deviation 1/5   epoch 1/120   F1 0.4210184308764885   accuracy 0.6499244712990937   precision 0.49469868366927194   recall 0.46853529669826616
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deviation 1/5   epoch 2/120   F1 0.4278759108631232   accuracy 0.658987915407855   precision 0.5023421431509667   recall 0.5167267219021826
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deviation 1/5   epoch 3/120   F1 0.44391967799357746   accuracy 0.6608761329305136   precision 0.5086075689016866   recall 0.5463589914011548
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deviation 1/5   epoch 4/120   F1 0.4747361191440138   accuracy 0.668429003021148   precision 0.5236810983134512   recall 0.5925542604501608
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deviation 1/5   epoch 5/120   F1 0.5351146294061392   accuracy 0.6876888217522659   precision 0.5583658988070752   recall 0.6509323573457526
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deviation 1/5   epoch 6/120   F1 0.5759745807142793   accuracy 0.702416918429003   precision 0.5850910119292472   recall 0.6767596118412972
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deviation 1/5   epoch 7/120   F1 0.6120008049973282   accuracy 0.7209214501510574   precision 0.6120757918552036   recall 0.7092560257771858
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deviation 1/5   epoch 8/120   F1 0.6445697732466595   accuracy 0.736404833836858   precision 0.6376542575071987   recall 0.7279906150066214
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deviation 1/5   epoch 9/120   F1 0.6582199404590607   accuracy 0.7450906344410876   precision 0.6490101809954751   recall 0.7417237082875002
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deviation 1/5   epoch 10/120   F1 0.6639526370341872   accuracy 0.7496223564954683   precision 0.653830728095434   recall 0.7504753921134619
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deviation 1/5   epoch 11/120   F1 0.665293788983208   accuracy 0.7511329305135952   precision 0.654961949814891   recall 0.7542222578390011
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deviation 1/5   epoch 12/120   F1 0.6611190308349062   accuracy 0.7503776435045317   precision 0.6515425750719868   recall 0.7574673683130021
deviation 1/5   epoch 13/120   F1 0.6846114821188828   accuracy 0.7613293051359517   precision 0.6714443644590703   recall 0.7641167920216411
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deviation 1/5   epoch 14/120   F1 0.6888690115979481   accuracy 0.7639728096676737   precision 0.6751362607980255   recall 0.7675275176799436
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deviation 1/5   epoch 15/120   F1 0.6844488579940416   accuracy 0.7632175226586103   precision 0.6711461332784863   recall 0.7716173552918135
deviation 1/5   epoch 16/120   F1 0.6928039646336657   accuracy 0.7666163141993958   precision 0.678542780748663   recall 0.7713635386749507
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deviation 1/5   epoch 17/120   F1 0.6990496577142047   accuracy 0.7692598187311178   precision 0.6842323118058412   recall 0.7714996244379593
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deviation 1/5   epoch 18/120   F1 0.7007348616434768   accuracy 0.7707703927492447   precision 0.6856489099136158   recall 0.7744565553060745
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deviation 1/5   epoch 19/120   F1 0.6957864504139213   accuracy 0.7688821752265861   precision 0.6810957424928012   recall 0.7752437332708126
deviation 1/5   epoch 20/120   F1 0.7029900877277666   accuracy 0.7722809667673716   precision 0.6876362607980255   recall 0.7765159587819477
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deviation 1/5   epoch 21/120   F1 0.7078006960359902   accuracy 0.7741691842900302   precision 0.69218942821884   recall 0.7758826850898461
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deviation 1/5   epoch 22/120   F1 0.7006363895003219   accuracy 0.7719033232628398   precision 0.6853558206499383   recall 0.7789358837457635
deviation 1/5   epoch 23/120   F1 0.7086662651111205   accuracy 0.775679758308157   precision 0.6927498971616619   recall 0.7800859250957317
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deviation 1/5   epoch 24/120   F1 0.7110014482964082   accuracy 0.7764350453172205   precision 0.6950277663512958   recall 0.7791154610346605
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deviation 1/5   epoch 25/120   F1 0.7103011877633709   accuracy 0.774546827794562   precision 0.6947552447552447   recall 0.7734317120073058
deviation 1/5   epoch 26/120   F1 0.7128656784836855   accuracy 0.7775679758308157   precision 0.6967323118058413   recall 0.780294906534482
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deviation 1/5   epoch 27/120   F1 0.7156727222507273   accuracy 0.7783232628398792   precision 0.6995809337721103   recall 0.778595877352354
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deviation 1/5   epoch 28/120   F1 0.7132203914287925   accuracy 0.7779456193353474   precision 0.6970151172357055   recall 0.7811166749206698
deviation 1/5   epoch 29/120   F1 0.7187796190000953   accuracy 0.7794561933534743   precision 0.7027123611682435   recall 0.7778308285910605
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deviation 1/5   epoch 30/120   F1 0.7139215426246579   accuracy 0.7775679758308157   precision 0.6978738173591115   recall 0.7786186898785556
deviation 1/5   epoch 31/120   F1 0.7157688737272383   accuracy 0.7787009063444109   precision 0.6995783628136569   recall 0.779798012564743
deviation 1/5   epoch 32/120   F1 0.7227692519286358   accuracy 0.7820996978851964   precision 0.7064042575071987   recall 0.7809516935473289
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deviation 1/5   epoch 33/120   F1 0.716219975615682   accuracy 0.7794561933534743   precision 0.6998585972850679   recall 0.7818242790073776
deviation 1/5   epoch 34/120   F1 0.7216688694898203   accuracy 0.7817220543806647   precision 0.7052653229123818   recall 0.7813298331542133
deviation 1/5   epoch 35/120   F1 0.7216688694898203   accuracy 0.7817220543806647   precision 0.7052653229123818   recall 0.7813298331542133
deviation 1/5   epoch 36/120   F1 0.7273393019021409   accuracy 0.7843655589123867   precision 0.7109548539695598   recall 0.7818027504385299
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deviation 1/5   epoch 37/120   F1 0.726502986218398   accuracy 0.783987915407855   precision 0.7101012957630605   recall 0.7817780904009737
deviation 1/5   epoch 38/120   F1 0.7234841433792649   accuracy 0.7828549848942599   precision 0.7069698683669272   recall 0.7824946683311591
deviation 1/5   epoch 39/120   F1 0.725049320835575   accuracy 0.783987915407855   precision 0.7083890374331551   recall 0.784041729306182
deviation 1/5   epoch 40/120   F1 0.7275770721284531   accuracy 0.7843655589123867   precision 0.7112402303578774   recall 0.7814435611701467
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deviation 1/5   epoch 41/120   F1 0.7237484891467172   accuracy 0.7820996978851964   precision 0.7075457630604689   recall 0.7794658690532755
deviation 1/5   epoch 42/120   F1 0.7273338430947248   accuracy 0.7836102719033232   precision 0.711245372274784   recall 0.7792636556362292
deviation 1/5   epoch 43/120   F1 0.728050196775865   accuracy 0.7843655589123867   precision 0.7118109831345125   recall 0.7807365475292944
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deviation 1/5   epoch 44/120   F1 0.7278140360446477   accuracy 0.7843655589123867   precision 0.711525606746195   recall 0.781088172516905
deviation 1/5   epoch 45/120   F1 0.7274557406358435   accuracy 0.783987915407855   precision 0.7112428013163308   recall 0.7803472053991531
deviation 1/5   epoch 46/120   F1 0.7278140360446477   accuracy 0.7843655589123867   precision 0.711525606746195   recall 0.781088172516905
deviation 1/5   epoch 47/120   F1 0.7306540387201772   accuracy 0.7858761329305136   precision 0.7143690867955574   recall 0.781942362785948
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deviation 1/5   epoch 48/120   F1 0.7273338430947248   accuracy 0.7836102719033232   precision 0.711245372274784   recall 0.7792636556362292
deviation 1/5   epoch 49/120   F1 0.7281618635209796   accuracy 0.783987915407855   precision 0.7120989304812835   recall 0.7793133802816901
deviation 1/5   epoch 50/120   F1 0.731085225868228   accuracy 0.7851208459214502   precision 0.7152303578774167   recall 0.7788379310316114
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deviation 1/5   epoch 51/120   F1 0.7307266612289638   accuracy 0.7847432024169184   precision 0.7149475524475525   recall 0.7781276301301052
deviation 1/5   epoch 52/120   F1 0.7349815591364421   accuracy 0.7866314199395771   precision 0.719500719868367   recall 0.7782480317366425
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deviation 1/5   epoch 53/120   F1 0.7348415207273153   accuracy 0.7862537764350453   precision 0.7195032908268202   recall 0.7772706163553875
deviation 1/5   epoch 54/120   F1 0.7303683038918598   accuracy 0.7843655589123867   precision 0.7146647470176882   recall 0.7774195424019537
deviation 1/5   epoch 55/120   F1 0.7345939029859129   accuracy 0.7873867069486404   precision 0.7186394487865077   recall 0.7811754271549098
deviation 1/5   epoch 56/120   F1 0.7314439984572971   accuracy 0.7854984894259819   precision 0.715513163307281   recall 0.7795504568798772
deviation 1/5   epoch 57/120   F1 0.728986869734249   accuracy 0.7843655589123867   precision 0.7129524886877828   recall 0.7793669638362619
deviation 1/5   epoch 58/120   F1 0.7293453117435043   accuracy 0.7847432024169184   precision 0.7132352941176471   recall 0.7800938824443207
deviation 1/5   epoch 59/120   F1 0.7374355487563035   accuracy 0.7885196374622356   precision 0.7217708761826409   recall 0.7807942708333333
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deviation 1/5   epoch 60/120   F1 0.7337382890667636   accuracy 0.7862537764350453   precision 0.7180764088852324   recall 0.7787589388999895
deviation 1/5   epoch 61/120   F1 0.7350388113550428   accuracy 0.7873867069486404   precision 0.7192102015631427   recall 0.7805458970935776
deviation 1/5   epoch 62/120   F1 0.7418473381811653   accuracy 0.7900302114803626   precision 0.7268973673385438   recall 0.7795112496199452
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deviation 1/5   epoch 63/120   F1 0.7390192982270218   accuracy 0.7892749244712991   precision 0.7234779925956396   recall 0.7809773631623691
deviation 1/5   epoch 64/120   F1 0.736479559092585   accuracy 0.7888972809667674   precision 0.7203414232825998   recall 0.7833642060262505
deviation 1/5   epoch 65/120   F1 0.7380815264170004   accuracy 0.7896525679758308   precision 0.7220485396955986   recall 0.7834956077185986
deviation 1/5   epoch 66/120   F1 0.7408620934718484   accuracy 0.7896525679758308   precision 0.7257584327437269   recall 0.7796637766919251
deviation 1/5   epoch 67/120   F1 0.7415250773138478   accuracy 0.790785498489426   precision 0.7260360962566845   recall 0.7822367322829591
deviation 1/5   epoch 68/120   F1 0.7413741675091663   accuracy 0.7904078549848943   precision 0.7260386672151378   recall 0.7812776184820382
deviation 1/5   epoch 69/120   F1 0.7392984246406096   accuracy 0.7888972809667674   precision 0.7240513163307281   recall 0.7794393384931722
deviation 1/5   epoch 70/120   F1 0.736213054121936   accuracy 0.7870090634441088   precision 0.7209250308515014   recall 0.777767541690506
deviation 1/5   epoch 71/120   F1 0.7413845185937227   accuracy 0.7888972809667674   precision 0.7269050802139037   recall 0.7767772511848341
deviation 1/5   epoch 72/120   F1 0.7431873373685995   accuracy 0.790785498489426   precision 0.7283191073632249   recall 0.7800245948161695
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deviation 1/5   epoch 73/120   F1 0.7464497039359836   accuracy 0.7922960725075529   precision 0.73201871657754   recall 0.7802992890487417
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deviation 1/5   epoch 74/120   F1 0.7429819858648081   accuracy 0.790785498489426   precision 0.7280337309749074   recall 0.780290605259083
deviation 1/5   epoch 75/120   F1 0.7455277028593872   accuracy 0.7915407854984894   precision 0.731167729329494   recall 0.7792712206060946
deviation 1/5   epoch 76/120   F1 0.7418473381811653   accuracy 0.7900302114803626   precision 0.7268973673385438   recall 0.7795112496199452
deviation 1/5   epoch 77/120   F1 0.7435239598141121   accuracy 0.7896525679758308   precision 0.7294683257918553   recall 0.776342076033237
deviation 1/5   epoch 78/120   F1 0.7478252437943262   accuracy 0.7922960725075529   precision 0.734016351295763   recall 0.7786236409050837
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deviation 1/5   epoch 79/120   F1 0.7489583187630064   accuracy 0.7926737160120846   precision 0.7354406622788976   recall 0.7783379114094775
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deviation 1/5   epoch 80/120   F1 0.7457269060879586   accuracy 0.7915407854984894   precision 0.7314531057178115   recall 0.779025799333011
deviation 1/5   epoch 81/120   F1 0.7468782826455986   accuracy 0.7919184290030211   precision 0.7328774167009461   recall 0.7786976163169486
deviation 1/5   epoch 82/120   F1 0.748380594445809   accuracy 0.7926737160120846   precision 0.7345845331139449   recall 0.7790150808012005
deviation 1/5   epoch 83/120   F1 0.7478747736093143   accuracy 0.7915407854984894   precision 0.7345922459893048   recall 0.7765035469374522
deviation 1/5   epoch 84/120   F1 0.749719677816715   accuracy 0.7926737160120846   precision 0.7365821678321678   recall 0.7774710964466929
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deviation 1/5   epoch 85/120   F1 0.7489583187630064   accuracy 0.7926737160120846   precision 0.7354406622788976   recall 0.7783379114094775
deviation 1/5   epoch 86/120   F1 0.7485738123144788   accuracy 0.7926737160120846   precision 0.7348699095022624   recall 0.7787867413414142
deviation 1/5   epoch 87/120   F1 0.7489973556993015   accuracy 0.7919184290030211   precision 0.7360165569724393   recall 0.7762646002219422
deviation 1/5   epoch 88/120   F1 0.7467419275225988   accuracy 0.7911631419939577   precision 0.7331679350061703   recall 0.7767665254499139
deviation 1/5   epoch 89/120   F1 0.7485043032882095   accuracy 0.7900302114803626   precision 0.736600164541341   recall 0.77195999858151
deviation 1/5   epoch 90/120   F1 0.74956191942201   accuracy 0.7919184290030211   precision 0.736872686137392   recall 0.7756540815631987
deviation 1/5   epoch 91/120   F1 0.7526582010767002   accuracy 0.7941842900302115   precision 0.7399964006581654   recall 0.7782187550061658
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deviation 1/5   epoch 92/120   F1 0.7480661520769734   accuracy 0.7915407854984894   precision 0.7348776223776223   recall 0.7762898445533176
deviation 1/5   epoch 93/120   F1 0.7521229464063648   accuracy 0.7930513595166163   precision 0.7400041135335254   recall 0.7758726668794402
deviation 1/5   epoch 94/120   F1 0.7522537202956351   accuracy 0.7953172205438066   precision 0.7385618058412176   recall 0.7817449232413525
deviation 1/5   epoch 95/120   F1 0.74956191942201   accuracy 0.7919184290030211   precision 0.736872686137392   recall 0.7756540815631987
deviation 1/5   epoch 96/120   F1 0.7458890325726801   accuracy 0.7919184290030211   precision 0.7314505347593583   recall 0.7799095521369435
deviation 1/5   epoch 97/120   F1 0.7478961417716637   accuracy 0.7911631419939577   precision 0.7348801933360757   recall 0.7754749665866858
deviation 1/5   epoch 98/120   F1 0.7511812714776632   accuracy 0.7938066465256798   precision 0.7380013368983958   recall 0.7788612155388471
deviation 1/5   epoch 99/120   F1 0.7500435666569851   accuracy 0.7938066465256798   precision 0.7362890785684904   recall 0.7801871837083105
deviation 1/5   epoch 100/120   F1 0.7548341708919715   accuracy 0.7949395770392749   precision 0.7428450226244344   recall 0.7778459635532526
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deviation 1/5   epoch 101/120   F1 0.757180325767632   accuracy 0.7968277945619335   precision 0.7451151789387084   recall 0.7801851443685255
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deviation 1/5   epoch 102/120   F1 0.7559208716058301   accuracy 0.7960725075528701   precision 0.7436934389140272   recall 0.7795919992684776
deviation 1/5   epoch 103/120   F1 0.7537387951545513   accuracy 0.7930513595166163   precision 0.7425725010283835   recall 0.7742801494207765
deviation 1/5   epoch 104/120   F1 0.7559153014332758   accuracy 0.7956948640483383   precision 0.743981386260798   recall 0.7786330395030356
deviation 1/5   epoch 105/120   F1 0.7515554761282872   accuracy 0.7938066465256798   precision 0.7385720896750309   recall 0.7784395741565346
deviation 1/5   epoch 106/120   F1 0.7557441841485687   accuracy 0.7968277945619335   precision 0.7428321678321679   recall 0.7817755211021381
deviation 1/5   epoch 107/120   F1 0.7557439294595577   accuracy 0.7964501510574018   precision 0.7431201151789387   recall 0.780770512623524
deviation 1/5   epoch 108/120   F1 0.7531535242941787   accuracy 0.7964501510574018   precision 0.7391248457424928   recall 0.7838372810701651
deviation 1/5   epoch 109/120   F1 0.757543185578248   accuracy 0.7972054380664653   precision 0.7453979843685726   recall 0.7807668803916912
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deviation 1/5   epoch 110/120   F1 0.7593840425338579   accuracy 0.7960725075528701   precision 0.7494009666803785   recall 0.7762008889040741
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deviation 1/5   epoch 111/120   F1 0.7582694530826752   accuracy 0.7979607250755287   precision 0.7459635952283011   recall 0.781934820806949
deviation 1/5   epoch 112/120   F1 0.7605654614222546   accuracy 0.7987160120845922   precision 0.7490975935828877   recall 0.7814072249124496
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deviation 1/5   epoch 113/120   F1 0.7636251938892227   accuracy 0.8013595166163142   precision 0.7519333607568901   recall 0.7848646055901976
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deviation 1/5   epoch 114/120   F1 0.7623164951409226   accuracy 0.797583081570997   precision 0.7531005758946936   recall 0.7770785251899803
deviation 1/5   epoch 115/120   F1 0.7533557567917204   accuracy 0.7960725075528701   precision 0.7396981694775813   recall 0.7825216740453875
deviation 1/5   epoch 116/120   F1 0.7531801210281761   accuracy 0.7956948640483383   precision 0.7397007404360345   recall 0.7816841408783255
deviation 1/5   epoch 117/120   F1 0.7605217983685773   accuracy 0.7979607250755287   precision 0.7496734882764295   recall 0.7795891942157831
deviation 1/5   epoch 118/120   F1 0.7623164951409226   accuracy 0.797583081570997   precision 0.7531005758946936   recall 0.7770785251899803
deviation 1/5   epoch 119/120   F1 0.7630396195349982   accuracy 0.800226586102719   precision 0.75194107363225   recall 0.7826199339414298
deviation 1/5   epoch 120/120   F1 0.7611805688646383   accuracy 0.7945619335347432   precision 0.7539772727272727   recall 0.7716055153073148

deviation 2/5   epoch 1/120   F1 0.4570192729243547   accuracy 0.6635196374622356   precision 0.5145824763471822   recall 0.5668759487700992
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deviation 2/5   epoch 2/120   F1 0.478675147433499   accuracy 0.6661631419939577   precision 0.5239819004524887   recall 0.5839906356924185
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deviation 2/5   epoch 3/120   F1 0.5106260794445296   accuracy 0.6763595166163142   precision 0.5421765734265734   recall 0.6194030937083195
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deviation 2/5   epoch 4/120   F1 0.5824565094247673   accuracy 0.6914652567975831   precision 0.586021698889346   recall 0.6444229223207204
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deviation 2/5   epoch 5/120   F1 0.6298439724727101   accuracy 0.7152567975830816   precision 0.6243855409296586   recall 0.6813054622856458
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deviation 2/5   epoch 6/120   F1 0.6629494238033802   accuracy 0.7360271903323263   precision 0.6533525298231181   recall 0.7110583791482191
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deviation 2/5   epoch 7/120   F1 0.6909011868783475   accuracy 0.7549093655589124   precision 0.6786224804607157   recall 0.7367481503252105
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deviation 2/5   epoch 8/120   F1 0.7013775634130262   accuracy 0.7643504531722054   precision 0.687690250925545   recall 0.7523924106648966
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deviation 2/5   epoch 9/120   F1 0.71005071461503   accuracy 0.770392749244713   precision 0.6956396544631839   recall 0.7603174603174603
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deviation 2/5   epoch 10/120   F1 0.7156671934766926   accuracy 0.774546827794562   precision 0.7007481489099135   recall 0.7660737484612665
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deviation 2/5   epoch 11/120   F1 0.7205663316354375   accuracy 0.775679758308157   precision 0.7061625874125874   recall 0.7635299453149648
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deviation 2/5   epoch 12/120   F1 0.7210270306032338   accuracy 0.7787009063444109   precision 0.7055712669683258   recall 0.7721137746559399
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deviation 2/5   epoch 13/120   F1 0.7237646625171889   accuracy 0.779833836858006   precision 0.7084173179761415   recall 0.7720392625684264
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deviation 2/5   epoch 14/120   F1 0.7318428665375807   accuracy 0.7805891238670695   precision 0.7184003496503497   recall 0.7646899593456986
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deviation 2/5   epoch 15/120   F1 0.733201792592437   accuracy 0.7824773413897281   precision 0.7192436240230358   recall 0.7683058819827898
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deviation 2/5   epoch 16/120   F1 0.7327692259732903   accuracy 0.7836102719033232   precision 0.7180944055944056   recall 0.7720098119771855
deviation 2/5   epoch 17/120   F1 0.7307362628364935   accuracy 0.7828549848942599   precision 0.7158165364047717   recall 0.7722945987260114
deviation 2/5   epoch 18/120   F1 0.7333440372044024   accuracy 0.783987915407855   precision 0.7186625874125874   recall 0.7724081494079476
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deviation 2/5   epoch 19/120   F1 0.7361005798394291   accuracy 0.783987915407855   precision 0.7223724804607158   recall 0.7692168824701195
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deviation 2/5   epoch 20/120   F1 0.7346969428069104   accuracy 0.7836102719033232   precision 0.7206627930892637   recall 0.7697483435175021
deviation 2/5   epoch 21/120   F1 0.7373813959722606   accuracy 0.7851208459214502   precision 0.7235062731386261   recall 0.7708780752653747
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deviation 2/5   epoch 22/120   F1 0.738663129092848   accuracy 0.7862537764350453   precision 0.7246400658165364   recall 0.7725432399132862
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deviation 2/5   epoch 23/120   F1 0.7400881790662119   accuracy 0.7862537764350453   precision 0.7266377005347593   recall 0.7709498752105438
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deviation 2/5   epoch 24/120   F1 0.7403548554236277   accuracy 0.7873867069486404   precision 0.7263446112710819   recall 0.7737345966185434
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deviation 2/5   epoch 25/120   F1 0.7410474241564335   accuracy 0.7866314199395771   precision 0.7277766351295762   recall 0.7709177600572439
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deviation 2/5   epoch 26/120   F1 0.7423597003692244   accuracy 0.7873867069486404   precision 0.7291983751542574   recall 0.7715045678909889
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deviation 2/5   epoch 27/120   F1 0.7378911231509293   accuracy 0.7858761329305136   precision 0.723786507610037   recall 0.7723838357761166
deviation 2/5   epoch 28/120   F1 0.7381408793549369   accuracy 0.783987915407855   precision 0.7252262443438915   recall 0.7670690811535882
deviation 2/5   epoch 29/120   F1 0.7393258692271514   accuracy 0.7858761329305136   precision 0.72578414232826   recall 0.7707702079082684
deviation 2/5   epoch 30/120   F1 0.741803244678644   accuracy 0.7870090634441088   precision 0.7286301933360757   recall 0.7711054204011951
deviation 2/5   epoch 31/120   F1 0.7440827863061963   accuracy 0.7877643504531722   precision 0.7314788153023447   recall 0.7706880845652233
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deviation 2/5   epoch 32/120   F1 0.7474254659312439   accuracy 0.7888972809667674   precision 0.7357517482517483   recall 0.7702295306611853
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deviation 2/5   epoch 33/120   F1 0.7419250117229879   accuracy 0.7877643504531722   precision 0.7283396750308515   recall 0.7729846195458402
deviation 2/5   epoch 34/120   F1 0.7426826152515054   accuracy 0.7881419939577039   precision 0.729193233237351   recall 0.7731606424010755
deviation 2/5   epoch 35/120   F1 0.746432667964108   accuracy 0.7900302114803626   precision 0.7334610242698478   recall 0.7740805577773417
deviation 2/5   epoch 36/120   F1 0.746432667964108   accuracy 0.7900302114803626   precision 0.7334610242698478   recall 0.7740805577773417
deviation 2/5   epoch 37/120   F1 0.7458543698973673   accuracy 0.7900302114803626   precision 0.7326048951048951   recall 0.7747097260007774
deviation 2/5   epoch 38/120   F1 0.7468809038875275   accuracy 0.7885196374622356   precision 0.7351835664335664   recall 0.7698285346838968
deviation 2/5   epoch 39/120   F1 0.7479592787050526   accuracy 0.7896525679758308   precision 0.7360319827231592   recall 0.7715606968047464
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deviation 2/5   epoch 40/120   F1 0.7488534850834934   accuracy 0.790785498489426   precision 0.7365950226244344   recall 0.7734937574855194
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deviation 2/5   epoch 41/120   F1 0.7471533482801508   accuracy 0.790785498489426   precision 0.7340266351295763   recall 0.7752888163067804
deviation 2/5   epoch 42/120   F1 0.7487064877949251   accuracy 0.7885196374622356   precision 0.738037330316742   recall 0.7681978685993529
deviation 2/5   epoch 43/120   F1 0.7474474505052151   accuracy 0.7877643504531722   precision 0.7366155902920608   recall 0.7675445864038721
deviation 2/5   epoch 44/120   F1 0.7501208679888646   accuracy 0.7919184290030211   precision 0.7377288153023447   recall 0.7750653513354726
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deviation 2/5   epoch 45/120   F1 0.748688897431188   accuracy 0.7900302114803626   precision 0.7368855409296586   recall 0.7717812276008129
deviation 2/5   epoch 46/120   F1 0.7528010973197223   accuracy 0.790785498489426   precision 0.7428733031674208   recall 0.7698815832702444
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deviation 2/5   epoch 47/120   F1 0.7492390075077324   accuracy 0.7900302114803626   precision 0.7377416700946113   recall 0.7712584335582282
deviation 2/5   epoch 48/120   F1 0.7521232350404328   accuracy 0.7919184290030211   precision 0.740867955573838   recall 0.7730857320662514
deviation 2/5   epoch 49/120   F1 0.7487064877949251   accuracy 0.7885196374622356   precision 0.738037330316742   recall 0.7681978685993529
deviation 2/5   epoch 50/120   F1 0.7518433357096717   accuracy 0.7885196374622356   precision 0.7431741053064582   recall 0.7657815244116615
deviation 2/5   epoch 51/120   F1 0.7528246753246753   accuracy 0.7915407854984894   precision 0.742297408473879   recall 0.7715652374366067
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deviation 2/5   epoch 52/120   F1 0.7494089640677484   accuracy 0.790785498489426   precision 0.7374511517893871   recall 0.7729381656559925
deviation 2/5   epoch 53/120   F1 0.750679401205717   accuracy 0.7900302114803626   precision 0.7400246812011517   recall 0.7699607897567577
deviation 2/5   epoch 54/120   F1 0.7524414494313603   accuracy 0.7904078549848943   precision 0.7425904977375566   recall 0.7693389908279795
deviation 2/5   epoch 55/120   F1 0.7531287674933056   accuracy 0.7904078549848943   precision 0.7437320032908268   recall 0.768798675315488
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deviation 2/5   epoch 56/120   F1 0.7530404217808901   accuracy 0.7888972809667674   precision 0.7448837926779104   recall 0.7657365191026894
deviation 2/5   epoch 57/120   F1 0.7509907440991954   accuracy 0.7885196374622356   precision 0.7417472233648704   recall 0.7663890305399739
deviation 2/5   epoch 58/120   F1 0.7522391414302183   accuracy 0.7896525679758308   precision 0.7428810160427808   recall 0.7678601680948658
deviation 2/5   epoch 59/120   F1 0.7524268187688334   accuracy 0.7900302114803626   precision 0.7428784450843274   recall 0.7685271511733673
deviation 2/5   epoch 60/120   F1 0.7545021571127823   accuracy 0.790785498489426   precision 0.7457270670505964   recall 0.7685718299964875
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deviation 2/5   epoch 61/120   F1 0.7542413780302186   accuracy 0.7922960725075529   precision 0.7440045248868778   recall 0.7720650837196102
deviation 2/5   epoch 62/120   F1 0.7533477103139649   accuracy 0.7915407854984894   precision 0.7431535376388317   recall 0.7711162328038688
deviation 2/5   epoch 63/120   F1 0.7520819693773355   accuracy 0.7900302114803626   precision 0.7423076923076923   recall 0.76879770012663
deviation 2/5   epoch 64/120   F1 0.7533877650395895   accuracy 0.793429003021148   precision 0.7417138009049774   recall 0.7755385768514713
deviation 2/5   epoch 65/120   F1 0.7568006638098974   accuracy 0.7926737160120846   precision 0.7479972233648704   recall 0.7708348103073954
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deviation 2/5   epoch 66/120   F1 0.7560190733601928   accuracy 0.7911631419939577   precision 0.7480075071986836   recall 0.7682834406972339
deviation 2/5   epoch 67/120   F1 0.7552214651451292   accuracy 0.7915407854984894   precision 0.7462926779103249   recall 0.7696256684491978
deviation 2/5   epoch 68/120   F1 0.755268186679088   accuracy 0.7922960725075529   precision 0.7457167832167833   recall 0.7712127016558123
deviation 2/5   epoch 69/120   F1 0.7557739570924155   accuracy 0.7922960725075529   precision 0.746572912381736   recall 0.7708135673624288
deviation 2/5   epoch 70/120   F1 0.7550984718037022   accuracy 0.7922960725075529   precision 0.7454314068284656   recall 0.7713497134800801
deviation 2/5   epoch 71/120   F1 0.7547382787160677   accuracy 0.7919184290030211   precision 0.7451486013986014   recall 0.7708109232629489
deviation 2/5   epoch 72/120   F1 0.7572947133477123   accuracy 0.7926737160120846   precision 0.7488533525298231   recall 0.7704711953374359
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deviation 2/5   epoch 73/120   F1 0.7555813646889176   accuracy 0.7919184290030211   precision 0.7465754833401892   recall 0.7701544385502733
deviation 2/5   epoch 74/120   F1 0.7555548420241458   accuracy 0.7915407854984894   precision 0.7468634306869602   recall 0.7693801059341054
deviation 2/5   epoch 75/120   F1 0.7591487591336274   accuracy 0.793429003021148   precision 0.7514165981077745   recall 0.7707109099201288
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deviation 2/5   epoch 76/120   F1 0.7551366830287649   accuracy 0.7904078549848943   precision 0.7471565199506376   recall 0.7673628807130863
deviation 2/5   epoch 77/120   F1 0.7522391414302183   accuracy 0.7896525679758308   precision 0.7428810160427808   recall 0.7678601680948658
deviation 2/5   epoch 78/120   F1 0.7558228332695285   accuracy 0.790785498489426   precision 0.748010078157137   recall 0.7676614789555025
deviation 2/5   epoch 79/120   F1 0.7529876996867358   accuracy 0.7911631419939577   precision 0.7428707322089675   recall 0.7705691885888755
deviation 2/5   epoch 80/120   F1 0.7553233773865986   accuracy 0.793429003021148   precision 0.7448529411764706   recall 0.7737166567871963
deviation 2/5   epoch 81/120   F1 0.7520326367715153   accuracy 0.7888972809667674   precision 0.743171534348005   recall 0.7664249845251601
deviation 2/5   epoch 82/120   F1 0.7569014636916206   accuracy 0.7919184290030211   precision 0.7488584944467298   recall 0.7692040006813813
deviation 2/5   epoch 83/120   F1 0.7579815338634787   accuracy 0.7930513595166163   precision 0.7497069107363226   recall 0.770757136485281
deviation 2/5   epoch 84/120   F1 0.7585465310212334   accuracy 0.7922960725075529   precision 0.7514243109831344   recall 0.768875355704329
deviation 2/5   epoch 85/120   F1 0.7591487591336274   accuracy 0.793429003021148   precision 0.7514165981077745   recall 0.7707109099201288
deviation 2/5   epoch 86/120   F1 0.7577164000522839   accuracy 0.7938066465256798   precision 0.7485602632661457   recall 0.7725506944855564
deviation 2/5   epoch 87/120   F1 0.760707840411649   accuracy 0.7945619335347432   precision 0.75312114356232   recall 0.7719212965520289
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deviation 2/5   epoch 88/120   F1 0.7576432785503582   accuracy 0.7900302114803626   precision 0.7520104895104895   recall 0.7652110389610389
deviation 2/5   epoch 89/120   F1 0.7588625145454052   accuracy 0.7922960725075529   precision 0.7519950637597697   recall 0.7686820009703867
deviation 2/5   epoch 90/120   F1 0.7578472986686742   accuracy 0.7904078549848943   precision 0.7520079185520362   recall 0.7657751549401557
deviation 2/5   epoch 91/120   F1 0.7563266567256411   accuracy 0.7930513595166163   precision 0.7468531468531469   recall 0.7720154116380531
deviation 2/5   epoch 92/120   F1 0.7572947133477123   accuracy 0.7926737160120846   precision 0.7488533525298231   recall 0.7704711953374359
deviation 2/5   epoch 93/120   F1 0.7553884309138192   accuracy 0.7915407854984894   precision 0.7465780542986425   recall 0.7695019318580962
deviation 2/5   epoch 94/120   F1 0.757130577949074   accuracy 0.7926737160120846   precision 0.7485679761415056   recall 0.7705904989802095
deviation 2/5   epoch 95/120   F1 0.7585652516209342   accuracy 0.7911631419939577   precision 0.7525735294117647   recall 0.7667535561913877
deviation 2/5   epoch 96/120   F1 0.7587047861412648   accuracy 0.7922960725075529   precision 0.7517096873714522   recall 0.7687777960797233
deviation 2/5   epoch 97/120   F1 0.7572613264158479   accuracy 0.7922960725075529   precision 0.7491412998765941   recall 0.7697205267157088
deviation 2/5   epoch 98/120   F1 0.751393173614223   accuracy 0.7904078549848943   precision 0.7408782394076512   recall 0.7702099785789116
deviation 2/5   epoch 99/120   F1 0.7608314024063977   accuracy 0.7956948640483383   precision 0.7522573015220073   recall 0.7741708447230049
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deviation 2/5   epoch 100/120   F1 0.7554959542443267   accuracy 0.790785498489426   precision 0.7474393253805018   recall 0.7678779680641723
deviation 2/5   epoch 101/120   F1 0.7565679753856436   accuracy 0.7888972809667674   precision 0.7511620732208968   recall 0.7637588717107595
deviation 2/5   epoch 102/120   F1 0.7555145501524907   accuracy 0.7892749244712991   precision 0.7488764911559029   recall 0.7649639791538934
deviation 2/5   epoch 103/120   F1 0.7564603963659858   accuracy 0.7892749244712991   precision 0.7505887494858083   recall 0.764467586311688
deviation 2/5   epoch 104/120   F1 0.7575091575091575   accuracy 0.7915407854984894   precision 0.750287947346771   recall 0.7680632654859458
deviation 2/5   epoch 105/120   F1 0.7532567754865445   accuracy 0.7896525679758308   precision 0.7445932743726862   recall 0.7671173982046079
deviation 2/5   epoch 106/120   F1 0.7561791077409418   accuracy 0.7862537764350453   precision 0.7531777046482928   recall 0.7596975171086117
deviation 2/5   epoch 107/120   F1 0.7536365495305584   accuracy 0.7881419939577039   precision 0.7466011929247223   recall 0.76391574440746
deviation 2/5   epoch 108/120   F1 0.7537835002996832   accuracy 0.7900302114803626   precision 0.7451614561908679   recall 0.7675228925397253
deviation 2/5   epoch 109/120   F1 0.750029046125247   accuracy 0.783987915407855   precision 0.7440610859728507   recall 0.7583213601532567
deviation 2/5   epoch 110/120   F1 0.7561083438946035   accuracy 0.7922960725075529   precision 0.747143665158371   recall 0.7705572755417956
deviation 2/5   epoch 111/120   F1 0.7498447768467646   accuracy 0.7809667673716012   precision 0.7466500411353352   recall 0.7536546286675181
deviation 2/5   epoch 112/120   F1 0.7593334576923298   accuracy 0.7911631419939577   precision 0.7540004113533525   recall 0.7663656002399544
deviation 2/5   epoch 113/120   F1 0.7497551657339647   accuracy 0.7877643504531722   precision 0.7403254833401892   recall 0.7657045888666545
deviation 2/5   epoch 114/120   F1 0.7536414307025581   accuracy 0.7817220543806647   precision 0.7532085561497326   recall 0.7540845520988393
deviation 2/5   epoch 115/120   F1 0.7550725247004415   accuracy 0.7881419939577039   precision 0.7491695804195804   recall 0.7631585021060527
deviation 2/5   epoch 116/120   F1 0.7480347911341293   accuracy 0.7836102719033232   precision 0.7409245166598109   recall 0.7586218197498922
deviation 2/5   epoch 117/120   F1 0.7502983864232157   accuracy 0.7885196374622356   precision 0.7406057178116001   recall 0.7669096592399922
deviation 2/5   epoch 118/120   F1 0.7504238457468229   accuracy 0.779833836858006   precision 0.7489407651172357   recall 0.7520330229165297
deviation 2/5   epoch 119/120   F1 0.7516729926702008   accuracy 0.7832326283987915   precision 0.7477761209378857   recall 0.7564911216147163
deviation 2/5   epoch 120/120   F1 0.7502732294305721   accuracy 0.7832326283987915   precision 0.7452077334430276   recall 0.7569652686286079

deviation 3/5   epoch 1/120   F1 0.44184182791472604   accuracy 0.6567220543806647   precision 0.5054967091731798   recall 0.5271169242964724
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deviation 3/5   epoch 2/120   F1 0.4673457569836469   accuracy 0.6635196374622356   precision 0.5182923693953105   recall 0.5710776784621647
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deviation 3/5   epoch 3/120   F1 0.5049811890982451   accuracy 0.6737160120845922   precision 0.5384846770876183   recall 0.6111754788589083
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deviation 3/5   epoch 4/120   F1 0.5432085594002802   accuracy 0.6891993957703928   precision 0.562921637186343   recall 0.6519730132093076
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deviation 3/5   epoch 5/120   F1 0.5946961571001931   accuracy 0.7122356495468278   precision 0.5990076100370219   recall 0.6953206230377911
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deviation 3/5   epoch 6/120   F1 0.6435718646085714   accuracy 0.7318731117824774   precision 0.6365436034553682   recall 0.7147811141441714
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deviation 3/5   epoch 7/120   F1 0.6449777822447078   accuracy 0.7360271903323263   precision 0.6379422048539696   recall 0.7263005777299294
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deviation 3/5   epoch 8/120   F1 0.6716627351357891   accuracy 0.7522658610271903   precision 0.6603763883175648   recall 0.7496318350621078
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deviation 3/5   epoch 9/120   F1 0.6809040582948556   accuracy 0.7579305135951662   precision 0.6683283628136569   recall 0.7571281860961958
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deviation 3/5   epoch 10/120   F1 0.6847760657652397   accuracy 0.7598187311178247   precision 0.6717400246812012   recall 0.7584459198043858
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deviation 3/5   epoch 11/120   F1 0.6971982877485483   accuracy 0.7651057401812689   precision 0.6831190867955574   recall 0.7597413016603518
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deviation 3/5   epoch 12/120   F1 0.6992776479707983   accuracy 0.7658610271903323   precision 0.6851115795968737   recall 0.7595163691280731
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deviation 3/5   epoch 13/120   F1 0.7008167279065385   accuracy 0.7681268882175226   precision 0.6862376593994242   recall 0.764948355571161
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deviation 3/5   epoch 14/120   F1 0.700596034924623   accuracy 0.7669939577039275   precision 0.6862453722747841   recall 0.7614840542986752
deviation 3/5   epoch 15/120   F1 0.7042075033249858   accuracy 0.7700151057401813   precision 0.6893639448786508   recall 0.7666362580784125
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deviation 3/5   epoch 16/120   F1 0.7050960104902013   accuracy 0.7658610271903323   precision 0.6913898601398601   recall 0.7526892122619253
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deviation 3/5   epoch 17/120   F1 0.7031165918592126   accuracy 0.7662386706948641   precision 0.6891042780748663   recall 0.7560076293433875
deviation 3/5   epoch 18/120   F1 0.7035521878591028   accuracy 0.7658610271903323   precision 0.6896776018099547   recall 0.7543867815556912
deviation 3/5   epoch 19/120   F1 0.7077933521810315   accuracy 0.7685045317220544   precision 0.6936548745372275   recall 0.7573404497923227
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deviation 3/5   epoch 20/120   F1 0.7065126929756284   accuracy 0.7685045317220544   precision 0.6922279925956396   recall 0.7588400852657023
deviation 3/5   epoch 21/120   F1 0.7081431535269709   accuracy 0.7688821752265861   precision 0.6939376799670918   recall 0.7580528188286809
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deviation 3/5   epoch 22/120   F1 0.7085212575205884   accuracy 0.770392749244713   precision 0.6939273961332785   recall 0.762182829336114
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deviation 3/5   epoch 23/120   F1 0.7140439468691926   accuracy 0.7722809667673716   precision 0.6996220691073632   recall 0.7612165941251918
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deviation 3/5   epoch 24/120   F1 0.7079127696967051   accuracy 0.7700151057401813   precision 0.6933592143150967   recall 0.7617679228225089
deviation 3/5   epoch 25/120   F1 0.71597600297268   accuracy 0.7722809667673716   precision 0.7019050802139037   recall 0.759024317440266
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deviation 3/5   epoch 26/120   F1 0.7117071908091923   accuracy 0.7719033232628398   precision 0.6970562525709585   recall 0.7628903637392601
deviation 3/5   epoch 27/120   F1 0.7152575958787941   accuracy 0.7722809667673716   precision 0.701048951048951   recall 0.7598233234625943
deviation 3/5   epoch 28/120   F1 0.7166197321920135   accuracy 0.7753021148036254   precision 0.7015991361579597   recall 0.7672016560818841
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deviation 3/5   epoch 29/120   F1 0.7184491360579778   accuracy 0.7741691842900302   precision 0.7041752365281777   recall 0.7616198053071108
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deviation 3/5   epoch 30/120   F1 0.7196259283343029   accuracy 0.775679758308157   precision 0.7050210818593171   recall 0.7646311192524158
update
deviation 3/5   epoch 31/120   F1 0.717507494372553   accuracy 0.7734138972809668   precision 0.7033242492801316   recall 0.7605293933554051
deviation 3/5   epoch 32/120   F1 0.7192531514702376   accuracy 0.7768126888217523   precision 0.7041572398190045   recall 0.7685115444342158
deviation 3/5   epoch 33/120   F1 0.7206878180810592   accuracy 0.7768126888217523   precision 0.7058694981489099   recall 0.7667106327029036
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deviation 3/5   epoch 34/120   F1 0.7178166997472458   accuracy 0.7760574018126888   precision 0.7027354997943233   recall 0.7680137140526555
deviation 3/5   epoch 35/120   F1 0.7196199633699634   accuracy 0.7764350453172205   precision 0.7047305635540929   recall 0.7668918918918919
deviation 3/5   epoch 36/120   F1 0.7274801545486478   accuracy 0.7787009063444109   precision 0.7135618058412176   recall 0.7642584462683718
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deviation 3/5   epoch 37/120   F1 0.7206861853446092   accuracy 0.7760574018126888   precision 0.7061600164541341   recall 0.7644829812550145
deviation 3/5   epoch 38/120   F1 0.7255683853570888   accuracy 0.7783232628398792   precision 0.7112813656931304   recall 0.7653349336945177
deviation 3/5   epoch 39/120   F1 0.7216171219588903   accuracy 0.7760574018126888   precision 0.7073015220074044   recall 0.7634070727438591
deviation 3/5   epoch 40/120   F1 0.7225560186807828   accuracy 0.7768126888217523   precision 0.7081525092554504   recall 0.7644883772021165
deviation 3/5   epoch 41/120   F1 0.7206878180810592   accuracy 0.7768126888217523   precision 0.7058694981489099   recall 0.7667106327029036
deviation 3/5   epoch 42/120   F1 0.7226610958844006   accuracy 0.7764350453172205   precision 0.7084404566022213   recall 0.7632963435664111
deviation 3/5   epoch 43/120   F1 0.72491150439372   accuracy 0.7764350453172205   precision 0.7112942204853969   recall 0.7608691511952337
deviation 3/5   epoch 44/120   F1 0.7268536396438333   accuracy 0.7775679758308157   precision 0.71328414232826   recall 0.7618723498954756
deviation 3/5   epoch 45/120   F1 0.7299919057280115   accuracy 0.7802114803625377   precision 0.7161199095022625   recall 0.765646577740699
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deviation 3/5   epoch 46/120   F1 0.7207994564071323   accuracy 0.775679758308157   precision 0.7064479638009049   recall 0.7632622885787442
deviation 3/5   epoch 47/120   F1 0.7301314411339024   accuracy 0.7805891238670695   precision 0.7161173385438091   recall 0.7665271585121773
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deviation 3/5   epoch 48/120   F1 0.7278839043899843   accuracy 0.779833836858006   precision 0.7135540929658577   recall 0.7669565573711219
deviation 3/5   epoch 49/120   F1 0.7294962619339987   accuracy 0.7794561933534743   precision 0.7158396750308516   recall 0.7641401985306842
deviation 3/5   epoch 50/120   F1 0.7270827685913075   accuracy 0.7794561933534743   precision 0.7127005347593582   recall 0.7668085655314758
deviation 3/5   epoch 51/120   F1 0.7248587531751538   accuracy 0.7775679758308157   precision 0.7107157548334019   recall 0.764014283056748
deviation 3/5   epoch 52/120   F1 0.7316976867104408   accuracy 0.7802114803625377   precision 0.718402920608803   recall 0.7638501939663874
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deviation 3/5   epoch 53/120   F1 0.7303276077389964   accuracy 0.7817220543806647   precision 0.7158242492801317   recall 0.7694858559009721
deviation 3/5   epoch 54/120   F1 0.7324096788581623   accuracy 0.7809667673716012   precision 0.7189685314685315   recall 0.7650958665338645
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deviation 3/5   epoch 55/120   F1 0.7346121312549206   accuracy 0.7828549848942599   precision 0.7209533113944879   recall 0.7677840173055367
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deviation 3/5   epoch 56/120   F1 0.7359501687961897   accuracy 0.7836102719033232   precision 0.7223750514191691   recall 0.7683648576847151
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deviation 3/5   epoch 57/120   F1 0.7358927735708641   accuracy 0.783987915407855   precision 0.7220871040723982   recall 0.7694458740778864
deviation 3/5   epoch 58/120   F1 0.7351778545941123   accuracy 0.7832326283987915   precision 0.7215214932126697   recall 0.7681866284860557
deviation 3/5   epoch 59/120   F1 0.7344028853203433   accuracy 0.7828549848942599   precision 0.7206679350061703   recall 0.7680110257008743
deviation 3/5   epoch 60/120   F1 0.7360574231986213   accuracy 0.7828549848942599   precision 0.7229509461127108   recall 0.7662675064383777
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deviation 3/5   epoch 61/120   F1 0.7281055126394909   accuracy 0.779833836858006   precision 0.7138394693541752   recall 0.7667030073229094
deviation 3/5   epoch 62/120   F1 0.7326321098144869   accuracy 0.7820996978851964   precision 0.718675442204854   recall 0.7679032498104257
deviation 3/5   epoch 63/120   F1 0.7371743334735221   accuracy 0.7851208459214502   precision 0.7232208967503085   recall 0.7711117113333494
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deviation 3/5   epoch 64/120   F1 0.7353437950091242   accuracy 0.7820996978851964   precision 0.7223853352529823   recall 0.7650467475860168
deviation 3/5   epoch 65/120   F1 0.739169762737824   accuracy 0.7854984894259819   precision 0.7257867132867133   recall 0.7699325030428956
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deviation 3/5   epoch 66/120   F1 0.7434528682932154   accuracy 0.7854984894259819   precision 0.7320649938296997   recall 0.7657574901074053
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deviation 3/5   epoch 67/120   F1 0.7404398366450744   accuracy 0.7847432024169184   precision 0.7280748663101604   recall 0.766707554288841
deviation 3/5   epoch 68/120   F1 0.7437924585713749   accuracy 0.7862537764350453   precision 0.7320598519127931   recall 0.7672410475048481
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deviation 3/5   epoch 69/120   F1 0.7417660851608119   accuracy 0.7851208459214502   precision 0.7297845536816125   recall 0.7663805468316327
deviation 3/5   epoch 70/120   F1 0.742864849636454   accuracy 0.7858761329305136   precision 0.7309209173179761   recall 0.7671882378751427
deviation 3/5   epoch 71/120   F1 0.7448856601700544   accuracy 0.7870090634441088   precision 0.7331962155491567   recall 0.7680473302835797
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deviation 3/5   epoch 72/120   F1 0.7421489719155627   accuracy 0.7851208459214502   precision 0.7303553064582476   recall 0.766028902759561
deviation 3/5   epoch 73/120   F1 0.7427185419273912   accuracy 0.7851208459214502   precision 0.7312114356232003   recall 0.7655181703775054
deviation 3/5   epoch 74/120   F1 0.744275050520325   accuracy 0.7877643504531722   precision 0.7317641916906623   recall 0.7704940168272982
deviation 3/5   epoch 75/120   F1 0.7461492914785178   accuracy 0.7881419939577039   precision 0.7343300082270671   recall 0.7696025325984794
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deviation 3/5   epoch 76/120   F1 0.7465218003352914   accuracy 0.7881419939577039   precision 0.7349007610037022   recall 0.769254089815705
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deviation 3/5   epoch 77/120   F1 0.7454152798458439   accuracy 0.7877643504531722   precision 0.7334764500205677   recall 0.7693788561936402
deviation 3/5   epoch 78/120   F1 0.7452595382348126   accuracy 0.7870090634441088   precision 0.7337669683257919   recall 0.767706566798568
deviation 3/5   epoch 79/120   F1 0.7472272707366209   accuracy 0.7892749244712991   precision 0.7351784245166598   recall 0.771342548647366
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deviation 3/5   epoch 80/120   F1 0.750863406508903   accuracy 0.790785498489426   precision 0.7397341628959276   recall 0.7715562933193547
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deviation 3/5   epoch 81/120   F1 0.7515493465464282   accuracy 0.7896525679758308   precision 0.7417395104895105   recall 0.7683941720954495
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deviation 3/5   epoch 82/120   F1 0.7467071268331418   accuracy 0.7881419939577039   precision 0.7351861373920198   recall 0.7690832130379374
deviation 3/5   epoch 83/120   F1 0.7472401844242735   accuracy 0.7888972809667674   precision 0.7354663718634307   recall 0.7704044463635256
deviation 3/5   epoch 84/120   F1 0.7486965303111546   accuracy 0.7896525679758308   precision 0.7371734882764295   recall 0.7708582443144241
deviation 3/5   epoch 85/120   F1 0.7510390735707285   accuracy 0.7904078549848943   precision 0.740307486631016   recall 0.7705168602737149
deviation 3/5   epoch 86/120   F1 0.7483439974814547   accuracy 0.7873867069486404   precision 0.7383304195804196   recall 0.7659666110782363
deviation 3/5   epoch 87/120   F1 0.747434971590522   accuracy 0.7885196374622356   precision 0.7360396955985191   recall 0.7693165151070696
deviation 3/5   epoch 88/120   F1 0.7499557001080597   accuracy 0.7888972809667674   precision 0.7397470176881942   recall 0.7680088376353936
deviation 3/5   epoch 89/120   F1 0.7479888911467859   accuracy 0.7877643504531722   precision 0.7374717194570135   recall 0.7670894201741907
deviation 3/5   epoch 90/120   F1 0.7531287674933056   accuracy 0.7904078549848943   precision 0.7437320032908268   recall 0.768798675315488
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deviation 3/5   epoch 91/120   F1 0.7522681863257985   accuracy 0.7904078549848943   precision 0.742305121349239   recall 0.7694790596668504
deviation 3/5   epoch 92/120   F1 0.7492314380752418   accuracy 0.7877643504531722   precision 0.7394693541752365   recall 0.7660991043752767
deviation 3/5   epoch 93/120   F1 0.7488857278330963   accuracy 0.7885196374622356   precision 0.7383227067050596   recall 0.7680465433683796
deviation 3/5   epoch 94/120   F1 0.751734818316228   accuracy 0.7900302114803626   precision 0.7417369395310571   recall 0.7690762362637362
deviation 3/5   epoch 95/120   F1 0.7530654904951912   accuracy 0.7892749244712991   precision 0.7445958453311394   recall 0.7664788148529911
deviation 3/5   epoch 96/120   F1 0.7500871278000125   accuracy 0.7873867069486404   precision 0.7411841834635953   recall 0.764678518905155
deviation 3/5   epoch 97/120   F1 0.7520819693773355   accuracy 0.7900302114803626   precision 0.7423076923076923   recall 0.76879770012663
deviation 3/5   epoch 98/120   F1 0.7508914158505935   accuracy 0.7866314199395771   precision 0.7431869600987249   recall 0.7626597107244385
deviation 3/5   epoch 99/120   F1 0.7521568454724139   accuracy 0.7881419939577039   precision 0.7440328054298643   recall 0.7648130672620281
deviation 3/5   epoch 100/120   F1 0.7526887568201432   accuracy 0.7866314199395771   precision 0.746326100370218   recall 0.761670195485888
deviation 3/5   epoch 101/120   F1 0.7543868747818282   accuracy 0.7892749244712991   precision 0.74687885643768   recall 0.7656210668990222
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deviation 3/5   epoch 102/120   F1 0.7569262617894343   accuracy 0.7892749244712991   precision 0.751444878650761   recall 0.7642418871564318
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deviation 3/5   epoch 103/120   F1 0.758560884543835   accuracy 0.7900302114803626   precision 0.753722747840395   recall 0.7647863743198429
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deviation 3/5   epoch 104/120   F1 0.7566620517938977   accuracy 0.7930513595166163   precision 0.747423899629782   recall 0.7717482154151983
deviation 3/5   epoch 105/120   F1 0.7591808414816832   accuracy 0.7911631419939577   precision 0.753715034965035   recall 0.7664398748595207
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deviation 3/5   epoch 106/120   F1 0.7570278761282601   accuracy 0.7915407854984894   precision 0.7494318181818183   recall 0.7683678408918025
deviation 3/5   epoch 107/120   F1 0.755136298094256   accuracy 0.7873867069486404   precision 0.7500308515014398   recall 0.7618371164316575
deviation 3/5   epoch 108/120   F1 0.7544396328780538   accuracy 0.7881419939577039   precision 0.7480280748663102   recall 0.7634781890295486
deviation 3/5   epoch 109/120   F1 0.7573342028587781   accuracy 0.7888972809667674   precision 0.7525889551624846   recall 0.7634223835426366
deviation 3/5   epoch 110/120   F1 0.756549231262753   accuracy 0.7900302114803626   precision 0.7500128547922666   recall 0.7657816843089185
deviation 3/5   epoch 111/120   F1 0.7605361813675829   accuracy 0.7911631419939577   precision 0.7562834224598931   recall 0.7658298482566617
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deviation 3/5   epoch 112/120   F1 0.7572232621228543   accuracy 0.7904078549848943   precision 0.7508664129987659   recall 0.7661037899411693
deviation 3/5   epoch 113/120   F1 0.758145966447791   accuracy 0.7892749244712991   precision 0.7537278897573015   recall 0.7637113043942978
deviation 3/5   epoch 114/120   F1 0.7591995489538379   accuracy 0.7885196374622356   precision 0.7565867955573837   recall 0.7621924948245604
deviation 3/5   epoch 115/120   F1 0.758504252883707   accuracy 0.7896525679758308   precision 0.7540106951871658   recall 0.7641840143269023
deviation 3/5   epoch 116/120   F1 0.7608452724371101   accuracy 0.7904078549848943   precision 0.7577154463183875   recall 0.7645218025777688
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deviation 3/5   epoch 117/120   F1 0.7604894005362139   accuracy 0.7892749244712991   precision 0.7582939119703825   recall 0.7629483740103383
deviation 3/5   epoch 118/120   F1 0.7598187511143789   accuracy 0.7904078549848943   precision 0.7557178116001645   recall 0.7648885633915344
deviation 3/5   epoch 119/120   F1 0.7618166884015245   accuracy 0.7877643504531722   precision 0.7628702180172768   recall 0.7608189909162566
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deviation 3/5   epoch 120/120   F1 0.7614926382602363   accuracy 0.790785498489426   precision 0.7585690045248868   recall 0.7648888537715971

deviation 4/5   epoch 1/120   F1 0.4299391834665141   accuracy 0.6555891238670695   precision 0.5009383998354586   recall 0.5056220445758822
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deviation 4/5   epoch 2/120   F1 0.46223598345771133   accuracy 0.6627643504531722   precision 0.5160145002056767   recall 0.5660819473434346
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deviation 4/5   epoch 3/120   F1 0.5238133833139151   accuracy 0.6782477341389728   precision 0.5490127519539284   recall 0.6228192243267621
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deviation 4/5   epoch 4/120   F1 0.5891491491491492   accuracy 0.695619335347432   precision 0.5914155697243932   recall 0.6519919637513892
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deviation 4/5   epoch 5/120   F1 0.6257953212312997   accuracy 0.7133685800604229   precision 0.6209738790621144   recall 0.6788433562300518
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deviation 4/5   epoch 6/120   F1 0.6510740501454576   accuracy 0.7273413897280967   precision 0.6428527354997944   recall 0.6979938354089832
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deviation 4/5   epoch 7/120   F1 0.6664407267666801   accuracy 0.7382930513595166   precision 0.6564762443438914   recall 0.714164755518139
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deviation 4/5   epoch 8/120   F1 0.6773670286473696   accuracy 0.7469788519637462   precision 0.6661199095022624   recall 0.7276784298525344
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deviation 4/5   epoch 9/120   F1 0.6864685895040539   accuracy 0.7530211480362538   precision 0.6743546894282189   recall 0.7357212374000696
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deviation 4/5   epoch 10/120   F1 0.6968789843827919   accuracy 0.7594410876132931   precision 0.6840137803373098   recall 0.7432638425687934
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deviation 4/5   epoch 11/120   F1 0.6974855849544646   accuracy 0.7598187311178247   precision 0.6845819621554916   recall 0.7437008448658025
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deviation 4/5   epoch 12/120   F1 0.705813403370628   accuracy 0.7647280966767371   precision 0.6925390785684904   recall 0.7488256866254948
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deviation 4/5   epoch 13/120   F1 0.7162105729965447   accuracy 0.7700151057401813   precision 0.7030620115178938   recall 0.7526859661119976
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deviation 4/5   epoch 14/120   F1 0.7011146122372196   accuracy 0.7643504531722054   precision 0.6874048745372274   recall 0.7526839414160673
deviation 4/5   epoch 15/120   F1 0.7109905124573456   accuracy 0.7692598187311178   precision 0.6970742492801316   recall 0.7559503685876968
deviation 4/5   epoch 16/120   F1 0.7143313649955789   accuracy 0.7707703927492447   precision 0.7004884821061291   recall 0.7565857823600977
deviation 4/5   epoch 17/120   F1 0.7194611173492362   accuracy 0.7722809667673716   precision 0.7061857260386672   recall 0.7554176078525356
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deviation 4/5   epoch 18/120   F1 0.724947474911469   accuracy 0.7753021148036254   precision 0.7118726861373921   recall 0.7578828168088527
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deviation 4/5   epoch 19/120   F1 0.7218995433789954   accuracy 0.7741691842900302   precision 0.7084558823529412   recall 0.7579404466501241
deviation 4/5   epoch 20/120   F1 0.72671711394017   accuracy 0.777190332326284   precision 0.7132867132867133   recall 0.7610159359416049
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deviation 4/5   epoch 21/120   F1 0.7272083171272693   accuracy 0.7779456193353474   precision 0.7135669477581242   recall 0.7625085718439024
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deviation 4/5   epoch 22/120   F1 0.7296361153011117   accuracy 0.779833836858006   precision 0.7158371040723982   recall 0.7650069012213859
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deviation 4/5   epoch 23/120   F1 0.7285698792693891   accuracy 0.7787009063444109   precision 0.7149886877828054   recall 0.7630987776676577
deviation 4/5   epoch 24/120   F1 0.7300525678963913   accuracy 0.7809667673716012   precision 0.7158293911970383   recall 0.7676646420201827
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deviation 4/5   epoch 25/120   F1 0.7354873155021269   accuracy 0.7809667673716012   precision 0.723249177293295   recall 0.7620919668593332
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deviation 4/5   epoch 26/120   F1 0.7334527367328592   accuracy 0.7809667673716012   precision 0.7203954134101194   recall 0.764033264033264
deviation 4/5   epoch 27/120   F1 0.735235685624981   accuracy 0.7828549848942599   precision 0.7218094405594406   recall 0.7671187017922728
deviation 4/5   epoch 28/120   F1 0.7350545579216563   accuracy 0.783987915407855   precision 0.720945598519128   recall 0.7703887237088427
deviation 4/5   epoch 29/120   F1 0.7361547357490978   accuracy 0.7820996978851964   precision 0.7235268408062525   recall 0.7642533936651583
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deviation 4/5   epoch 30/120   F1 0.7353941053621564   accuracy 0.7817220543806647   precision 0.7226732825997533   recall 0.764041826717883
deviation 4/5   epoch 31/120   F1 0.738663129092848   accuracy 0.7862537764350453   precision 0.7246400658165364   recall 0.7725432399132862
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deviation 4/5   epoch 32/120   F1 0.7382513464094361   accuracy 0.7847432024169184   precision 0.7249357260386673   recall 0.7689151308752474
deviation 4/5   epoch 33/120   F1 0.737380839011746   accuracy 0.7836102719033232   precision 0.724372686137392   recall 0.7668690996852656
deviation 4/5   epoch 34/120   F1 0.7397296677454231   accuracy 0.7858761329305136   precision 0.726354895104895   recall 0.770332799840336
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deviation 4/5   epoch 35/120   F1 0.737282553377665   accuracy 0.7843655589123867   precision 0.7237967914438503   recall 0.7689474428164589
deviation 4/5   epoch 36/120   F1 0.7401709685198737   accuracy 0.7854984894259819   precision 0.7272135952283012   recall 0.7688821752265862
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deviation 4/5   epoch 37/120   F1 0.7432977403343783   accuracy 0.7847432024169184   precision 0.7323555121349239   recall 0.7641490132809577
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deviation 4/5   epoch 38/120   F1 0.7417385612565259   accuracy 0.7854984894259819   precision 0.7294966063348416   recall 0.7673285117470015
deviation 4/5   epoch 39/120   F1 0.7426737614871359   accuracy 0.7858761329305136   precision 0.7306355409296585   recall 0.7673670641795104
deviation 4/5   epoch 40/120   F1 0.7452595382348126   accuracy 0.7870090634441088   precision 0.7337669683257919   recall 0.767706566798568
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deviation 4/5   epoch 41/120   F1 0.7454669460000707   accuracy 0.7862537764350453   precision 0.7346282394076511   recall 0.7657726134311842
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deviation 4/5   epoch 42/120   F1 0.7431987014036945   accuracy 0.7866314199395771   precision 0.7309157754010696   recall 0.7687218903310593
deviation 4/5   epoch 43/120   F1 0.7464928588126594   accuracy 0.7888972809667674   precision 0.7343248663101605   recall 0.7711267946053078
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deviation 4/5   epoch 44/120   F1 0.7463482213409093   accuracy 0.7877643504531722   precision 0.7349033319621555   recall 0.7685122327529204
deviation 4/5   epoch 45/120   F1 0.7450564439161422   accuracy 0.7873867069486404   precision 0.7331936445907035   recall 0.7687992081502439
deviation 4/5   epoch 46/120   F1 0.7443393042519832   accuracy 0.7866314199395771   precision 0.732628033730975   recall 0.7676443683922126
deviation 4/5   epoch 47/120   F1 0.7469005790665273   accuracy 0.7877643504531722   precision 0.7357594611271082   recall 0.768018728956229
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deviation 4/5   epoch 48/120   F1 0.7446576621094823   accuracy 0.7877643504531722   precision 0.7323349444672974   recall 0.7701129842180774
deviation 4/5   epoch 49/120   F1 0.7478062271588983   accuracy 0.7881419939577039   precision 0.7368983957219251   recall 0.7681038238924722
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deviation 4/5   epoch 50/120   F1 0.7463721496914922   accuracy 0.7866314199395771   precision 0.735767174002468   recall 0.7658751644432847
deviation 4/5   epoch 51/120   F1 0.7435814378134598   accuracy 0.7866314199395771   precision 0.7314865281777047   recall 0.7683535815273881
deviation 4/5   epoch 52/120   F1 0.7463663560848761   accuracy 0.7870090634441088   precision 0.7354792266556972   recall 0.7667365600792125
deviation 4/5   epoch 53/120   F1 0.7479888911467859   accuracy 0.7877643504531722   precision 0.7374717194570135   recall 0.7670894201741907
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deviation 4/5   epoch 54/120   F1 0.7473837368912315   accuracy 0.7900302114803626   precision 0.7348879062114356   recall 0.77308106169297
deviation 4/5   epoch 55/120   F1 0.744940176983329   accuracy 0.7892749244712991   precision 0.731753907856849   recall 0.7737046978235522
deviation 4/5   epoch 56/120   F1 0.7438613666941221   accuracy 0.7881419939577039   precision 0.7309054915672563   recall 0.7718872769571801
deviation 4/5   epoch 57/120   F1 0.7447289177147063   accuracy 0.7862537764350453   precision 0.7334867338543809   recall 0.7664036374303315
deviation 4/5   epoch 58/120   F1 0.7485242983441052   accuracy 0.7888972809667674   precision 0.7374640065816537   recall 0.7692264810495181
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deviation 4/5   epoch 59/120   F1 0.7488793146746824   accuracy 0.7896525679758308   precision 0.7374588646647471   recall 0.7706882163348712
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deviation 4/5   epoch 60/120   F1 0.7470888321217679   accuracy 0.7858761329305136   precision 0.7374845742492802   recall 0.7636700784327998
deviation 4/5   epoch 61/120   F1 0.7446576621094823   accuracy 0.7877643504531722   precision 0.7323349444672974   recall 0.7701129842180774
deviation 4/5   epoch 62/120   F1 0.7461742444557382   accuracy 0.7873867069486404   precision 0.7349059029206089   recall 0.7677780000249113
deviation 4/5   epoch 63/120   F1 0.7483369895491274   accuracy 0.7892749244712991   precision 0.7368906828465652   recall 0.7702874743326489
deviation 4/5   epoch 64/120   F1 0.7501434476919586   accuracy 0.7904078549848943   precision 0.7388806046894283   recall 0.7713213098119089
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deviation 4/5   epoch 65/120   F1 0.7442490696815611   accuracy 0.7881419939577039   precision 0.7314762443438914   recall 0.7714827068666716
deviation 4/5   epoch 66/120   F1 0.7528400316332176   accuracy 0.7922960725075529   precision 0.7417215137803373   recall 0.7733179261326473
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deviation 4/5   epoch 67/120   F1 0.748688897431188   accuracy 0.7900302114803626   precision 0.7368855409296586   recall 0.7717812276008129
deviation 4/5   epoch 68/120   F1 0.7519362300623655   accuracy 0.7911631419939577   precision 0.7411584738790621   recall 0.7714748262601341
deviation 4/5   epoch 69/120   F1 0.7530229692145147   accuracy 0.7926737160120846   precision 0.741718942821884   recall 0.7740505448204348
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deviation 4/5   epoch 70/120   F1 0.7499639964240976   accuracy 0.7900302114803626   precision 0.7388831756478815   recall 0.7705923466713263
deviation 4/5   epoch 71/120   F1 0.7519450613835483   accuracy 0.7922960725075529   precision 0.7402946318387496   recall 0.7741713112349663
deviation 4/5   epoch 72/120   F1 0.7495744278418763   accuracy 0.7915407854984894   precision 0.7371606334841629   recall 0.7746691916485036
deviation 4/5   epoch 73/120   F1 0.7485131366239928   accuracy 0.7896525679758308   precision 0.7368881118881119   recall 0.7710304909302297
deviation 4/5   epoch 74/120   F1 0.7512210078470104   accuracy 0.790785498489426   precision 0.7403049156725627   recall 0.7712328210604513
deviation 4/5   epoch 75/120   F1 0.7501419170790915   accuracy 0.7896525679758308   precision 0.73945649938297   recall 0.7695588942872957
deviation 4/5   epoch 76/120   F1 0.7524645878463985   accuracy 0.7911631419939577   precision 0.7420146030440148   recall 0.7710126266134145
deviation 4/5   epoch 77/120   F1 0.7529996005264129   accuracy 0.7915407854984894   precision 0.7425827848621966   recall 0.771413490275944
deviation 4/5   epoch 78/120   F1 0.7475869549331606   accuracy 0.7896525679758308   precision 0.7354612299465241   recall 0.7719255467051462
deviation 4/5   epoch 79/120   F1 0.7530094528755339   accuracy 0.7919184290030211   precision 0.7422948375154257   recall 0.772274935772289
deviation 4/5   epoch 80/120   F1 0.7539153651627468   accuracy 0.7930513595166163   precision 0.742857877416701   recall 0.7741143560219148
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deviation 4/5   epoch 81/120   F1 0.7544415646654046   accuracy 0.7930513595166163   precision 0.7437140065816537   recall 0.7736299738767733
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deviation 4/5   epoch 82/120   F1 0.7563898377040726   accuracy 0.7941842900302115   precision 0.7459893048128342   recall 0.7745136012337046
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deviation 4/5   epoch 83/120   F1 0.7575768978087414   accuracy 0.7941842900302115   precision 0.7479869395310572   recall 0.773491211418599
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deviation 4/5   epoch 84/120   F1 0.7545823950902368   accuracy 0.7896525679758308   precision 0.7468762854792266   recall 0.7662319343853689
deviation 4/5   epoch 85/120   F1 0.7571894474362467   accuracy 0.793429003021148   precision 0.7479920814479638   recall 0.7721495907204097
deviation 4/5   epoch 86/120   F1 0.7594100043776675   accuracy 0.7964501510574018   precision 0.7491130193336075   recall 0.7770504470849944
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deviation 4/5   epoch 87/120   F1 0.7570930596475323   accuracy 0.7945619335347432   precision 0.7468428630193336   recall 0.7747596153846154
deviation 4/5   epoch 88/120   F1 0.7573261837486087   accuracy 0.7930513595166163   precision 0.7485654051830523   recall 0.7712373193284855
deviation 4/5   epoch 89/120   F1 0.758131413677297   accuracy 0.7949395770392749   precision 0.7482671740024681   recall 0.7747147159961737
deviation 4/5   epoch 90/120   F1 0.7574742454444127   accuracy 0.7953172205438066   precision 0.7468377211024271   recall 0.776174121153022
deviation 4/5   epoch 91/120   F1 0.7569952226440777   accuracy 0.7930513595166163   precision 0.7479946524064172   recall 0.7714888826343935
deviation 4/5   epoch 92/120   F1 0.7578540946962   accuracy 0.7960725075528701   precision 0.7468325791855204   recall 0.7776177753102698
deviation 4/5   epoch 93/120   F1 0.7553749750298449   accuracy 0.7953172205438066   precision 0.7434132044426163   recall 0.778239659099258
deviation 4/5   epoch 94/120   F1 0.7523016598298629   accuracy 0.7919184290030211   precision 0.7411533319621555   recall 0.7729192413753472
deviation 4/5   epoch 95/120   F1 0.7508635636617789   accuracy 0.7911631419939577   precision 0.7394462155491568   recall 0.7724570057813192
deviation 4/5   epoch 96/120   F1 0.754976695436   accuracy 0.793429003021148   precision 0.7442821883998355   recall 0.7740284263827633
deviation 4/5   epoch 97/120   F1 0.7543970983788216   accuracy 0.7919184290030211   precision 0.7445778486219663   recall 0.7710873800932538
deviation 4/5   epoch 98/120   F1 0.755268186679088   accuracy 0.7922960725075529   precision 0.7457167832167833   recall 0.7712127016558123
deviation 4/5   epoch 99/120   F1 0.7538945295100129   accuracy 0.7922960725075529   precision 0.7434337721102426   recall 0.7723656164513596
deviation 4/5   epoch 100/120   F1 0.7569658953614863   accuracy 0.7926737160120846   precision 0.748282599753188   recall 0.7707117002526394
deviation 4/5   epoch 101/120   F1 0.7542413780302186   accuracy 0.7922960725075529   precision 0.7440045248868778   recall 0.7720650837196102
deviation 4/5   epoch 102/120   F1 0.7499639964240976   accuracy 0.7900302114803626   precision 0.7388831756478815   recall 0.7705923466713263
deviation 4/5   epoch 103/120   F1 0.7504904095875566   accuracy 0.7919184290030211   precision 0.7382995680789799   recall 0.7746847381479991
deviation 4/5   epoch 104/120   F1 0.7553884309138192   accuracy 0.7915407854984894   precision 0.7465780542986425   recall 0.7695019318580962
deviation 4/5   epoch 105/120   F1 0.7493849874513947   accuracy 0.7870090634441088   precision 0.7403306252570958   recall 0.7643913531676109
deviation 4/5   epoch 106/120   F1 0.7511901779002756   accuracy 0.7892749244712991   precision 0.7414567050596462   recall 0.7678536796833111
deviation 4/5   epoch 107/120   F1 0.7524794920143757   accuracy 0.7919184290030211   precision 0.7414387083504731   recall 0.7727549308128698
deviation 4/5   epoch 108/120   F1 0.7559414286240955   accuracy 0.7922960725075529   precision 0.7468582887700534   recall 0.7706844495564145
deviation 4/5   epoch 109/120   F1 0.7548075743978426   accuracy 0.7904078549848943   precision 0.7465857671740025   recall 0.767583422784012
deviation 4/5   epoch 110/120   F1 0.7566057702013534   accuracy 0.7922960725075529   precision 0.7479997943233238   recall 0.7701873009559715
deviation 4/5   epoch 111/120   F1 0.7556911507063188   accuracy 0.7911631419939577   precision 0.7474367544220486   recall 0.7685068746246733
deviation 4/5   epoch 112/120   F1 0.7532406338364395   accuracy 0.7858761329305136   precision 0.7480435006170301   recall 0.7601186965621134
deviation 4/5   epoch 113/120   F1 0.7535368167442155   accuracy 0.7888972809667674   precision 0.7457399218428631   recall 0.7654170962065123
deviation 4/5   epoch 114/120   F1 0.7542830172682551   accuracy 0.7900302114803626   precision 0.7460175853558206   recall 0.767177618628806
deviation 4/5   epoch 115/120   F1 0.7531268304221179   accuracy 0.7862537764350453   precision 0.7474701768819416   recall 0.7608033597507282
deviation 4/5   epoch 116/120   F1 0.7473821849815871   accuracy 0.783987915407855   precision 0.7394950637597697   recall 0.7596844335414807
deviation 4/5   epoch 117/120   F1 0.7500524162863875   accuracy 0.7866314199395771   precision 0.741760078157137   recall 0.7631794376633326
deviation 4/5   epoch 118/120   F1 0.7528856743476788   accuracy 0.7870090634441088   precision 0.7463235294117647   recall 0.762245992817728
deviation 4/5   epoch 119/120   F1 0.7515040000536246   accuracy 0.7885196374622356   precision 0.7426033525298231   recall 0.7660188372335597
deviation 4/5   epoch 120/120   F1 0.7511006708436849   accuracy 0.7836102719033232   precision 0.7463466680378446   recall 0.7572655384220909

deviation 5/5   epoch 1/120   F1 0.41330084065087513   accuracy 0.6559667673716012   precision 0.4960844302756067   recall 0.46371541737395394
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deviation 5/5   epoch 2/120   F1 0.45900794420125457   accuracy 0.6597432024169184   precision 0.5131813039901275   recall 0.5530724738946469
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deviation 5/5   epoch 3/120   F1 0.5258604066443453   accuracy 0.6759818731117825   precision 0.5490281777046483   recall 0.6157757338433051
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deviation 5/5   epoch 4/120   F1 0.5974714967253131   accuracy 0.7050604229607251   precision 0.5990564582476348   recall 0.6717455042675609
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deviation 5/5   epoch 5/120   F1 0.6500550017833342   accuracy 0.7341389728096677   precision 0.641950329082682   recall 0.7157474161342634
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deviation 5/5   epoch 6/120   F1 0.6864685895040539   accuracy 0.7530211480362538   precision 0.6743546894282189   recall 0.7357212374000696
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deviation 5/5   epoch 7/120   F1 0.7049073652044042   accuracy 0.7651057401812689   precision 0.6913950020567667   recall 0.7507680181090586
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deviation 5/5   epoch 8/120   F1 0.7109044999000877   accuracy 0.7707703927492447   precision 0.6964932126696832   recall 0.7604342103581788
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deviation 5/5   epoch 9/120   F1 0.7219937761317896   accuracy 0.7737915407854985   precision 0.7087438296997121   recall 0.7568636678200692
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deviation 5/5   epoch 10/120   F1 0.7256981075508466   accuracy 0.7787009063444109   precision 0.711278794734677   recall 0.7662582133461204
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deviation 5/5   epoch 11/120   F1 0.7272145932340107   accuracy 0.779833836858006   precision 0.712697963800905   recall 0.7677346148711788
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deviation 5/5   epoch 12/120   F1 0.7312607302035672   accuracy 0.7824773413897281   precision 0.7166752365281777   recall 0.7705484289328043
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deviation 5/5   epoch 13/120   F1 0.7266675179840805   accuracy 0.7802114803625377   precision 0.711839263677499   recall 0.7694931773879142
deviation 5/5   epoch 14/120   F1 0.7364583077331474   accuracy 0.7843655589123867   precision 0.72265528589058   recall 0.7698467226120953
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deviation 5/5   epoch 15/120   F1 0.7394932515842672   accuracy 0.7843655589123867   precision 0.7269359317153434   recall 0.7666835857218282
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deviation 5/5   epoch 16/120   F1 0.7411205094591171   accuracy 0.7877643504531722   precision 0.7271981694775813   recall 0.7738963067653513
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deviation 5/5   epoch 17/120   F1 0.744940176983329   accuracy 0.7892749244712991   precision 0.731753907856849   recall 0.7737046978235522
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deviation 5/5   epoch 18/120   F1 0.7440259840692909   accuracy 0.7885196374622356   precision 0.7309029206088029   recall 0.7726996696463273
deviation 5/5   epoch 19/120   F1 0.743310794487934   accuracy 0.7843655589123867   precision 0.7326434594816947   recall 0.763288406409597
deviation 5/5   epoch 20/120   F1 0.7422844220765534   accuracy 0.7881419939577039   precision 0.7286224804607158   recall 0.7736054927244937
deviation 5/5   epoch 21/120   F1 0.7454942328216252   accuracy 0.7896525679758308   precision 0.7323220896750309   recall 0.7741012895324544
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deviation 5/5   epoch 22/120   F1 0.7456603142553693   accuracy 0.7900302114803626   precision 0.7323195187165775   recall 0.7749244712990937
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deviation 5/5   epoch 23/120   F1 0.7467419275225988   accuracy 0.7911631419939577   precision 0.7331679350061703   recall 0.7767665254499139
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deviation 5/5   epoch 24/120   F1 0.7505012230916848   accuracy 0.7911631419939577   precision 0.7388754627725216   recall 0.7728019431115769
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deviation 5/5   epoch 25/120   F1 0.7482757761177738   accuracy 0.7911631419939577   precision 0.7354509461127108   recall 0.7750644816128851
deviation 5/5   epoch 26/120   F1 0.7508574984217795   accuracy 0.7919184290030211   precision 0.738870320855615   recall 0.7743134671523418
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deviation 5/5   epoch 27/120   F1 0.7526582010767002   accuracy 0.7941842900302115   precision 0.7399964006581654   recall 0.7782187550061658
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deviation 5/5   epoch 28/120   F1 0.7522964449305515   accuracy 0.7938066465256798   precision 0.7397135952283012   recall 0.7776259215588189
deviation 5/5   epoch 29/120   F1 0.7541106086527454   accuracy 0.7941842900302115   precision 0.7422794117647059   recall 0.7766893407058827
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deviation 5/5   epoch 30/120   F1 0.7515843848936266   accuracy 0.7919184290030211   precision 0.7400118264088853   recall 0.7735984326448313
deviation 5/5   epoch 31/120   F1 0.7544610468481248   accuracy 0.7938066465256798   precision 0.743138111888112   recall 0.7754120799114683
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deviation 5/5   epoch 32/120   F1 0.7524842467713891   accuracy 0.793429003021148   precision 0.7402869189633896   recall 0.7764561073204135
deviation 5/5   epoch 33/120   F1 0.7533877650395895   accuracy 0.793429003021148   precision 0.7417138009049774   recall 0.7755385768514713
deviation 5/5   epoch 34/120   F1 0.7599831963353028   accuracy 0.7953172205438066   precision 0.7511183669271904   recall 0.7740231394200556
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deviation 5/5   epoch 35/120   F1 0.7512041132219622   accuracy 0.7930513595166163   precision 0.7385772315919374   recall 0.7768382144551212
deviation 5/5   epoch 36/120   F1 0.7548134842679923   accuracy 0.7938066465256798   precision 0.7437088646647471   recall 0.775074867675736
deviation 5/5   epoch 37/120   F1 0.7526622266785139   accuracy 0.7922960725075529   precision 0.7414361373920197   recall 0.7734841866154115
deviation 5/5   epoch 38/120   F1 0.752486074966608   accuracy 0.7926737160120846   precision 0.7408628136569313   recall 0.7745685047481512
deviation 5/5   epoch 39/120   F1 0.7583478219358482   accuracy 0.7956948640483383   precision 0.7479766556972439   recall 0.7762574226657224
deviation 5/5   epoch 40/120   F1 0.7608314024063977   accuracy 0.7956948640483383   precision 0.7522573015220073   recall 0.7741708447230049
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deviation 5/5   epoch 41/120   F1 0.7607060737200406   accuracy 0.7960725075528701   precision 0.7516839777869189   recall 0.7750825430277486
deviation 5/5   epoch 42/120   F1 0.758438241196862   accuracy 0.7945619335347432   precision 0.7491258741258742   recall 0.7736175115207373
deviation 5/5   epoch 43/120   F1 0.7600494560704842   accuracy 0.7960725075528701   precision 0.7505424722336487   recall 0.7756255603668936
deviation 5/5   epoch 44/120   F1 0.7618268675069992   accuracy 0.797583081570997   precision 0.7522444467297409   recall 0.7774979282334407
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deviation 5/5   epoch 45/120   F1 0.7573024891774891   accuracy 0.7953172205438066   precision 0.7465523447141095   recall 0.7763341401567543
deviation 5/5   epoch 46/120   F1 0.7590936147186147   accuracy 0.7968277945619335   precision 0.7482543192102016   recall 0.7782417012448133
deviation 5/5   epoch 47/120   F1 0.7659327645272507   accuracy 0.7987160120845922   precision 0.7585150143973673   recall 0.7766660682213862
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deviation 5/5   epoch 48/120   F1 0.7611025253013082   accuracy 0.7968277945619335   precision 0.7516788358700124   recall 0.7764214556790459
deviation 5/5   epoch 49/120   F1 0.7658820209144515   accuracy 0.7994712990936556   precision 0.7576537433155079   recall 0.778284895122857
deviation 5/5   epoch 50/120   F1 0.7614296163914485   accuracy 0.7968277945619335   precision 0.7522495886466474   recall 0.7761469180973826
deviation 5/5   epoch 51/120   F1 0.7665441811957923   accuracy 0.7987160120845922   precision 0.7596565199506375   recall 0.7762368756645504
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deviation 5/5   epoch 52/120   F1 0.7599404158086835   accuracy 0.7968277945619335   precision 0.7496812011517894   recall 0.7774465410601796
deviation 5/5   epoch 53/120   F1 0.7593840425338579   accuracy 0.7960725075528701   precision 0.7494009666803785   recall 0.7762008889040741
deviation 5/5   epoch 54/120   F1 0.7628012596871372   accuracy 0.797583081570997   precision 0.7539567050596463   recall 0.7766771516361874
deviation 5/5   epoch 55/120   F1 0.7646939063134389   accuracy 0.800226586102719   precision 0.7547948375154256   recall 0.7809992691835768
deviation 5/5   epoch 56/120   F1 0.7582326127612201   accuracy 0.7968277945619335   precision 0.7468274372686138   recall 0.7790912658614224
deviation 5/5   epoch 57/120   F1 0.7644531844824232   accuracy 0.7994712990936556   precision 0.7550853558206498   recall 0.7794780736130564
deviation 5/5   epoch 58/120   F1 0.7617537311858178   accuracy 0.7987160120845922   precision 0.7510952283011108   recall 0.7802115946706834
deviation 5/5   epoch 59/120   F1 0.7628787147042725   accuracy 0.7983383685800605   precision 0.7533808103661044   recall 0.7782907517845847
deviation 5/5   epoch 60/120   F1 0.7589413174943918   accuracy 0.7972054380664653   precision 0.7476809954751131   recall 0.779310407311973
deviation 5/5   epoch 61/120   F1 0.7649308898204088   accuracy 0.8009818731117825   precision 0.7545043192102017   recall 0.7825664530833989
deviation 5/5   epoch 62/120   F1 0.763344341200721   accuracy 0.7998489425981873   precision 0.7527997737556562   recall 0.7813902243589743
deviation 5/5   epoch 63/120   F1 0.765978280027432   accuracy 0.800226586102719   precision 0.7570778486219663   recall 0.7798543256263053
deviation 5/5   epoch 64/120   F1 0.7637274896991618   accuracy 0.7987160120845922   precision 0.7545197449609213   recall 0.7784066661464013
deviation 5/5   epoch 65/120   F1 0.7647921675462297   accuracy 0.7972054380664653   precision 0.7579545454545454   recall 0.7744262216615212
deviation 5/5   epoch 66/120   F1 0.7606652205350688   accuracy 0.797583081570997   precision 0.750246812011518   recall 0.7785485347985348
deviation 5/5   epoch 67/120   F1 0.7642087396117603   accuracy 0.7987160120845922   precision 0.755375874125874   recall 0.7780015602970862
deviation 5/5   epoch 68/120   F1 0.7652055011876928   accuracy 0.7990936555891238   precision 0.7568001851090087   recall 0.7780120406476232
deviation 5/5   epoch 69/120   F1 0.7678005784785544   accuracy 0.8009818731117825   precision 0.7596410941999177   recall 0.7799975324506994
update
deviation 5/5   epoch 70/120   F1 0.7670685632331535   accuracy 0.8013595166163142   precision 0.757926264911559   recall 0.7814519929975761
deviation 5/5   epoch 71/120   F1 0.7623623435128943   accuracy 0.800226586102719   precision 0.7507995680789799   recall 0.7833299569345784
deviation 5/5   epoch 72/120   F1 0.7671269017676545   accuracy 0.8006042296072508   precision 0.7587875359934183   recall 0.7797267704894344
deviation 5/5   epoch 73/120   F1 0.76717764271651   accuracy 0.8009818731117825   precision 0.7584995886466475   recall 0.7805117485532704
deviation 5/5   epoch 74/120   F1 0.7667508888882935   accuracy 0.8013595166163142   precision 0.7573555121349238   recall 0.7817365606529694
deviation 5/5   epoch 75/120   F1 0.7676456215101994   accuracy 0.8009818731117825   precision 0.7593557178116002   recall 0.7801231521109063
deviation 5/5   epoch 76/120   F1 0.7639605863430436   accuracy 0.7979607250755287   precision 0.7556663924310982   recall 0.776568480554561
deviation 5/5   epoch 77/120   F1 0.76566038461828   accuracy 0.800226586102719   precision 0.756507095845331   recall 0.7801283405643644
deviation 5/5   epoch 78/120   F1 0.7652055011876928   accuracy 0.7990936555891238   precision 0.7568001851090087   recall 0.7780120406476232
deviation 5/5   epoch 79/120   F1 0.7677962641283356   accuracy 0.8021148036253777   precision 0.7584918757712875   recall 0.7825233579206181
deviation 5/5   epoch 80/120   F1 0.7645378775813558   accuracy 0.797583081570997   precision 0.7570958453311394   recall 0.7753546567979558
deviation 5/5   epoch 81/120   F1 0.7619212367685899   accuracy 0.7987160120845922   precision 0.7513806046894282   recall 0.7800495787169538
deviation 5/5   epoch 82/120   F1 0.7670685632331535   accuracy 0.8013595166163142   precision 0.757926264911559   recall 0.7814519929975761
deviation 5/5   epoch 83/120   F1 0.766704966949915   accuracy 0.8009818731117825   precision 0.7576434594816948   recall 0.780918191788694
deviation 5/5   epoch 84/120   F1 0.7637079441849607   accuracy 0.800226586102719   precision 0.7530825791855205   recall 0.7819456567425696
deviation 5/5   epoch 85/120   F1 0.7668630502352677   accuracy 0.8009818731117825   precision 0.7579288358700123   recall 0.780780708290915
deviation 5/5   epoch 86/120   F1 0.7656151883175011   accuracy 0.7998489425981873   precision 0.756795043192102   recall 0.7793242502544828
deviation 5/5   epoch 87/120   F1 0.7651795570270101   accuracy 0.800226586102719   precision 0.7556509666803783   recall 0.7805545465125712
deviation 5/5   epoch 88/120   F1 0.7648429766744715   accuracy 0.7987160120845922   precision 0.7565173796791445   recall 0.7774890405387084
deviation 5/5   epoch 89/120   F1 0.7639605863430436   accuracy 0.7979607250755287   precision 0.7556663924310982   recall 0.776568480554561
deviation 5/5   epoch 90/120   F1 0.7614730194250816   accuracy 0.7956948640483383   precision 0.7533988070752777   recall 0.7736892526527339
deviation 5/5   epoch 91/120   F1 0.7662119807531012   accuracy 0.797583081570997   precision 0.7602349856026327   recall 0.7742559100453837
deviation 5/5   epoch 92/120   F1 0.763344341200721   accuracy 0.7998489425981873   precision 0.7527997737556562   recall 0.7813902243589743
deviation 5/5   epoch 93/120   F1 0.7625574429304111   accuracy 0.7968277945619335   precision 0.7542472233648705   recall 0.7752482026703185
deviation 5/5   epoch 94/120   F1 0.7625574429304111   accuracy 0.7968277945619335   precision 0.7542472233648705   recall 0.7752482026703185
deviation 5/5   epoch 95/120   F1 0.7612663429086607   accuracy 0.7968277945619335   precision 0.7519642122583299   recall 0.7762831843438401
deviation 5/5   epoch 96/120   F1 0.7613323288850624   accuracy 0.797583081570997   precision 0.7513883175647882   recall 0.7779356921957432
deviation 5/5   epoch 97/120   F1 0.761271163405179   accuracy 0.7990936555891238   precision 0.7499511517893871   recall 0.7816212317398521
deviation 5/5   epoch 98/120   F1 0.7634039771179515   accuracy 0.7987160120845922   precision 0.7539489921842863   recall 0.7786867785587575
deviation 5/5   epoch 99/120   F1 0.7608659419495912   accuracy 0.7945619335347432   precision 0.7534065199506377   recall 0.7718142182290504
deviation 5/5   epoch 100/120   F1 0.7645309427237745   accuracy 0.800226586102719   precision 0.7545094611271081   recall 0.7811516841367587
deviation 5/5   epoch 101/120   F1 0.7643228151019322   accuracy 0.7983383685800605   precision 0.7559491978609625   recall 0.777090761321855
deviation 5/5   epoch 102/120   F1 0.7616320928973397   accuracy 0.7956948640483383   precision 0.7536841834635952   recall 0.7735735866868785
deviation 5/5   epoch 103/120   F1 0.762451300978837   accuracy 0.7990936555891238   precision 0.75194878650761   recall 0.7804429945054945
deviation 5/5   epoch 104/120   F1 0.7620575531723708   accuracy 0.7983383685800605   precision 0.7519539284245167   recall 0.7790281846938805
deviation 5/5   epoch 105/120   F1 0.7650002206165776   accuracy 0.7987160120845922   precision 0.756802756067462   recall 0.7773657666288325
deviation 5/5   epoch 106/120   F1 0.7635550087803716   accuracy 0.7960725075528701   precision 0.7568207527766351   recall 0.773018970545229
deviation 5/5   epoch 107/120   F1 0.7615976177602805   accuracy 0.7941842900302115   precision 0.7551213492389963   recall 0.7706171667856372
deviation 5/5   epoch 108/120   F1 0.7575363219544917   accuracy 0.7904078549848943   precision 0.7514371657754011   recall 0.7659361053422297
deviation 5/5   epoch 109/120   F1 0.7600293852428281   accuracy 0.7941842900302115   precision 0.7522675853558207   recall 0.7716272039674702
deviation 5/5   epoch 110/120   F1 0.7608314024063977   accuracy 0.7956948640483383   precision 0.7522573015220073   recall 0.7741708447230049
deviation 5/5   epoch 111/120   F1 0.7632823209185836   accuracy 0.7919184290030211   precision 0.7608443027560674   recall 0.7660413636134196
deviation 5/5   epoch 112/120   F1 0.7629311602715503   accuracy 0.7949395770392749   precision 0.756828465651995   recall 0.7712473737980565
deviation 5/5   epoch 113/120   F1 0.7633473600152507   accuracy 0.7956948640483383   precision 0.7568233237350884   recall 0.7724225175234243
deviation 5/5   epoch 114/120   F1 0.7648282774457935   accuracy 0.7964501510574018   precision 0.7588158165364047   recall 0.7729549695745865
deviation 5/5   epoch 115/120   F1 0.764852993726592   accuracy 0.7956948640483383   precision 0.7596770876182641   recall 0.7715615717952803
deviation 5/5   epoch 116/120   F1 0.7633471284596665   accuracy 0.7938066465256798   precision 0.758833813245578   recall 0.7690181303191845
deviation 5/5   epoch 117/120   F1 0.7686209841211604   accuracy 0.7987160120845922   precision 0.7636517893870836   recall 0.774959697825861
update
deviation 5/5   epoch 118/120   F1 0.7637900274771783   accuracy 0.7930513595166163   precision 0.76055121349239   recall 0.7676045924564572
deviation 5/5   epoch 119/120   F1 0.7655871423819111   accuracy 0.7956948640483383   precision 0.7611039695598519   recall 0.7711944516209142
deviation 5/5   epoch 120/120   F1 0.7617795537864753   accuracy 0.790785498489426   precision 0.759139757301522   recall 0.7648012315969777

