deviation 1/5   epoch 1/120   F1 0.4197615938875187   accuracy 0.6714501510574018   precision 0.5076794529000411   recall 0.689723069105691
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deviation 1/5   epoch 2/120   F1 0.45125857816213144   accuracy 0.6737160120845922   precision 0.5185083299053888   recall 0.636855312434652
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deviation 1/5   epoch 3/120   F1 0.45360570511175197   accuracy 0.6748489425981873   precision 0.5199274989716166   recall 0.6456304751168416
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deviation 1/5   epoch 4/120   F1 0.5070228562456541   accuracy 0.6865558912386707   precision 0.5455316742081449   recall 0.6681621801262878
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deviation 1/5   epoch 5/120   F1 0.5444004171011471   accuracy 0.7009063444108762   precision 0.5682640888523242   recall 0.7021807992202729
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deviation 1/5   epoch 6/120   F1 0.5406206664125216   accuracy 0.7035498489425982   precision 0.5676753393665158   recall 0.7243658997585699
deviation 1/5   epoch 7/120   F1 0.5818848781276527   accuracy 0.7167673716012085   precision 0.5929838543809132   recall 0.7298594163107586
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deviation 1/5   epoch 8/120   F1 0.5975666416267548   accuracy 0.7224320241691843   precision 0.6035042163718635   recall 0.7333804337586864
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deviation 1/5   epoch 9/120   F1 0.6042156213690826   accuracy 0.7246978851963746   precision 0.6080548128342247   recall 0.733921025425533
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deviation 1/5   epoch 10/120   F1 0.6116599220094682   accuracy 0.7292296072507553   precision 0.6137314890991362   recall 0.7434594053166796
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deviation 1/5   epoch 11/120   F1 0.6164497631095682   accuracy 0.7322507552870091   precision 0.617420814479638   recall 0.749964767293102
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deviation 1/5   epoch 12/120   F1 0.6255460559035905   accuracy 0.7341389728096677   precision 0.6236862402303578   recall 0.7440062283491324
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deviation 1/5   epoch 13/120   F1 0.6264009523389622   accuracy 0.7341389728096677   precision 0.624256993006993   recall 0.7427193242367782
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deviation 1/5   epoch 14/120   F1 0.6299047017480537   accuracy 0.7367824773413897   precision 0.6270927601809955   recall 0.7488700938284657
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deviation 1/5   epoch 15/120   F1 0.6493400978850259   accuracy 0.743202416918429   precision 0.6418886260798026   recall 0.7465170295924064
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deviation 1/5   epoch 16/120   F1 0.6497136454183268   accuracy 0.743202416918429   precision 0.6421740024681201   recall 0.7459964412811388
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deviation 1/5   epoch 17/120   F1 0.648868183578394   accuracy 0.7439577039274925   precision 0.6415981077745784   recall 0.7501691989734505
deviation 1/5   epoch 18/120   F1 0.6569574448125431   accuracy 0.7481117824773413   precision 0.6481334841628958   recall 0.7547397856831006
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deviation 1/5   epoch 19/120   F1 0.6573205785257856   accuracy 0.7481117824773413   precision 0.6484188605512134   recall 0.7541965951685078
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deviation 1/5   epoch 20/120   F1 0.6700135030480017   accuracy 0.7518882175226587   precision 0.6589520773344303   recall 0.7504722231506324
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deviation 1/5   epoch 21/120   F1 0.6700322860545579   accuracy 0.7533987915407855   precision 0.658941793500617   recall 0.7559368748104702
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deviation 1/5   epoch 22/120   F1 0.6779880826405207   accuracy 0.756797583081571   precision 0.6657676881941588   recall 0.757131462981795
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deviation 1/5   epoch 23/120   F1 0.6873187146628253   accuracy 0.7609516616314199   precision 0.6740153229123818   recall 0.7589091465484678
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deviation 1/5   epoch 24/120   F1 0.6862629568313763   accuracy 0.7624622356495468   precision 0.6728635335252983   recall 0.7658495238001097
deviation 1/5   epoch 25/120   F1 0.6874053711136092   accuracy 0.7617069486404834   precision 0.674010180995475   recall 0.7614335914527983
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deviation 1/5   epoch 26/120   F1 0.6896018067689005   accuracy 0.7651057401812689   precision 0.6756993006993007   recall 0.7706716887869678
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deviation 1/5   epoch 27/120   F1 0.6910698485315226   accuracy 0.7647280966767371   precision 0.6771287535993418   recall 0.7669934846319665
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deviation 1/5   epoch 28/120   F1 0.6973985251262984   accuracy 0.7662386706948641   precision 0.6831113739201975   recall 0.7632489847211505
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deviation 1/5   epoch 29/120   F1 0.6985868294334561   accuracy 0.7624622356495468   precision 0.6851347182229535   recall 0.7499585629725665
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deviation 1/5   epoch 30/120   F1 0.7095620831819769   accuracy 0.7651057401812689   precision 0.6968171534348004   recall 0.7463167039366785
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deviation 1/5   epoch 31/120   F1 0.7229144531375769   accuracy 0.7643504531722054   precision 0.7150863842040314   recall 0.7362315894099576
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deviation 1/5   epoch 32/120   F1 0.7142182369904726   accuracy 0.7673716012084593   precision 0.7016531262854793   recall 0.7478645443255183
deviation 1/5   epoch 33/120   F1 0.7177458293304324   accuracy 0.7654833836858006   precision 0.7070881324557795   recall 0.7409931254025017
deviation 1/5   epoch 34/120   F1 0.7145357953710907   accuracy 0.7624622356495468   precision 0.7042549362402304   recall 0.7367850263952999
deviation 1/5   epoch 35/120   F1 0.7175642730496454   accuracy 0.7673716012084593   precision 0.7059337721102427   recall 0.745188069350573
deviation 1/5   epoch 36/120   F1 0.7181312670021357   accuracy 0.7677492447129909   precision 0.7065019539284245   recall 0.7456136327323795
deviation 1/5   epoch 37/120   F1 0.7191235422662965   accuracy 0.7647280966767371   precision 0.7093762854792267   recall 0.738675836925311
deviation 1/5   epoch 38/120   F1 0.7226136736084321   accuracy 0.7654833836858006   precision 0.713937165775401   recall 0.7383358621534091
deviation 1/5   epoch 39/120   F1 0.7228081868618395   accuracy 0.7654833836858006   precision 0.7142225421637187   recall 0.7382470865670063
deviation 1/5   epoch 40/120   F1 0.7299832505619333   accuracy 0.7632175226586103   precision 0.7273652817770465   recall 0.733071169117991
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deviation 1/5   epoch 41/120   F1 0.7290441195371739   accuracy 0.7669939577039275   precision 0.7227735499794323   recall 0.7384150967796077
deviation 1/5   epoch 42/120   F1 0.72832501425886   accuracy 0.770392749244713   precision 0.7193258946935417   recall 0.7445484071631078
deviation 1/5   epoch 43/120   F1 0.7261517310184143   accuracy 0.7688821752265861   precision 0.7170531674208145   recall 0.7428497050134765
deviation 1/5   epoch 44/120   F1 0.7189317032059329   accuracy 0.7669939577039275   precision 0.7079339777869189   recall 0.7433930821750334
deviation 1/5   epoch 45/120   F1 0.72953454418736   accuracy 0.7688821752265861   precision 0.7221899424105307   recall 0.7413005542293141
deviation 1/5   epoch 46/120   F1 0.7245773846019095   accuracy 0.770392749244713   precision 0.713903743315508   recall 0.746796392975795
deviation 1/5   epoch 47/120   F1 0.728456300495526   accuracy 0.7560422960725075   precision 0.7314093994241053   recall 0.7260147045529877
deviation 1/5   epoch 48/120   F1 0.7320879334347784   accuracy 0.7734138972809668   precision 0.7230152200740436   recall 0.7482371794871795
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deviation 1/5   epoch 49/120   F1 0.7330198400135508   accuracy 0.7734138972809668   precision 0.7244421020156314   recall 0.7477305296613176
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deviation 1/5   epoch 50/120   F1 0.7317354594266756   accuracy 0.773036253776435   precision 0.7227324146441794   recall 0.7477113208396863
deviation 1/5   epoch 51/120   F1 0.7273394440450516   accuracy 0.7507552870090635   precision 0.73515528589058   recall 0.7227140797880629
deviation 1/5   epoch 52/120   F1 0.7339587224015046   accuracy 0.7707703927492447   precision 0.7278846153846154   recall 0.7427947777675059
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deviation 1/5   epoch 53/120   F1 0.7325412506016168   accuracy 0.7685045317220544   precision 0.7273292883587001   recall 0.7397483268903444
deviation 1/5   epoch 54/120   F1 0.7311403992686911   accuracy 0.7734138972809668   precision 0.7215883381324557   recall 0.7487883729992639
deviation 1/5   epoch 55/120   F1 0.7269853447571231   accuracy 0.7594410876132931   precision 0.7253933566433566   recall 0.7287492294595943
deviation 1/5   epoch 56/120   F1 0.7389615638647095   accuracy 0.7734138972809668   precision 0.7341448992184286   recall 0.7453719794268286
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deviation 1/5   epoch 57/120   F1 0.7315665679238985   accuracy 0.7651057401812689   precision 0.7284939325380502   recall 0.7352883556421552
deviation 1/5   epoch 58/120   F1 0.7296854113054485   accuracy 0.7613293051359517   precision 0.7285196421225832   recall 0.7309403117310975
deviation 1/5   epoch 59/120   F1 0.7314521908271909   accuracy 0.7605740181268882   precision 0.7325200534759357   recall 0.7304534613502935
deviation 1/5   epoch 60/120   F1 0.7255126802164966   accuracy 0.7511329305135952   precision 0.7308720691073631   recall 0.7217624807763663
deviation 1/5   epoch 61/120   F1 0.7313102697905942   accuracy 0.7669939577039275   precision 0.7264834430275606   recall 0.7378425079394006
deviation 1/5   epoch 62/120   F1 0.7361990957090936   accuracy 0.7768126888217523   precision 0.7269873508844097   recall 0.7524434379760263
deviation 1/5   epoch 63/120   F1 0.7368011838506141   accuracy 0.770392749244713   precision 0.7330239613327849   recall 0.7415421473551805
deviation 1/5   epoch 64/120   F1 0.7312069860122065   accuracy 0.7564199395770392   precision 0.7365436034553681   recall 0.7274157797720676
deviation 1/5   epoch 65/120   F1 0.7312387675678471   accuracy 0.7628398791540786   precision 0.7299362402303579   recall 0.7326517871078508
deviation 1/5   epoch 66/120   F1 0.7320290389698063   accuracy 0.7647280966767371   precision 0.7296380090497738   recall 0.7348031532286419
deviation 1/5   epoch 67/120   F1 0.7380177644886114   accuracy 0.775679758308157   precision 0.730704956807898   recall 0.7493719500672513
deviation 1/5   epoch 68/120   F1 0.7379737472992522   accuracy 0.7692598187311178   precision 0.736170814479638   recall 0.739981451668207
deviation 1/5   epoch 69/120   F1 0.7417216404834934   accuracy 0.7820996978851964   precision 0.7318027560674619   recall 0.7595772031435899
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deviation 1/5   epoch 70/120   F1 0.7321398560403858   accuracy 0.7601963746223565   precision 0.7342348827642946   recall 0.7303023179245289
deviation 1/5   epoch 71/120   F1 0.7392238998141203   accuracy 0.7707703927492447   precision 0.7370166598107775   recall 0.7417389788042457
deviation 1/5   epoch 72/120   F1 0.7424342328753262   accuracy 0.774546827794562   precision 0.7392739613327848   recall 0.7462287394296562
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deviation 1/5   epoch 73/120   F1 0.7364405207334797   accuracy 0.7666163141993958   precision 0.7359034348004936   recall 0.7369953095297133
deviation 1/5   epoch 74/120   F1 0.7339905294199243   accuracy 0.7639728096676737   precision 0.7339237967914438   recall 0.7340575362181831
deviation 1/5   epoch 75/120   F1 0.7376931292542959   accuracy 0.7715256797583081   precision 0.7335870012340601   recall 0.7429423360899295
deviation 1/5   epoch 76/120   F1 0.7403536600857946   accuracy 0.7700151057401813   precision 0.7398755656108598   recall 0.7408453930916541
deviation 1/5   epoch 77/120   F1 0.7384476789827934   accuracy 0.7681268882175226   precision 0.7381761620732208   recall 0.7387236257563108
deviation 1/5   epoch 78/120   F1 0.7406169487146153   accuracy 0.7737915407854985   precision 0.7367107157548334   recall 0.745528068284169
deviation 1/5   epoch 79/120   F1 0.7230659606697395   accuracy 0.7511329305135952   precision 0.7260206705059646   recall 0.720640931122649
deviation 1/5   epoch 80/120   F1 0.7411700082394946   accuracy 0.7775679758308157   precision 0.7344019950637598   recall 0.7512388267915884
deviation 1/5   epoch 81/120   F1 0.7413846459782856   accuracy 0.7805891238670695   precision 0.7323837926779103   recall 0.7567098857077535
deviation 1/5   epoch 82/120   F1 0.7400947650479278   accuracy 0.7760574018126888   precision 0.7338415261209379   recall 0.749141440599331
deviation 1/5   epoch 83/120   F1 0.738146407330674   accuracy 0.7681268882175226   precision 0.7376054092965858   recall 0.738705161583602
deviation 1/5   epoch 84/120   F1 0.734735572636882   accuracy 0.7666163141993958   precision 0.7327642945290005   recall 0.7369587122947066
deviation 1/5   epoch 85/120   F1 0.73232459826249   accuracy 0.7579305135951662   precision 0.7371040723981901   recall 0.7287938544398831
deviation 1/5   epoch 86/120   F1 0.7338771117069043   accuracy 0.7658610271903323   precision 0.7319133072809544   recall 0.7360923902375188
deviation 1/5   epoch 87/120   F1 0.7242530083215957   accuracy 0.745845921450151   precision 0.7346179555738379   recall 0.7192667202076928
deviation 1/5   epoch 88/120   F1 0.7353231025505262   accuracy 0.7662386706948641   precision 0.7341937474290416   recall 0.7365327127374703
deviation 1/5   epoch 89/120   F1 0.7346684308514668   accuracy 0.7677492447129909   precision 0.7316150761003702   recall 0.7383472397223352
deviation 1/5   epoch 90/120   F1 0.726206393120467   accuracy 0.7481117824773413   precision 0.7360294117647059   recall 0.7212258072678048
deviation 1/5   epoch 91/120   F1 0.7283392238679692   accuracy 0.7552870090634441   precision 0.731985294117647   recall 0.7254590611640127
deviation 1/5   epoch 92/120   F1 0.7298733028692502   accuracy 0.756797583081571   precision 0.7334018922254217   recall 0.7270576347829567
deviation 1/5   epoch 93/120   F1 0.727563952302283   accuracy 0.7571752265861027   precision 0.7285479226655698   recall 0.7266403643235698
deviation 1/5   epoch 94/120   F1 0.7339936527436527   accuracy 0.7628398791540786   precision 0.735073015220074   recall 0.7329837328767124
deviation 1/5   epoch 95/120   F1 0.7359446361261244   accuracy 0.7677492447129909   precision 0.7338980872069107   recall 0.7382608843677714
deviation 1/5   epoch 96/120   F1 0.7300161422391547   accuracy 0.756797583081571   precision 0.7336872686137392   recall 0.7271131555473378
deviation 1/5   epoch 97/120   F1 0.7433210823876515   accuracy 0.7805891238670695   precision 0.7355229329494035   recall 0.755578548855415
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deviation 1/5   epoch 98/120   F1 0.7358023453704831   accuracy 0.7632175226586103   precision 0.738209584533114   recall 0.7337246443988283
deviation 1/5   epoch 99/120   F1 0.7289551521558923   accuracy 0.7586858006042296   precision 0.7296791443850268   recall 0.7282637926728233
deviation 1/5   epoch 100/120   F1 0.7384437759007056   accuracy 0.773036253776435   precision 0.7335767174002468   recall 0.7449476447730712
deviation 1/5   epoch 101/120   F1 0.7385530347132827   accuracy 0.7817220543806647   precision 0.7272393048128343   recall 0.761200160762202
deviation 1/5   epoch 102/120   F1 0.7299864187467587   accuracy 0.7537764350453172   precision 0.7371323529411764   recall 0.7255117933120294
deviation 1/5   epoch 103/120   F1 0.7341690472053124   accuracy 0.7571752265861027   precision 0.7419606129164953   recall 0.7294388362402339
deviation 1/5   epoch 104/120   F1 0.7307459309278129   accuracy 0.7586858006042296   precision 0.7331036610448376   recall 0.7287148537392121
deviation 1/5   epoch 105/120   F1 0.7312133234329543   accuracy 0.7507552870090635   precision 0.7440019539284245   recall 0.725958825672172
deviation 1/5   epoch 106/120   F1 0.7366818630331812   accuracy 0.7651057401812689   precision 0.7379113533525299   recall 0.7355405663378938
deviation 1/5   epoch 107/120   F1 0.7363741618213949   accuracy 0.7624622356495468   precision 0.7402123611682435   recall 0.7333411377606289
deviation 1/5   epoch 108/120   F1 0.7314977080192542   accuracy 0.7598187311178247   precision 0.7333813245577951   recall 0.7298242949010076
deviation 1/5   epoch 109/120   F1 0.7321284779799089   accuracy 0.7639728096676737   precision 0.7304992801316331   recall 0.7339311748417334
deviation 1/5   epoch 110/120   F1 0.733060901462616   accuracy 0.7722809667673716   precision 0.7253059440559441   recall 0.74565940284596
deviation 1/5   epoch 111/120   F1 0.7334929840004143   accuracy 0.7651057401812689   precision 0.731918449197861   recall 0.7352276994325768
deviation 1/5   epoch 112/120   F1 0.7341288884571116   accuracy 0.7669939577039275   precision 0.7313348416289593   recall 0.7374444767704595
deviation 1/5   epoch 113/120   F1 0.7357938267366915   accuracy 0.7651057401812689   precision 0.7361990950226245   recall 0.7353984160211948
deviation 1/5   epoch 114/120   F1 0.7386309220157575   accuracy 0.7711480362537765   precision 0.7355872069107363   recall 0.7422776222241612
deviation 1/5   epoch 115/120   F1 0.7428692144692697   accuracy 0.773036253776435   precision 0.7415672562731386   recall 0.7442729039969271
deviation 1/5   epoch 116/120   F1 0.7255210307996017   accuracy 0.7484894259818731   precision 0.7340292060880296   recall 0.720768669222915
deviation 1/5   epoch 117/120   F1 0.7338985978300123   accuracy 0.7583081570996979   precision 0.7399552653229123   recall 0.7297693517773134
deviation 1/5   epoch 118/120   F1 0.7316271238483378   accuracy 0.7579305135951662   precision 0.7356771904566022   recall 0.7284940155824797
deviation 1/5   epoch 119/120   F1 0.7365129530227992   accuracy 0.7624622356495468   precision 0.7404977375565611   recall 0.7333921945201087
deviation 1/5   epoch 120/120   F1 0.7301518021092706   accuracy 0.7598187311178247   precision 0.730812937062937   recall 0.7295177103705692

deviation 2/5   epoch 1/120   F1 0.483617388343125   accuracy 0.6695619335347432   precision 0.5276686548745372   recall 0.5974044633907378
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deviation 2/5   epoch 2/120   F1 0.5108374384236454   accuracy 0.6737160120845922   precision 0.5410530645824764   recall 0.6105204872646732
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deviation 2/5   epoch 3/120   F1 0.542031023280301   accuracy 0.6744712990936556   precision 0.5567436240230358   recall 0.6113886870155039
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deviation 2/5   epoch 4/120   F1 0.5403564370184666   accuracy 0.6827794561933535   precision 0.5589700740436034   recall 0.632569255399696
deviation 2/5   epoch 5/120   F1 0.5764597119595858   accuracy 0.6876888217522659   precision 0.5811960098724804   recall 0.6374016077754465
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deviation 2/5   epoch 6/120   F1 0.6069450687294203   accuracy 0.7050604229607251   precision 0.6056201151789387   recall 0.6676243324985847
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deviation 2/5   epoch 7/120   F1 0.6297756673644912   accuracy 0.716012084592145   precision 0.624380399012752   recall 0.6830076979818804
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deviation 2/5   epoch 8/120   F1 0.641641656837685   accuracy 0.7239425981873112   precision 0.6345999588646647   recall 0.6952868044138533
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deviation 2/5   epoch 9/120   F1 0.6527141870114379   accuracy 0.729607250755287   precision 0.6442641916906623   recall 0.7022505523657112
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deviation 2/5   epoch 10/120   F1 0.6563163044668903   accuracy 0.7337613293051359   precision 0.6473750514191691   recall 0.7099730129935065
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deviation 2/5   epoch 11/120   F1 0.6543914639401338   accuracy 0.7345166163141994   precision 0.6456576511723571   recall 0.7133064762828085
deviation 2/5   epoch 12/120   F1 0.6657419444702386   accuracy 0.7371601208459214   precision 0.6559132044426162   recall 0.711935249384925
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deviation 2/5   epoch 13/120   F1 0.684090721074929   accuracy 0.7413141993957704   precision 0.6744343891402715   recall 0.7109558821814757
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deviation 2/5   epoch 14/120   F1 0.6811860923108677   accuracy 0.7462235649546828   precision 0.670120320855615   recall 0.722893676650902
deviation 2/5   epoch 15/120   F1 0.6745041925758433   accuracy 0.7477341389728097   precision 0.6632610037021802   recall 0.7322609433520599
deviation 2/5   epoch 16/120   F1 0.6839916658928404   accuracy 0.7515105740181269   precision 0.6720819621554915   recall 0.7339136938045181
deviation 2/5   epoch 17/120   F1 0.7016027101592113   accuracy 0.7590634441087614   precision 0.6894385026737968   recall 0.7381797435375271
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deviation 2/5   epoch 18/120   F1 0.6907152474695888   accuracy 0.756797583081571   precision 0.6780388728918141   recall 0.742011015432789
deviation 2/5   epoch 19/120   F1 0.699177865489166   accuracy 0.7583081570996979   precision 0.6868752570958454   recall 0.7383031876702763
deviation 2/5   epoch 20/120   F1 0.6996473736805229   accuracy 0.7613293051359517   precision 0.6865693130399013   recall 0.7456933911159264
deviation 2/5   epoch 21/120   F1 0.6949020363512717   accuracy 0.7601963746223565   precision 0.6817256273138625   recall 0.7473598334230085
deviation 2/5   epoch 22/120   F1 0.6943576644976072   accuracy 0.7601963746223565   precision 0.6811548745372275   recall 0.7479417216259321
deviation 2/5   epoch 23/120   F1 0.6941543569238797   accuracy 0.7605740181268882   precision 0.6808669271904566   recall 0.7492744995907434
deviation 2/5   epoch 24/120   F1 0.7080633632438114   accuracy 0.7601963746223565   precision 0.6968505758946935   recall 0.7360718109439928
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deviation 2/5   epoch 25/120   F1 0.7052057383918449   accuracy 0.7624622356495468   precision 0.6925545043192102   recall 0.7435153265970167
deviation 2/5   epoch 26/120   F1 0.7071857471658711   accuracy 0.7643504531722054   precision 0.694253907856849   recall 0.7465356064931887
deviation 2/5   epoch 27/120   F1 0.7079867646408569   accuracy 0.7654833836858006   precision 0.6948169477581242   recall 0.7487282693877886
deviation 2/5   epoch 28/120   F1 0.7062797836676875   accuracy 0.7628398791540786   precision 0.6936934389140271   recall 0.7435294459906323
deviation 2/5   epoch 29/120   F1 0.7090327192037296   accuracy 0.7666163141993958   precision 0.695665364047717   recall 0.7507156857900545
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deviation 2/5   epoch 30/120   F1 0.7132903741235586   accuracy 0.7666163141993958   precision 0.7008021390374332   recall 0.7468185423599194
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deviation 2/5   epoch 31/120   F1 0.7157020118832831   accuracy 0.7677492447129909   precision 0.7033628136569313   recall 0.7475249461179498
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deviation 2/5   epoch 32/120   F1 0.711857644260004   accuracy 0.7688821752265861   precision 0.6982183257918552   recall 0.7539869216451713
deviation 2/5   epoch 33/120   F1 0.7152909381997374   accuracy 0.7658610271903323   precision 0.7036610448375153   recall 0.7434808266840429
deviation 2/5   epoch 34/120   F1 0.7193982712765957   accuracy 0.7688821752265861   precision 0.7076357466063348   recall 0.7472144676266039
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deviation 2/5   epoch 35/120   F1 0.7245820063017713   accuracy 0.7688821752265861   precision 0.714770156314274   recall 0.7437165038233415
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deviation 2/5   epoch 36/120   F1 0.7193427753902581   accuracy 0.7681268882175226   precision 0.707926264911559   recall 0.7455639088612515
deviation 2/5   epoch 37/120   F1 0.7235794989356477   accuracy 0.7688821752265861   precision 0.7133432743726862   recall 0.7443176465046165
deviation 2/5   epoch 38/120   F1 0.7273231427454194   accuracy 0.7707703927492447   precision 0.717611065405183   recall 0.745836682503066
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deviation 2/5   epoch 39/120   F1 0.7279856757227446   accuracy 0.7719033232628398   precision 0.7178887289181406   recall 0.747702721661055
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deviation 2/5   epoch 40/120   F1 0.7281326855857495   accuracy 0.7673716012084593   precision 0.7210587206910737   recall 0.739318308965356
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deviation 2/5   epoch 41/120   F1 0.73148316165875   accuracy 0.770392749244713   precision 0.7241772932949404   recall 0.7430753791257805
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deviation 2/5   epoch 42/120   F1 0.7323150499066349   accuracy 0.7726586102719033   precision 0.7238764911559029   recall 0.7466966966966967
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deviation 2/5   epoch 43/120   F1 0.7346254575793405   accuracy 0.7700151057401813   precision 0.7296020156314273   recall 0.7414577879437384
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deviation 2/5   epoch 44/120   F1 0.7358995570262048   accuracy 0.7741691842900302   precision 0.7284322295351707   recall 0.7476890053523639
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deviation 2/5   epoch 45/120   F1 0.732036709901329   accuracy 0.7552870090634441   precision 0.7396904566022213   recall 0.7273791522364763
deviation 2/5   epoch 46/120   F1 0.7337191524293264   accuracy 0.7594410876132931   precision 0.7382352941176471   recall 0.7303162486368593
deviation 2/5   epoch 47/120   F1 0.7351818410405284   accuracy 0.7620845921450151   precision 0.7382172974084739   recall 0.7326638944968411
deviation 2/5   epoch 48/120   F1 0.7400390733293543   accuracy 0.7726586102719033   precision 0.7367184286301933   recall 0.7440759738624465
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deviation 2/5   epoch 49/120   F1 0.7357511476064209   accuracy 0.7673716012084593   precision 0.733900658165364   recall 0.7378211361711471
deviation 2/5   epoch 50/120   F1 0.733873877059039   accuracy 0.7681268882175226   precision 0.7299002468120115   recall 0.7389461167448261
deviation 2/5   epoch 51/120   F1 0.7334333016689288   accuracy 0.7715256797583081   precision 0.726452591526121   recall 0.7442069774808402
deviation 2/5   epoch 52/120   F1 0.733939441236148   accuracy 0.7666163141993958   precision 0.7313374125874126   recall 0.7369916772018542
deviation 2/5   epoch 53/120   F1 0.7327447785418186   accuracy 0.7624622356495468   precision 0.7330779514603044   recall 0.732418418784109
deviation 2/5   epoch 54/120   F1 0.7334029968013149   accuracy 0.7688821752265861   precision 0.7284682229535171   recall 0.7400958600249107
deviation 2/5   epoch 55/120   F1 0.7342864952958966   accuracy 0.7700151057401813   precision 0.7290312628547923   recall 0.7415432805489521
deviation 2/5   epoch 56/120   F1 0.7343812374387844   accuracy 0.7586858006042296   precision 0.7405234471410942   recall 0.7302121096727401
deviation 2/5   epoch 57/120   F1 0.7338304366101944   accuracy 0.7673716012084593   precision 0.7304761415055533   recall 0.7379519031692945
deviation 2/5   epoch 58/120   F1 0.7358901195415702   accuracy 0.7647280966767371   precision 0.7367724187577129   recall 0.7350539013472944
deviation 2/5   epoch 59/120   F1 0.7329973553255522   accuracy 0.7620845921450151   precision 0.7339366515837105   recall 0.7321111986919001
deviation 2/5   epoch 60/120   F1 0.7388234469390367   accuracy 0.7715256797583081   precision 0.7355846359522831   recall 0.7427481593481009
deviation 2/5   epoch 61/120   F1 0.7295289576234608   accuracy 0.754154078549849   precision 0.7357029000411353   recall 0.7254007649892344
deviation 2/5   epoch 62/120   F1 0.7278184274931725   accuracy 0.7511329305135952   precision 0.7357234677087618   recall 0.7231621349446122
deviation 2/5   epoch 63/120   F1 0.7326482953386322   accuracy 0.7617069486404834   precision 0.7336538461538462   recall 0.7317036715988872
deviation 2/5   epoch 64/120   F1 0.7283105269410635   accuracy 0.7560422960725075   precision 0.7311240230357878   recall 0.7259635082180659
deviation 2/5   epoch 65/120   F1 0.7181444266127935   accuracy 0.736404833836858   precision 0.7335407239819005   recall 0.7137269157378847
deviation 2/5   epoch 66/120   F1 0.7138662157386946   accuracy 0.7288519637462235   precision 0.734733648704237   recall 0.7115024219160819
deviation 2/5   epoch 67/120   F1 0.7177948131644778   accuracy 0.736404833836858   precision 0.7326845948169478   recall 0.7132942119155354
deviation 2/5   epoch 68/120   F1 0.7113387862907123   accuracy 0.7262084592145015   precision 0.7324686343068696   recall 0.7092682692569172
deviation 2/5   epoch 69/120   F1 0.7301128107763593   accuracy 0.7511329305135952   precision 0.740860242698478   recall 0.7249405894891265
deviation 2/5   epoch 70/120   F1 0.722120589414595   accuracy 0.7469788519637462   precision 0.7286173385438091   recall 0.7179656247548827
deviation 2/5   epoch 71/120   F1 0.7075458827350982   accuracy 0.7239425981873112   precision 0.7262057795146031   recall 0.7046773252720142
deviation 2/5   epoch 72/120   F1 0.7272091081863556   accuracy 0.7481117824773413   precision 0.7383124228712464   recall 0.72209403667664
deviation 2/5   epoch 73/120   F1 0.7345945783846448   accuracy 0.7639728096676737   precision 0.735065302344714   recall 0.734137234980381
deviation 2/5   epoch 74/120   F1 0.734327194041868   accuracy 0.7590634441087614   precision 0.7399501234060057   recall 0.7303786532385466
deviation 2/5   epoch 75/120   F1 0.7304667729571793   accuracy 0.754154078549849   precision 0.7377005347593583   recall 0.7259577991012376
deviation 2/5   epoch 76/120   F1 0.7288905435591959   accuracy 0.7507552870090635   precision 0.7385798025503908   recall 0.7238642504245794
deviation 2/5   epoch 77/120   F1 0.7255450857509177   accuracy 0.7469788519637462   precision 0.7360371246400659   recall 0.7205144833549503
deviation 2/5   epoch 78/120   F1 0.7225214398053355   accuracy 0.7439577039274925   precision 0.7332039284245166   recall 0.7175603461508941
deviation 2/5   epoch 79/120   F1 0.6986186654025229   accuracy 0.7118580060422961   precision 0.7228635335252982   recall 0.6992008755324863
deviation 2/5   epoch 80/120   F1 0.7080945196317718   accuracy 0.7239425981873112   precision 0.7276326614561909   recall 0.7055428551861905
deviation 2/5   epoch 81/120   F1 0.7196598951330485   accuracy 0.7405589123867069   precision 0.7312294323323735   recall 0.714762392284801
deviation 2/5   epoch 82/120   F1 0.7229870548987047   accuracy 0.7420694864048338   precision 0.7369266762649116   recall 0.7181215698457077
deviation 2/5   epoch 83/120   F1 0.7202788944781569   accuracy 0.7405589123867069   precision 0.7326563142739613   recall 0.7153830591777415
deviation 2/5   epoch 84/120   F1 0.728350614108014   accuracy 0.7530211480362538   precision 0.734569107363225   recall 0.7242188171976949
deviation 2/5   epoch 85/120   F1 0.7385994204330595   accuracy 0.7639728096676737   precision 0.7430558412176059   recall 0.7351987013431271
deviation 2/5   epoch 86/120   F1 0.7456163090729597   accuracy 0.774546827794562   precision 0.7452668654874537   recall 0.7459727660945935
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deviation 2/5   epoch 87/120   F1 0.7297199475750977   accuracy 0.7537764350453172   precision 0.7365616001645413   recall 0.7253480768524301
deviation 2/5   epoch 88/120   F1 0.7286772774806864   accuracy 0.752643504531722   precision 0.7357131838749486   recall 0.7242560662179491
deviation 2/5   epoch 89/120   F1 0.7232245240254962   accuracy 0.7416918429003021   precision 0.7380707527766351   recall 0.7184766093185229
deviation 2/5   epoch 90/120   F1 0.712087754657329   accuracy 0.7277190332326284   precision 0.7318875976964212   recall 0.7093848861928898
deviation 2/5   epoch 91/120   F1 0.7130773807398041   accuracy 0.7307401812688822   precision 0.7295840189222542   recall 0.7091792783702573
deviation 2/5   epoch 92/120   F1 0.7158240090823601   accuracy 0.7390483383685801   precision 0.7246760592348828   recall 0.7112136081599655
deviation 2/5   epoch 93/120   F1 0.7197097103602073   accuracy 0.7398036253776435   precision 0.7323760798025504   recall 0.7148505631552142
deviation 2/5   epoch 94/120   F1 0.7264606024709263   accuracy 0.7503776435045317   precision 0.7337309749074454   recall 0.7219998717991765
deviation 2/5   epoch 95/120   F1 0.7120281183884944   accuracy 0.7307401812688822   precision 0.7270156314273961   recall 0.7078117691359513
deviation 2/5   epoch 96/120   F1 0.7114677166766333   accuracy 0.7292296072507553   precision 0.727882044426162   recall 0.7076285702740737
deviation 2/5   epoch 97/120   F1 0.6917374971192884   accuracy 0.7031722054380665   precision 0.7194981489099136   recall 0.6952991501870046
deviation 2/5   epoch 98/120   F1 0.7090531040978533   accuracy 0.7262084592145015   precision 0.7264757301522007   recall 0.7056525862697891
deviation 2/5   epoch 99/120   F1 0.7062739188672024   accuracy 0.7197885196374623   precision 0.7299439531057178   recall 0.7058908839779006
deviation 2/5   epoch 100/120   F1 0.7107754279959717   accuracy 0.7288519637462235   precision 0.726743109831345   recall 0.7068519078813125
deviation 2/5   epoch 101/120   F1 0.7155435732736184   accuracy 0.7356495468277946   precision 0.7284090909090909   recall 0.7108538391433128
deviation 2/5   epoch 102/120   F1 0.7246796382748166   accuracy 0.7503776435045317   precision 0.7300210818593171   recall 0.7209450711868677
deviation 2/5   epoch 103/120   F1 0.7212595381652653   accuracy 0.7398036253776435   precision 0.7360859728506788   recall 0.7165939894625425
deviation 2/5   epoch 104/120   F1 0.7133634521100128   accuracy 0.7292296072507553   precision 0.7327334430275607   recall 0.7104065522521188
deviation 2/5   epoch 105/120   F1 0.7154918768345604   accuracy 0.7330060422960725   precision 0.7321369806663924   recall 0.7115053405145328
deviation 2/5   epoch 106/120   F1 0.718447634237108   accuracy 0.7420694864048338   precision 0.7266531262854792   recall 0.7138941811072959
deviation 2/5   epoch 107/120   F1 0.7096027425875182   accuracy 0.7303625377643505   precision 0.7218814273961333   recall 0.7050829333206596
deviation 2/5   epoch 108/120   F1 0.7157086993152567   accuracy 0.7326283987915407   precision 0.733281057178116   recall 0.711981039288109
deviation 2/5   epoch 109/120   F1 0.720501818056489   accuracy 0.7409365558912386   precision 0.732653743315508   recall 0.7155888771358053
deviation 2/5   epoch 110/120   F1 0.7249589440654041   accuracy 0.7503776435045317   precision 0.7305918346359523   recall 0.7210969059966537
deviation 2/5   epoch 111/120   F1 0.7185168153297715   accuracy 0.7405589123867069   precision 0.7286610448375155   recall 0.713699574775329
deviation 2/5   epoch 112/120   F1 0.7142340613931523   accuracy 0.7348942598187311   precision 0.7264165981077746   recall 0.7095396490025887
deviation 2/5   epoch 113/120   F1 0.7174882560153406   accuracy 0.7428247734138973   precision 0.7237942204853969   recall 0.7134583965546308
deviation 2/5   epoch 114/120   F1 0.7195632028914565   accuracy 0.7401812688821753   precision 0.7315173796791443   recall 0.714675487216163
deviation 2/5   epoch 115/120   F1 0.7102899841482626   accuracy 0.7311178247734139   precision 0.7224470382558618   recall 0.7057352783821379
deviation 2/5   epoch 116/120   F1 0.7081803728862552   accuracy 0.7235649546827795   precision 0.7284913615795969   recall 0.7059556915090841
deviation 2/5   epoch 117/120   F1 0.713619962442607   accuracy 0.7299848942598187   precision 0.7321575483340189   recall 0.7103356810724092
deviation 2/5   epoch 118/120   F1 0.7114455863814098   accuracy 0.7303625377643505   precision 0.7261620732208968   recall 0.7072004805031151
deviation 2/5   epoch 119/120   F1 0.7218378674171357   accuracy 0.7401812688821753   precision 0.7369395310571781   recall 0.7171945701357466
deviation 2/5   epoch 120/120   F1 0.7188960955862167   accuracy 0.7390483383685801   precision 0.7315250925545043   recall 0.7140637563133226

deviation 3/5   epoch 1/120   F1 0.4738685701670469   accuracy 0.6737160120845922   precision 0.526213492389963   recall 0.6193799175721244
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deviation 3/5   epoch 2/120   F1 0.4360115351763182   accuracy 0.672583081570997   precision 0.513093891402715   recall 0.6481222961427999
deviation 3/5   epoch 3/120   F1 0.4356610059754239   accuracy 0.6718277945619335   precision 0.5125282805429865   recall 0.6366756652526031
deviation 3/5   epoch 4/120   F1 0.4505594007284604   accuracy 0.6740936555891238   precision 0.5185057589469354   recall 0.6418667560149987
deviation 3/5   epoch 5/120   F1 0.47470468630674595   accuracy 0.6808912386706949   precision 0.5304452900041136   recall 0.6711574664590192
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deviation 3/5   epoch 6/120   F1 0.5025032168769801   accuracy 0.6850453172205438   precision 0.5429735705470999   recall 0.6641235615254704
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deviation 3/5   epoch 7/120   F1 0.5317448731317345   accuracy 0.6925981873111783   precision 0.5589032291238174   recall 0.6744563230994152
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deviation 3/5   epoch 8/120   F1 0.5771410321149422   accuracy 0.706570996978852   precision 0.5870603661044838   recall 0.6906338181792593
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deviation 3/5   epoch 9/120   F1 0.6001700071581961   accuracy 0.7145015105740181   precision 0.6029874537227479   recall 0.6982598194488439
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deviation 3/5   epoch 10/120   F1 0.5989100711499332   accuracy 0.7175226586102719   precision 0.6029668860551214   recall 0.7105235492010092
deviation 3/5   epoch 11/120   F1 0.6157732252005258   accuracy 0.7239425981873112   precision 0.6151943644590703   recall 0.7160744103055621
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deviation 3/5   epoch 12/120   F1 0.6253609647879179   accuracy 0.726963746223565   precision 0.622308206499383   recall 0.7165482599735307
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deviation 3/5   epoch 13/120   F1 0.6373862382930384   accuracy 0.7314954682779456   precision 0.631694775812423   recall 0.7193862418906345
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deviation 3/5   epoch 14/120   F1 0.6235384125463008   accuracy 0.7277190332326284   precision 0.6211615590292061   recall 0.721156181258249
deviation 3/5   epoch 15/120   F1 0.6537114601904873   accuracy 0.736404833836858   precision 0.6450740436034553   recall 0.7190366393783068
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deviation 3/5   epoch 16/120   F1 0.660611996012149   accuracy 0.7390483383685801   precision 0.651048951048951   recall 0.7205126039775367
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deviation 3/5   epoch 17/120   F1 0.6420627002355281   accuracy 0.7382930513595166   precision 0.6359291443850268   recall 0.7376398276278604
deviation 3/5   epoch 18/120   F1 0.657934443738622   accuracy 0.7435800604229608   precision 0.6487350884409708   recall 0.736900538996637
deviation 3/5   epoch 19/120   F1 0.6649741516886705   accuracy 0.745845921450151   precision 0.6547125668449199   recall 0.7363295229286999
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deviation 3/5   epoch 20/120   F1 0.6705032058088287   accuracy 0.7477341389728097   precision 0.6595511106540519   recall 0.7362505377203702
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deviation 3/5   epoch 21/120   F1 0.6761906553618986   accuracy 0.7496223564954683   precision 0.6646750308515015   recall 0.7360304637457658
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deviation 3/5   epoch 22/120   F1 0.677954437588989   accuracy 0.7522658610271903   precision 0.6660839160839161   recall 0.7420853819402806
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deviation 3/5   epoch 23/120   F1 0.6838080207956745   accuracy 0.754154078549849   precision 0.6714932126696832   recall 0.7414731512981119
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deviation 3/5   epoch 24/120   F1 0.6891364055421617   accuracy 0.7556646525679759   precision 0.6766197038255861   recall 0.740409793397287
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deviation 3/5   epoch 25/120   F1 0.6808109848314691   accuracy 0.756797583081571   precision 0.6683360756890169   recall 0.7533234288190414
deviation 3/5   epoch 26/120   F1 0.6854623627408089   accuracy 0.7556646525679759   precision 0.6729098107774578   recall 0.7441802733345012
deviation 3/5   epoch 27/120   F1 0.6859269753425868   accuracy 0.7549093655589124   precision 0.6734857054709995   recall 0.741477875084879
deviation 3/5   epoch 28/120   F1 0.68393082240426   accuracy 0.7575528700906344   precision 0.6711846976552859   recall 0.7518734277770422
deviation 3/5   epoch 29/120   F1 0.6961897677404967   accuracy 0.7586858006042296   precision 0.6834481694775812   recall 0.7418929306643547
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deviation 3/5   epoch 30/120   F1 0.6948135853574818   accuracy 0.7571752265861027   precision 0.6823169477581242   recall 0.7391769754133125
deviation 3/5   epoch 31/120   F1 0.6891123858659363   accuracy 0.7571752265861027   precision 0.6763240436034553   recall 0.7447314824644431
deviation 3/5   epoch 32/120   F1 0.692958427165537   accuracy 0.7617069486404834   precision 0.6794323323735089   recall 0.7541367962530553
deviation 3/5   epoch 33/120   F1 0.6999613829081214   accuracy 0.7594410876132931   precision 0.6874382969971206   recall 0.7404648604701212
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deviation 3/5   epoch 34/120   F1 0.699271404006878   accuracy 0.7586858006042296   precision 0.686872686137392   recall 0.7391602443721123
deviation 3/5   epoch 35/120   F1 0.701900290799149   accuracy 0.7601963746223565   precision 0.6894307897984369   recall 0.7406996791204519
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deviation 3/5   epoch 36/120   F1 0.7094598519417319   accuracy 0.7624622356495468   precision 0.6976912793089264   recall 0.7401048550085987
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deviation 3/5   epoch 37/120   F1 0.7044089542642971   accuracy 0.7613293051359517   precision 0.691991464417935   recall 0.7413895650093902
deviation 3/5   epoch 38/120   F1 0.7222909850578005   accuracy 0.7692598187311178   precision 0.7113430686960098   recall 0.7459446905683155
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deviation 3/5   epoch 39/120   F1 0.7151653870434178   accuracy 0.7696374622356495   precision 0.7019230769230769   recall 0.7527067681269004
deviation 3/5   epoch 40/120   F1 0.7178676705614945   accuracy 0.7688821752265861   precision 0.7056381118881119   recall 0.7484291673266804
deviation 3/5   epoch 41/120   F1 0.7174585866596176   accuracy 0.7658610271903323   precision 0.7065148087206911   recall 0.7419691054559476
deviation 3/5   epoch 42/120   F1 0.7232791977028978   accuracy 0.7719033232628398   precision 0.7113250719868367   recall 0.7510943776633929
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deviation 3/5   epoch 43/120   F1 0.7316782441252174   accuracy 0.7685045317220544   precision 0.7259024064171122   recall 0.7399742729619618
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deviation 3/5   epoch 44/120   F1 0.7377769846844562   accuracy 0.773036253776435   precision 0.7324352118469766   recall 0.7451331878661676
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deviation 3/5   epoch 45/120   F1 0.735194174271834   accuracy 0.7734138972809668   precision 0.7278666186754422   recall 0.746688543571502
deviation 3/5   epoch 46/120   F1 0.7351805051446785   accuracy 0.7681268882175226   precision 0.7321832579185521   recall 0.7387770048569744
deviation 3/5   epoch 47/120   F1 0.7342897377938002   accuracy 0.7669939577039275   precision 0.7316202180172768   recall 0.7374328858949855
deviation 3/5   epoch 48/120   F1 0.7326908837663101   accuracy 0.7609516616314199   precision 0.7345151172357054   recall 0.7310626330278192
deviation 3/5   epoch 49/120   F1 0.7350178522383961   accuracy 0.7722809667673716   precision 0.7284450843274373   recall 0.7448540378554329
deviation 3/5   epoch 50/120   F1 0.7298034928377204   accuracy 0.7594410876132931   precision 0.7305301316330728   recall 0.7291095358824442
deviation 3/5   epoch 51/120   F1 0.7313022922645667   accuracy 0.770392749244713   precision 0.7238919169066228   recall 0.743148915972135
deviation 3/5   epoch 52/120   F1 0.7326374729445717   accuracy 0.7666163141993958   precision 0.7290544014808721   recall 0.7371109052972236
deviation 3/5   epoch 53/120   F1 0.7349729316472436   accuracy 0.7658610271903323   precision 0.7339109419991774   recall 0.7361059209433649
deviation 3/5   epoch 54/120   F1 0.7371160508910666   accuracy 0.7685045317220544   precision 0.735319827231592   recall 0.7391167336648956
deviation 3/5   epoch 55/120   F1 0.7343847787084565   accuracy 0.7647280966767371   precision 0.7339186548745372   recall 0.7348643983027605
deviation 3/5   epoch 56/120   F1 0.7381882376654606   accuracy 0.7654833836858006   precision 0.7404771698889345   recall 0.7361938190277484
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deviation 3/5   epoch 57/120   F1 0.739245397373776   accuracy 0.7658610271903323   precision 0.7421868572603867   recall 0.7367793325507801
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deviation 3/5   epoch 58/120   F1 0.7377890152571215   accuracy 0.7666163141993958   precision 0.7384718222953517   recall 0.7371336171083074
deviation 3/5   epoch 59/120   F1 0.7389246198168367   accuracy 0.763595166163142   precision 0.7441999177293295   recall 0.735097854308832
deviation 3/5   epoch 60/120   F1 0.7377583551641052   accuracy 0.7654833836858006   precision 0.7396210407239818   recall 0.7360933881413754
deviation 3/5   epoch 61/120   F1 0.7359818997584078   accuracy 0.7643504531722054   precision 0.7373457424928014   recall 0.7347266717518434
deviation 3/5   epoch 62/120   F1 0.7388711666756969   accuracy 0.7669939577039275   precision 0.7401815096668038   recall 0.7376594030213356
deviation 3/5   epoch 63/120   F1 0.7431266361536949   accuracy 0.779833836858006   precision 0.7358134512546277   recall 0.7543017493954157
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deviation 3/5   epoch 64/120   F1 0.7435321768089171   accuracy 0.7760574018126888   precision 0.7398344302756068   recall 0.7481051879186822
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deviation 3/5   epoch 65/120   F1 0.7412998765939942   accuracy 0.770392749244713   precision 0.7412998765939942   recall 0.7412998765939942
deviation 3/5   epoch 66/120   F1 0.7447962941741414   accuracy 0.7722809667673716   precision 0.7461384204031263   recall 0.7435537612148941
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deviation 3/5   epoch 67/120   F1 0.7471478099805491   accuracy 0.7805891238670695   precision 0.7420865898807075   recall 0.7538717928842725
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deviation 3/5   epoch 68/120   F1 0.7359239907868587   accuracy 0.7639728096676737   precision 0.7376336898395721   recall 0.7343834691568167
deviation 3/5   epoch 69/120   F1 0.7338198064035741   accuracy 0.7552870090634441   precision 0.7436857260386672   recall 0.7286552416242087
deviation 3/5   epoch 70/120   F1 0.732426317998861   accuracy 0.7552870090634441   precision 0.740546585767174   recall 0.7276366785963666
deviation 3/5   epoch 71/120   F1 0.7440165120898945   accuracy 0.7719033232628398   precision 0.7449994858083093   recall 0.7430877074835658
deviation 3/5   epoch 72/120   F1 0.7440811630890444   accuracy 0.7768126888217523   precision 0.7401146647470177   recall 0.7490588126272111
deviation 3/5   epoch 73/120   F1 0.74120983263585   accuracy 0.7681268882175226   precision 0.7435983134512546   recall 0.7391354276296694
deviation 3/5   epoch 74/120   F1 0.7345549644353502   accuracy 0.7571752265861027   precision 0.742816742081448   recall 0.7296929292560808
deviation 3/5   epoch 75/120   F1 0.7403098122761055   accuracy 0.7775679758308157   precision 0.732975113122172   recall 0.751630168796143
deviation 3/5   epoch 76/120   F1 0.7465221410229537   accuracy 0.7790785498489426   precision 0.7423822501028383   recall 0.7517492227716394
deviation 3/5   epoch 77/120   F1 0.7362348901662302   accuracy 0.7624622356495468   precision 0.7399269847799259   recall 0.7332911483380674
deviation 3/5   epoch 78/120   F1 0.7458816409985447   accuracy 0.7753021148036254   precision 0.7449763471822295   recall 0.7468346191731638
deviation 3/5   epoch 79/120   F1 0.7454262284049722   accuracy 0.7734138972809668   precision 0.7461307075277663   recall 0.7447495238460458
deviation 3/5   epoch 80/120   F1 0.744026116924099   accuracy 0.7749244712990937   precision 0.7418397778691896   recall 0.7465041928721174
deviation 3/5   epoch 81/120   F1 0.7457318398898276   accuracy 0.7813444108761329   precision 0.7389423076923077   recall 0.7557191076699361
deviation 3/5   epoch 82/120   F1 0.7422211325598332   accuracy 0.775679758308157   precision 0.7378393665158371   recall 0.7478705532140646
deviation 3/5   epoch 83/120   F1 0.7428616829066854   accuracy 0.775679758308157   precision 0.7389808720691073   recall 0.7477168128386139
deviation 3/5   epoch 84/120   F1 0.7378209554800892   accuracy 0.7628398791540786   precision 0.7427781777046483   recall 0.7341603124418821
deviation 3/5   epoch 85/120   F1 0.7521700066203592   accuracy 0.7847432024169184   precision 0.7471950843274373   recall 0.7586875807145932
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deviation 3/5   epoch 86/120   F1 0.7390482061346402   accuracy 0.7692598187311178   precision 0.7381684491978611   recall 0.739975079769993
deviation 3/5   epoch 87/120   F1 0.7406482394834232   accuracy 0.7673716012084593   precision 0.7433180789798437   recall 0.7383694132759077
deviation 3/5   epoch 88/120   F1 0.741728664724394   accuracy 0.7666163141993958   precision 0.7464623611682435   recall 0.7381578195531684
deviation 3/5   epoch 89/120   F1 0.7403258508098973   accuracy 0.7651057401812689   precision 0.7453311394487865   recall 0.7366226520364516
deviation 3/5   epoch 90/120   F1 0.7378209554800892   accuracy 0.7628398791540786   precision 0.7427781777046483   recall 0.7341603124418821
deviation 3/5   epoch 91/120   F1 0.7438626491840545   accuracy 0.7696374622356495   precision 0.7472979226655697   recall 0.7410510224538893
deviation 3/5   epoch 92/120   F1 0.7403568346463434   accuracy 0.7681268882175226   precision 0.7418860551213493   recall 0.7389598778836899
deviation 3/5   epoch 93/120   F1 0.7408003718667742   accuracy 0.7700151057401813   precision 0.7407316947758125   recall 0.7408693264289357
deviation 3/5   epoch 94/120   F1 0.7383139763076407   accuracy 0.7737915407854985   precision 0.7327154463183875   recall 0.7461348116776512
deviation 3/5   epoch 95/120   F1 0.7442361534163902   accuracy 0.7688821752265861   precision 0.7490153229123817   recall 0.7406247593305227
deviation 3/5   epoch 96/120   F1 0.7455420218553998   accuracy 0.7760574018126888   precision 0.7435443233237351   recall 0.7477794627028858
deviation 3/5   epoch 97/120   F1 0.7477968220514092   accuracy 0.777190332326284   precision 0.7466757507198684   recall 0.7489905123733599
deviation 3/5   epoch 98/120   F1 0.746956963740555   accuracy 0.7775679758308157   precision 0.7446755450431921   recall 0.7495504596357658
deviation 3/5   epoch 99/120   F1 0.7386651742766539   accuracy 0.779833836858006   precision 0.7286790415466886   recall 0.7569744035327588
deviation 3/5   epoch 100/120   F1 0.7501294442596589   accuracy 0.779833836858006   precision 0.7483700123406005   recall 0.7520679836792203
deviation 3/5   epoch 101/120   F1 0.7507073810645344   accuracy 0.7817220543806647   precision 0.7475010283833814   recall 0.7545297830093147
deviation 3/5   epoch 102/120   F1 0.745894401616084   accuracy 0.7715256797583081   precision 0.7492827025915261   recall 0.7431064451000929
deviation 3/5   epoch 103/120   F1 0.7460474215963957   accuracy 0.7790785498489426   precision 0.7415261209378856   recall 0.7518850692594119
deviation 3/5   epoch 104/120   F1 0.743652593254982   accuracy 0.7802114803625377   precision 0.7363816330728096   recall 0.7547179742907801
deviation 3/5   epoch 105/120   F1 0.7360431928831728   accuracy 0.7760574018126888   precision 0.7272778691896339   recall 0.7510694706856753
deviation 3/5   epoch 106/120   F1 0.7450543831090296   accuracy 0.7707703927492447   precision 0.7484317153434801   recall 0.7422765420119634
deviation 3/5   epoch 107/120   F1 0.743825610535706   accuracy 0.774546827794562   precision 0.7418423488276429   recall 0.7460478915440083
deviation 3/5   epoch 108/120   F1 0.7423467661902594   accuracy 0.7669939577039275   precision 0.747315919374743   recall 0.7386477882297341
deviation 3/5   epoch 109/120   F1 0.7438846500784255   accuracy 0.7685045317220544   precision 0.7487325174825175   recall 0.7402388308759305
deviation 3/5   epoch 110/120   F1 0.7450859784333541   accuracy 0.7760574018126888   precision 0.7426881941587824   recall 0.7478341488708826
deviation 3/5   epoch 111/120   F1 0.746516928011969   accuracy 0.7719033232628398   precision 0.7501362607980255   recall 0.7435765518795299
deviation 3/5   epoch 112/120   F1 0.7435047077152341   accuracy 0.783987915407855   precision 0.7332167832167832   recall 0.7623038042032455
deviation 3/5   epoch 113/120   F1 0.7477374487948938   accuracy 0.7737915407854985   precision 0.7504087823940765   recall 0.7454415504807768
deviation 3/5   epoch 114/120   F1 0.7369637274276692   accuracy 0.770392749244713   precision 0.7333093377211024   recall 0.7415154999148357
deviation 3/5   epoch 115/120   F1 0.7435200464399173   accuracy 0.774546827794562   precision 0.7412715960510079   recall 0.7460786903773124
deviation 3/5   epoch 116/120   F1 0.739462758535737   accuracy 0.7601963746223565   precision 0.7499305841217606   recall 0.7340836291595005
deviation 3/5   epoch 117/120   F1 0.744593254065563   accuracy 0.777190332326284   precision 0.7406828465651996   recall 0.7494810029767377
deviation 3/5   epoch 118/120   F1 0.7375761638093694   accuracy 0.7700151057401813   precision 0.7347387906211436   recall 0.7409383252617252
deviation 3/5   epoch 119/120   F1 0.74313308775808   accuracy 0.7681268882175226   precision 0.7475935828877005   recall 0.7397035067938063
deviation 3/5   epoch 120/120   F1 0.7393347379839786   accuracy 0.7719033232628398   precision 0.7361528177704648   recall 0.743174983056591

deviation 4/5   epoch 1/120   F1 0.4748462225043586   accuracy 0.6672960725075529   precision 0.5231180584121761   recall 0.5877921380539182
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deviation 4/5   epoch 2/120   F1 0.4779835830802821   accuracy 0.6688066465256798   precision 0.5251054092965858   recall 0.594273363792367
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deviation 4/5   epoch 3/120   F1 0.4968092988145829   accuracy 0.6714501510574018   precision 0.533934080625257   recall 0.6040274274905423
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deviation 4/5   epoch 4/120   F1 0.5193913258120255   accuracy 0.6790030211480362   precision 0.5472953517071164   recall 0.6263782692030255
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deviation 4/5   epoch 5/120   F1 0.572726249022238   accuracy 0.6975075528700906   precision 0.5816999177293295   recall 0.6632137358806482
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deviation 4/5   epoch 6/120   F1 0.5972115559413967   accuracy 0.7058157099697885   precision 0.5990513163307281   recall 0.6738945966836489
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deviation 4/5   epoch 7/120   F1 0.5891856501348591   accuracy 0.7118580060422961   precision 0.5955856643356643   recall 0.699093132628349
deviation 4/5   epoch 8/120   F1 0.5927741148023179   accuracy 0.7133685800604229   precision 0.5981437679967092   recall 0.7011892480173709
deviation 4/5   epoch 9/120   F1 0.58891196765019   accuracy 0.7133685800604229   precision 0.5958607568901686   recall 0.7052044077726274
deviation 4/5   epoch 10/120   F1 0.5905900672568097   accuracy 0.7148791540785498   precision 0.5972773549979432   recall 0.7094054522235183
deviation 4/5   epoch 11/120   F1 0.6025751242059361   accuracy 0.7209214501510574   precision 0.6060828877005348   recall 0.7197782882253071
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deviation 4/5   epoch 12/120   F1 0.6172140046477455   accuracy 0.7262084592145015   precision 0.6166058206499383   recall 0.7228705859228639
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deviation 4/5   epoch 13/120   F1 0.6394262594559469   accuracy 0.7330060422960725   precision 0.633396750308515   recall 0.7222215084088994
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deviation 4/5   epoch 14/120   F1 0.6354029516802204   accuracy 0.7341389728096677   precision 0.6305352735499794   recall 0.7306238786309646
deviation 4/5   epoch 15/120   F1 0.6359913159715967   accuracy 0.7371601208459214   precision 0.6313708350473056   recall 0.7414063533458057
deviation 4/5   epoch 16/120   F1 0.6417380183720894   accuracy 0.7379154078549849   precision 0.6356463389551625   recall 0.7366515958878304
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deviation 4/5   epoch 17/120   F1 0.641293059213902   accuracy 0.7382930513595166   precision 0.6353583916083916   recall 0.738639209416116
deviation 4/5   epoch 18/120   F1 0.6445092544945572   accuracy 0.7398036253776435   precision 0.6379164952694365   recall 0.7401127066951492
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deviation 4/5   epoch 19/120   F1 0.6471766882978857   accuracy 0.7424471299093656   precision 0.6401815096668038   recall 0.7466212548849327
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deviation 4/5   epoch 20/120   F1 0.6599914587204484   accuracy 0.7428247734138973   precision 0.6504524886877828   recall 0.7321745435213205
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deviation 4/5   epoch 21/120   F1 0.659160422472749   accuracy 0.747356495468278   precision 0.649850884409708   recall 0.7486691617772383
deviation 4/5   epoch 22/120   F1 0.6653189501498666   accuracy 0.7496223564954683   precision 0.6549722336487043   recall 0.7486328964857989
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deviation 4/5   epoch 23/120   F1 0.674500836920134   accuracy 0.7515105740181269   precision 0.6629499177293295   recall 0.7436231549815497
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deviation 4/5   epoch 24/120   F1 0.6791073160757982   accuracy 0.7549093655589124   precision 0.6669220485396956   recall 0.7491578938279446
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deviation 4/5   epoch 25/120   F1 0.6816587463226975   accuracy 0.7560422960725075   precision 0.6691973467708762   recall 0.749738160291439
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deviation 4/5   epoch 26/120   F1 0.675308995970602   accuracy 0.7545317220543807   precision 0.6635001028383382   recall 0.7527422303473492
deviation 4/5   epoch 27/120   F1 0.6723787828144665   accuracy 0.7545317220543807   precision 0.66093171534348   recall 0.7567904070757252
deviation 4/5   epoch 28/120   F1 0.6825224225571452   accuracy 0.7556646525679759   precision 0.6700560468942822   recall 0.7474914573447191
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deviation 4/5   epoch 29/120   F1 0.6870589070792472   accuracy 0.7549093655589124   precision 0.6746272110242698   recall 0.7403386247130581
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deviation 4/5   epoch 30/120   F1 0.6986053480866758   accuracy 0.7613293051359517   precision 0.685427807486631   recall 0.7467296113847838
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deviation 4/5   epoch 31/120   F1 0.6982654087942141   accuracy 0.7598187311178247   precision 0.6854380913204443   recall 0.7429632025007749
deviation 4/5   epoch 32/120   F1 0.7044926990607752   accuracy 0.7654833836858006   precision 0.6908216783216783   recall 0.7522637958356524
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deviation 4/5   epoch 33/120   F1 0.7121283997469955   accuracy 0.7673716012084593   precision 0.6990847387906212   recall 0.7497291021671826
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deviation 4/5   epoch 34/120   F1 0.7152726125573728   accuracy 0.7715256797583081   precision 0.7013394693541752   recall 0.7576748784843468
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deviation 4/5   epoch 35/120   F1 0.7192090727207558   accuracy 0.7715256797583081   precision 0.7061908679555738   recall 0.753722194760257
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deviation 4/5   epoch 36/120   F1 0.7277778352738249   accuracy 0.7749244712990937   precision 0.7158705265322913   recall 0.7544370808750223
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deviation 4/5   epoch 37/120   F1 0.7215322731216478   accuracy 0.7662386706948641   precision 0.7119343891402715   recall 0.7402820984240177
deviation 4/5   epoch 38/120   F1 0.727942563335056   accuracy 0.7722809667673716   precision 0.7176007815713699   recall 0.7485057081471662
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deviation 4/5   epoch 39/120   F1 0.7287892501445459   accuracy 0.7775679758308157   precision 0.7158525298231181   recall 0.759944966271523
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deviation 4/5   epoch 40/120   F1 0.7318665999348734   accuracy 0.7760574018126888   precision 0.7209995886466474   recall 0.7537911080110569
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deviation 4/5   epoch 41/120   F1 0.7355189330513205   accuracy 0.7753021148036254   precision 0.726997634718223   recall 0.7499294098664838
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deviation 4/5   epoch 42/120   F1 0.7298034928377204   accuracy 0.7594410876132931   precision 0.7305301316330728   recall 0.7291095358824442
deviation 4/5   epoch 43/120   F1 0.7316319833211073   accuracy 0.7620845921450151   precision 0.7313682640888524   recall 0.7319000793675335
deviation 4/5   epoch 44/120   F1 0.7387962531861334   accuracy 0.7734138972809668   precision 0.733859522830111   recall 0.7454160865952235
update
deviation 4/5   epoch 45/120   F1 0.7385504035845222   accuracy 0.7768126888217523   precision 0.7306972439325381   recall 0.7511364630234079
deviation 4/5   epoch 46/120   F1 0.7350502905525258   accuracy 0.7666163141993958   precision 0.7333350473056355   recall 0.7369543025280729
deviation 4/5   epoch 47/120   F1 0.7369067704204184   accuracy 0.7617069486404834   precision 0.7422151378033731   recall 0.7330804699362636
deviation 4/5   epoch 48/120   F1 0.7365902182923458   accuracy 0.7654833836858006   precision 0.7373380296174414   recall 0.7358754815594124
deviation 4/5   epoch 49/120   F1 0.7449472166826517   accuracy 0.7775679758308157   precision 0.7409656519950638   recall 0.7499414987129717
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deviation 4/5   epoch 50/120   F1 0.7410666890174056   accuracy 0.7673716012084593   precision 0.7441742081447964   recall 0.738481935697713
deviation 4/5   epoch 51/120   F1 0.7426046384548292   accuracy 0.7764350453172205   precision 0.7378342245989304   recall 0.7488915195867414
deviation 4/5   epoch 52/120   F1 0.7421127447312954   accuracy 0.7719033232628398   precision 0.741289592760181   recall 0.7429762336250194
deviation 4/5   epoch 53/120   F1 0.7395727638514485   accuracy 0.7677492447129909   precision 0.7407471205265324   recall 0.7384775191370181
deviation 4/5   epoch 54/120   F1 0.7443512470010691   accuracy 0.773036253776435   precision 0.7444210201563143   recall 0.7442817526772516
deviation 4/5   epoch 55/120   F1 0.7125851485529557   accuracy 0.7273413897280967   precision 0.7338878033730976   recall 0.7105076823398742
deviation 4/5   epoch 56/120   F1 0.7426086378202156   accuracy 0.770392749244713   precision 0.7438682640888523   recall 0.7414381164492523
deviation 4/5   epoch 57/120   F1 0.7363002644139968   accuracy 0.7590634441087614   precision 0.7442307692307693   recall 0.7314971183487469
deviation 4/5   epoch 58/120   F1 0.7364362938563953   accuracy 0.756797583081571   precision 0.7476707116413   recall 0.7310566812495203
deviation 4/5   epoch 59/120   F1 0.7407079969767801   accuracy 0.7624622356495468   precision 0.7496297819827231   recall 0.7355774159052848
deviation 4/5   epoch 60/120   F1 0.7463481065805164   accuracy 0.7737915407854985   precision 0.7475550185109008   recall 0.7452212368533477
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deviation 4/5   epoch 61/120   F1 0.7331854275862707   accuracy 0.7530211480362538   precision 0.7454134101192925   recall 0.7278604898752277
deviation 4/5   epoch 62/120   F1 0.7324883452755246   accuracy 0.7522658610271903   precision 0.744847799259564   recall 0.7271851145038168
deviation 4/5   epoch 63/120   F1 0.7449181155182578   accuracy 0.7707703927492447   precision 0.7481463389551625   recall 0.7422399648632962
deviation 4/5   epoch 64/120   F1 0.744077648024084   accuracy 0.7700151057401813   precision 0.7472953517071164   recall 0.7414092327963482
deviation 4/5   epoch 65/120   F1 0.7499885049064006   accuracy 0.7820996978851964   precision 0.7457861990950225   recall 0.755284718926053
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deviation 4/5   epoch 66/120   F1 0.7418353285273687   accuracy 0.7643504531722054   precision 0.7496169271904566   recall 0.7369905512310737
deviation 4/5   epoch 67/120   F1 0.7392380669677459   accuracy 0.7632175226586103   precision 0.7453439942410531   recall 0.7350330491750791
deviation 4/5   epoch 68/120   F1 0.7478737830234221   accuracy 0.7737915407854985   precision 0.7506941587823941   recall 0.7454701246293939
deviation 4/5   epoch 69/120   F1 0.7495824550922936   accuracy 0.7760574018126888   precision 0.7515348621966269   recall 0.7478318167396729
deviation 4/5   epoch 70/120   F1 0.7483291641638978   accuracy 0.7734138972809668   precision 0.7521236116824352   recall 0.7452704663005092
deviation 4/5   epoch 71/120   F1 0.751298790642446   accuracy 0.7790785498489426   precision 0.7515142945290004   recall 0.7510858231819801
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deviation 4/5   epoch 72/120   F1 0.7470738626356658   accuracy 0.779833836858006   precision 0.7426624845742493   recall 0.7527245890775456
deviation 4/5   epoch 73/120   F1 0.7437089866628015   accuracy 0.7677492447129909   precision 0.7493084121760593   recall 0.739688015784592
deviation 4/5   epoch 74/120   F1 0.748070496935775   accuracy 0.7790785498489426   precision 0.7452360139860139   recall 0.7513903795813675
deviation 4/5   epoch 75/120   F1 0.7495890763528308   accuracy 0.7802114803625377   precision 0.7469405594405594   recall 0.7526547822907542
deviation 4/5   epoch 76/120   F1 0.7483670610364207   accuracy 0.7802114803625377   precision 0.744657548334019   recall 0.7529269647541615
deviation 4/5   epoch 77/120   F1 0.7474007966714782   accuracy 0.775679758308157   precision 0.7475421637186344   recall 0.7472605501241645
deviation 4/5   epoch 78/120   F1 0.7460140737530696   accuracy 0.7805891238670695   precision 0.7400889551624845   recall 0.7543013860153981
deviation 4/5   epoch 79/120   F1 0.7417990131940914   accuracy 0.7707703927492447   precision 0.741868058412176   recall 0.7417302455729232
deviation 4/5   epoch 80/120   F1 0.7385994204330595   accuracy 0.7639728096676737   precision 0.7430558412176059   recall 0.7351987013431271
deviation 4/5   epoch 81/120   F1 0.7429156652182665   accuracy 0.7677492447129909   precision 0.7475961538461539   recall 0.7393659492896134
deviation 4/5   epoch 82/120   F1 0.7473340386221818   accuracy 0.7753021148036254   precision 0.7478301110654052   recall 0.7468516466315451
deviation 4/5   epoch 83/120   F1 0.744536599756596   accuracy 0.7783232628398792   precision 0.7395336281365693   recall 0.7511945484509122
deviation 4/5   epoch 84/120   F1 0.7483207761412535   accuracy 0.779833836858006   precision 0.7449454956807897   recall 0.7523936587662847
deviation 4/5   epoch 85/120   F1 0.7452595969725844   accuracy 0.7820996978851964   precision 0.7375102838338132   recall 0.7573302219278876
deviation 4/5   epoch 86/120   F1 0.7472654458431446   accuracy 0.7749244712990937   precision 0.748118058412176   recall 0.7464529045833888
deviation 4/5   epoch 87/120   F1 0.7449863110368731   accuracy 0.7753021148036254   precision 0.7432640888523241   recall 0.7468860382970812
deviation 4/5   epoch 88/120   F1 0.744536599756596   accuracy 0.7783232628398792   precision 0.7395336281365693   recall 0.7511945484509122
deviation 4/5   epoch 89/120   F1 0.7495393065299427   accuracy 0.7809667673716012   precision 0.7460792883587002   recall 0.7537277824167958
deviation 4/5   epoch 90/120   F1 0.7477374487948938   accuracy 0.7737915407854985   precision 0.7504087823940765   recall 0.7454415504807768
deviation 4/5   epoch 91/120   F1 0.747706844227815   accuracy 0.7775679758308157   precision 0.7461024269847799   recall 0.7494620125129733
deviation 4/5   epoch 92/120   F1 0.751298790642446   accuracy 0.7790785498489426   precision 0.7515142945290004   recall 0.7510858231819801
deviation 4/5   epoch 93/120   F1 0.7493163707516854   accuracy 0.7832326283987915   precision 0.7434954751131222   recall 0.7573508432988514
deviation 4/5   epoch 94/120   F1 0.7472091994894016   accuracy 0.7783232628398792   precision 0.7443850267379679   recall 0.7505180362259686
deviation 4/5   epoch 95/120   F1 0.7483174314408294   accuracy 0.7768126888217523   precision 0.7481052036199095   recall 0.7485321926103246
deviation 4/5   epoch 96/120   F1 0.751295209910275   accuracy 0.779833836858006   precision 0.7506530234471411   recall 0.7519604048929845
deviation 4/5   epoch 97/120   F1 0.7415593083733172   accuracy 0.7658610271903323   precision 0.7470382558617853   recall 0.7376133812081467
deviation 4/5   epoch 98/120   F1 0.7476574269161582   accuracy 0.7794561933534743   precision 0.7440919374742905   recall 0.7520093433136912
deviation 4/5   epoch 99/120   F1 0.744143267996214   accuracy 0.779833836858006   precision 0.7375257095845331   recall 0.7538217288906014
deviation 4/5   epoch 100/120   F1 0.7436871806361521   accuracy 0.783987915407855   precision 0.7335021596051008   recall 0.7621646196256151
deviation 4/5   epoch 101/120   F1 0.7522914228404707   accuracy 0.7805891238670695   precision 0.7517893870835047   recall 0.7528073826694416
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deviation 4/5   epoch 102/120   F1 0.7500876135110341   accuracy 0.7787009063444109   precision 0.7495192307692308   recall 0.7506741259608232
deviation 4/5   epoch 103/120   F1 0.7454991797129211   accuracy 0.7722809667673716   precision 0.7475653023447141   recall 0.7436639293601586
deviation 4/5   epoch 104/120   F1 0.7482093546302568   accuracy 0.7779456193353474   precision 0.7466706088029618   recall 0.7498860543553281
deviation 4/5   epoch 105/120   F1 0.7400698434686463   accuracy 0.7639728096676737   precision 0.7461949814890991   recall 0.7358482724224876
deviation 4/5   epoch 106/120   F1 0.741139192920542   accuracy 0.7677492447129909   precision 0.7438862607980254   recall 0.738804091504395
deviation 4/5   epoch 107/120   F1 0.7438490686876233   accuracy 0.7809667673716012   precision 0.7360911147675854   recall 0.7559935325602141
deviation 4/5   epoch 108/120   F1 0.7428755199527619   accuracy 0.7669939577039275   precision 0.7484574249280131   recall 0.7388698667170903
deviation 4/5   epoch 109/120   F1 0.7488806334819917   accuracy 0.7775679758308157   precision 0.7483854380913204   recall 0.7493896713615023
deviation 4/5   epoch 110/120   F1 0.7498447768467646   accuracy 0.7809667673716012   precision 0.7466500411353352   recall 0.7536546286675181
deviation 4/5   epoch 111/120   F1 0.7488905629860331   accuracy 0.7768126888217523   precision 0.7492467091731798   recall 0.7485414243184607
deviation 4/5   epoch 112/120   F1 0.7478680390769052   accuracy 0.7787009063444109   precision 0.7452385849444674   recall 0.7509134239786618
deviation 4/5   epoch 113/120   F1 0.74882916805741   accuracy 0.7802114803625377   precision 0.7455136774989717   recall 0.7528141943409014
deviation 4/5   epoch 114/120   F1 0.7459077537019116   accuracy 0.774546827794562   precision 0.7458376182640889   recall 0.7459781690870002
deviation 4/5   epoch 115/120   F1 0.7376301011673101   accuracy 0.7647280966767371   precision 0.7401969354175236   recall 0.7354322707293456
deviation 4/5   epoch 116/120   F1 0.7520093824127416   accuracy 0.7862537764350453   precision 0.7454725421637187   recall 0.7613399973723395
deviation 4/5   epoch 117/120   F1 0.7470412975803974   accuracy 0.783987915407855   precision 0.7389243109831345   recall 0.7598856784903296
deviation 4/5   epoch 118/120   F1 0.7443437963031073   accuracy 0.7779456193353474   precision 0.7395361990950227   recall 0.750672621609987
deviation 4/5   epoch 119/120   F1 0.7445664770332912   accuracy 0.7787009063444109   precision 0.7392456807897985   recall 0.7517775974025973
deviation 4/5   epoch 120/120   F1 0.7464964930971292   accuracy 0.7764350453172205   precision 0.7449686343068695   recall 0.7481618939719499

deviation 5/5   epoch 1/120   F1 0.40158807491229853   accuracy 0.6680513595166163   precision 0.5005681818181819   recall 0.8339629769550434
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deviation 5/5   epoch 2/120   F1 0.4248002820370184   accuracy 0.6714501510574018   precision 0.5091063348416289   recall 0.6594131149016608
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deviation 5/5   epoch 3/120   F1 0.4162208846446686   accuracy 0.6703172205438066   precision 0.5059749074454957   recall 0.6685065347037178
deviation 5/5   epoch 4/120   F1 0.44399948072996787   accuracy 0.6774924471299094   precision 0.5184826203208557   recall 0.713020030816641
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deviation 5/5   epoch 5/120   F1 0.4961825955021554   accuracy 0.6891993957703928   precision 0.5426599136157959   recall 0.7042523334287323
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deviation 5/5   epoch 6/120   F1 0.5313455294051742   accuracy 0.7005287009063444   precision 0.5622737556561086   recall 0.7215256295056555
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deviation 5/5   epoch 7/120   F1 0.5725230117859531   accuracy 0.7137462235649547   precision 0.5870115178938708   recall 0.7291044725601294
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deviation 5/5   epoch 8/120   F1 0.6039099203656166   accuracy 0.724320241691843   precision 0.6077720074043604   recall 0.7326506826506827
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deviation 5/5   epoch 9/120   F1 0.6361169128822124   accuracy 0.7345166163141994   precision 0.6311034553681613   recall 0.7311376824814416
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deviation 5/5   epoch 10/120   F1 0.6274339615163586   accuracy 0.7318731117824774   precision 0.6245577951460304   recall 0.7320273176151684
deviation 5/5   epoch 11/120   F1 0.6441099388481957   accuracy 0.7371601208459214   precision 0.6373637392019745   recall 0.7310753009052025
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deviation 5/5   epoch 12/120   F1 0.6502459743852957   accuracy 0.7416918429003021   precision 0.642469662690251   recall 0.7396645604383723
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deviation 5/5   epoch 13/120   F1 0.6529161632000477   accuracy 0.7443353474320241   precision 0.6447346770876182   recall 0.7459009053771167
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deviation 5/5   epoch 14/120   F1 0.6494236391622085   accuracy 0.7454682779456193   precision 0.6421585767174003   recall 0.755514017827849
deviation 5/5   epoch 15/120   F1 0.640849610524473   accuracy 0.7428247734138973   precision 0.6356129164952695   recall 0.7579720670459367
deviation 5/5   epoch 16/120   F1 0.6517849901295404   accuracy 0.7477341389728097   precision 0.6441407856849033   recall 0.7613570146609794
deviation 5/5   epoch 17/120   F1 0.6611803590547201   accuracy 0.7492447129909365   precision 0.6515502879473467   recall 0.7529534190143112
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deviation 5/5   epoch 18/120   F1 0.6720402398731118   accuracy 0.754154078549849   precision 0.6606489099136158   recall 0.7558764965730461
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deviation 5/5   epoch 19/120   F1 0.6929139581790085   accuracy 0.7632175226586103   precision 0.6791366721513781   recall 0.7591073093682221
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deviation 5/5   epoch 20/120   F1 0.6673036055778274   accuracy 0.7537764350453172   precision 0.6566562114356231   recall 0.7614757439869547
deviation 5/5   epoch 21/120   F1 0.6915145126904158   accuracy 0.763595166163142   precision 0.6777072192513369   recall 0.762298876745598
deviation 5/5   epoch 22/120   F1 0.6924463523301138   accuracy 0.7639728096676737   precision 0.6785607774578363   recall 0.7623127278495534
deviation 5/5   epoch 23/120   F1 0.7058172275748463   accuracy 0.7700151057401813   precision 0.6910762032085562   recall 0.7644576635913913
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deviation 5/5   epoch 24/120   F1 0.7022213255049183   accuracy 0.7669939577039275   precision 0.6879576306046895   recall 0.7594103584243699
deviation 5/5   epoch 25/120   F1 0.7113016658597378   accuracy 0.770392749244713   precision 0.6970665364047717   recall 0.7588555122165375
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deviation 5/5   epoch 26/120   F1 0.7089392991832016   accuracy 0.7700151057401813   precision 0.6945007198683669   recall 0.7605097213792866
deviation 5/5   epoch 27/120   F1 0.7190352728820605   accuracy 0.7753021148036254   precision 0.7044529000411353   recall 0.7642223781974342
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deviation 5/5   epoch 28/120   F1 0.7275053335450852   accuracy 0.7775679758308157   precision 0.7141402714932127   recall 0.761206825585361
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deviation 5/5   epoch 29/120   F1 0.7312730058803667   accuracy 0.7760574018126888   precision 0.7201434594816948   recall 0.7542356148683906
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deviation 5/5   epoch 30/120   F1 0.7350174210944316   accuracy 0.779833836858006   precision 0.7232568901686549   recall 0.7598090730325944
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deviation 5/5   epoch 31/120   F1 0.7325743872795082   accuracy 0.7768126888217523   precision 0.7215651995063759   recall 0.7549163010514779
deviation 5/5   epoch 32/120   F1 0.7252134724857684   accuracy 0.7779456193353474   precision 0.7109985602632661   recall 0.7646736326109391
deviation 5/5   epoch 33/120   F1 0.7305642283675289   accuracy 0.7794561933534743   precision 0.7172665569724394   recall 0.763035358565737
deviation 5/5   epoch 34/120   F1 0.734306234466257   accuracy 0.773036253776435   precision 0.7267276840806253   recall 0.7464234743312373
deviation 5/5   epoch 35/120   F1 0.729442843283941   accuracy 0.7817220543806647   precision 0.7146827437268614   recall 0.7705479452054795
deviation 5/5   epoch 36/120   F1 0.7324421381763118   accuracy 0.7794561933534743   precision 0.7198349444672973   recall 0.7612057246719921
deviation 5/5   epoch 37/120   F1 0.7403226779805995   accuracy 0.7741691842900302   precision 0.7358520156314274   recall 0.7461363855887182
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deviation 5/5   epoch 38/120   F1 0.7385800827743121   accuracy 0.7813444108761329   precision 0.727527252159605   recall 0.7603204625226221
deviation 5/5   epoch 39/120   F1 0.7365489711293753   accuracy 0.7851208459214502   precision 0.7223647675853558   recall 0.7718289153919105
deviation 5/5   epoch 40/120   F1 0.7445047209286298   accuracy 0.7779456193353474   precision 0.7398215754833402   recall 0.7506240008597644
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deviation 5/5   epoch 41/120   F1 0.7405956112852665   accuracy 0.7824773413897281   precision 0.7298025503907857   recall 0.7612467265245043
deviation 5/5   epoch 42/120   F1 0.7376580684366029   accuracy 0.7768126888217523   precision 0.7292703619909502   recall 0.7516041432284595
deviation 5/5   epoch 43/120   F1 0.7361908117722071   accuracy 0.7847432024169184   precision 0.7220819621554916   recall 0.771188090214989
deviation 5/5   epoch 44/120   F1 0.7365561650312094   accuracy 0.7820996978851964   precision 0.7240975935828877   recall 0.7638710932267334
deviation 5/5   epoch 45/120   F1 0.7275739442695607   accuracy 0.7858761329305136   precision 0.710659193747429   recall 0.7867433935687633
deviation 5/5   epoch 46/120   F1 0.7407830647546081   accuracy 0.7824773413897281   precision 0.7300879267791032   recall 0.7610987767057704
deviation 5/5   epoch 47/120   F1 0.7423609200283763   accuracy 0.7847432024169184   precision 0.7309286301933361   recall 0.7649468023916064
deviation 5/5   epoch 48/120   F1 0.7419968371678273   accuracy 0.7888972809667674   precision 0.7277612093788564   recall 0.7760348385317714
deviation 5/5   epoch 49/120   F1 0.7396120890606073   accuracy 0.7783232628398792   precision 0.7312577128753599   recall 0.7533718954372637
deviation 5/5   epoch 50/120   F1 0.7376462275813706   accuracy 0.7873867069486404   precision 0.7226347182229536   recall 0.7770418181309211
deviation 5/5   epoch 51/120   F1 0.7460951569223155   accuracy 0.7892749244712991   precision 0.7334661661867544   recall 0.7724804061596073
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deviation 5/5   epoch 52/120   F1 0.7477597497827595   accuracy 0.7900302114803626   precision 0.7354586589880707   recall 0.7726980383749598
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deviation 5/5   epoch 53/120   F1 0.745414431102027   accuracy 0.7817220543806647   precision 0.7380836075689017   recall 0.7565519725177305
deviation 5/5   epoch 54/120   F1 0.7421056557269182   accuracy 0.7677492447129909   precision 0.7458838955162485   recall 0.7390833044287994
deviation 5/5   epoch 55/120   F1 0.7433739088483364   accuracy 0.7760574018126888   precision 0.7395490538872892   recall 0.7481399490670617
deviation 5/5   epoch 56/120   F1 0.7428078507524141   accuracy 0.7820996978851964   precision 0.7335150143973673   recall 0.7588254570971614
deviation 5/5   epoch 57/120   F1 0.7440078483795828   accuracy 0.7805891238670695   precision 0.7366644385026738   recall 0.7552194559331045
deviation 5/5   epoch 58/120   F1 0.7410078776572642   accuracy 0.763595166163142   precision 0.7487659399424105   recall 0.7361826094809889
deviation 5/5   epoch 59/120   F1 0.749542273320875   accuracy 0.7866314199395771   precision 0.7409039489921843   recall 0.7635130147199953
update
deviation 5/5   epoch 60/120   F1 0.7449863110368731   accuracy 0.7753021148036254   precision 0.7432640888523241   recall 0.7468860382970812
deviation 5/5   epoch 61/120   F1 0.7432970997668662   accuracy 0.7753021148036254   precision 0.740124948580831   recall 0.7471044616193585
deviation 5/5   epoch 62/120   F1 0.7509974569258737   accuracy 0.7775679758308157   precision 0.7526660839160839   recall 0.7494759588382565
update
deviation 5/5   epoch 63/120   F1 0.7473950659261778   accuracy 0.7711480362537765   precision 0.7529951665981078   recall 0.7433430269938772
deviation 5/5   epoch 64/120   F1 0.7493007035077865   accuracy 0.7741691842900302   precision 0.7532599753187988   recall 0.7461352409555768
deviation 5/5   epoch 65/120   F1 0.746987941796924   accuracy 0.7828549848942599   precision 0.7397881530234471   recall 0.7577947120131954
deviation 5/5   epoch 66/120   F1 0.7463688480128731   accuracy 0.7847432024169184   precision 0.7372069107363225   recall 0.7618198328580144
deviation 5/5   epoch 67/120   F1 0.7467853259510084   accuracy 0.7719033232628398   precision 0.7507070135746606   recall 0.7436540993805891
deviation 5/5   epoch 68/120   F1 0.7406441884073683   accuracy 0.7598187311178247   precision 0.7533576717400248   recall 0.735081106870229
deviation 5/5   epoch 69/120   F1 0.7484250864323497   accuracy 0.7794561933534743   precision 0.7455188194158782   recall 0.7518414008623531
deviation 5/5   epoch 70/120   F1 0.7478221119996638   accuracy 0.7809667673716012   precision 0.7429401480872069   recall 0.7542348256564787
deviation 5/5   epoch 71/120   F1 0.7465502943033686   accuracy 0.7749244712990937   precision 0.7466911764705882   recall 0.7464105309923139
deviation 5/5   epoch 72/120   F1 0.744587758452619   accuracy 0.7692598187311178   precision 0.749298128342246   recall 0.7410113494082959
deviation 5/5   epoch 73/120   F1 0.7468387151792304   accuracy 0.7832326283987915   precision 0.7392148292883587   recall 0.7585703804982159
deviation 5/5   epoch 74/120   F1 0.7488587362005084   accuracy 0.7734138972809668   precision 0.7532651172357054   recall 0.745428272460013
deviation 5/5   epoch 75/120   F1 0.7512143374124693   accuracy 0.7820996978851964   precision 0.7480692102015631   recall 0.7549491199619515
update
deviation 5/5   epoch 76/120   F1 0.7474574516478173   accuracy 0.770392749244713   precision 0.7541418140682847   recall 0.7429278842018603
deviation 5/5   epoch 77/120   F1 0.7420420532427221   accuracy 0.7662386706948641   precision 0.7476064376799672   recall 0.7380517176495887
deviation 5/5   epoch 78/120   F1 0.7488142667425537   accuracy 0.775679758308157   precision 0.75039592760181   recall 0.7473668035649429
deviation 5/5   epoch 79/120   F1 0.7465532911125434   accuracy 0.7866314199395771   precision 0.7360525503907857   recall 0.765727030341619
deviation 5/5   epoch 80/120   F1 0.7514603881641744   accuracy 0.777190332326284   precision 0.7540955368161251   recall 0.7491831136480531
update
deviation 5/5   epoch 81/120   F1 0.7486405827376248   accuracy 0.7715256797583081   precision 0.755275606746195   recall 0.7441179851144872
deviation 5/5   epoch 82/120   F1 0.7497403411146759   accuracy 0.7775679758308157   precision 0.7500976964212258   recall 0.7493900035571108
deviation 5/5   epoch 83/120   F1 0.7337897299506326   accuracy 0.7503776435045317   precision 0.751138934594817   recall 0.7290491691419185
deviation 5/5   epoch 84/120   F1 0.7498097534353277   accuracy 0.777190332326284   precision 0.7506710201563143   recall 0.7489887330561713
deviation 5/5   epoch 85/120   F1 0.7508978990200963   accuracy 0.7809667673716012   precision 0.7486476758535582   recall 0.7534433962264151
deviation 5/5   epoch 86/120   F1 0.7497879675421956   accuracy 0.7817220543806647   precision 0.745788770053476   recall 0.7547735733911092
deviation 5/5   epoch 87/120   F1 0.7514569734203678   accuracy 0.783987915407855   precision 0.7466294734677088   recall 0.7577385510283587
deviation 5/5   epoch 88/120   F1 0.7317780461590289   accuracy 0.7496223564954683   precision 0.7471488070752776   recall 0.7267434420985285
deviation 5/5   epoch 89/120   F1 0.7543957965517807   accuracy 0.7843655589123867   precision 0.7517636774989715   recall 0.7574264843603671
update
deviation 5/5   epoch 90/120   F1 0.7552672085639721   accuracy 0.7900302114803626   precision 0.747729843685726   recall 0.7665366582299489
update
deviation 5/5   epoch 91/120   F1 0.7503670954554782   accuracy 0.7862537764350453   precision 0.742618778280543   recall 0.7622497526706017
deviation 5/5   epoch 92/120   F1 0.7510855023596482   accuracy 0.7787009063444109   precision 0.7515168654874538   recall 0.7506642615742936
deviation 5/5   epoch 93/120   F1 0.752503424381597   accuracy 0.7809667673716012   precision 0.7517868161250514   recall 0.7532485163492495
deviation 5/5   epoch 94/120   F1 0.7505703028878273   accuracy 0.779833836858006   precision 0.7492261415055532   recall 0.7520175717385922
deviation 5/5   epoch 95/120   F1 0.7443512470010691   accuracy 0.773036253776435   precision 0.7444210201563143   recall 0.7442817526772516
deviation 5/5   epoch 96/120   F1 0.7524076671341748   accuracy 0.7820996978851964   precision 0.7503522213081036   recall 0.754705747338396
deviation 5/5   epoch 97/120   F1 0.7432824519695636   accuracy 0.7851208459214502   precision 0.7320675647881529   recall 0.7650271479229656
deviation 5/5   epoch 98/120   F1 0.7428044160973872   accuracy 0.7824773413897281   precision 0.7332270670505965   recall 0.7596039377289378
deviation 5/5   epoch 99/120   F1 0.7472719753125696   accuracy 0.7870090634441088   precision 0.736906108597285   recall 0.7659864043760013
deviation 5/5   epoch 100/120   F1 0.7518799473881738   accuracy 0.7866314199395771   precision 0.7448992184286303   recall 0.7620942695768992
deviation 5/5   epoch 101/120   F1 0.7479857040164424   accuracy 0.7870090634441088   precision 0.7380476141505553   recall 0.76542312730942
deviation 5/5   epoch 102/120   F1 0.7516729926702008   accuracy 0.7832326283987915   precision 0.7477761209378857   recall 0.7564911216147163
deviation 5/5   epoch 103/120   F1 0.7470487193933961   accuracy 0.7737915407854985   precision 0.7489819004524887   recall 0.745316439182895
deviation 5/5   epoch 104/120   F1 0.742428239833921   accuracy 0.7794561933534743   precision 0.7349598930481284   recall 0.7539711652827337
deviation 5/5   epoch 105/120   F1 0.7470255616382857   accuracy 0.7836102719033232   precision 0.7392122583299054   recall 0.7591742240810804
deviation 5/5   epoch 106/120   F1 0.7508725844211255   accuracy 0.7790785498489426   precision 0.7506581653640477   recall 0.7510895480009554
deviation 5/5   epoch 107/120   F1 0.7460140737530696   accuracy 0.7805891238670695   precision 0.7400889551624845   recall 0.7543013860153981
deviation 5/5   epoch 108/120   F1 0.7445424533728411   accuracy 0.7685045317220544   precision 0.7501593994241054   recall 0.7405061648520936
deviation 5/5   epoch 109/120   F1 0.7532511098599508   accuracy 0.7847432024169184   precision 0.7491927190456602   recall 0.758301953667357
deviation 5/5   epoch 110/120   F1 0.7436787565908709   accuracy 0.7843655589123867   precision 0.7332142122583298   recall 0.7629961838285658
deviation 5/5   epoch 111/120   F1 0.7482977070101727   accuracy 0.7775679758308157   precision 0.7472439325380502   recall 0.74941531937794
deviation 5/5   epoch 112/120   F1 0.7458434999073376   accuracy 0.7760574018126888   precision 0.7441150761003702   recall 0.7477496958607711
deviation 5/5   epoch 113/120   F1 0.7443575289903792   accuracy 0.7677492447129909   precision 0.7507352941176471   recall 0.7399861706388143
deviation 5/5   epoch 114/120   F1 0.7426337122097681   accuracy 0.7624622356495468   precision 0.7541958041958041   recall 0.7370611912161817
deviation 5/5   epoch 115/120   F1 0.7463479020430281   accuracy 0.7775679758308157   precision 0.7435340394899219   recall 0.7496456928705697
deviation 5/5   epoch 116/120   F1 0.7437830173156863   accuracy 0.7692598187311178   precision 0.7475858700123406   recall 0.7407382061690087
deviation 5/5   epoch 117/120   F1 0.7492983584304971   accuracy 0.7783232628398792   precision 0.7483802961744138   recall 0.7502643888747493
deviation 5/5   epoch 118/120   F1 0.7406764048689645   accuracy 0.7654833836858006   precision 0.7456139448786507   recall 0.7370054659314256
deviation 5/5   epoch 119/120   F1 0.7445805674511714   accuracy 0.774546827794562   precision 0.7432692307692308   recall 0.7459939412728527
deviation 5/5   epoch 120/120   F1 0.7417545708374522   accuracy 0.7673716012084593   precision 0.7456010900863842   recall 0.7386918162306138

