 0.6849553751139543   accuracy 0.7617069486404834   precision 0.6717271698889345   recall 0.7650051031187048
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deviation 2/5   epoch 9/120   F1 0.69996998362473   accuracy 0.7696374622356495   precision 0.6850858700123406   recall 0.771471559799086
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deviation 2/5   epoch 10/120   F1 0.70333812275057   accuracy 0.7711480362537765   precision 0.6882147264500206   recall 0.7718223100143693
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deviation 2/5   epoch 11/120   F1 0.708343187201391   accuracy 0.7741691842900302   precision 0.6927601809954751   recall 0.7750453970175535
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deviation 2/5   epoch 12/120   F1 0.705240584073181   accuracy 0.7737915407854985   precision 0.6896236116824352   recall 0.7785644616542362
deviation 2/5   epoch 13/120   F1 0.7145379876796714   accuracy 0.7779456193353474   precision 0.6984419991772933   recall 0.7790124349334875
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deviation 2/5   epoch 14/120   F1 0.7224498616874135   accuracy 0.7802114803625377   precision 0.7067024886877828   recall 0.7750376299945265
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deviation 2/5   epoch 15/120   F1 0.71969937546311   accuracy 0.7809667673716012   precision 0.7032728301110655   recall 0.7817360628574483
deviation 2/5   epoch 16/120   F1 0.7167389458305582   accuracy 0.7794561933534743   precision 0.700429350061703   recall 0.7809910504139589
deviation 2/5   epoch 17/120   F1 0.7190891076020357   accuracy 0.7805891238670695   precision 0.7027046482928836   recall 0.7813468206906458
deviation 2/5   epoch 18/120   F1 0.7187328215853966   accuracy 0.7802114803625377   precision 0.7024218428630193   recall 0.7805565948652164
deviation 2/5   epoch 19/120   F1 0.7192394885326465   accuracy 0.7802114803625377   precision 0.7029925956396544   recall 0.7797685485385464
deviation 2/5   epoch 20/120   F1 0.7303281192782807   accuracy 0.7870090634441088   precision 0.7135052447552448   recall 0.7863433085418541
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deviation 2/5   epoch 21/120   F1 0.7237301903968207   accuracy 0.7828549848942599   precision 0.7072552447552447   recall 0.7821100335516157
deviation 2/5   epoch 22/120   F1 0.7207057859932453   accuracy 0.7809667673716012   precision 0.7044143356643356   recall 0.7801634982998291
deviation 2/5   epoch 23/120   F1 0.733012839282513   accuracy 0.7873867069486404   precision 0.7166418140682846   recall 0.7834878782144283
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deviation 2/5   epoch 24/120   F1 0.7249354851867462   accuracy 0.7836102719033232   precision 0.7083916083916084   recall 0.7828846514590341
deviation 2/5   epoch 25/120   F1 0.7342254775695426   accuracy 0.7888972809667674   precision 0.7174876593994242   recall 0.786777063326799
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deviation 2/5   epoch 26/120   F1 0.731880044075166   accuracy 0.7881419939577039   precision 0.7149244138214726   recall 0.787864740038653
deviation 2/5   epoch 27/120   F1 0.7349097285238452   accuracy 0.7888972809667674   precision 0.7183437885643769   recall 0.785715006623352
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deviation 2/5   epoch 28/120   F1 0.7352264773522648   accuracy 0.7885196374622356   precision 0.7189171122994653   recall 0.7839658507303409
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deviation 2/5   epoch 29/120   F1 0.7392394394936103   accuracy 0.7904078549848943   precision 0.7231849033319622   recall 0.7842652891648623
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deviation 2/5   epoch 30/120   F1 0.7368066177651773   accuracy 0.7904078549848943   precision 0.720045763060469   recall 0.7879421350322757
deviation 2/5   epoch 31/120   F1 0.7379236578983925   accuracy 0.7904078549848943   precision 0.7214726450020568   recall 0.7862176518716333
deviation 2/5   epoch 32/120   F1 0.7363955736241434   accuracy 0.7892749244712991   precision 0.7200534759358289   recall 0.7847343506219167
deviation 2/5   epoch 33/120   F1 0.7377834928527922   accuracy 0.7900302114803626   precision 0.7214752159605101   recall 0.7851699698427254
deviation 2/5   epoch 34/120   F1 0.7340936396076532   accuracy 0.7885196374622356   precision 0.7174902303578774   recall 0.7856829272411057
deviation 2/5   epoch 35/120   F1 0.7377017580964262   accuracy 0.7904078549848943   precision 0.7211872686137393   recall 0.7865553026953345
deviation 2/5   epoch 36/120   F1 0.7430619298543827   accuracy 0.7930513595166163   precision 0.7268767996709173   recall 0.7872591145833333
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deviation 2/5   epoch 37/120   F1 0.7397450491640118   accuracy 0.7911631419939577   precision 0.7234651378033732   recall 0.785991377714823
deviation 2/5   epoch 38/120   F1 0.7394503576439988   accuracy 0.7915407854984894   precision 0.7228918140682847   recall 0.787697780609536
deviation 2/5   epoch 39/120   F1 0.7385063372006799   accuracy 0.790785498489426   precision 0.7220408268202386   recall 0.7865993681639587
deviation 2/5   epoch 40/120   F1 0.7407568211807773   accuracy 0.7915407854984894   precision 0.7246040723981901   recall 0.7857320407655979
deviation 2/5   epoch 41/120   F1 0.736979238647576   accuracy 0.7896525679758308   precision 0.7206216577540108   recall 0.7851178881879234
deviation 2/5   epoch 42/120   F1 0.7385848783579394   accuracy 0.7904078549848943   precision 0.7223287741670095   recall 0.7852259037510585
deviation 2/5   epoch 43/120   F1 0.7424865061343483   accuracy 0.7926737160120846   precision 0.7263086178527356   recall 0.7868779998549722
deviation 2/5   epoch 44/120   F1 0.7414109877810968   accuracy 0.7926737160120846   precision 0.7248817359111477   recall 0.7885011020399076
deviation 2/5   epoch 45/120   F1 0.7414109877810968   accuracy 0.7926737160120846   precision 0.7248817359111477   recall 0.7885011020399076
deviation 2/5   epoch 46/120   F1 0.7410485365081736   accuracy 0.7922960725075529   precision 0.7245989304812834   recall 0.7877896921480456
deviation 2/5   epoch 47/120   F1 0.7426994441607677   accuracy 0.7926737160120846   precision 0.7265939942410531   recall 0.7865635925143487
deviation 2/5   epoch 48/120   F1 0.7450895400062014   accuracy 0.7949395770392749   precision 0.7285762032085561   recall 0.7904396842002961
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deviation 2/5   epoch 49/120   F1 0.7452040375121183   accuracy 0.7941842900302115   precision 0.729152097902098   recall 0.7877776584950846
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deviation 2/5   epoch 50/120   F1 0.7448410815939279   accuracy 0.7938066465256798   precision 0.7288692924722338   recall 0.7870904282765738
deviation 2/5   epoch 51/120   F1 0.7443627428838246   accuracy 0.7941842900302115   precision 0.7280105923488276   recall 0.7890354918845546
deviation 2/5   epoch 52/120   F1 0.7437534537051482   accuracy 0.7926737160120846   precision 0.7280208761826409   recall 0.7850409808075963
deviation 2/5   epoch 53/120   F1 0.7454125984388096   accuracy 0.7941842900302115   precision 0.7294374742904155   recall 0.7874714818027124
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deviation 2/5   epoch 54/120   F1 0.7440589751269363   accuracy 0.793429003021148   precision 0.7280157342657343   recall 0.7870159342726424
deviation 2/5   epoch 55/120   F1 0.7445741294492139   accuracy 0.7941842900302115   precision 0.7282959687371453   recall 0.7887160058102154
deviation 2/5   epoch 56/120   F1 0.7456712637207994   accuracy 0.7938066465256798   precision 0.730010798025504   recall 0.7858964362409244
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deviation 2/5   epoch 57/120   F1 0.7472159770104454   accuracy 0.7945619335347432   precision 0.7317179144385026   recall 0.7860847566840081
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deviation 2/5   epoch 58/120   F1 0.746807925751098   accuracy 0.7945619335347432   precision 0.7311471616618674   recall 0.786661246353245
deviation 2/5   epoch 59/120   F1 0.7467103776994669   accuracy 0.7953172205438066   precision 0.7305712669683257   recall 0.7892253611971105
deviation 2/5   epoch 60/120   F1 0.7459835582813432   accuracy 0.7945619335347432   precision 0.7300056561085972   recall 0.7878521211731205
deviation 2/5   epoch 61/120   F1 0.7512277195589604   accuracy 0.7964501510574018   precision 0.7362710818593171   recall 0.7863483650645646
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deviation 2/5   epoch 62/120   F1 0.750273666474093   accuracy 0.7960725075528701   precision 0.7351321472645003   recall 0.7865023698464064
deviation 2/5   epoch 63/120   F1 0.7452040375121183   accuracy 0.7941842900302115   precision 0.729152097902098   recall 0.7877776584950846
deviation 2/5   epoch 64/120   F1 0.7468530730085658   accuracy 0.7941842900302115   precision 0.7314351090086384   recall 0.7854178308859957
deviation 2/5   epoch 65/120   F1 0.7479423955040394   accuracy 0.7953172205438066   precision 0.7322835252982312   recall 0.7874244448686136
deviation 2/5   epoch 66/120   F1 0.7542785179293432   accuracy 0.7964501510574018   precision 0.7408371040723982   recall 0.7824614210967105
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deviation 2/5   epoch 67/120   F1 0.7463971262922988   accuracy 0.7945619335347432   precision 0.7305764088852325   recall 0.7872502954656828
deviation 2/5   epoch 68/120   F1 0.7531369413617406   accuracy 0.7968277945619335   precision 0.7388368983957219   recall 0.7849465828678697
deviation 2/5   epoch 69/120   F1 0.7512545820425681   accuracy 0.7960725075528701   precision 0.736559029206088   recall 0.7851811904142026
deviation 2/5   epoch 70/120   F1 0.7549854090860586   accuracy 0.7979607250755287   precision 0.7408268202385849   recall 0.7858574969616655
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deviation 2/5   epoch 71/120   F1 0.7584717700199475   accuracy 0.800226586102719   precision 0.7445212875359934   recall 0.7879196444180736
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deviation 2/5   epoch 72/120   F1 0.7567960931590176   accuracy 0.800226586102719   precision 0.7419529000411353   recall 0.7901604885647755
deviation 2/5   epoch 73/120   F1 0.751759317693208   accuracy 0.7972054380664653   precision 0.736551316330728   recall 0.7879206418124709
deviation 2/5   epoch 74/120   F1 0.7556865776594398   accuracy 0.7994712990936556   precision 0.7408165364047716   recall 0.7894008946067924
deviation 2/5   epoch 75/120   F1 0.7547828403204191   accuracy 0.7983383685800605   precision 0.7402534965034965   recall 0.7872278298929147
deviation 2/5   epoch 76/120   F1 0.7508030632200194   accuracy 0.7968277945619335   precision 0.7354123817359111   recall 0.7880928783802916
deviation 2/5   epoch 77/120   F1 0.755701256648807   accuracy 0.7990936555891238   precision 0.7411044837515426   recall 0.7882452020605628
deviation 2/5   epoch 78/120   F1 0.755701256648807   accuracy 0.7990936555891238   precision 0.7411044837515426   recall 0.7882452020605628
deviation 2/5   epoch 79/120   F1 0.7562813862483764   accuracy 0.7983383685800605   precision 0.742536507610037   recall 0.7852990987721526
deviation 2/5   epoch 80/120   F1 0.7592022458364192   accuracy 0.8006042296072508   precision 0.7453748457424928   recall 0.7880672471816852
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deviation 2/5   epoch 81/120   F1 0.7560782358156029   accuracy 0.7990936555891238   precision 0.7416752365281777   recall 0.787742433147223
deviation 2/5   epoch 82/120   F1 0.7562547682060312   accuracy 0.7994712990936556   precision 0.7416726655697243   recall 0.7886266201491478
deviation 2/5   epoch 83/120   F1 0.7543829667859845   accuracy 0.7987160120845922   precision 0.7393947963800904   recall 0.7889044883902219
deviation 2/5   epoch 84/120   F1 0.750916178119327   accuracy 0.7953172205438066   precision 0.7365641711229947   recall 0.7834034034034034
deviation 2/5   epoch 85/120   F1 0.748830047364758   accuracy 0.7964501510574018   precision 0.7328465651995064   recall 0.7897492191842725
deviation 2/5   epoch 86/120   F1 0.7515625876293901   accuracy 0.7972054380664653   precision 0.7362659399424105   recall 0.7881955632911144
deviation 2/5   epoch 87/120   F1 0.7525396869870049   accuracy 0.7972054380664653   precision 0.7376928218839983   recall 0.7868505253196713
deviation 2/5   epoch 88/120   F1 0.7536540727119387   accuracy 0.7979607250755287   precision 0.7388291855203619   recall 0.7876150889944153
deviation 2/5   epoch 89/120   F1 0.7513327516670347   accuracy 0.797583081570997   precision 0.7356926162073221   recall 0.7897046229494727
deviation 2/5   epoch 90/120   F1 0.7543829667859845   accuracy 0.7987160120845922   precision 0.7393947963800904   recall 0.7889044883902219
deviation 2/5   epoch 91/120   F1 0.7564603700070489   accuracy 0.7987160120845922   precision 0.7425339366515837   recall 0.7861495645316013
deviation 2/5   epoch 92/120   F1 0.7549200725154137   accuracy 0.7994712990936556   precision 0.7396750308515014   recall 0.7904737756776821
deviation 2/5   epoch 93/120   F1 0.7501668656990712   accuracy 0.7972054380664653   precision 0.7342683052241876   recall 0.79020558923079
deviation 2/5   epoch 94/120   F1 0.7566498149616706   accuracy 0.7983383685800605   precision 0.7431072603866722   recall 0.7848437198766146
deviation 2/5   epoch 95/120   F1 0.7551310442167766   accuracy 0.7990936555891238   precision 0.7402483545865899   recall 0.7890205769462735
deviation 2/5   epoch 96/120   F1 0.7544186459326303   accuracy 0.7979607250755287   precision 0.7399706910736322   recall 0.7865939734481686
deviation 2/5   epoch 97/120   F1 0.756051604200924   accuracy 0.7998489425981873   precision 0.7410993418346359   recall 0.7900443210040733
deviation 2/5   epoch 98/120   F1 0.7513651977090942   accuracy 0.7972054380664653   precision 0.735980563554093   recall 0.7884734903871765
deviation 2/5   epoch 99/120   F1 0.7573682973043996   accuracy 0.7998489425981873   precision 0.7430969765528589   recall 0.7882598622035242
deviation 2/5   epoch 100/120   F1 0.755537114642546   accuracy 0.7983383685800605   precision 0.7413950020567668   recall 0.7862416925797207
deviation 2/5   epoch 101/120   F1 0.7506043095745605   accuracy 0.7968277945619335   precision 0.7351270053475936   recall 0.7883742195875638
deviation 2/5   epoch 102/120   F1 0.755910491951788   accuracy 0.7983383685800605   precision 0.7419657548334019   recall 0.7857650359502526
deviation 2/5   epoch 103/120   F1 0.7555619612364795   accuracy 0.7968277945619335   precision 0.7425467914438503   recall 0.7819852941176471
deviation 2/5   epoch 104/120   F1 0.7532899242484816   accuracy 0.797583081570997   precision 0.7385463800904977   recall 0.786973088830674
deviation 2/5   epoch 105/120   F1 0.7529794419026967   accuracy 0.7960725075528701   precision 0.7391274167009461   recall 0.7829808660624371
deviation 2/5   epoch 106/120   F1 0.7476986221049545   accuracy 0.7938066465256798   precision 0.7328645619086795   recall 0.7831282743788839
deviation 2/5   epoch 107/120   F1 0.7559223727048421   accuracy 0.797583081570997   precision 0.7425416495269437   recall 0.7836248079634658
deviation 2/5   epoch 108/120   F1 0.7497747672885358   accuracy 0.7949395770392749   precision 0.7351398601398601   recall 0.7837695807138452
deviation 2/5   epoch 109/120   F1 0.7504056971063588   accuracy 0.7941842900302115   precision 0.7365718839983546   recall 0.7808069572329146
deviation 2/5   epoch 110/120   F1 0.7443183845677521   accuracy 0.7915407854984894   precision 0.7294554709995886   recall 0.7808029323391068
deviation 2/5   epoch 111/120   F1 0.7488253165253014   accuracy 0.7915407854984894   precision 0.7360191279308926   recall 0.775459990158071
deviation 2/5   epoch 112/120   F1 0.7564350857185527   accuracy 0.7953172205438066   precision 0.7451254627725217   recall 0.777166819285164
deviation 2/5   epoch 113/120   F1 0.7443183845677521   accuracy 0.7915407854984894   precision 0.7294554709995886   recall 0.7808029323391068
deviation 2/5   epoch 114/120   F1 0.7476307021356086   accuracy 0.7922960725075529   precision 0.7337309749074454   recall 0.7788549133639451
deviation 2/5   epoch 115/120   F1 0.7440018986193129   accuracy 0.790785498489426   precision 0.7294606129164953   recall 0.7789895845055453
deviation 2/5   epoch 116/120   F1 0.7484049871231171   accuracy 0.7922960725075529   precision 0.7348724804607157   recall 0.7779456193353473
deviation 2/5   epoch 117/120   F1 0.7453277406865056   accuracy 0.7892749244712991   precision 0.7323246606334841   recall 0.7732867598137059
deviation 2/5   epoch 118/120   F1 0.7502960990366409   accuracy 0.7922960725075529   precision 0.7377262443438914   recall 0.7758507531257178
deviation 2/5   epoch 119/120   F1 0.7453657985228078   accuracy 0.7911631419939577   precision 0.7311703002879473   recall 0.7783917147534511
deviation 2/5   epoch 120/120   F1 0.7373520858733615   accuracy 0.7866314199395771   precision 0.7226398601398601   recall 0.7751835724959424

deviation 3/5   epoch 1/120   F1 0.4257941018125262   accuracy 0.6714501510574018   precision 0.5093917112299465   recall 0.6553939084566955
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deviation 3/5   epoch 2/120   F1 0.5125854368199984   accuracy 0.6865558912386707   precision 0.5478146853146854   recall 0.6624520671191356
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deviation 3/5   epoch 3/120   F1 0.576052592043166   accuracy 0.7058157099697885   precision 0.5862093788564376   recall 0.688770433546553
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deviation 3/5   epoch 4/120   F1 0.6086320175887105   accuracy 0.7205438066465257   precision 0.6097953517071164   recall 0.7113656160912258
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deviation 3/5   epoch 5/120   F1 0.6516987462760961   accuracy 0.7416918429003021   precision 0.6436111682435212   recall 0.7378567809132058
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deviation 3/5   epoch 6/120   F1 0.6716366380288368   accuracy 0.7515105740181269   precision 0.6603815302344714   recall 0.7470740604317915
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deviation 3/5   epoch 7/120   F1 0.6851697387030211   accuracy 0.7579305135951662   precision 0.6723236322501028   recall 0.7515709815291793
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deviation 3/5   epoch 8/120   F1 0.6906646859980565   accuracy 0.7617069486404834   precision 0.6771493212669684   recall 0.7570203226368978
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deviation 3/5   epoch 9/120   F1 0.6862264186431433   accuracy 0.7620845921450151   precision 0.6728661044837515   recall 0.7645051395931598
deviation 3/5   epoch 10/120   F1 0.7006703852384591   accuracy 0.7673716012084593   precision 0.6862428013163308   recall 0.7626243950187612
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deviation 3/5   epoch 11/120   F1 0.6987975695966204   accuracy 0.7662386706948641   precision 0.6845382558617853   recall 0.761368508732402
deviation 3/5   epoch 12/120   F1 0.7068721538252642   accuracy 0.7700151057401813   precision 0.6922177087618264   recall 0.7630831202259774
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deviation 3/5   epoch 13/120   F1 0.7059095008000599   accuracy 0.7692598187311178   precision 0.6913667215137804   recall 0.7619183972567432
deviation 3/5   epoch 14/120   F1 0.7019913885009519   accuracy 0.7685045317220544   precision 0.6873765939942411   recall 0.7646100168190486
deviation 3/5   epoch 15/120   F1 0.7114552513458513   accuracy 0.7719033232628398   precision 0.6967708761826409   recall 0.7632020578565828
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deviation 3/5   epoch 16/120   F1 0.7120036526113874   accuracy 0.7711480362537765   precision 0.6976321472645002   recall 0.7602620530877573
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deviation 3/5   epoch 17/120   F1 0.7110458794091796   accuracy 0.7722809667673716   precision 0.6961975524475524   recall 0.7648949842539297
deviation 3/5   epoch 18/120   F1 0.7073984064791123   accuracy 0.7711480362537765   precision 0.6924953722747841   recall 0.7660467330898134
deviation 3/5   epoch 19/120   F1 0.7100874909495085   accuracy 0.7715256797583081   precision 0.6953465651995064   recall 0.7637460287707478
deviation 3/5   epoch 20/120   F1 0.7050657648261967   accuracy 0.7715256797583081   precision 0.6899244138214726   recall 0.7705953350115888
deviation 3/5   epoch 21/120   F1 0.7042345134196955   accuracy 0.7688821752265861   precision 0.6896570341423283   recall 0.7628645749817379
deviation 3/5   epoch 22/120   F1 0.7115540839705481   accuracy 0.7722809667673716   precision 0.6967683052241876   recall 0.7642475194966056
deviation 3/5   epoch 23/120   F1 0.7146090424098722   accuracy 0.7734138972809668   precision 0.6998997326203208   recall 0.763924671507079
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deviation 3/5   epoch 24/120   F1 0.7149239286087183   accuracy 0.774546827794562   precision 0.699892019744961   recall 0.767024531054266
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deviation 3/5   epoch 25/120   F1 0.7182053223249105   accuracy 0.7749244712990937   precision 0.7035993418346359   recall 0.764096578403255
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deviation 3/5   epoch 26/120   F1 0.7167560675847968   accuracy 0.7749244712990937   precision 0.7018870835047305   recall 0.7658653846153847
deviation 3/5   epoch 27/120   F1 0.7148196173351775   accuracy 0.7741691842900302   precision 0.6998945907034142   recall 0.7659790640394089
deviation 3/5   epoch 28/120   F1 0.7141730468294456   accuracy 0.774546827794562   precision 0.6990358905800083   recall 0.7680071002824015
deviation 3/5   epoch 29/120   F1 0.716126721394798   accuracy 0.7753021148036254   precision 0.7010283833813246   recall 0.7678379209266359
deviation 3/5   epoch 30/120   F1 0.7168339860384756   accuracy 0.7760574018126888   precision 0.7015939942410531   recall 0.7692981032672297
deviation 3/5   epoch 31/120   F1 0.7211532229179197   accuracy 0.7760574018126888   precision 0.7067307692307692   recall 0.763938979907518
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deviation 3/5   epoch 32/120   F1 0.7206861853446092   accuracy 0.7760574018126888   precision 0.7061600164541341   recall 0.7644829812550145
deviation 3/5   epoch 33/120   F1 0.7210421814961361   accuracy 0.777190332326284   precision 0.7061523035787741   recall 0.7674081237911026
deviation 3/5   epoch 34/120   F1 0.7222018626958266   accuracy 0.7764350453172205   precision 0.7078697038255861   recall 0.7638159719389837
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deviation 3/5   epoch 35/120   F1 0.7195062078877212   accuracy 0.774546827794562   precision 0.7053141711229947   recall 0.761503763707139
deviation 3/5   epoch 36/120   F1 0.7241802761925125   accuracy 0.7775679758308157   precision 0.7098596256684492   recall 0.7647787955090075
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deviation 3/5   epoch 37/120   F1 0.7210378307720091   accuracy 0.7779456193353474   precision 0.7058617852735499   recall 0.769722570300605
deviation 3/5   epoch 38/120   F1 0.7223427672871716   accuracy 0.7783232628398792   precision 0.7072860962566845   recall 0.7692130145556871
deviation 3/5   epoch 39/120   F1 0.7255683853570888   accuracy 0.7783232628398792   precision 0.7112813656931304   recall 0.7653349336945177
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deviation 3/5   epoch 40/120   F1 0.7238496573447409   accuracy 0.7779456193353474   precision 0.7092863019333607   recall 0.7662454047123775
deviation 3/5   epoch 41/120   F1 0.7265384937637979   accuracy 0.779833836858006   precision 0.7118418346359523   recall 0.7685393176035218
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deviation 3/5   epoch 42/120   F1 0.7250406278559516   accuracy 0.7794561933534743   precision 0.7101321472645001   recall 0.7692526889690501
deviation 3/5   epoch 43/120   F1 0.7259558915783153   accuracy 0.7794561933534743   precision 0.7112736528177704   recall 0.7681360633004324
deviation 3/5   epoch 44/120   F1 0.7223371382925448   accuracy 0.7775679758308157   precision 0.7075766145619087   recall 0.7669483644911956
deviation 3/5   epoch 45/120   F1 0.7221064811297125   accuracy 0.7783232628398792   precision 0.7070007198683669   recall 0.769513718788887
deviation 3/5   epoch 46/120   F1 0.7238674445289122   accuracy 0.7787009063444109   precision 0.7089957836281365   recall 0.7684466019417475
deviation 3/5   epoch 47/120   F1 0.7287297365083738   accuracy 0.7809667673716012   precision 0.7141171328671329   recall 0.7692080177655376
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deviation 3/5   epoch 48/120   F1 0.7302435406320958   accuracy 0.7820996978851964   precision 0.7155363019333607   recall 0.7706784395994146
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deviation 3/5   epoch 49/120   F1 0.7305469466855675   accuracy 0.7817220543806647   precision 0.7161096256684492   recall 0.7692276895384329
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deviation 3/5   epoch 50/120   F1 0.7312607302035672   accuracy 0.7824773413897281   precision 0.7166752365281777   recall 0.7705484289328043
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deviation 3/5   epoch 51/120   F1 0.7341929379396548   accuracy 0.7828549848942599   precision 0.7203825586178527   recall 0.7682406874997556
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deviation 3/5   epoch 52/120   F1 0.7294853786234197   accuracy 0.7824773413897281   precision 0.7143922254216372   recall 0.772740950063451
deviation 3/5   epoch 53/120   F1 0.7317560088551549   accuracy 0.7832326283987915   precision 0.7169554709995887   recall 0.7721458978328173
deviation 3/5   epoch 54/120   F1 0.7304246655031995   accuracy 0.7832326283987915   precision 0.7152432126696833   recall 0.7738235409552965
deviation 3/5   epoch 55/120   F1 0.7256599306988891   accuracy 0.7813444108761329   precision 0.7101192924722337   recall 0.7742607856708403
deviation 3/5   epoch 56/120   F1 0.7317220179294621   accuracy 0.7843655589123867   precision 0.7163770053475935   recall 0.7755942318476343
deviation 3/5   epoch 57/120   F1 0.7324116736981241   accuracy 0.7832326283987915   precision 0.7178116001645414   recall 0.7713479961181093
deviation 3/5   epoch 58/120   F1 0.7355590829294958   accuracy 0.7847432024169184   precision 0.7212258329905389   recall 0.7719225895342922
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deviation 3/5   epoch 59/120   F1 0.7339182876535747   accuracy 0.7843655589123867   precision 0.7192307692307692   recall 0.772806017779804
deviation 3/5   epoch 60/120   F1 0.735208764216959   accuracy 0.7854984894259819   precision 0.7203645619086796   recall 0.7745284559876241
deviation 3/5   epoch 61/120   F1 0.7392115401326651   accuracy 0.7881419939577039   precision 0.7243418346359523   recall 0.7772872183652733
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deviation 3/5   epoch 62/120   F1 0.7410245430101705   accuracy 0.7885196374622356   precision 0.7266222747840394   recall 0.7761333128667154
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deviation 3/5   epoch 63/120   F1 0.7398705817483506   accuracy 0.7892749244712991   precision 0.7246194981489099   recall 0.7798292224368152
deviation 3/5   epoch 64/120   F1 0.7384009994518401   accuracy 0.7866314199395771   precision 0.724066742081448   recall 0.7739094872663187
deviation 3/5   epoch 65/120   F1 0.7365725831745249   accuracy 0.7873867069486404   precision 0.7212078362813656   recall 0.7784464589831029
deviation 3/5   epoch 66/120   F1 0.7331053223869657   accuracy 0.7851208459214502   precision 0.7177987453722747   recall 0.7760905397070601
deviation 3/5   epoch 67/120   F1 0.738218406980017   accuracy 0.7877643504531722   precision 0.7232029000411353   recall 0.77743442581041
deviation 3/5   epoch 68/120   F1 0.736275697998025   accuracy 0.7854984894259819   precision 0.7217914438502674   recall 0.7732213438735178
deviation 3/5   epoch 69/120   F1 0.7387019965979926   accuracy 0.7873867069486404   precision 0.7240616001645414   recall 0.7757125061789422
deviation 3/5   epoch 70/120   F1 0.7382818130030133   accuracy 0.7873867069486404   precision 0.7234908473879063   recall 0.7762353954306078
deviation 3/5   epoch 71/120   F1 0.7368162254115254   accuracy 0.7847432024169184   precision 0.7229380913204443   recall 0.7704783293563531
deviation 3/5   epoch 72/120   F1 0.7359809405862658   accuracy 0.7847432024169184   precision 0.721796585767174   recall 0.771430144571869
deviation 3/5   epoch 73/120   F1 0.7346969428069104   accuracy 0.7836102719033232   precision 0.7206627930892637   recall 0.7697483435175021
deviation 3/5   epoch 74/120   F1 0.7373248936246015   accuracy 0.7854984894259819   precision 0.7232183257918552   recall 0.771985690074839
deviation 3/5   epoch 75/120   F1 0.737858800869265   accuracy 0.7873867069486404   precision 0.722920094611271   recall 0.7767700320877293
deviation 3/5   epoch 76/120   F1 0.7380706618036816   accuracy 0.7873867069486404   precision 0.7232054709995887   recall 0.7765012329302656
deviation 3/5   epoch 77/120   F1 0.7383426715302379   accuracy 0.7870090634441088   precision 0.7237787947346771   recall 0.7750605954310887
deviation 3/5   epoch 78/120   F1 0.7395339605872375   accuracy 0.7873867069486404   precision 0.7252031057178117   recall 0.7747011944382377
deviation 3/5   epoch 79/120   F1 0.7438430136460539   accuracy 0.7904078549848943   precision 0.7294631838749486   recall 0.77809754383833
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deviation 3/5   epoch 80/120   F1 0.7388983606806496   accuracy 0.7843655589123867   precision 0.7260798025503907   recall 0.7672715046103695
deviation 3/5   epoch 81/120   F1 0.7411648401673477   accuracy 0.7873867069486404   precision 0.727486116824352   recall 0.7728112900826376
deviation 3/5   epoch 82/120   F1 0.7422844220765534   accuracy 0.7881419939577039   precision 0.7286224804607158   recall 0.7736054927244937
deviation 3/5   epoch 83/120   F1 0.7371743334735221   accuracy 0.7851208459214502   precision 0.7232208967503085   recall 0.7711117113333494
deviation 3/5   epoch 84/120   F1 0.7397914808206958   accuracy 0.7870090634441088   precision 0.7257764294529001   recall 0.7733378984063745
deviation 3/5   epoch 85/120   F1 0.7398866361910316   accuracy 0.7862537764350453   precision 0.7263523241464418   recall 0.7711696311696312
deviation 3/5   epoch 86/120   F1 0.7387645757606074   accuracy 0.7854984894259819   precision 0.7252159605100781   recall 0.7703703703703704
deviation 3/5   epoch 87/120   F1 0.7425565272560521   accuracy 0.7873867069486404   precision 0.729483751542575   recall 0.771295652537318
deviation 3/5   epoch 88/120   F1 0.7406477288821237   accuracy 0.7866314199395771   precision 0.7272058823529413   recall 0.7713491231908255
deviation 3/5   epoch 89/120   F1 0.7427526985252692   accuracy 0.7873867069486404   precision 0.7297691279308927   recall 0.7710892207826676
deviation 3/5   epoch 90/120   F1 0.7430763386109769   accuracy 0.7854984894259819   precision 0.7314942410530646   recall 0.7660909961346147
deviation 3/5   epoch 91/120   F1 0.7398129023245004   accuracy 0.7851208459214502   precision 0.726930789798437   recall 0.7682775415921068
deviation 3/5   epoch 92/120   F1 0.7417087126706061   accuracy 0.7858761329305136   precision 0.7292086589880707   recall 0.7682957473620855
deviation 3/5   epoch 93/120   F1 0.7413181675101217   accuracy 0.7858761329305136   precision 0.7286379062114356   recall 0.7686836597426945
deviation 3/5   epoch 94/120   F1 0.7415837202174815   accuracy 0.7904078549848943   precision 0.7263240436034554   recall 0.7809962597565929
deviation 3/5   epoch 95/120   F1 0.7423609200283763   accuracy 0.7847432024169184   precision 0.7309286301933361   recall 0.7649468023916064
deviation 3/5   epoch 96/120   F1 0.737204304695215   accuracy 0.7862537764350453   precision 0.7226424310983135   recall 0.7742696614979223
deviation 3/5   epoch 97/120   F1 0.7438740862466671   accuracy 0.7836102719033232   precision 0.7340754833401892   recall 0.7612182832140872
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deviation 3/5   epoch 98/120   F1 0.7410228957338165   accuracy 0.7847432024169184   precision 0.7289309954751131   recall 0.7661555475848876
deviation 3/5   epoch 99/120   F1 0.7463358559248969   accuracy 0.7881419939577039   precision 0.7346153846153847   recall 0.7694271911663215
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deviation 3/5   epoch 100/120   F1 0.7429248817974956   accuracy 0.7847432024169184   precision 0.7317847593582887   recall 0.7644617189791727
deviation 3/5   epoch 101/120   F1 0.7398129023245004   accuracy 0.7851208459214502   precision 0.726930789798437   recall 0.7682775415921068
deviation 3/5   epoch 102/120   F1 0.7485148034690958   accuracy 0.7870090634441088   precision 0.738903743315508   recall 0.7650216183533546
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deviation 3/5   epoch 103/120   F1 0.743310794487934   accuracy 0.7843655589123867   precision 0.7326434594816947   recall 0.763288406409597
deviation 3/5   epoch 104/120   F1 0.744404114340871   accuracy 0.7824773413897281   precision 0.7357954545454546   recall 0.7585538575169921
deviation 3/5   epoch 105/120   F1 0.7412426414126296   accuracy 0.7843655589123867   precision 0.7295043192102015   recall 0.7650461287686302
deviation 3/5   epoch 106/120   F1 0.7425068222516683   accuracy 0.7854984894259819   precision 0.7306381118881119   recall 0.766607822683464
deviation 3/5   epoch 107/120   F1 0.7419030109561984   accuracy 0.7858761329305136   precision 0.7294940353763884   recall 0.7681053481256218
deviation 3/5   epoch 108/120   F1 0.7435200409590116   accuracy 0.7820996978851964   precision 0.7346565199506376   recall 0.7583620116808094
deviation 3/5   epoch 109/120   F1 0.7429867876460411   accuracy 0.7820996978851964   precision 0.7338003907856849   recall 0.7587068073439517
deviation 3/5   epoch 110/120   F1 0.7443393042519832   accuracy 0.7866314199395771   precision 0.732628033730975   recall 0.7676443683922126
deviation 3/5   epoch 111/120   F1 0.7460164893412946   accuracy 0.7847432024169184   precision 0.7366361579596874   recall 0.7620644099550422
deviation 3/5   epoch 112/120   F1 0.7461952177741651   accuracy 0.7862537764350453   precision 0.7357697449609214   recall 0.7651751737858126
deviation 3/5   epoch 113/120   F1 0.7481626574286917   accuracy 0.7870090634441088   precision 0.7383329905388729   recall 0.7652873168498169
deviation 3/5   epoch 114/120   F1 0.7463721496914922   accuracy 0.7866314199395771   precision 0.735767174002468   recall 0.7658751644432847
deviation 3/5   epoch 115/120   F1 0.7445675359152653   accuracy 0.7854984894259819   precision 0.7337772521596051   recall 0.7648086667831557
deviation 3/5   epoch 116/120   F1 0.7429784562516522   accuracy 0.7870090634441088   precision 0.7303424516659811   recall 0.7698874590321959
deviation 3/5   epoch 117/120   F1 0.7416419856122016   accuracy 0.7866314199395771   precision 0.728632764294529   recall 0.770289615555581
deviation 3/5   epoch 118/120   F1 0.7505014414535328   accuracy 0.7900302114803626   precision 0.7397393048128342   recall 0.7701154919051385
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deviation 3/5   epoch 119/120   F1 0.7495928942030183   accuracy 0.790785498489426   precision 0.7377365281777046   recall 0.772757574059271
deviation 3/5   epoch 120/120   F1 0.7448775825225422   accuracy 0.7900302114803626   precision 0.7311780131633072   recall 0.7758090786119827

deviation 4/5   epoch 1/120   F1 0.46128807254126947   accuracy 0.6669184290030211   precision 0.5179838543809132   recall 0.5842486871898637
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deviation 4/5   epoch 2/120   F1 0.5292025472899042   accuracy 0.6740936555891238   precision 0.5498971616618675   recall 0.6105316287725083
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deviation 4/5   epoch 3/120   F1 0.580379099143132   accuracy 0.6865558912386707   precision 0.583486733854381   recall 0.6346823829984903
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deviation 4/5   epoch 4/120   F1 0.6310138072956321   accuracy 0.7133685800604229   precision 0.6252545248868778   recall 0.6768822947971684
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deviation 4/5   epoch 5/120   F1 0.6590341588705628   accuracy 0.7284743202416919   precision 0.650264808720691   recall 0.696629870266406
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deviation 4/5   epoch 6/120   F1 0.6824529523028438   accuracy 0.7488670694864048   precision 0.6709584533113945   recall 0.728373803433884
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deviation 4/5   epoch 7/120   F1 0.7011961182577295   accuracy 0.7575528700906344   precision 0.6894487865076101   recall 0.7349482678910197
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deviation 4/5   epoch 8/120   F1 0.6966700525141138   accuracy 0.7609516616314199   precision 0.6834327437268614   recall 0.747660652006203
deviation 4/5   epoch 9/120   F1 0.6991296062476619   accuracy 0.7651057401812689   precision 0.6851167215137803   recall 0.7573006003430531
deviation 4/5   epoch 10/120   F1 0.6985887787465879   accuracy 0.7666163141993958   precision 0.6842503085150144   recall 0.7629028412113208
deviation 4/5   epoch 11/120   F1 0.710438880826374   accuracy 0.7719033232628398   precision 0.6956293706293707   recall 0.7644838373305527
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deviation 4/5   epoch 12/120   F1 0.7159405793477355   accuracy 0.7764350453172205   precision 0.7004499177293295   recall 0.7717349253981033
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deviation 4/5   epoch 13/120   F1 0.7138662005402828   accuracy 0.7753021148036254   precision 0.6984599958864665   recall 0.770879481913558
deviation 4/5   epoch 14/120   F1 0.7224589655528882   accuracy 0.7794561933534743   precision 0.706993006993007   recall 0.7725893824485374
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deviation 4/5   epoch 15/120   F1 0.7256981075508466   accuracy 0.7787009063444109   precision 0.711278794734677   recall 0.7662582133461204
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deviation 4/5   epoch 16/120   F1 0.7286822196730107   accuracy 0.7802114803625377   precision 0.714407651172357   recall 0.7671073829587565
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deviation 4/5   epoch 17/120   F1 0.7277019618531986   accuracy 0.7805891238670695   precision 0.7129781982723159   recall 0.7693442861474159
deviation 4/5   epoch 18/120   F1 0.7355590829294958   accuracy 0.7847432024169184   precision 0.7212258329905389   recall 0.7719225895342922
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deviation 4/5   epoch 19/120   F1 0.7347600899052087   accuracy 0.7832326283987915   precision 0.7209507404360346   recall 0.7686428598221988
deviation 4/5   epoch 20/120   F1 0.7291282957340297   accuracy 0.7820996978851964   precision 0.7141094199917729   recall 0.7720575084099189
deviation 4/5   epoch 21/120   F1 0.730408962172832   accuracy 0.7813444108761329   precision 0.7161121966269025   recall 0.7683175767500021
deviation 4/5   epoch 22/120   F1 0.7361005798394291   accuracy 0.783987915407855   precision 0.7223724804607158   recall 0.7692168824701195
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deviation 4/5   epoch 23/120   F1 0.735191020318336   accuracy 0.7817220543806647   precision 0.7223879062114356   recall 0.764239128774572
deviation 4/5   epoch 24/120   F1 0.7379838190367991   accuracy 0.7836102719033232   precision 0.7252288153023447   recall 0.7662654676286325
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deviation 4/5   epoch 25/120   F1 0.7369248896744145   accuracy 0.783987915407855   precision 0.7235139860139861   recall 0.7683271604938271
deviation 4/5   epoch 26/120   F1 0.739690229568933   accuracy 0.7843655589123867   precision 0.727221308103661   recall 0.766492382216654
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deviation 4/5   epoch 27/120   F1 0.7388116066087227   accuracy 0.7851208459214502   precision 0.725503907856849   recall 0.7693164764898464
deviation 4/5   epoch 28/120   F1 0.7403692124131378   accuracy 0.7854984894259819   precision 0.7274989716166187   recall 0.7686795569374272
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deviation 4/5   epoch 29/120   F1 0.7479592787050526   accuracy 0.7896525679758308   precision 0.7360319827231592   recall 0.7715606968047464
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deviation 4/5   epoch 30/120   F1 0.7467071268331418   accuracy 0.7881419939577039   precision 0.7351861373920198   recall 0.7690832130379374
deviation 4/5   epoch 31/120   F1 0.7447745169019863   accuracy 0.7888972809667674   precision 0.7317564788153024   recall 0.772889299923486
deviation 4/5   epoch 32/120   F1 0.7485197976427049   accuracy 0.7892749244712991   precision 0.7371760592348828   recall 0.7701194355870615
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deviation 4/5   epoch 33/120   F1 0.7497836527839622   accuracy 0.7900302114803626   precision 0.738597799259564   recall 0.7707555949737865
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deviation 4/5   epoch 34/120   F1 0.7488728781180066   accuracy 0.7900302114803626   precision 0.7371709173179761   recall 0.7716047201808931
deviation 4/5   epoch 35/120   F1 0.7488405040190658   accuracy 0.7911631419939577   precision 0.7363070752776635   recall 0.7744670320195113
deviation 4/5   epoch 36/120   F1 0.7508512525181746   accuracy 0.7922960725075529   precision 0.7385823735088441   recall 0.7752699335548172
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deviation 4/5   epoch 37/120   F1 0.7499605713198827   accuracy 0.7892749244712991   precision 0.7394590703414232   recall 0.7688527429387908
deviation 4/5   epoch 38/120   F1 0.7539153651627468   accuracy 0.7930513595166163   precision 0.742857877416701   recall 0.7741143560219148
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deviation 4/5   epoch 39/120   F1 0.7541106086527454   accuracy 0.7941842900302115   precision 0.7422794117647059   recall 0.7766893407058827
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deviation 4/5   epoch 40/120   F1 0.7526491673271958   accuracy 0.7915407854984894   precision 0.7420120320855614   recall 0.7717190815015804
deviation 4/5   epoch 41/120   F1 0.750322888741765   accuracy 0.7900302114803626   precision 0.7394539284245166   recall 0.7702723094066302
deviation 4/5   epoch 42/120   F1 0.7494240325181871   accuracy 0.7896525679758308   precision 0.7383149938296998   recall 0.7701912938037014
deviation 4/5   epoch 43/120   F1 0.7499531699224029   accuracy 0.7911631419939577   precision 0.7380193336075689   recall 0.7733362119551377
deviation 4/5   epoch 44/120   F1 0.748688897431188   accuracy 0.7900302114803626   precision 0.7368855409296586   recall 0.7717812276008129
deviation 4/5   epoch 45/120   F1 0.7512210078470104   accuracy 0.790785498489426   precision 0.7403049156725627   recall 0.7712328210604513
deviation 4/5   epoch 46/120   F1 0.7510045308390589   accuracy 0.7888972809667674   precision 0.7414592760180996   recall 0.767181582512775
deviation 4/5   epoch 47/120   F1 0.7499396954455879   accuracy 0.7881419939577039   precision 0.7403229123817359   recall 0.7663712558639875
deviation 4/5   epoch 48/120   F1 0.7492379797284123   accuracy 0.7881419939577039   precision 0.7391814068284657   recall 0.766916276651066
deviation 4/5   epoch 49/120   F1 0.7452442978652506   accuracy 0.7873867069486404   precision 0.733479020979021   recall 0.768623450495346
deviation 4/5   epoch 50/120   F1 0.7565747270147951   accuracy 0.7919184290030211   precision 0.7482877416700946   recall 0.7694303264653346
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deviation 4/5   epoch 51/120   F1 0.7516739501472325   accuracy 0.7885196374622356   precision 0.7428887289181407   recall 0.7658992400788066
deviation 4/5   epoch 52/120   F1 0.7528246753246753   accuracy 0.7915407854984894   precision 0.742297408473879   recall 0.7715652374366067
deviation 4/5   epoch 53/120   F1 0.7508417780943439   accuracy 0.7892749244712991   precision 0.7408859522830111   recall 0.7681290064102564
deviation 4/5   epoch 54/120   F1 0.7540282773295313   accuracy 0.7888972809667674   precision 0.7465960510078158   recall 0.7651138396605229
deviation 4/5   epoch 55/120   F1 0.7543531996704202   accuracy 0.7888972809667674   precision 0.7471668037844508   recall 0.7649205173690647
deviation 4/5   epoch 56/120   F1 0.752131285593602   accuracy 0.7877643504531722   precision 0.7443207527766351   recall 0.7640894387567946
deviation 4/5   epoch 57/120   F1 0.7546421965536981   accuracy 0.7904078549848943   precision 0.7463003907856849   recall 0.767696458298259
deviation 4/5   epoch 58/120   F1 0.755070468868604   accuracy 0.7896525679758308   precision 0.7477324146441793   recall 0.7659297973264338
deviation 4/5   epoch 59/120   F1 0.7547571348975424   accuracy 0.7881419939577039   precision 0.7485988276429454   recall 0.7633150133400323
deviation 4/5   epoch 60/120   F1 0.7564946331974545   accuracy 0.7930513595166163   precision 0.7471385232414645   recall 0.7718808246337994
deviation 4/5   epoch 61/120   F1 0.7573557286476187   accuracy 0.793429003021148   precision 0.7482774578362814   recall 0.7720191655628299
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deviation 4/5   epoch 62/120   F1 0.7562149757164967   accuracy 0.7915407854984894   precision 0.7480049362402303   recall 0.7689116859946477
deviation 4/5   epoch 63/120   F1 0.7557519774911079   accuracy 0.7900302114803626   precision 0.7485859728506787   recall 0.7662404176579434
deviation 4/5   epoch 64/120   F1 0.7557883612126832   accuracy 0.7904078549848943   precision 0.7482980255039078   recall 0.7669436215723549
deviation 4/5   epoch 65/120   F1 0.7561800595521152   accuracy 0.793429003021148   precision 0.7462798231180584   recall 0.7729738297849604
deviation 4/5   epoch 66/120   F1 0.7559499285854133   accuracy 0.7904078549848943   precision 0.7485834018922255   recall 0.7668432945235015
deviation 4/5   epoch 67/120   F1 0.7552320790991485   accuracy 0.7896525679758308   precision 0.748017791032497   recall 0.7658326300742297
deviation 4/5   epoch 68/120   F1 0.7550539429100014   accuracy 0.7915407854984894   precision 0.7460073015220074   recall 0.7697513270918435
deviation 4/5   epoch 69/120   F1 0.7554783417530828   accuracy 0.7930513595166163   precision 0.7454262649115591   recall 0.7727184424414701
deviation 4/5   epoch 70/120   F1 0.7576017021081829   accuracy 0.7945619335347432   precision 0.7476989921842863   recall 0.7743160250442032
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deviation 4/5   epoch 71/120   F1 0.7572342543941799   accuracy 0.7892749244712991   precision 0.7520156314273961   recall 0.7640996004450875
deviation 4/5   epoch 72/120   F1 0.75805073937161   accuracy 0.7896525679758308   precision 0.7531545660222131   recall 0.7643751841681506
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deviation 4/5   epoch 73/120   F1 0.7613377880572338   accuracy 0.793429003021148   precision 0.7554118675442205   recall 0.7693650622573711
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deviation 4/5   epoch 74/120   F1 0.7616422418651876   accuracy 0.793429003021148   precision 0.7559826203208556   recall 0.769200586435337
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deviation 4/5   epoch 75/120   F1 0.7600293852428281   accuracy 0.7941842900302115   precision 0.7522675853558207   recall 0.7716272039674702
deviation 4/5   epoch 76/120   F1 0.759668877474692   accuracy 0.7938066465256798   precision 0.7519847799259565   recall 0.7711146148845829
deviation 4/5   epoch 77/120   F1 0.7565747270147951   accuracy 0.7919184290030211   precision 0.7482877416700946   recall 0.7694303264653346
deviation 4/5   epoch 78/120   F1 0.7604596604238736   accuracy 0.7938066465256798   precision 0.7534116618675442   recall 0.7705951792675562
deviation 4/5   epoch 79/120   F1 0.7609765913873331   accuracy 0.7941842900302115   precision 0.753979843685726   recall 0.7709997140166802
deviation 4/5   epoch 80/120   F1 0.7603083623926141   accuracy 0.7953172205438066   precision 0.7516891197038256   recall 0.7737703726075819
deviation 4/5   epoch 81/120   F1 0.7604701355384789   accuracy 0.7953172205438066   precision 0.7519744960921431   recall 0.7736468847286789
deviation 4/5   epoch 82/120   F1 0.7615497871423834   accuracy 0.7919184290030211   precision 0.7574197860962567   recall 0.7666515754256895
deviation 4/5   epoch 83/120   F1 0.7592222911406347   accuracy 0.7926737160120846   precision 0.7522778691896339   recall 0.7691836856460377
deviation 4/5   epoch 84/120   F1 0.7622145347064827   accuracy 0.7953172205438066   precision 0.7551136363636364   recall 0.772412562455389
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deviation 4/5   epoch 85/120   F1 0.7604121334223234   accuracy 0.793429003021148   precision 0.7536996092143151   recall 0.7698995866539483
deviation 4/5   epoch 86/120   F1 0.7613378310860898   accuracy 0.7915407854984894   precision 0.75742235705471   recall 0.7661232235549897
deviation 4/5   epoch 87/120   F1 0.7589063559577122   accuracy 0.7926737160120846   precision 0.7517071164129987   recall 0.7693801688991426
deviation 4/5   epoch 88/120   F1 0.759942311481868   accuracy 0.793429003021148   precision 0.7528434800493624   recall 0.7701904116278638
deviation 4/5   epoch 89/120   F1 0.7573342028587781   accuracy 0.7888972809667674   precision 0.7525889551624846   recall 0.7634223835426366
deviation 4/5   epoch 90/120   F1 0.7571775298570332   accuracy 0.7900302114803626   precision 0.7511543603455368   recall 0.7654455340621
deviation 4/5   epoch 91/120   F1 0.7556951186272597   accuracy 0.7851208459214502   precision 0.7534707939119704   recall 0.7581986720799607
deviation 4/5   epoch 92/120   F1 0.7531373323606798   accuracy 0.7820996978851964   precision 0.7517791032496914   recall 0.7545991276524804
deviation 4/5   epoch 93/120   F1 0.7560313057519762   accuracy 0.7862537764350453   precision 0.7528923282599753   recall 0.7597383736282307
deviation 4/5   epoch 94/120   F1 0.7539140239112456   accuracy 0.7832326283987915   precision 0.7520567667626491   recall 0.7559664141987734
deviation 4/5   epoch 95/120   F1 0.7590277143536541   accuracy 0.7911631419939577   precision 0.7534296585767174   recall 0.7665157994845371
deviation 4/5   epoch 96/120   F1 0.756341967273453   accuracy 0.7854984894259819   precision 0.7543243521184697   recall 0.7585871576900154
deviation 4/5   epoch 97/120   F1 0.7557733133122768   accuracy 0.7847432024169184   precision 0.7540441176470588   recall 0.7576690796061416
deviation 4/5   epoch 98/120   F1 0.7548486853425815   accuracy 0.7836102719033232   precision 0.7534810777457837   recall 0.756320164928406
deviation 4/5   epoch 99/120   F1 0.7561225173721865   accuracy 0.7836102719033232   precision 0.7560494652406418   recall 0.7561958544031291
deviation 4/5   epoch 100/120   F1 0.7589095260392279   accuracy 0.7885196374622356   precision 0.7560160427807486   recall 0.7622734934681837
deviation 4/5   epoch 101/120   F1 0.7543794948623646   accuracy 0.7805891238670695   precision 0.7560700329082682   recall 0.7528369300675557
deviation 4/5   epoch 102/120   F1 0.7602946048181447   accuracy 0.7870090634441088   precision 0.7605923488276429   recall 0.7600014364720247
deviation 4/5   epoch 103/120   F1 0.7545558903148066   accuracy 0.7790785498489426   precision 0.7583633278486219   recall 0.7514640040487273
deviation 4/5   epoch 104/120   F1 0.756250509621657   accuracy 0.7817220543806647   precision 0.7586307075277663   recall 0.7541560554612338
deviation 4/5   epoch 105/120   F1 0.7539120207914731   accuracy 0.7809667673716012   precision 0.7546405800082271   recall 0.7532116424435327
deviation 4/5   epoch 106/120   F1 0.7482081941687566   accuracy 0.770392749244713   precision 0.7558540723981901   recall 0.7433160636963543
deviation 4/5   epoch 107/120   F1 0.7506929817263017   accuracy 0.7726586102719033   precision 0.7584070341423284   recall 0.7457439187487622
deviation 4/5   epoch 108/120   F1 0.7499496478486612   accuracy 0.7726586102719033   precision 0.756694775812423   recall 0.7453681972893602
deviation 4/5   epoch 109/120   F1 0.753970367150718   accuracy 0.7805891238670695   precision 0.7552139037433155   recall 0.7528079192842185
deviation 4/5   epoch 110/120   F1 0.7569160233147325   accuracy 0.7828549848942599   precision 0.7586229946524065   recall 0.7553576584895303
deviation 4/5   epoch 111/120   F1 0.7497412113339288   accuracy 0.7749244712990937   precision 0.7532548334018923   recall 0.7468574578989575
deviation 4/5   epoch 112/120   F1 0.7536770775392853   accuracy 0.7787009063444109   precision 0.7569390168654875   recall 0.7509491668424383
deviation 4/5   epoch 113/120   F1 0.7479597057142017   accuracy 0.770392749244713   precision 0.7552833196215549   recall 0.7431823469625167
deviation 4/5   epoch 114/120   F1 0.7424748815020478   accuracy 0.7605740181268882   precision 0.7567770464829289   recall 0.7368958475153166
deviation 4/5   epoch 115/120   F1 0.7419327387335384   accuracy 0.7647280966767371   precision 0.7493289798436857   recall 0.7372100503446711
deviation 4/5   epoch 116/120   F1 0.7426343044390984   accuracy 0.7654833836858006   precision 0.7498945907034142   recall 0.7379483840090676
deviation 4/5   epoch 117/120   F1 0.7443393120155899   accuracy 0.7662386706948641   precision 0.7527432126696832   recall 0.739274924471299
deviation 4/5   epoch 118/120   F1 0.7452068866940043   accuracy 0.7654833836858006   precision 0.7558874948580832   recall 0.7396628394375762
deviation 4/5   epoch 119/120   F1 0.7393211980730763   accuracy 0.7571752265861027   precision 0.7542317976141506   recall 0.7339147533227872
deviation 4/5   epoch 120/120   F1 0.739462758535737   accuracy 0.7601963746223565   precision 0.7499305841217606   recall 0.7340836291595005

deviation 5/5   epoch 1/120   F1 0.4384645338662989   accuracy 0.6586102719033232   precision 0.5054838543809133   recall 0.5305609284332689
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deviation 5/5   epoch 2/120   F1 0.4306365957898024   accuracy 0.6691842900302115   precision 0.5094071369806664   recall 0.6044861360975471
deviation 5/5   epoch 3/120   F1 0.4597850560953399   accuracy 0.6718277945619335   precision 0.5202334430275607   recall 0.6137484598068299
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deviation 5/5   epoch 4/120   F1 0.48371955026318647   accuracy 0.6786253776435045   precision 0.5324583504730563   recall 0.6428623966369342
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deviation 5/5   epoch 5/120   F1 0.5311121107995062   accuracy 0.6925981873111783   precision 0.5586178527354998   recall 0.6750896566553268
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deviation 5/5   epoch 6/120   F1 0.6022855097658247   accuracy 0.716012084592145   precision 0.60468942821884   recall 0.7015362686094393
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deviation 5/5   epoch 7/120   F1 0.6746488607400527   accuracy 0.7462235649546828   precision 0.663556663924311   recall 0.7279827840153668
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deviation 5/5   epoch 8/120   F1 0.6902344410362669   accuracy 0.7556646525679759   precision 0.6777612093788564   recall 0.7393601783552166
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deviation 5/5   epoch 9/120   F1 0.7137409276308537   accuracy 0.770392749244713   precision 0.6999203002879473   recall 0.7561677455485827
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deviation 5/5   epoch 10/120   F1 0.7232437066719437   accuracy 0.7768126888217523   precision 0.7090086384204031   recall 0.7637051093351499
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deviation 5/5   epoch 11/120   F1 0.7327754943287537   accuracy 0.7824773413897281   precision 0.7186728712464007   recall 0.7687845836374956
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deviation 5/5   epoch 12/120   F1 0.7304246655031995   accuracy 0.7832326283987915   precision 0.7152432126696833   recall 0.7738235409552965
deviation 5/5   epoch 13/120   F1 0.7320543176896768   accuracy 0.7828549848942599   precision 0.7175287947346771   recall 0.7706881176042454
deviation 5/5   epoch 14/120   F1 0.7349004939623276   accuracy 0.7870090634441088   precision 0.719212772521596   recall 0.7795399630842669
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deviation 5/5   epoch 15/120   F1 0.7293228998013511   accuracy 0.783987915407855   precision 0.7135258124228713   recall 0.7776624375240292
deviation 5/5   epoch 16/120   F1 0.7356367841804734   accuracy 0.7866314199395771   precision 0.7203568490333196   recall 0.7773752745719105
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deviation 5/5   epoch 17/120   F1 0.7316714799614936   accuracy 0.7854984894259819   precision 0.7157985396955986   recall 0.7792287502120738
deviation 5/5   epoch 18/120   F1 0.733326017718537   accuracy 0.7851208459214502   precision 0.7180841217605923   recall 0.7758015260350157
deviation 5/5   epoch 19/120   F1 0.7352007030069831   accuracy 0.7866314199395771   precision 0.7197860962566844   recall 0.7779539393308823
deviation 5/5   epoch 20/120   F1 0.7447745169019863   accuracy 0.7888972809667674   precision 0.7317564788153024   recall 0.772889299923486
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deviation 5/5   epoch 21/120   F1 0.7341237629503088   accuracy 0.7854984894259819   precision 0.7189376799670917   recall 0.7759101100296781
deviation 5/5   epoch 22/120   F1 0.7332917638282668   accuracy 0.7862537764350453   precision 0.7175056561085973   recall 0.7793771877683112
deviation 5/5   epoch 23/120   F1 0.7395101975452685   accuracy 0.7888972809667674   precision 0.7243366927190457   recall 0.7791597183064797
deviation 5/5   epoch 24/120   F1 0.7372179782257818   accuracy 0.7885196374622356   precision 0.7214854997943233   recall 0.7810963373847786
deviation 5/5   epoch 25/120   F1 0.7349004939623276   accuracy 0.7870090634441088   precision 0.719212772521596   recall 0.7795399630842669
deviation 5/5   epoch 26/120   F1 0.7469741956587999   accuracy 0.7930513595166163   precision 0.732298951048951   recall 0.7818353374194856
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deviation 5/5   epoch 27/120   F1 0.7472693779029937   accuracy 0.7919184290030211   precision 0.7334481694775812   recall 0.7782318266604873
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deviation 5/5   epoch 28/120   F1 0.7457655744655503   accuracy 0.7930513595166163   precision 0.7305866927190456   recall 0.7834286111558796
deviation 5/5   epoch 29/120   F1 0.7448830985804671   accuracy 0.7919184290030211   precision 0.7300236528177704   recall 0.7811914888267476
deviation 5/5   epoch 30/120   F1 0.7493815430807338   accuracy 0.7949395770392749   precision 0.734569107363225   recall 0.7842856597580061
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deviation 5/5   epoch 31/120   F1 0.7518911461797889   accuracy 0.7949395770392749   precision 0.7382790004113533   recall 0.7811294499486234
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deviation 5/5   epoch 32/120   F1 0.750596868030599   accuracy 0.7941842900302115   precision 0.7368572603866721   recall 0.780577155443819
deviation 5/5   epoch 33/120   F1 0.7482937060891764   accuracy 0.7938066465256798   precision 0.7337206910736322   recall 0.782355425934036
deviation 5/5   epoch 34/120   F1 0.7542785179293432   accuracy 0.7964501510574018   precision 0.7408371040723982   recall 0.7824614210967105
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deviation 5/5   epoch 35/120   F1 0.7533425905843907   accuracy 0.7964501510574018   precision 0.7394102221308103   recall 0.7836013512947624
deviation 5/5   epoch 36/120   F1 0.7507680191231398   accuracy 0.7945619335347432   precision 0.7368546894282189   recall 0.7814284186891907
deviation 5/5   epoch 37/120   F1 0.752804990945241   accuracy 0.7956948640483383   precision 0.7391299876593994   recall 0.7821334728652191
deviation 5/5   epoch 38/120   F1 0.7503333027167998   accuracy 0.7953172205438066   precision 0.735708041958042   recall 0.7841552919006707
deviation 5/5   epoch 39/120   F1 0.7568341685857991   accuracy 0.7979607250755287   precision 0.7436805841217606   recall 0.7835765858285009
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deviation 5/5   epoch 40/120   F1 0.7544331953125054   accuracy 0.797583081570997   precision 0.7402586384204031   recall 0.7854729574926302
deviation 5/5   epoch 41/120   F1 0.7544331953125054   accuracy 0.797583081570997   precision 0.7402586384204031   recall 0.7854729574926302
deviation 5/5   epoch 42/120   F1 0.7549854090860586   accuracy 0.7979607250755287   precision 0.7408268202385849   recall 0.7858574969616655
deviation 5/5   epoch 43/120   F1 0.7575612388756718   accuracy 0.7990936555891238   precision 0.7439582476347182   recall 0.7858408039329092
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deviation 5/5   epoch 44/120   F1 0.758277690595608   accuracy 0.7983383685800605   precision 0.7456756478815303   recall 0.7829210522420097
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deviation 5/5   epoch 45/120   F1 0.7544455686261101   accuracy 0.7972054380664653   precision 0.740546585767174   recall 0.7843741332999001
deviation 5/5   epoch 46/120   F1 0.7579240300943257   accuracy 0.7987160120845922   precision 0.7448169477581242   recall 0.7843511179692533
deviation 5/5   epoch 47/120   F1 0.7557323193963552   accuracy 0.7979607250755287   precision 0.7419683257918552   recall 0.7849135755191561
deviation 5/5   epoch 48/120   F1 0.7586413580946781   accuracy 0.7987160120845922   precision 0.7459584533113945   recall 0.7835130331446318
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deviation 5/5   epoch 49/120   F1 0.76115520515995   accuracy 0.800226586102719   precision 0.748801933360757   recall 0.7846614361762757
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deviation 5/5   epoch 50/120   F1 0.7571970791065838   accuracy 0.7987160120845922   precision 0.7436754422048539   recall 0.7852295596892809
deviation 5/5   epoch 51/120   F1 0.7586522308767465   accuracy 0.7994712990936556   precision 0.7453825586178527   recall 0.7855572118948264
deviation 5/5   epoch 52/120   F1 0.7564693313255135   accuracy 0.7979607250755287   precision 0.7431098313451254   recall 0.7840119389536521
deviation 5/5   epoch 53/120   F1 0.7625770308313877   accuracy 0.8009818731117825   precision 0.7505090497737557   recall 0.7850449962884005
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deviation 5/5   epoch 54/120   F1 0.760965240969601   accuracy 0.7998489425981873   precision 0.7488045043192102   recall 0.7838809034907597
deviation 5/5   epoch 55/120   F1 0.7581042590346443   accuracy 0.7987160120845922   precision 0.7451023241464418   recall 0.7841378590934323
deviation 5/5   epoch 56/120   F1 0.761634710595013   accuracy 0.7994712990936556   precision 0.7502339572192513   recall 0.7821893879266918
deviation 5/5   epoch 57/120   F1 0.7639635938930904   accuracy 0.8013595166163142   precision 0.7525041135335253   recall 0.7844976666985305
update
deviation 5/5   epoch 58/120   F1 0.7597407353093776   accuracy 0.800226586102719   precision 0.7465189222542163   recall 0.7863279351592017
deviation 5/5   epoch 59/120   F1 0.7600883445986373   accuracy 0.7998489425981873   precision 0.7473776223776224   recall 0.784881052834155
deviation 5/5   epoch 60/120   F1 0.7584555718631365   accuracy 0.7983383685800605   precision 0.7459610242698478   recall 0.782719836400818
deviation 5/5   epoch 61/120   F1 0.7637387483296123   accuracy 0.8006042296072508   precision 0.7527946318387495   recall 0.782839004380931
deviation 5/5   epoch 62/120   F1 0.7604408554649813   accuracy 0.7998489425981873   precision 0.7479483751542575   recall 0.7844737315607679
deviation 5/5   epoch 63/120   F1 0.7639354999904424   accuracy 0.8009818731117825   precision 0.7527920608802963   recall 0.7835745458923927
deviation 5/5   epoch 64/120   F1 0.7618049514703727   accuracy 0.7994712990936556   precision 0.7505193336075688   recall 0.782012452110745
deviation 5/5   epoch 65/120   F1 0.7637079441849607   accuracy 0.800226586102719   precision 0.7530825791855205   recall 0.7819456567425696
deviation 5/5   epoch 66/120   F1 0.7641319515003726   accuracy 0.8013595166163142   precision 0.7527894899218428   recall 0.784317637669593
update
deviation 5/5   epoch 67/120   F1 0.7687362455307349   accuracy 0.8021148036253777   precision 0.7602041341011929   recall 0.7816971579506962
update
deviation 5/5   epoch 68/120   F1 0.7664731584396134   accuracy 0.801737160120846   precision 0.7564968120115179   recall 0.7828762836248211
deviation 5/5   epoch 69/120   F1 0.7638042802503519   accuracy 0.7994712990936556   precision 0.7539438502673796   recall 0.7800607619629545
deviation 5/5   epoch 70/120   F1 0.7686255956921457   accuracy 0.8013595166163142   precision 0.7607800287947346   recall 0.7801490327783731
deviation 5/5   epoch 71/120   F1 0.7660237165262618   accuracy 0.8006042296072508   precision 0.7567899012751953   recall 0.7806631541974007
deviation 5/5   epoch 72/120   F1 0.7666572538087026   accuracy 0.8006042296072508   precision 0.7579314068284657   recall 0.7801161508285519
deviation 5/5   epoch 73/120   F1 0.7684757072387202   accuracy 0.8024924471299094   precision 0.759345433977787   recall 0.7827739175225221
deviation 5/5   epoch 74/120   F1 0.7711563043213954   accuracy 0.8013595166163142   precision 0.7656314273961333   recall 0.7783682640780466
update
deviation 5/5   epoch 75/120   F1 0.7685808827453702   accuracy 0.8021148036253777   precision 0.7599187577128753   recall 0.7818298394290811
deviation 5/5   epoch 76/120   F1 0.7688290108192977   accuracy 0.7998489425981873   precision 0.7627879473467709   recall 0.7769464201043148
deviation 5/5   epoch 77/120   F1 0.7695352211114876   accuracy 0.8013595166163142   precision 0.76249228712464   recall 0.7794599062801086
deviation 5/5   epoch 78/120   F1 0.772463653603034   accuracy 0.802870090634441   precision 0.7664772727272727   recall 0.7804356060606061
update
deviation 5/5   epoch 79/120   F1 0.7709721397505149   accuracy 0.7979607250755287   precision 0.7693644590703415   recall 0.772710413072775
deviation 5/5   epoch 80/120   F1 0.7726609316780852   accuracy 0.801737160120846   precision 0.7681972439325381   recall 0.7781874534573094
update
deviation 5/5   epoch 81/120   F1 0.7722983926076037   accuracy 0.8013595166163142   precision 0.7679144385026738   recall 0.777708045186719
deviation 5/5   epoch 82/120   F1 0.7684354599448189   accuracy 0.7941842900302115   precision 0.7688194158782394   recall 0.7680587468074129
deviation 5/5   epoch 83/120   F1 0.7697647851622047   accuracy 0.7987160120845922   precision 0.7659348004936241   recall 0.7743802683243686
deviation 5/5   epoch 84/120   F1 0.7751544549136292   accuracy 0.8013595166163142   precision 0.7739073426573426   recall 0.7764776407573493
update
deviation 5/5   epoch 85/120   F1 0.7738689612437908   accuracy 0.7994712990936556   precision 0.7736348210612916   recall 0.7741057465166334
deviation 5/5   epoch 86/120   F1 0.7712116720605686   accuracy 0.800226586102719   precision 0.7670660222130811   recall 0.7762758689472897
deviation 5/5   epoch 87/120   F1 0.7738628086303468   accuracy 0.8009818731117825   precision 0.7716269025092555   recall 0.7763503868243652
deviation 5/5   epoch 88/120   F1 0.7656973085978728   accuracy 0.7892749244712991   precision 0.7694235911147675   recall 0.7626177826784282
deviation 5/5   epoch 89/120   F1 0.7669835677669492   accuracy 0.7911631419939577   precision 0.7696961127108186   recall 0.764618353466461
deviation 5/5   epoch 90/120   F1 0.7574385843083249   accuracy 0.7783232628398792   precision 0.7660736322501028   recall 0.7520987012259399
deviation 5/5   epoch 91/120   F1 0.7666452467568844   accuracy 0.7904078549848943   precision 0.7699866310160428   recall 0.7638252704633599
deviation 5/5   epoch 92/120   F1 0.766933244305507   accuracy 0.7919184290030211   precision 0.7685494652406417   recall 0.7654431538575405
deviation 5/5   epoch 93/120   F1 0.7664273987640543   accuracy 0.7896525679758308   precision 0.7705625257095845   recall 0.7630793796618326
deviation 5/5   epoch 94/120   F1 0.7497264630455731   accuracy 0.7681268882175226   precision 0.763003907856849   recall 0.7438715060492282
deviation 5/5   epoch 95/120   F1 0.7538800146482287   accuracy 0.7734138972809668   precision 0.7649655491567255   recall 0.7480749465028897
deviation 5/5   epoch 96/120   F1 0.7523535357539242   accuracy 0.7719033232628398   precision 0.763548951048951   recall 0.7465700046182266
deviation 5/5   epoch 97/120   F1 0.7587367201853183   accuracy 0.7794561933534743   precision 0.7674928013163307   recall 0.7533407355462054
deviation 5/5   epoch 98/120   F1 0.754135065190799   accuracy 0.7749244712990937   precision 0.763243006993007   recall 0.7487180421448958
deviation 5/5   epoch 99/120   F1 0.748874146456484   accuracy 0.7654833836858006   precision 0.7653049156725628   recall 0.743263965789863
deviation 5/5   epoch 100/120   F1 0.7570491600024798   accuracy 0.7764350453172205   precision 0.7680841217605923   recall 0.7511779158837983
deviation 5/5   epoch 101/120   F1 0.7641987079158672   accuracy 0.7888972809667674   precision 0.7665723981900452   recall 0.7620969194398155
deviation 5/5   epoch 102/120   F1 0.7520006254010345   accuracy 0.7715256797583081   precision 0.7632661456190868   recall 0.7462167320379304
deviation 5/5   epoch 103/120   F1 0.7582329013814902   accuracy 0.7809667673716012   precision 0.7640580008227067   recall 0.7539837977388053
deviation 5/5   epoch 104/120   F1 0.7494846307593406   accuracy 0.7677492447129909   precision 0.7630064788153024   recall 0.7436364827169425
deviation 5/5   epoch 105/120   F1 0.7653668397807141   accuracy 0.7881419939577039   precision 0.7702874331550802   recall 0.7615499917590021
deviation 5/5   epoch 106/120   F1 0.7550774826847377   accuracy 0.775679758308157   precision 0.7643793706293707   recall 0.7495946601941748
deviation 5/5   epoch 107/120   F1 0.7500565722156631   accuracy 0.7681268882175226   precision 0.7638600370218017   recall 0.744192077813309
deviation 5/5   epoch 108/120   F1 0.7513779472020862   accuracy 0.7700151057401813   precision 0.7641325586178527   recall 0.7454864502408879
deviation 5/5   epoch 109/120   F1 0.7459151222721789   accuracy 0.7620845921450151   precision 0.7633304195804196   recall 0.7406037115339441
deviation 5/5   epoch 110/120   F1 0.7485382165781269   accuracy 0.7666163141993958   precision 0.7624434389140271   recall 0.7427268728228175
deviation 5/5   epoch 111/120   F1 0.7440673627684331   accuracy 0.7594410876132931   precision 0.7630630399012752   recall 0.739214331678698
deviation 5/5   epoch 112/120   F1 0.7451085036127254   accuracy 0.7613293051359517   precision 0.7624794323323735   recall 0.7398261686633779
deviation 5/5   epoch 113/120   F1 0.7451469042119776   accuracy 0.7617069486404834   precision 0.761906108597285   recall 0.739750767085487
deviation 5/5   epoch 114/120   F1 0.7560217480268927   accuracy 0.7768126888217523   precision 0.7649424105306458   recall 0.750622744697474
deviation 5/5   epoch 115/120   F1 0.7443177263618145   accuracy 0.7598187311178247   precision 0.7630604689428219   recall 0.739385346771854
deviation 5/5   epoch 116/120   F1 0.750783687712211   accuracy 0.7692598187311178   precision 0.7638523241464418   recall 0.7448994688730242
deviation 5/5   epoch 117/120   F1 0.7511696687339882   accuracy 0.770392749244713   precision 0.7629884821061292   recall 0.7453469184127715
deviation 5/5   epoch 118/120   F1 0.741349643522234   accuracy 0.7571752265861027   precision 0.7596539489921843   recall 0.7364592570480346
deviation 5/5   epoch 119/120   F1 0.7419499210466952   accuracy 0.7552870090634441   precision 0.7650889551624847   recall 0.7386765832644681
deviation 5/5   epoch 120/120   F1 0.7438824652231115   accuracy 0.7605740181268882   precision 0.7604869395310572   recall 0.7385166247634114

