deviation 1/5   epoch 1/120   F1 0.46365143586950325   accuracy 0.6476586102719033   precision 0.5084121760592349   recall 0.5248101045064992
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deviation 1/5   epoch 2/120   F1 0.4998617870188313   accuracy 0.6529456193353474   precision 0.5266402714932127   recall 0.5583335092571091
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deviation 1/5   epoch 3/120   F1 0.5619646359390051   accuracy 0.6744712990936556   precision 0.5684440559440559   recall 0.612498573801042
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deviation 1/5   epoch 4/120   F1 0.6103019721804251   accuracy 0.6903323262839879   precision 0.6065765117235705   recall 0.6403507583965331
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deviation 1/5   epoch 5/120   F1 0.636279597087167   accuracy 0.7145015105740181   precision 0.6298128342245989   recall 0.6774263827394758
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deviation 1/5   epoch 6/120   F1 0.6536322212481791   accuracy 0.7288519637462235   precision 0.6451254627725216   recall 0.7000148820596771
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deviation 1/5   epoch 7/120   F1 0.6757706576197203   accuracy 0.7416918429003021   precision 0.6652997737556561   recall 0.7160312345649975
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deviation 1/5   epoch 8/120   F1 0.6858592988831839   accuracy 0.7496223564954683   precision 0.6743778280542987   recall 0.7276088005201451
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deviation 1/5   epoch 9/120   F1 0.6964513769703584   accuracy 0.7586858006042296   precision 0.6837335458658989   recall 0.7416499077307512
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deviation 1/5   epoch 10/120   F1 0.7083898075359176   accuracy 0.7643504531722054   precision 0.6956807897984368   recall 0.7454592363261094
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deviation 1/5   epoch 11/120   F1 0.704271736718125   accuracy 0.763595166163142   precision 0.6911199095022624   recall 0.747296267834985
deviation 1/5   epoch 12/120   F1 0.7048119807001864   accuracy 0.7647280966767371   precision 0.6913975730152201   recall 0.7498240315442857
deviation 1/5   epoch 13/120   F1 0.706745137972   accuracy 0.7673716012084593   precision 0.6928064582476348   recall 0.7552170539469922
deviation 1/5   epoch 14/120   F1 0.7193755894914213   accuracy 0.7734138972809668   precision 0.7056072603866721   recall 0.758508612859327
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deviation 1/5   epoch 15/120   F1 0.7224764517989325   accuracy 0.774546827794562   precision 0.709024064171123   recall 0.7583544055412956
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deviation 1/5   epoch 16/120   F1 0.7223465975401742   accuracy 0.7741691842900302   precision 0.7090266351295763   recall 0.7574965795074491
deviation 1/5   epoch 17/120   F1 0.720039339655778   accuracy 0.7726586102719033   precision 0.706753907856849   recall 0.7558344467773748
deviation 1/5   epoch 18/120   F1 0.7262792497824445   accuracy 0.7726586102719033   precision 0.7150298231180584   recall 0.7504769177784765
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deviation 1/5   epoch 19/120   F1 0.7264155229395326   accuracy 0.7775679758308157   precision 0.7127133895516249   recall 0.7623292313179953
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deviation 1/5   epoch 20/120   F1 0.7255335871756778   accuracy 0.774546827794562   precision 0.713019333607569   recall 0.7554620916004998
deviation 1/5   epoch 21/120   F1 0.7264530726457761   accuracy 0.7753021148036254   precision 0.713870320855615   recall 0.7564826326876843
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deviation 1/5   epoch 22/120   F1 0.725393517812005   accuracy 0.7741691842900302   precision 0.7130219045660222   recall 0.7546719205281729
deviation 1/5   epoch 23/120   F1 0.7273013195725933   accuracy 0.7764350453172205   precision 0.7144333607568902   recall 0.7585078290623721
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deviation 1/5   epoch 24/120   F1 0.728857094262736   accuracy 0.777190332326284   precision 0.7161404771698889   recall 0.7589358589358589
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deviation 1/5   epoch 25/120   F1 0.7299142688361471   accuracy 0.7805891238670695   precision 0.7158319621554916   recall 0.766768989018619
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deviation 1/5   epoch 26/120   F1 0.7309197782984674   accuracy 0.779833836858006   precision 0.7175493624023036   recall 0.7636586066924194
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deviation 1/5   epoch 27/120   F1 0.7339698620148701   accuracy 0.7802114803625377   precision 0.7215420608802963   recall 0.761644359696852
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deviation 1/5   epoch 28/120   F1 0.7319699854663654   accuracy 0.779833836858006   precision 0.7189762443438914   recall 0.7626058792107918
deviation 1/5   epoch 29/120   F1 0.7330556691008319   accuracy 0.7794561933534743   precision 0.72069107363225   recall 0.7606393315196269
deviation 1/5   epoch 30/120   F1 0.7285770496002717   accuracy 0.7775679758308157   precision 0.7155671534348005   recall 0.7601490054025124
deviation 1/5   epoch 31/120   F1 0.7327408484391084   accuracy 0.7802114803625377   precision 0.7198298025503909   recall 0.7628108978693584
deviation 1/5   epoch 32/120   F1 0.7334793808927755   accuracy 0.7775679758308157   precision 0.7224161867544221   recall 0.7558953831546114
deviation 1/5   epoch 33/120   F1 0.7311178805501708   accuracy 0.775679758308157   precision 0.7201460304401481   recall 0.7535210433598318
deviation 1/5   epoch 34/120   F1 0.729570206425562   accuracy 0.7790785498489426   precision 0.7161276223776224   recall 0.7630617521543042
deviation 1/5   epoch 35/120   F1 0.7297141993044004   accuracy 0.775679758308157   precision 0.7181483957219251   recall 0.7546029021688251
deviation 1/5   epoch 36/120   F1 0.7296415031222123   accuracy 0.7787009063444109   precision 0.7164155697243932   recall 0.7620051045816734
deviation 1/5   epoch 37/120   F1 0.7318428665375807   accuracy 0.7805891238670695   precision 0.7184003496503497   recall 0.7646899593456986
deviation 1/5   epoch 38/120   F1 0.7354873155021269   accuracy 0.7809667673716012   precision 0.723249177293295   recall 0.7620919668593332
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deviation 1/5   epoch 39/120   F1 0.7323851786518196   accuracy 0.779833836858006   precision 0.7195469971205266   recall 0.7622022130364194
deviation 1/5   epoch 40/120   F1 0.7387168172994921   accuracy 0.7820996978851964   precision 0.7272367338543809   recall 0.7619327564861964
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deviation 1/5   epoch 41/120   F1 0.7324965691736954   accuracy 0.7790785498489426   precision 0.7201228918140683   recall 0.76022924573821
deviation 1/5   epoch 42/120   F1 0.7339092552025441   accuracy 0.7790785498489426   precision 0.7221205265322912   recall 0.7589872201575729
deviation 1/5   epoch 43/120   F1 0.7341723156532989   accuracy 0.7802114803625377   precision 0.7218274372686138   recall 0.7614582291676136
deviation 1/5   epoch 44/120   F1 0.7399013173798975   accuracy 0.7813444108761329   precision 0.729524886877828   recall 0.7592958066579679
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deviation 1/5   epoch 45/120   F1 0.7392924755676704   accuracy 0.7820996978851964   precision 0.7280928630193335   recall 0.7614505630518626
deviation 1/5   epoch 46/120   F1 0.7370236084130188   accuracy 0.7832326283987915   precision 0.7240898807075278   recall 0.7662613981762918
deviation 1/5   epoch 47/120   F1 0.7361997027182801   accuracy 0.7817220543806647   precision 0.7238147881530235   recall 0.7632764773483336
deviation 1/5   epoch 48/120   F1 0.7375839004421426   accuracy 0.7817220543806647   precision 0.7258124228712464   recall 0.7620262945140706
deviation 1/5   epoch 49/120   F1 0.7411396079691462   accuracy 0.7828549848942599   precision 0.7303707322089674   recall 0.7616557710347748
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deviation 1/5   epoch 50/120   F1 0.7392658235638019   accuracy 0.7824773413897281   precision 0.7278049156725628   recall 0.7623410460244853
deviation 1/5   epoch 51/120   F1 0.7397247845153485   accuracy 0.783987915407855   precision 0.7275092554504319   recall 0.7655280434965254
deviation 1/5   epoch 52/120   F1 0.7415266731604945   accuracy 0.7824773413897281   precision 0.7312294323323735   recall 0.7605273753762105
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deviation 1/5   epoch 53/120   F1 0.742448186504479   accuracy 0.7820996978851964   precision 0.7329442616207322   recall 0.7590684019669023
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deviation 1/5   epoch 54/120   F1 0.7409853634902496   accuracy 0.7820996978851964   precision 0.7306612505141916   recall 0.7601172032138469
deviation 1/5   epoch 55/120   F1 0.7415384886043364   accuracy 0.7820996978851964   precision 0.7315173796791443   recall 0.7597092471183192
deviation 1/5   epoch 56/120   F1 0.7420861217527521   accuracy 0.7820996978851964   precision 0.732373508844097   recall 0.7593189520684276
deviation 1/5   epoch 57/120   F1 0.741869305660849   accuracy 0.7832326283987915   precision 0.7312242904154669   recall 0.7619168268390704
deviation 1/5   epoch 58/120   F1 0.7417362148121758   accuracy 0.7813444108761329   precision 0.7323786507610037   recall 0.75800116603762
deviation 1/5   epoch 59/120   F1 0.7409698955760436   accuracy 0.7824773413897281   precision 0.7303733031674208   recall 0.760952880191042
deviation 1/5   epoch 60/120   F1 0.7420548693772127   accuracy 0.7832326283987915   precision 0.7315096668037844   recall 0.761771246675097
deviation 1/5   epoch 61/120   F1 0.7433216268191021   accuracy 0.783987915407855   precision 0.7329314068284656   recall 0.7624449986819961
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deviation 1/5   epoch 62/120   F1 0.7436974563192713   accuracy 0.7832326283987915   precision 0.7340780542986425   recall 0.7605511675824176
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deviation 1/5   epoch 63/120   F1 0.7415384886043364   accuracy 0.7820996978851964   precision 0.7315173796791443   recall 0.7597092471183192
deviation 1/5   epoch 64/120   F1 0.745088235004604   accuracy 0.7820996978851964   precision 0.7372249074454957   recall 0.7574254525367375
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deviation 1/5   epoch 65/120   F1 0.7450745250411067   accuracy 0.7817220543806647   precision 0.7375128547922666   recall 0.7567306944120229
deviation 1/5   epoch 66/120   F1 0.7451221329255209   accuracy 0.7836102719033232   precision 0.7360731180584121   recall 0.7603521103298881
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deviation 1/5   epoch 67/120   F1 0.7435200409590116   accuracy 0.7820996978851964   precision 0.7346565199506376   recall 0.7583620116808094
deviation 1/5   epoch 68/120   F1 0.7466690933867213   accuracy 0.7832326283987915   precision 0.7389294529000412   recall 0.7586651748064897
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deviation 1/5   epoch 69/120   F1 0.7417416571985884   accuracy 0.7802114803625377   precision 0.7332424928013164   recall 0.7557544901232793
deviation 1/5   epoch 70/120   F1 0.7435121317106443   accuracy 0.7836102719033232   precision 0.733504730563554   recall 0.7614831070552273
deviation 1/5   epoch 71/120   F1 0.742273634998659   accuracy 0.7805891238670695   precision 0.7338106746194981   recall 0.7561689859560987
deviation 1/5   epoch 72/120   F1 0.7444073773242197   accuracy 0.7843655589123867   precision 0.7343557178116001   recall 0.762436059011046
deviation 1/5   epoch 73/120   F1 0.7451221329255209   accuracy 0.7836102719033232   precision 0.7360731180584121   recall 0.7603521103298881
deviation 1/5   epoch 74/120   F1 0.7506294236124864   accuracy 0.7836102719033232   precision 0.7454905388728919   recall 0.7574414521287531
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deviation 1/5   epoch 75/120   F1 0.7506136952989393   accuracy 0.7851208459214502   precision 0.7440533730974908   recall 0.7600214340253169
deviation 1/5   epoch 76/120   F1 0.7506731702845574   accuracy 0.7858761329305136   precision 0.7434774784039491   recall 0.7613623113410953
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deviation 1/5   epoch 77/120   F1 0.7518476058776351   accuracy 0.7862537764350453   precision 0.745187165775401   recall 0.7614232887339194
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deviation 1/5   epoch 78/120   F1 0.7551560924736358   accuracy 0.7888972809667674   precision 0.7485936857260387   recall 0.7644676246448608
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deviation 1/5   epoch 79/120   F1 0.7548260646549505   accuracy 0.7873867069486404   precision 0.7494600987248046   recall 0.761971536278252
deviation 1/5   epoch 80/120   F1 0.7547295610289975   accuracy 0.7866314199395771   precision 0.7500359934183463   recall 0.760759926400354
deviation 1/5   epoch 81/120   F1 0.7576698770656602   accuracy 0.7881419939577039   precision 0.754020979020979   recall 0.7620880917218132
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deviation 1/5   epoch 82/120   F1 0.7547295610289975   accuracy 0.7866314199395771   precision 0.7500359934183463   recall 0.760759926400354
deviation 1/5   epoch 83/120   F1 0.7580981332503395   accuracy 0.7911631419939577   precision 0.751717400246812   recall 0.7670064653100629
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deviation 1/5   epoch 84/120   F1 0.7594699897956028   accuracy 0.7870090634441088   precision 0.7588800904977375   recall 0.7600783122572113
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deviation 1/5   epoch 85/120   F1 0.7561020539743943   accuracy 0.7888972809667674   precision 0.7503059440559441   recall 0.7639802012815482
deviation 1/5   epoch 86/120   F1 0.7589194979376006   accuracy 0.7904078549848943   precision 0.7540055532702592   recall 0.7652638898864081
deviation 1/5   epoch 87/120   F1 0.755873160424445   accuracy 0.7896525679758308   precision 0.7491592965857672   recall 0.7654614307383097
deviation 1/5   epoch 88/120   F1 0.7558518440603925   accuracy 0.7881419939577039   precision 0.7505964623611683   recall 0.7627959409954739
deviation 1/5   epoch 89/120   F1 0.7588626834381551   accuracy 0.7900302114803626   precision 0.75429350061703   recall 0.7646577189827897
deviation 1/5   epoch 90/120   F1 0.7605544375976652   accuracy 0.7904078549848943   precision 0.7571446935417523   recall 0.764618905413405
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deviation 1/5   epoch 91/120   F1 0.7599887017796805   accuracy 0.7888972809667674   precision 0.7577257301522007   recall 0.7625329737565236
deviation 1/5   epoch 92/120   F1 0.7643426707399161   accuracy 0.7922960725075529   precision 0.7625539901275196   recall 0.7663003796728972
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deviation 1/5   epoch 93/120   F1 0.7622704559362263   accuracy 0.7904078549848943   precision 0.7605692102015631   recall 0.7641262842150595
deviation 1/5   epoch 94/120   F1 0.7605974842767296   accuracy 0.7915407854984894   precision 0.7559954751131222   recall 0.7664290607072524
deviation 1/5   epoch 95/120   F1 0.7577641031984086   accuracy 0.7854984894259819   precision 0.7571781160016454   recall 0.7583684602033226
deviation 1/5   epoch 96/120   F1 0.7593600397995726   accuracy 0.7858761329305136   precision 0.7600293089263678   recall 0.7587138233644615
deviation 1/5   epoch 97/120   F1 0.756781516289776   accuracy 0.7828549848942599   precision 0.7583376182640889   recall 0.7553494273042672
deviation 1/5   epoch 98/120   F1 0.75669499578   accuracy 0.7843655589123867   precision 0.7563296997120527   recall 0.7570674401740392
deviation 1/5   epoch 99/120   F1 0.7616146362712357   accuracy 0.7892749244712991   precision 0.760576923076923   recall 0.7627092065121318
deviation 1/5   epoch 100/120   F1 0.7605011394663226   accuracy 0.7851208459214502   precision 0.7634589675030852   recall 0.7579689367387666
deviation 1/5   epoch 101/120   F1 0.7582907787426048   accuracy 0.7847432024169184   precision 0.759180892636775   recall 0.7574414946321133
deviation 1/5   epoch 102/120   F1 0.7644515349286922   accuracy 0.7915407854984894   precision 0.7637006375976965   recall 0.7652315012347595
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deviation 1/5   epoch 103/120   F1 0.7616321235584338   accuracy 0.7870090634441088   precision 0.7634461127108186   recall 0.7599811236502395
deviation 1/5   epoch 104/120   F1 0.7533227904599956   accuracy 0.7783232628398792   precision 0.7566562114356232   recall 0.7505472855327759
deviation 1/5   epoch 105/120   F1 0.7548172849918515   accuracy 0.7813444108761329   precision 0.7560648909913616   recall 0.7536508839987598
deviation 1/5   epoch 106/120   F1 0.7587561414838199   accuracy 0.7862537764350453   precision 0.758314479638009   recall 0.75920813995186
deviation 1/5   epoch 107/120   F1 0.7587824687305835   accuracy 0.7851208459214502   precision 0.7597490744549569   recall 0.7578637902266122
deviation 1/5   epoch 108/120   F1 0.7579123909600742   accuracy 0.7820996978851964   precision 0.7617672768408063   recall 0.7547770541254543
deviation 1/5   epoch 109/120   F1 0.7606932585360302   accuracy 0.7858761329305136   precision 0.7628830728095435   recall 0.7587403076132799
deviation 1/5   epoch 110/120   F1 0.7475039266884762   accuracy 0.7696374622356495   precision 0.7552884615384616   recall 0.7425759263602252
deviation 1/5   epoch 111/120   F1 0.755844192942517   accuracy 0.7805891238670695   precision 0.7592091731797614   recall 0.7530394817336199
deviation 1/5   epoch 112/120   F1 0.7554276416715853   accuracy 0.7794561933534743   precision 0.7597876388317565   recall 0.751990673200414
deviation 1/5   epoch 113/120   F1 0.7528771204732378   accuracy 0.7760574018126888   precision 0.758669271904566   recall 0.7486876555271098
deviation 1/5   epoch 114/120   F1 0.7398227271783728   accuracy 0.7586858006042296   precision 0.753080008227067   recall 0.7342904234461789
deviation 1/5   epoch 115/120   F1 0.7458968371169263   accuracy 0.7669939577039275   precision 0.7553064582476348   recall 0.7405598301856512
deviation 1/5   epoch 116/120   F1 0.7414615872970681   accuracy 0.7617069486404834   precision 0.7524886877828054   recall 0.7359681565047842
deviation 1/5   epoch 117/120   F1 0.7447316225591942   accuracy 0.7654833836858006   precision 0.7547459893048128   recall 0.739301315316784
deviation 1/5   epoch 118/120   F1 0.7386421687988416   accuracy 0.7594410876132931   precision 0.7490795968737145   recall 0.7332865991197755
deviation 1/5   epoch 119/120   F1 0.7584248956236859   accuracy 0.7836102719033232   precision 0.7609008638420404   recall 0.7562537285637179
deviation 1/5   epoch 120/120   F1 0.7551346051936809   accuracy 0.779833836858006   precision 0.7586435623200329   recall 0.7522353790695182

deviation 2/5   epoch 1/120   F1 0.42923245624355827   accuracy 0.6540785498489426   precision 0.49980717811600167   recall 0.49888662915844006
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deviation 2/5   epoch 2/120   F1 0.48230135472816965   accuracy 0.6578549848942599   precision 0.5211846976552859   recall 0.5602149909019826
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deviation 2/5   epoch 3/120   F1 0.5508805417067796   accuracy 0.6537009063444109   precision 0.5557435211846976   recall 0.5806286820862234
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deviation 2/5   epoch 4/120   F1 0.6045360210353633   accuracy 0.6824018126888217   precision 0.6012083504730563   recall 0.6292155438756293
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deviation 2/5   epoch 5/120   F1 0.6311910426887107   accuracy 0.7088368580060423   precision 0.6252853763883176   recall 0.6682504197111007
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deviation 2/5   epoch 6/120   F1 0.6810959419569227   accuracy 0.7360271903323263   precision 0.6724727478403949   recall 0.7026812170541055
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deviation 2/5   epoch 7/120   F1 0.6961464860080535   accuracy 0.7522658610271903   precision 0.685204134101193   recall 0.7266490474617333
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deviation 2/5   epoch 8/120   F1 0.7093295983815209   accuracy 0.7613293051359517   precision 0.6979843685726038   recall 0.737679012345679
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deviation 2/5   epoch 9/120   F1 0.714255657413611   accuracy 0.7594410876132931   precision 0.7054170094611272   recall 0.731240254830529
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deviation 2/5   epoch 10/120   F1 0.7174402912469009   accuracy 0.7624622356495468   precision 0.7082502056766763   recall 0.7352616563813574
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deviation 2/5   epoch 11/120   F1 0.7216770861004146   accuracy 0.7651057401812689   precision 0.712798231180584   recall 0.7380890741363986
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deviation 2/5   epoch 12/120   F1 0.7258011523546343   accuracy 0.7685045317220544   precision 0.7167703619909502   recall 0.7423236514522822
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deviation 2/5   epoch 13/120   F1 0.7244299772698837   accuracy 0.7685045317220544   precision 0.7147727272727273   recall 0.7430636529815218
deviation 2/5   epoch 14/120   F1 0.7268533549783549   accuracy 0.7696374622356495   precision 0.717618778280543   recall 0.7439056016597511
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deviation 2/5   epoch 15/120   F1 0.734117859688934   accuracy 0.7734138972809668   precision 0.7261543603455368   recall 0.7471794871794872
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deviation 2/5   epoch 16/120   F1 0.7323799150293229   accuracy 0.7692598187311178   precision 0.7264680172768407   recall 0.7409291226054819
deviation 2/5   epoch 17/120   F1 0.7316790227507506   accuracy 0.7692598187311178   precision 0.7253265117235705   recall 0.741147309025449
deviation 2/5   epoch 18/120   F1 0.7376580684366029   accuracy 0.7768126888217523   precision 0.7292703619909502   recall 0.7516041432284595
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deviation 2/5   epoch 19/120   F1 0.7392546129781881   accuracy 0.7783232628398792   precision 0.7306869600987248   recall 0.7535736868692221
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deviation 2/5   epoch 20/120   F1 0.7363967064941497   accuracy 0.7722809667673716   precision 0.7307280954339778   recall 0.7443863959583004
deviation 2/5   epoch 21/120   F1 0.7394212004853804   accuracy 0.7764350453172205   precision 0.7324120732208967   recall 0.7500560142732666
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deviation 2/5   epoch 22/120   F1 0.7373652821637937   accuracy 0.7715256797583081   precision 0.733016248457425   recall 0.74301021211847
deviation 2/5   epoch 23/120   F1 0.7399275159395939   accuracy 0.7715256797583081   precision 0.737582270670506   recall 0.742619959502079
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deviation 2/5   epoch 24/120   F1 0.7414045329319954   accuracy 0.7722809667673716   precision 0.7395747634718224   recall 0.743440323681452
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deviation 2/5   epoch 25/120   F1 0.7398939309519388   accuracy 0.7753021148036254   precision 0.7341320444261621   recall 0.7479918468881541
deviation 2/5   epoch 26/120   F1 0.7387539363599793   accuracy 0.7707703927492447   precision 0.7361605306458248   recall 0.7417787346999745
deviation 2/5   epoch 27/120   F1 0.7403484699425258   accuracy 0.7711480362537765   precision 0.7387263471822296   recall 0.7421327394859814
deviation 2/5   epoch 28/120   F1 0.7410965583016387   accuracy 0.7737915407854985   precision 0.7375668449197861   recall 0.7454343289062775
deviation 2/5   epoch 29/120   F1 0.7464020801683446   accuracy 0.7794561933534743   precision 0.7418089263677499   recall 0.7523530484990931
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deviation 2/5   epoch 30/120   F1 0.7465883535773047   accuracy 0.7760574018126888   precision 0.745541958041958   recall 0.7476983975179845
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deviation 2/5   epoch 31/120   F1 0.7437762129135815   accuracy 0.7741691842900302   precision 0.7421302961744138   recall 0.7455852595126836
deviation 2/5   epoch 32/120   F1 0.7439368492255052   accuracy 0.7722809667673716   precision 0.7444261620732209   recall 0.7434611368579014
deviation 2/5   epoch 33/120   F1 0.7430707700308743   accuracy 0.7734138972809668   precision 0.7415646853146853   recall 0.7447135732051933
deviation 2/5   epoch 34/120   F1 0.7478288657948895   accuracy 0.7749244712990937   precision 0.7492595639654462   recall 0.74650902618866
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deviation 2/5   epoch 35/120   F1 0.7500944970167857   accuracy 0.7805891238670695   precision 0.7475087412587412   recall 0.7530758437581122
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deviation 2/5   epoch 36/120   F1 0.7495202773694364   accuracy 0.7820996978851964   precision 0.7449300699300698   recall 0.7554350121157887
deviation 2/5   epoch 37/120   F1 0.7467939295772554   accuracy 0.7764350453172205   precision 0.7455393870835048   recall 0.7481403439486805
deviation 2/5   epoch 38/120   F1 0.7517206759836859   accuracy 0.7790785498489426   precision 0.7523704236939531   recall 0.75109368435256
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deviation 2/5   epoch 39/120   F1 0.7502156332316169   accuracy 0.7794561933534743   precision 0.748943336075689   recall 0.7515803503921972
deviation 2/5   epoch 40/120   F1 0.7516533085120256   accuracy 0.7794561933534743   precision 0.7517970999588647   recall 0.7515106457834172
deviation 2/5   epoch 41/120   F1 0.7497197571637846   accuracy 0.7760574018126888   precision 0.7518202385849444   recall 0.7478518122082478
deviation 2/5   epoch 42/120   F1 0.7521683739248857   accuracy 0.7779456193353474   precision 0.7546611476758536   recall 0.7499955832506771
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deviation 2/5   epoch 43/120   F1 0.7552537132925663   accuracy 0.7820996978851964   precision 0.756059749074455   recall 0.7544818321710751
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deviation 2/5   epoch 44/120   F1 0.7556729239580019   accuracy 0.7809667673716012   precision 0.7583504730563554   recall 0.7533557893038313
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deviation 2/5   epoch 45/120   F1 0.7551159487907466   accuracy 0.7820996978851964   precision 0.7557743726861375   recall 0.7544804128022939
deviation 2/5   epoch 46/120   F1 0.7546998328216945   accuracy 0.7820996978851964   precision 0.7549182435211848   recall 0.754483973320415
deviation 2/5   epoch 47/120   F1 0.7535858926696537   accuracy 0.7783232628398792   precision 0.7572269642122583   recall 0.7506050592660639
deviation 2/5   epoch 48/120   F1 0.7544254637338117   accuracy 0.7790785498489426   precision 0.7580779514603044   recall 0.7514341391814777
deviation 2/5   epoch 49/120   F1 0.7531389210060438   accuracy 0.7775679758308157   precision 0.7572321061291649   recall 0.7498740365434504
deviation 2/5   epoch 50/120   F1 0.7585917066008829   accuracy 0.7832326283987915   precision 0.7617595639654463   recall 0.7559150217548128
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deviation 2/5   epoch 51/120   F1 0.7576274936244203   accuracy 0.7836102719033232   precision 0.759188605512135   recall 0.7561905711837067
deviation 2/5   epoch 52/120   F1 0.7563388800947197   accuracy 0.783987915407855   precision 0.7560468942821884   recall 0.7566354350268509
deviation 2/5   epoch 53/120   F1 0.7519168437403312   accuracy 0.7753021148036254   precision 0.7575329082682024   recall 0.7478205607939066
deviation 2/5   epoch 54/120   F1 0.7538471868482943   accuracy 0.7783232628398792   precision 0.7577977169888934   recall 0.7506676166102637
deviation 2/5   epoch 55/120   F1 0.7552650347979695   accuracy 0.779833836858006   precision 0.7589289387083504   recall 0.7522632190968915
deviation 2/5   epoch 56/120   F1 0.7557151904552744   accuracy 0.7817220543806647   precision 0.7574892019744961   recall 0.7541025615003654
deviation 2/5   epoch 57/120   F1 0.7546466714402413   accuracy 0.7779456193353474   precision 0.7600832990538873   recall 0.7506193515141906
deviation 2/5   epoch 58/120   F1 0.7511916229219713   accuracy 0.7719033232628398   precision 0.7606951871657754   recall 0.7457323988716666
deviation 2/5   epoch 59/120   F1 0.7487200165271566   accuracy 0.7696374622356495   precision 0.7581422254216372   recall 0.74332596620816
deviation 2/5   epoch 60/120   F1 0.7541210582115571   accuracy 0.7794561933534743   precision 0.7569338749485808   recall 0.7517082876824461
deviation 2/5   epoch 61/120   F1 0.7525235202344188   accuracy 0.775679758308157   precision 0.7583864664747018   recall 0.7483032945856135
deviation 2/5   epoch 62/120   F1 0.7507203954017307   accuracy 0.7715256797583081   precision 0.7601270053475936   recall 0.7452920872640437
deviation 2/5   epoch 63/120   F1 0.75297760117793   accuracy 0.7764350453172205   precision 0.7583813245577952   recall 0.7489793087046139
deviation 2/5   epoch 64/120   F1 0.7509974569258737   accuracy 0.7775679758308157   precision 0.7526660839160839   recall 0.7494759588382565
deviation 2/5   epoch 65/120   F1 0.7557133123707204   accuracy 0.7805891238670695   precision 0.7589237967914438   recall 0.7530149010002041
deviation 2/5   epoch 66/120   F1 0.7538053479237896   accuracy 0.779833836858006   precision 0.7557897984368572   recall 0.7520241126676364
deviation 2/5   epoch 67/120   F1 0.7538992405268412   accuracy 0.7790785498489426   precision 0.7569364459070341   recall 0.7513267281415998
deviation 2/5   epoch 68/120   F1 0.7572544562733527   accuracy 0.7805891238670695   precision 0.7623483134512546   recall 0.7533896763628078
deviation 2/5   epoch 69/120   F1 0.7564408593818412   accuracy 0.7794561933534743   precision 0.762070649938297   recall 0.7523024907244462
deviation 2/5   epoch 70/120   F1 0.7539611879594161   accuracy 0.7768126888217523   precision 0.7600910119292472   recall 0.7496041529551747
deviation 2/5   epoch 71/120   F1 0.7558108982132752   accuracy 0.7794561933534743   precision 0.7606437679967092   recall 0.752098750696268
deviation 2/5   epoch 72/120   F1 0.7537632651220983   accuracy 0.775679758308157   precision 0.7612402303578774   recall 0.7488568874520897
deviation 2/5   epoch 73/120   F1 0.7530561918710179   accuracy 0.7749244712990937   precision 0.7606746194981489   recall 0.7481084520138991
deviation 2/5   epoch 74/120   F1 0.7545800763561687   accuracy 0.7768126888217523   precision 0.7615178938708351   recall 0.7498699617469526
deviation 2/5   epoch 75/120   F1 0.7571027948108209   accuracy 0.7809667673716012   precision 0.7614896133278486   recall 0.7536415666030749
deviation 2/5   epoch 76/120   F1 0.7580405908202144   accuracy 0.7820996978851964   precision 0.7620526532291239   recall 0.7548048709607867
deviation 2/5   epoch 77/120   F1 0.7567735968763711   accuracy 0.7802114803625377   precision 0.7617801316330728   recall 0.7529594582172945
deviation 2/5   epoch 78/120   F1 0.7548153969245087   accuracy 0.7790785498489426   precision 0.7589340806252571   recall 0.7515273264217325
deviation 2/5   epoch 79/120   F1 0.7559965358005734   accuracy 0.7783232628398792   precision 0.7626491155902921   recall 0.7513892417659012
deviation 2/5   epoch 80/120   F1 0.7520885035272975   accuracy 0.774546827794562   precision 0.7589649321266969   recall 0.747430708188019
deviation 2/5   epoch 81/120   F1 0.75664716226049   accuracy 0.7802114803625377   precision 0.7614947552447553   recall 0.7529218389432641
deviation 2/5   epoch 82/120   F1 0.7550048972221425   accuracy 0.7809667673716012   precision 0.7569235911147676   recall 0.7532751423727009
deviation 2/5   epoch 83/120   F1 0.756565542080673   accuracy 0.7794561933534743   precision 0.7623560263266145   recall 0.7523467560857394
deviation 2/5   epoch 84/120   F1 0.7601747162360064   accuracy 0.7843655589123867   precision 0.7637494858083094   recall 0.7572147975982955
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deviation 2/5   epoch 85/120   F1 0.7583394427420145   accuracy 0.7843655589123867   precision 0.7597542163718635   recall 0.757026579943028
deviation 2/5   epoch 86/120   F1 0.7590503794032085   accuracy 0.7820996978851964   precision 0.7643356643356642   recall 0.755071011212819
deviation 2/5   epoch 87/120   F1 0.756565542080673   accuracy 0.7794561933534743   precision 0.7623560263266145   recall 0.7523467560857394
deviation 2/5   epoch 88/120   F1 0.7588139052406093   accuracy 0.7858761329305136   precision 0.7588878033730975   recall 0.7587402929351132
deviation 2/5   epoch 89/120   F1 0.7590429525930639   accuracy 0.783987915407855   precision 0.7617544220485397   recall 0.7566939298284538
deviation 2/5   epoch 90/120   F1 0.7589256820477185   accuracy 0.7820996978851964   precision 0.7640502879473468   recall 0.7550335320486675
deviation 2/5   epoch 91/120   F1 0.7604302444418383   accuracy 0.7858761329305136   precision 0.7623123200329083   recall 0.7587245588510316
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deviation 2/5   epoch 92/120   F1 0.7582677988988313   accuracy 0.7824773413897281   precision 0.7620500822706705   recall 0.7551779388386095
deviation 2/5   epoch 93/120   F1 0.756729975407403   accuracy 0.7775679758308157   precision 0.7655080213903743   recall 0.7513595166163142
deviation 2/5   epoch 94/120   F1 0.7577927222426266   accuracy 0.7790785498489426   precision 0.7657831139448787   recall 0.7526530599775767
deviation 2/5   epoch 95/120   F1 0.7573579382755329   accuracy 0.7824773413897281   precision 0.7600524475524475   recall 0.7550248595661426
deviation 2/5   epoch 96/120   F1 0.7559369438087973   accuracy 0.7809667673716012   precision 0.7589212258329905   recall 0.7533967391304348
deviation 2/5   epoch 97/120   F1 0.7530423382637821   accuracy 0.7753021148036254   precision 0.7601012957630604   recall 0.7483017594453223
deviation 2/5   epoch 98/120   F1 0.7527216493690105   accuracy 0.7734138972809668   precision 0.76211178527355   recall 0.747260036427752
deviation 2/5   epoch 99/120   F1 0.7562411249087497   accuracy 0.7783232628398792   precision 0.7632198683669271   recall 0.7514961307862417
deviation 2/5   epoch 100/120   F1 0.7524363151658767   accuracy 0.7711480362537765   precision 0.7649809749074454   recall 0.7465245885954841
deviation 2/5   epoch 101/120   F1 0.755764772317297   accuracy 0.7779456193353474   precision 0.7626516865487454   recall 0.7510622611601931
deviation 2/5   epoch 102/120   F1 0.7529292750719427   accuracy 0.770392749244713   precision 0.7675545043192102   recall 0.7469905825168983
deviation 2/5   epoch 103/120   F1 0.7568993145197187   accuracy 0.775679758308157   precision 0.7689453928424517   recall 0.750904232865147
deviation 2/5   epoch 104/120   F1 0.7520834441938034   accuracy 0.7707703927492447   precision 0.7646981694775812   recall 0.7461780144146017
deviation 2/5   epoch 105/120   F1 0.7557856956153663   accuracy 0.7768126888217523   precision 0.7643716577540107   recall 0.7504861191885692
deviation 2/5   epoch 106/120   F1 0.756480782434981   accuracy 0.7764350453172205   precision 0.7666572398190046   recall 0.7507743082000508
deviation 2/5   epoch 107/120   F1 0.7567053734866529   accuracy 0.7790785498489426   precision 0.7632147264500206   recall 0.7521527373706587
deviation 2/5   epoch 108/120   F1 0.7527681484973701   accuracy 0.7711480362537765   precision 0.7658371040723981   recall 0.7468234019139555
deviation 2/5   epoch 109/120   F1 0.7529530114226375   accuracy 0.7741691842900302   precision 0.7615358905800083   recall 0.7476989831697054
deviation 2/5   epoch 110/120   F1 0.7549712137581499   accuracy 0.773036253776435   precision 0.7683926367749897   recall 0.7489496831611273
deviation 2/5   epoch 111/120   F1 0.7582633741414918   accuracy 0.779833836858006   precision 0.765777972027972   recall 0.7532870013910609
deviation 2/5   epoch 112/120   F1 0.7485922476688552   accuracy 0.7658610271903323   precision 0.7638754627725216   recall 0.7428594076461305
deviation 2/5   epoch 113/120   F1 0.7440603580431131   accuracy 0.7586858006042296   precision 0.7644950637597696   recall 0.7396336012997486
deviation 2/5   epoch 114/120   F1 0.7534127840629574   accuracy 0.773036253776435   precision 0.7643973673385438   recall 0.747633139834827
deviation 2/5   epoch 115/120   F1 0.754046749084228   accuracy 0.7722809667673716   precision 0.7672562731386261   recall 0.7480589077862629
deviation 2/5   epoch 116/120   F1 0.7488282362770016   accuracy 0.7681268882175226   precision 0.7607208967503085   recall 0.7430617972815237
deviation 2/5   epoch 117/120   F1 0.750651767712203   accuracy 0.7688821752265861   precision 0.7641402714932126   recall 0.7447659071633457
deviation 2/5   epoch 118/120   F1 0.7443680376694242   accuracy 0.7594410876132931   precision 0.7639191690662279   recall 0.7396533158240315
deviation 2/5   epoch 119/120   F1 0.7543130165249385   accuracy 0.773036253776435   precision 0.7666803784450843   recall 0.7483600272236379
deviation 2/5   epoch 120/120   F1 0.7554076002727668   accuracy 0.7749244712990937   precision 0.7663821472645003   recall 0.7495832731126848

deviation 3/5   epoch 1/120   F1 0.5004403352056971   accuracy 0.6586102719033232   precision 0.5294554709995887   recall 0.5695565066933794
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deviation 3/5   epoch 2/120   F1 0.536886134570596   accuracy 0.6567220543806647   precision 0.5477324146441793   recall 0.5792092725106579
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deviation 3/5   epoch 3/120   F1 0.5787766466171198   accuracy 0.6642749244712991   precision 0.5782162690250926   recall 0.6020927452337507
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deviation 3/5   epoch 4/120   F1 0.6319268200934417   accuracy 0.6914652567975831   precision 0.6271158988070753   recall 0.6446404867863398
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deviation 3/5   epoch 5/120   F1 0.6628157541507087   accuracy 0.7069486404833837   precision 0.6598287741670095   recall 0.6670280363787799
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deviation 3/5   epoch 6/120   F1 0.6823375531127216   accuracy 0.7190332326283988   precision 0.681720485396956   recall 0.6829907316315436
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deviation 3/5   epoch 7/120   F1 0.689721368442177   accuracy 0.7318731117824774   precision 0.6853429658576717   recall 0.6961723920236851
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deviation 3/5   epoch 8/120   F1 0.705263714160207   accuracy 0.7454682779456193   precision 0.7003753599341835   recall 0.7123911651292393
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deviation 3/5   epoch 9/120   F1 0.7116287878787879   accuracy 0.756797583081571   precision 0.7031519950637598   recall 0.7276913324112494
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deviation 3/5   epoch 10/120   F1 0.7160049603886741   accuracy 0.7624622356495468   precision 0.7062525709584533   recall 0.7359794888689684
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deviation 3/5   epoch 11/120   F1 0.7209269224122592   accuracy 0.7662386706948641   precision 0.7110782599753188   recall 0.740615981131951
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deviation 3/5   epoch 12/120   F1 0.7235308907356908   accuracy 0.7677492447129909   precision 0.7139217400246812   recall 0.7421005694849467
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deviation 3/5   epoch 13/120   F1 0.7256345574503134   accuracy 0.7700151057401813   precision 0.7156185726038667   recall 0.7453444108429903
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deviation 3/5   epoch 14/120   F1 0.7268884235544741   accuracy 0.7692598187311178   precision 0.717906725627314   recall 0.7431746373303207
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deviation 3/5   epoch 15/120   F1 0.7278304123402212   accuracy 0.7715256797583081   precision 0.7178912998765941   recall 0.7470357877033011
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deviation 3/5   epoch 16/120   F1 0.7264406289386145   accuracy 0.7715256797583081   precision 0.715893665158371   recall 0.7479275768278326
deviation 3/5   epoch 17/120   F1 0.7272387529231291   accuracy 0.7715256797583081   precision 0.7170351707116414   recall 0.7474064858551911
deviation 3/5   epoch 18/120   F1 0.7272953709380747   accuracy 0.7726586102719033   precision 0.7164567050596462   recall 0.7497419316563835
deviation 3/5   epoch 19/120   F1 0.7266411572243338   accuracy 0.7715256797583081   precision 0.7161790415466887   recall 0.7477943912151385
deviation 3/5   epoch 20/120   F1 0.7279856757227446   accuracy 0.7719033232628398   precision 0.7178887289181406   recall 0.747702721661055
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deviation 3/5   epoch 21/120   F1 0.7332191186639565   accuracy 0.773036253776435   precision 0.7250154257507199   recall 0.7469347233439253
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deviation 3/5   epoch 22/120   F1 0.7287058974194788   accuracy 0.770392749244713   precision 0.7198966474701769   recall 0.7443498507292128
deviation 3/5   epoch 23/120   F1 0.7282584840479578   accuracy 0.7711480362537765   precision 0.71875   recall 0.7460327099020323
deviation 3/5   epoch 24/120   F1 0.735016277952714   accuracy 0.7734138972809668   precision 0.7275812422871246   recall 0.7467662801070473
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deviation 3/5   epoch 25/120   F1 0.7364297736440778   accuracy 0.774546827794562   precision 0.7290004113533526   recall 0.7481102111619233
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deviation 3/5   epoch 26/120   F1 0.7347472811521992   accuracy 0.7760574018126888   precision 0.7252802344714109   recall 0.7518366833719531
deviation 3/5   epoch 27/120   F1 0.7330198400135508   accuracy 0.7734138972809668   precision 0.7244421020156314   recall 0.7477305296613176
deviation 3/5   epoch 28/120   F1 0.7327088821847589   accuracy 0.7719033232628398   precision 0.7250231386260798   recall 0.7451550197608531
deviation 3/5   epoch 29/120   F1 0.7360700830550561   accuracy 0.7749244712990937   precision 0.7281417112299465   recall 0.7489507585959242
deviation 3/5   epoch 30/120   F1 0.7406175872585564   accuracy 0.7764350453172205   precision 0.7344097079391197   recall 0.7495620565822896
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deviation 3/5   epoch 31/120   F1 0.7435564342113272   accuracy 0.7783232628398792   precision 0.7378213698066639   recall 0.7515351644952635
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deviation 3/5   epoch 32/120   F1 0.7446651081147031   accuracy 0.7779456193353474   precision 0.7401069518716578   recall 0.7505768590961288
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deviation 3/5   epoch 33/120   F1 0.7447579634615755   accuracy 0.7790785498489426   precision 0.7392431098313451   recall 0.7523130025005982
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deviation 3/5   epoch 34/120   F1 0.7430969366762508   accuracy 0.7790785498489426   precision 0.7363893459481695   recall 0.7529868954240948
deviation 3/5   epoch 35/120   F1 0.741546144764859   accuracy 0.7787009063444109   precision 0.7341089058000823   recall 0.7530513222396371
deviation 3/5   epoch 36/120   F1 0.7449750663380614   accuracy 0.779833836858006   precision 0.738952591526121   recall 0.7534663347766595
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deviation 3/5   epoch 37/120   F1 0.7467568780137319   accuracy 0.779833836858006   precision 0.7420917317976141   recall 0.7528220098308036
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deviation 3/5   epoch 38/120   F1 0.7444033968681292   accuracy 0.7787009063444109   precision 0.7389603044014809   recall 0.7518349928876245
deviation 3/5   epoch 39/120   F1 0.7469525330755247   accuracy 0.7802114803625377   precision 0.7420891608391609   recall 0.7533442746448558
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deviation 3/5   epoch 40/120   F1 0.7468265859664972   accuracy 0.7805891238670695   precision 0.7415158371040724   recall 0.7539867937141378
deviation 3/5   epoch 41/120   F1 0.7423701711284312   accuracy 0.7779456193353474   precision 0.7361116824352119   recall 0.7513740474730665
deviation 3/5   epoch 42/120   F1 0.7455420218553998   accuracy 0.7760574018126888   precision 0.7435443233237351   recall 0.7477794627028858
deviation 3/5   epoch 43/120   F1 0.7472315609177761   accuracy 0.779833836858006   precision 0.7429478609625668   recall 0.7526781052818754
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deviation 3/5   epoch 44/120   F1 0.7481185450389898   accuracy 0.7824773413897281   precision 0.742073735088441   recall 0.756590045100898
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deviation 3/5   epoch 45/120   F1 0.7487293770975247   accuracy 0.7820996978851964   precision 0.7435031879884821   recall 0.7557158622644757
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deviation 3/5   epoch 46/120   F1 0.7491048720889641   accuracy 0.7847432024169184   precision 0.7417729329494036   recall 0.7601275189134614
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deviation 3/5   epoch 47/120   F1 0.7520556409895645   accuracy 0.7851208459214502   precision 0.7466217605923489   recall 0.7593563676157375
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deviation 3/5   epoch 48/120   F1 0.7495112982108587   accuracy 0.7836102719033232   precision 0.743492904154669   recall 0.7579068369452517
deviation 3/5   epoch 49/120   F1 0.7487693693588675   accuracy 0.7787009063444109   precision 0.7469508432743727   recall 0.7507812928340369
deviation 3/5   epoch 50/120   F1 0.7526115645858348   accuracy 0.7858761329305136   precision 0.7469019950637599   recall 0.7603902939643328
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deviation 3/5   epoch 51/120   F1 0.7515407711757269   accuracy 0.7847432024169184   precision 0.7460535787741671   recall 0.7589420995670996
deviation 3/5   epoch 52/120   F1 0.7531988894661699   accuracy 0.7843655589123867   precision 0.7494806663924312   recall 0.7577426995412251
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deviation 3/5   epoch 53/120   F1 0.7501525377884851   accuracy 0.7790785498489426   precision 0.7492312834224599   recall 0.7511218313001456
deviation 3/5   epoch 54/120   F1 0.7518975560943022   accuracy 0.7851208459214502   precision 0.7463363842040314   recall 0.7594237929916452
deviation 3/5   epoch 55/120   F1 0.7498330501546342   accuracy 0.779833836858006   precision 0.7477992595639654   recall 0.7521083906000796
deviation 3/5   epoch 56/120   F1 0.7509547569237847   accuracy 0.7813444108761329   precision 0.7483597285067873   recall 0.7539459718785633
deviation 3/5   epoch 57/120   F1 0.7507965514462978   accuracy 0.7794561933534743   precision 0.7500848416289593   recall 0.7515366613656052
deviation 3/5   epoch 58/120   F1 0.7501898328745018   accuracy 0.783987915407855   precision 0.7443464623611682   recall 0.7582502533836568
deviation 3/5   epoch 59/120   F1 0.7503363115372352   accuracy 0.7802114803625377   precision 0.7483674413821473   recall 0.7525304014136789
deviation 3/5   epoch 60/120   F1 0.7522602521053232   accuracy 0.7820996978851964   precision 0.750066844919786   recall 0.7547312307387104
deviation 3/5   epoch 61/120   F1 0.7518663658429052   accuracy 0.779833836858006   precision 0.7517945290004113   recall 0.7519384855214086
deviation 3/5   epoch 62/120   F1 0.7508978990200963   accuracy 0.7809667673716012   precision 0.7486476758535582   recall 0.7534433962264151
deviation 3/5   epoch 63/120   F1 0.7519047912364366   accuracy 0.7817220543806647   precision 0.7497840394899218   recall 0.754285153438461
deviation 3/5   epoch 64/120   F1 0.7498819306696892   accuracy 0.7775679758308157   precision 0.7503830728095434   recall 0.749394528961778
deviation 3/5   epoch 65/120   F1 0.7521820190750581   accuracy 0.7836102719033232   precision 0.7483443027560674   recall 0.756908525740122
deviation 3/5   epoch 66/120   F1 0.7505554280707609   accuracy 0.7817220543806647   precision 0.7472156519950637   recall 0.754566778210776
deviation 3/5   epoch 67/120   F1 0.7526369548634007   accuracy 0.7817220543806647   precision 0.7512109214315097   recall 0.7541777222829198
deviation 3/5   epoch 68/120   F1 0.748728557714868   accuracy 0.7794561933534743   precision 0.7460895721925134   recall 0.751784103134708
deviation 3/5   epoch 69/120   F1 0.7513416966350566   accuracy 0.7809667673716012   precision 0.7495038050185109   recall 0.7533738535164052
deviation 3/5   epoch 70/120   F1 0.7509405568096312   accuracy 0.7794561933534743   precision 0.7503702180172769   recall 0.7515290519877675
deviation 3/5   epoch 71/120   F1 0.752858693024328   accuracy 0.7805891238670695   precision 0.752930892636775   recall 0.7527867763583467
deviation 3/5   epoch 72/120   F1 0.7522816558697292   accuracy 0.7813444108761329   precision 0.7509281160016454   recall 0.7537386090145177
deviation 3/5   epoch 73/120   F1 0.7503675013741355   accuracy 0.777190332326284   precision 0.7518125257095845   recall 0.7490338164251208
deviation 3/5   epoch 74/120   F1 0.7524298227171966   accuracy 0.779833836858006   precision 0.7529360345536816   recall 0.7519374112920109
deviation 3/5   epoch 75/120   F1 0.752503424381597   accuracy 0.7809667673716012   precision 0.7517868161250514   recall 0.7532485163492495
deviation 3/5   epoch 76/120   F1 0.7538495722768824   accuracy 0.7813444108761329   precision 0.7540672562731386   recall 0.7536344357858062
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deviation 3/5   epoch 77/120   F1 0.7547079686079041   accuracy 0.7828549848942599   precision 0.7540569724393253   recall 0.755382108547346
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deviation 3/5   epoch 78/120   F1 0.7522165002911274   accuracy 0.7775679758308157   precision 0.755234471410942   recall 0.7496619130159246
deviation 3/5   epoch 79/120   F1 0.7496923899375565   accuracy 0.7753021148036254   precision 0.7526815096668038   recall 0.7471646903274115
deviation 3/5   epoch 80/120   F1 0.7464798879175838   accuracy 0.7711480362537765   precision 0.7509975318798848   recall 0.7429989819868927
deviation 3/5   epoch 81/120   F1 0.7534277374014217   accuracy 0.7813444108761329   precision 0.7532111271081859   recall 0.7536469033915864
deviation 3/5   epoch 82/120   F1 0.7510540589635645   accuracy 0.777190332326284   precision 0.7532394076511724   recall 0.749117970636958
deviation 3/5   epoch 83/120   F1 0.7530962191244757   accuracy 0.7790785498489426   precision 0.7552241875771287   recall 0.7512021184867193
deviation 3/5   epoch 84/120   F1 0.747448257741127   accuracy 0.7719033232628398   precision 0.7521338955162484   recall 0.743867868226307
deviation 3/5   epoch 85/120   F1 0.7483291641638978   accuracy 0.7734138972809668   precision 0.7521236116824352   recall 0.7452704663005092
deviation 3/5   epoch 86/120   F1 0.7489616509046   accuracy 0.7764350453172205   precision 0.7498200329082683   recall 0.7481434568985771
deviation 3/5   epoch 87/120   F1 0.7526570601793836   accuracy 0.7783232628398792   precision 0.7552293294940353   recall 0.7504239465975487
deviation 3/5   epoch 88/120   F1 0.7484153012363839   accuracy 0.7726586102719033   precision 0.7532702591526121   recall 0.7447363256261132
deviation 3/5   epoch 89/120   F1 0.7505901192433189   accuracy 0.7783232628398792   precision 0.7509486836692719   recall 0.7502385827957609
deviation 3/5   epoch 90/120   F1 0.751438725500851   accuracy 0.779833836858006   precision 0.7509383998354586   recall 0.7519529548424568
deviation 3/5   epoch 91/120   F1 0.7507312280188583   accuracy 0.7783232628398792   precision 0.7512340600575895   recall 0.7502421564051889
deviation 3/5   epoch 92/120   F1 0.749254475644301   accuracy 0.774546827794562   precision 0.7526866515837104   recall 0.7464260574526111
deviation 3/5   epoch 93/120   F1 0.7503767203431189   accuracy 0.7737915407854985   precision 0.7561163101604278   recall 0.746233208324605
deviation 3/5   epoch 94/120   F1 0.7502897256880536   accuracy 0.7768126888217523   precision 0.7521004730563554   recall 0.7486523838051495
deviation 3/5   epoch 95/120   F1 0.7529607693574905   accuracy 0.7790785498489426   precision 0.7549388111888111   recall 0.7511856534820438
deviation 3/5   epoch 96/120   F1 0.7479271578025493   accuracy 0.7734138972809668   precision 0.7512674825174825   recall 0.7451642196150441
deviation 3/5   epoch 97/120   F1 0.7471358552598405   accuracy 0.7711480362537765   precision 0.7524244138214726   recall 0.7432391588710956
deviation 3/5   epoch 98/120   F1 0.7517056522819106   accuracy 0.7783232628398792   precision 0.7532316947758124   recall 0.7503025640276306
deviation 3/5   epoch 99/120   F1 0.7512410780748622   accuracy 0.7768126888217523   precision 0.7540981077745783   recall 0.7488031411918933
deviation 3/5   epoch 100/120   F1 0.7489014167410896   accuracy 0.7741691842900302   precision 0.7524038461538461   recall 0.7460279671210907
deviation 3/5   epoch 101/120   F1 0.7511549998349093   accuracy 0.7764350453172205   precision 0.7543860551213493   recall 0.7484557206134932
deviation 3/5   epoch 102/120   F1 0.7463790217593453   accuracy 0.7666163141993958   precision 0.7570212875359934   recall 0.7408127378715614
deviation 3/5   epoch 103/120   F1 0.7504400847728537   accuracy 0.774546827794562   precision 0.7552550390785685   recall 0.746770249823685
deviation 3/5   epoch 104/120   F1 0.7464792021315101   accuracy 0.7677492447129909   precision 0.7555866927190457   recall 0.7411989952973559
deviation 3/5   epoch 105/120   F1 0.7471827538574229   accuracy 0.7685045317220544   precision 0.7561523035787742   recall 0.7419229417410134
deviation 3/5   epoch 106/120   F1 0.7485143171368771   accuracy 0.7715256797583081   precision 0.7549902303578775   recall 0.7440586960413453
deviation 3/5   epoch 107/120   F1 0.745303298850081   accuracy 0.7666163141993958   precision 0.7544529000411353   recall 0.7400351180991601
deviation 3/5   epoch 108/120   F1 0.749174140843532   accuracy 0.7707703927492447   precision 0.7575637597696421   recall 0.7440357910390862
deviation 3/5   epoch 109/120   F1 0.7464964150876756   accuracy 0.7666163141993958   precision 0.7573066639243109   recall 0.740904287712153
deviation 3/5   epoch 110/120   F1 0.7495458495079546   accuracy 0.7696374622356495   precision 0.7601398601398601   recall 0.7439138452637796
deviation 3/5   epoch 111/120   F1 0.7478405367993214   accuracy 0.7719033232628398   precision 0.7529900246812011   recall 0.74400967082016
deviation 3/5   epoch 112/120   F1 0.7446221316113133   accuracy 0.7647280966767371   precision 0.7556072603866721   recall 0.7390538448822566
deviation 3/5   epoch 113/120   F1 0.7462514638228781   accuracy 0.7654833836858006   precision 0.7584558823529413   recall 0.7405358214231665
deviation 3/5   epoch 114/120   F1 0.7493048981015495   accuracy 0.770392749244713   precision 0.7584224598930481   recall 0.7439708737864077
deviation 3/5   epoch 115/120   F1 0.7456344024014572   accuracy 0.7639728096676737   precision 0.7593222953517071   recall 0.7399162269792179
deviation 3/5   epoch 116/120   F1 0.7399498721183939   accuracy 0.756797583081571   precision 0.7565173796791445   recall 0.7347542109882146
deviation 3/5   epoch 117/120   F1 0.733888884877107   accuracy 0.7477341389728097   precision 0.7562937062937063   recall 0.7308426190939321
deviation 3/5   epoch 118/120   F1 0.7422328479788457   accuracy 0.7586858006042296   precision 0.7593582887700534   recall 0.737036897796048
deviation 3/5   epoch 119/120   F1 0.7425108722316434   accuracy 0.7594410876132931   precision 0.7587823940765117   recall 0.7371513843902904
deviation 3/5   epoch 120/120   F1 0.7414260650304227   accuracy 0.7579305135951662   precision 0.7585073015220074   recall 0.7362591498463008

deviation 4/5   epoch 1/120   F1 0.4506069031065898   accuracy 0.6529456193353474   precision 0.5063785479226656   recall 0.5247847814848392
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deviation 4/5   epoch 2/120   F1 0.48147387895281535   accuracy 0.6635196374622356   precision 0.5237145207733442   recall 0.5757072418031357
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deviation 4/5   epoch 3/120   F1 0.5434198618767339   accuracy 0.6808912386706949   precision 0.5598390580008227   recall 0.6266847644901652
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deviation 4/5   epoch 4/120   F1 0.5895337301587301   accuracy 0.7016616314199395   precision 0.5930866927190457   recall 0.6665884496466431
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deviation 4/5   epoch 5/120   F1 0.6164977789312454   accuracy 0.7167673716012085   precision 0.6143870835047305   recall 0.6924236330059381
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deviation 4/5   epoch 6/120   F1 0.6621272675500188   accuracy 0.7375377643504532   precision 0.6524861168243521   recall 0.7153382825327872
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deviation 4/5   epoch 7/120   F1 0.6685646819703491   accuracy 0.7469788519637462   precision 0.6578439942410531   recall 0.7359893911439115
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deviation 4/5   epoch 8/120   F1 0.6823920609086849   accuracy 0.7545317220543807   precision 0.6700637597696422   recall 0.7441218911807147
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deviation 4/5   epoch 9/120   F1 0.6837564806879013   accuracy 0.7560422960725075   precision 0.6711949814890992   recall 0.7472421590432305
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deviation 4/5   epoch 10/120   F1 0.6875722061433285   accuracy 0.7605740181268882   precision 0.6743032702591526   recall 0.7572745901639344
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deviation 4/5   epoch 11/120   F1 0.6964362718852481   accuracy 0.7639728096676737   precision 0.6825560468942822   recall 0.7570503126382979
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deviation 4/5   epoch 12/120   F1 0.7047736882894398   accuracy 0.7677492447129909   precision 0.6905208761826409   recall 0.7586257290807802
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deviation 4/5   epoch 13/120   F1 0.7049464761828963   accuracy 0.7673716012084593   precision 0.6908088235294118   recall 0.7572735938989514
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deviation 4/5   epoch 14/120   F1 0.7124578950244935   accuracy 0.7719033232628398   precision 0.6979123817359112   recall 0.7619757422305713
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deviation 4/5   epoch 15/120   F1 0.716089321398167   accuracy 0.7726586102719033   precision 0.7019025092554504   recall 0.7599682868615579
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deviation 4/5   epoch 16/120   F1 0.71997166514063   accuracy 0.774546827794562   precision 0.7058849238996298   recall 0.7609880954999833
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deviation 4/5   epoch 17/120   F1 0.7272083171272693   accuracy 0.7779456193353474   precision 0.7135669477581242   recall 0.7625085718439024
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deviation 4/5   epoch 18/120   F1 0.7250833956873082   accuracy 0.7775679758308157   precision 0.7110011312217195   recall 0.7637651885293912
deviation 4/5   epoch 19/120   F1 0.7259744579082921   accuracy 0.7775679758308157   precision 0.7121426367749897   recall 0.762796876629741
deviation 4/5   epoch 20/120   F1 0.7320535897000492   accuracy 0.7805891238670695   precision 0.7186857260386672   recall 0.7644721633409433
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deviation 4/5   epoch 21/120   F1 0.7357678720715   accuracy 0.7802114803625377   precision 0.7241104483751543   recall 0.7600513718552638
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deviation 4/5   epoch 22/120   F1 0.7294962619339987   accuracy 0.7794561933534743   precision 0.7158396750308516   recall 0.7641401985306842
deviation 4/5   epoch 23/120   F1 0.7356479273467582   accuracy 0.7828549848942599   precision 0.7223801933360756   recall 0.7666880435595301
deviation 4/5   epoch 24/120   F1 0.7328449144844456   accuracy 0.7820996978851964   precision 0.7189608185931715   recall 0.767667771643094
deviation 4/5   epoch 25/120   F1 0.7399198187301632   accuracy 0.783987915407855   precision 0.7277946318387495   recall 0.7653459712801162
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deviation 4/5   epoch 26/120   F1 0.7389607238718872   accuracy 0.7813444108761329   precision 0.7280980049362402   recall 0.7600174231983512
deviation 4/5   epoch 27/120   F1 0.7394550194990996   accuracy 0.7847432024169184   precision 0.7266479843685727   recall 0.767674528760202
deviation 4/5   epoch 28/120   F1 0.7433216268191021   accuracy 0.783987915407855   precision 0.7329314068284656   recall 0.7624449986819961
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deviation 4/5   epoch 29/120   F1 0.738421336681646   accuracy 0.7832326283987915   precision 0.7260875154257507   recall 0.7649020387507229
deviation 4/5   epoch 30/120   F1 0.7374868982869548   accuracy 0.7843655589123867   precision 0.7240821678321678   recall 0.7687291257338993
deviation 4/5   epoch 31/120   F1 0.7449475163130671   accuracy 0.7843655589123867   precision 0.7352118469765528   recall 0.7620368374736048
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deviation 4/5   epoch 32/120   F1 0.7468825452499464   accuracy 0.7843655589123867   precision 0.738350987248046   recall 0.7607204550775442
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deviation 4/5   epoch 33/120   F1 0.7456415278305524   accuracy 0.7866314199395771   precision 0.7346256684491979   recall 0.7664885404233419
deviation 4/5   epoch 34/120   F1 0.7461904046971366   accuracy 0.7866314199395771   precision 0.7354817976141506   recall 0.7660253687354188
deviation 4/5   epoch 35/120   F1 0.7477988297669698   accuracy 0.7862537764350453   precision 0.7383381324557795   recall 0.7639492738149132
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deviation 4/5   epoch 36/120   F1 0.7450871447500939   accuracy 0.7866314199395771   precision 0.7337695392842452   recall 0.7669708467201184
deviation 4/5   epoch 37/120   F1 0.749542273320875   accuracy 0.7866314199395771   precision 0.7409039489921843   recall 0.7635130147199953
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deviation 4/5   epoch 38/120   F1 0.7514153031841408   accuracy 0.7870090634441088   precision 0.7437551419169066   recall 0.7630693973135629
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deviation 4/5   epoch 39/120   F1 0.7449407961636638   accuracy 0.7851208459214502   precision 0.734635952283011   recall 0.7636683863875533
deviation 4/5   epoch 40/120   F1 0.7469137713370018   accuracy 0.7866314199395771   precision 0.7366233031674208   recall 0.7654369188240969
deviation 4/5   epoch 41/120   F1 0.7504288493445181   accuracy 0.7873867069486404   precision 0.7417549362402304   recall 0.7644438679341456
deviation 4/5   epoch 42/120   F1 0.7474512987012987   accuracy 0.7870090634441088   precision 0.7371914849856026   recall 0.7658425541724296
deviation 4/5   epoch 43/120   F1 0.7463663560848761   accuracy 0.7870090634441088   precision 0.7354792266556972   recall 0.7667365600792125
deviation 4/5   epoch 44/120   F1 0.751200992270365   accuracy 0.7896525679758308   precision 0.7411687577128754   recall 0.7686731105632598
deviation 4/5   epoch 45/120   F1 0.7483439974814547   accuracy 0.7873867069486404   precision 0.7383304195804196   recall 0.7659666110782363
deviation 4/5   epoch 46/120   F1 0.751734818316228   accuracy 0.7900302114803626   precision 0.7417369395310571   recall 0.7690762362637362
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deviation 4/5   epoch 47/120   F1 0.754941327252451   accuracy 0.7900302114803626   precision 0.7471590909090908   recall 0.7667430626271146
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deviation 4/5   epoch 48/120   F1 0.7557883612126832   accuracy 0.7904078549848943   precision 0.7482980255039078   recall 0.7669436215723549
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deviation 4/5   epoch 49/120   F1 0.7546759636533167   accuracy 0.7888972809667674   precision 0.747737556561086   recall 0.7647341840487764
deviation 4/5   epoch 50/120   F1 0.7508185173459806   accuracy 0.7885196374622356   precision 0.7414618469765528   recall 0.7665162672569135
deviation 4/5   epoch 51/120   F1 0.7525390446394733   accuracy 0.7888972809667674   precision 0.7440276635129577   recall 0.7660723859180691
deviation 4/5   epoch 52/120   F1 0.7562319237949915   accuracy 0.7900302114803626   precision 0.7494421020156314   recall 0.7659599838817115
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deviation 4/5   epoch 53/120   F1 0.7512953506421102   accuracy 0.7877643504531722   precision 0.7428938708350473   recall 0.7646245718015008
deviation 4/5   epoch 54/120   F1 0.7494065949461557   accuracy 0.7877643504531722   precision 0.7397547305635541   recall 0.7659656387966733
deviation 4/5   epoch 55/120   F1 0.7518799473881738   accuracy 0.7866314199395771   precision 0.7448992184286303   recall 0.7620942695768992
deviation 4/5   epoch 56/120   F1 0.7552672085639721   accuracy 0.7900302114803626   precision 0.747729843685726   recall 0.7665366582299489
deviation 4/5   epoch 57/120   F1 0.7507870316305658   accuracy 0.7836102719033232   precision 0.7457759152612093   recall 0.7573812653674696
deviation 4/5   epoch 58/120   F1 0.7547787433927765   accuracy 0.7870090634441088   precision 0.7497480460715755   recall 0.7613592337494619
deviation 4/5   epoch 59/120   F1 0.7544684779949653   accuracy 0.7870090634441088   precision 0.7491772932949403   recall 0.7614908105891367
deviation 4/5   epoch 60/120   F1 0.7535520285452453   accuracy 0.7858761329305136   precision 0.7486142533936652   recall 0.7599924315292008
deviation 4/5   epoch 61/120   F1 0.7532325944927653   accuracy 0.7892749244712991   precision 0.744881221719457   recall 0.766365202411714
deviation 4/5   epoch 62/120   F1 0.7543723249644203   accuracy 0.7862537764350453   precision 0.749753187988482   recall 0.7602868557067031
deviation 4/5   epoch 63/120   F1 0.7526115645858348   accuracy 0.7858761329305136   precision 0.7469019950637599   recall 0.7603902939643328
deviation 4/5   epoch 64/120   F1 0.7507870316305658   accuracy 0.7836102719033232   precision 0.7457759152612093   recall 0.7573812653674696
deviation 4/5   epoch 65/120   F1 0.7529687891454265   accuracy 0.7862537764350453   precision 0.7471848004936241   recall 0.7608751098907063
deviation 4/5   epoch 66/120   F1 0.7538416909505663   accuracy 0.7870090634441088   precision 0.7480357877416701   recall 0.7617732289959517
deviation 4/5   epoch 67/120   F1 0.7537067351750175   accuracy 0.7847432024169184   precision 0.7500488482106129   recall 0.7581594733768647
deviation 4/5   epoch 68/120   F1 0.7526887568201432   accuracy 0.7866314199395771   precision 0.746326100370218   recall 0.761670195485888
deviation 4/5   epoch 69/120   F1 0.7529271501600756   accuracy 0.7858761329305136   precision 0.7474727478403949   recall 0.7602512965993375
deviation 4/5   epoch 70/120   F1 0.7489602525895791   accuracy 0.7828549848942599   precision 0.7432126696832579   recall 0.7568671574567165
deviation 4/5   epoch 71/120   F1 0.7532511098599508   accuracy 0.7847432024169184   precision 0.7491927190456602   recall 0.758301953667357
deviation 4/5   epoch 72/120   F1 0.7526887568201432   accuracy 0.7866314199395771   precision 0.746326100370218   recall 0.761670195485888
deviation 4/5   epoch 73/120   F1 0.7509378807622328   accuracy 0.7851208459214502   precision 0.744624125874126   recall 0.7598622019422275
deviation 4/5   epoch 74/120   F1 0.7544738062123318   accuracy 0.7858761329305136   precision 0.7503265117235705   recall 0.7596510456563377
deviation 4/5   epoch 75/120   F1 0.7505098003559214   accuracy 0.783987915407855   precision 0.7449172151378034   recall 0.758112849691797
deviation 4/5   epoch 76/120   F1 0.7535011375242808   accuracy 0.7843655589123867   precision 0.7500514191690661   recall 0.7576548402671122
deviation 4/5   epoch 77/120   F1 0.7514998270204707   accuracy 0.7843655589123867   precision 0.7463415261209378   recall 0.7583338669398731
deviation 4/5   epoch 78/120   F1 0.756553835257744   accuracy 0.7858761329305136   precision 0.7543217811600165   recall 0.7590655324152733
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deviation 4/5   epoch 79/120   F1 0.7518564405268267   accuracy 0.7847432024169184   precision 0.7466243315508021   recall 0.7588116899234845
deviation 4/5   epoch 80/120   F1 0.7547521881806075   accuracy 0.7847432024169184   precision 0.7520464829288358   recall 0.7578788572270315
deviation 4/5   epoch 81/120   F1 0.7545709220691401   accuracy 0.7854984894259819   precision 0.7508998354586589   recall 0.7590380633858895
deviation 4/5   epoch 82/120   F1 0.7541869123083764   accuracy 0.783987915407855   precision 0.7517662484574249   recall 0.7569432965210706
deviation 4/5   epoch 83/120   F1 0.7522798894767841   accuracy 0.7843655589123867   precision 0.7477684080625258   recall 0.758042231883767
deviation 4/5   epoch 84/120   F1 0.7544684779949653   accuracy 0.7870090634441088   precision 0.7491772932949403   recall 0.7614908105891367
deviation 4/5   epoch 85/120   F1 0.7538916695426447   accuracy 0.783987915407855   precision 0.7511954956807898   recall 0.7570081780709854
deviation 4/5   epoch 86/120   F1 0.755549256992149   accuracy 0.7851208459214502   precision 0.7531854175236528   recall 0.7582298827818994
deviation 4/5   epoch 87/120   F1 0.7583994091195447   accuracy 0.7858761329305136   precision 0.7580316742081448   recall 0.7587743131093385
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deviation 4/5   epoch 88/120   F1 0.7551276754629674   accuracy 0.7843655589123867   precision 0.7531905594405595   recall 0.7572758117344323
deviation 4/5   epoch 89/120   F1 0.7557595425103214   accuracy 0.7854984894259819   precision 0.7531828465651995   recall 0.7587141791280041
deviation 4/5   epoch 90/120   F1 0.7552776139364137   accuracy 0.7836102719033232   precision 0.7543372069107364   recall 0.7562664858525239
deviation 4/5   epoch 91/120   F1 0.7528425482808947   accuracy 0.783987915407855   precision 0.7491978609625669   recall 0.7572808833678399
deviation 4/5   epoch 92/120   F1 0.7509612150463545   accuracy 0.7824773413897281   precision 0.7472105100781572   recall 0.7555662165143272
deviation 4/5   epoch 93/120   F1 0.755063733784546   accuracy 0.7832326283987915   precision 0.7543397778691896   recall 0.7558162988247159
deviation 4/5   epoch 94/120   F1 0.7508588246018413   accuracy 0.7817220543806647   precision 0.7477864047716989   recall 0.7544942277427464
deviation 4/5   epoch 95/120   F1 0.751253110366352   accuracy 0.7813444108761329   precision 0.7489304812834224   recall 0.7538901712088326
deviation 4/5   epoch 96/120   F1 0.7545659423089726   accuracy 0.7828549848942599   precision 0.7537715960510079   recall 0.7553948993208711
deviation 4/5   epoch 97/120   F1 0.7557043618335324   accuracy 0.7843655589123867   precision 0.7543320649938297   recall 0.7571806835663688
deviation 4/5   epoch 98/120   F1 0.7544801740263698   accuracy 0.783987915407855   precision 0.75233700123406   recall 0.7568841196100242
deviation 4/5   epoch 99/120   F1 0.7544927627995686   accuracy 0.7832326283987915   precision 0.7531982723159194   recall 0.7558803584465928
deviation 4/5   epoch 100/120   F1 0.7584774796551446   accuracy 0.7862537764350453   precision 0.7577437268613739   recall 0.7592400087920044
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deviation 4/5   epoch 101/120   F1 0.756830270252699   accuracy 0.7866314199395771   precision 0.7540312628547923   recall 0.7600746074685116
deviation 4/5   epoch 102/120   F1 0.7582012360382274   accuracy 0.7870090634441088   precision 0.7563117030028794   recall 0.7602873486693871
deviation 4/5   epoch 103/120   F1 0.7576910480571144   accuracy 0.7873867069486404   precision 0.7548822501028383   recall 0.7609458395051086
deviation 4/5   epoch 104/120   F1 0.7568444741745131   accuracy 0.7851208459214502   precision 0.7557538050185109   recall 0.7579999286777173
deviation 4/5   epoch 105/120   F1 0.7558427891102277   accuracy 0.7836102719033232   precision 0.7554787124640066   recall 0.7562140037063895
deviation 4/5   epoch 106/120   F1 0.7569737476780427   accuracy 0.7843655589123867   precision 0.7569004524886878   recall 0.7570473281794732
deviation 4/5   epoch 107/120   F1 0.7561827275673005   accuracy 0.7832326283987915   precision 0.7566227889757302   recall 0.7557528767586597
deviation 4/5   epoch 108/120   F1 0.7534183123872162   accuracy 0.7805891238670695   precision 0.7540723981900452   recall 0.752787048577427
deviation 4/5   epoch 109/120   F1 0.7508458725222589   accuracy 0.775679758308157   precision 0.7546765734265735   recall 0.747754034234721
deviation 4/5   epoch 110/120   F1 0.755308869506718   accuracy 0.7817220543806647   precision 0.7566330728095434   recall 0.754075723830735
deviation 4/5   epoch 111/120   F1 0.7480997929223152   accuracy 0.7719033232628398   precision 0.7535607774578363   recall 0.7441098067170109
deviation 4/5   epoch 112/120   F1 0.7568346080418166   accuracy 0.7843655589123867   precision 0.7566150761003703   recall 0.7570567105790942
deviation 4/5   epoch 113/120   F1 0.748985968133081   accuracy 0.774546827794562   precision 0.7521158988070753   recall 0.7463623659459544
deviation 4/5   epoch 114/120   F1 0.7487156067862821   accuracy 0.774546827794562   precision 0.7515451460304401   recall 0.7463033787700187
deviation 4/5   epoch 115/120   F1 0.7489432119495487   accuracy 0.770392749244713   precision 0.7575663307280954   recall 0.7437429899834314
deviation 4/5   epoch 116/120   F1 0.7509715886984936   accuracy 0.7768126888217523   precision 0.7535273549979432   recall 0.7487540163776767
deviation 4/5   epoch 117/120   F1 0.7468000337479962   accuracy 0.7688821752265861   precision 0.7547228506787331   recall 0.7418382017315828
deviation 4/5   epoch 118/120   F1 0.7483119521507471   accuracy 0.7707703927492447   precision 0.7555661250514192   recall 0.7435550883975972
deviation 4/5   epoch 119/120   F1 0.7498242283625114   accuracy 0.7726586102719033   precision 0.7564093994241053   recall 0.7453094254230618
deviation 4/5   epoch 120/120   F1 0.7477506065429178   accuracy 0.7696374622356495   precision 0.7558592143150966   recall 0.7427174284181259

deviation 5/5   epoch 1/120   F1 0.4170799284403044   accuracy 0.6514350453172205   precision 0.4944030234471411   recall 0.4617652611843637
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deviation 5/5   epoch 2/120   F1 0.4118558479745328   accuracy 0.654833836858006   precision 0.4949506375976964   recall 0.4538999600967068
deviation 5/5   epoch 3/120   F1 0.4436221233663167   accuracy 0.6620090634441088   precision 0.5091706088029617   recall 0.5515553692669584
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deviation 5/5   epoch 4/120   F1 0.5250212215530135   accuracy 0.6782477341389728   precision 0.5495835047305636   recall 0.6225721984950172
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deviation 5/5   epoch 5/120   F1 0.5887631775793751   accuracy 0.7035498489425982   precision 0.5930738379267791   recall 0.6721955262553942
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deviation 5/5   epoch 6/120   F1 0.6788135989524878   accuracy 0.7492447129909365   precision 0.6672459893048128   recall 0.7324614065180104
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deviation 5/5   epoch 7/120   F1 0.7161179254536238   accuracy 0.7669939577039275   precision 0.7042240847387906   recall 0.7454259732575752
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deviation 5/5   epoch 8/120   F1 0.7190490150912314   accuracy 0.770392749244713   precision 0.7064839572192514   recall 0.7510534278605099
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deviation 5/5   epoch 9/120   F1 0.7246449068536969   accuracy 0.775679758308157   precision 0.7112993624023036   recall 0.7591505328876837
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deviation 5/5   epoch 10/120   F1 0.7245984378340853   accuracy 0.7768126888217523   precision 0.7107208967503085   recall 0.7622165169020112
deviation 5/5   epoch 11/120   F1 0.7293558915515703   accuracy 0.7790785498489426   precision 0.7158422459893048   recall 0.7632828823319574
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deviation 5/5   epoch 12/120   F1 0.732647331369376   accuracy 0.7794561933534743   precision 0.7201203208556151   recall 0.761014572282178
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deviation 5/5   epoch 13/120   F1 0.7316976867104408   accuracy 0.7802114803625377   precision 0.718402920608803   recall 0.7638501939663874
deviation 5/5   epoch 14/120   F1 0.7327976075808863   accuracy 0.779833836858006   precision 0.7201177498971616   recall 0.7618082742202927
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deviation 5/5   epoch 15/120   F1 0.7347756410256411   accuracy 0.7802114803625377   precision 0.7226835664335665   recall 0.7609137025255446
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deviation 5/5   epoch 16/120   F1 0.7370319201212281   accuracy 0.7813444108761329   precision 0.7252442410530646   recall 0.7616177202848469
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deviation 5/5   epoch 17/120   F1 0.7393999288127853   accuracy 0.7832326283987915   precision 0.7275143973673386   recall 0.7640012171728774
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deviation 5/5   epoch 18/120   F1 0.7385408265850614   accuracy 0.783987915407855   precision 0.7257969971205265   recall 0.7666695005829771
deviation 5/5   epoch 19/120   F1 0.7419030109561984   accuracy 0.7858761329305136   precision 0.7294940353763884   recall 0.7681053481256218
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deviation 5/5   epoch 20/120   F1 0.74385239641988   accuracy 0.7847432024169184   precision 0.7332116412998766   recall 0.7636956932513554
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deviation 5/5   epoch 21/120   F1 0.7403363109096968   accuracy 0.7836102719033232   precision 0.7286533319621555   recall 0.7640633547776994
deviation 5/5   epoch 22/120   F1 0.7500871278000125   accuracy 0.7873867069486404   precision 0.7411841834635953   recall 0.764678518905155
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deviation 5/5   epoch 23/120   F1 0.7449407961636638   accuracy 0.7851208459214502   precision 0.734635952283011   recall 0.7636683863875533
deviation 5/5   epoch 24/120   F1 0.7420007504317054   accuracy 0.7870090634441088   precision 0.7289155697243932   recall 0.7708962739174219
deviation 5/5   epoch 25/120   F1 0.7492447605874545   accuracy 0.7888972809667674   precision 0.7386055121349239   recall 0.7686009283008766
deviation 5/5   epoch 26/120   F1 0.7510045308390589   accuracy 0.7888972809667674   precision 0.7414592760180996   recall 0.767181582512775
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deviation 5/5   epoch 27/120   F1 0.7505988592440296   accuracy 0.7873867069486404   precision 0.742040312628548   recall 0.7643293391275172
deviation 5/5   epoch 28/120   F1 0.7519086825086023   accuracy 0.7900302114803626   precision 0.7420223159193747   recall 0.7689359635465025
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deviation 5/5   epoch 29/120   F1 0.7506457167455876   accuracy 0.7885196374622356   precision 0.7411764705882353   recall 0.766645442968892
deviation 5/5   epoch 30/120   F1 0.7508311760322346   accuracy 0.7888972809667674   precision 0.741173899629782   recall 0.7673144807098409
deviation 5/5   epoch 31/120   F1 0.7536771119033983   accuracy 0.7911631419939577   precision 0.7440122377622378   recall 0.7700065075690496
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deviation 5/5   epoch 32/120   F1 0.7552885789654684   accuracy 0.7926737160120846   precision 0.7454288358700123   recall 0.7720306049391071
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deviation 5/5   epoch 33/120   F1 0.7519291125541125   accuracy 0.790785498489426   precision 0.7414464212258329   recall 0.7706114568925773
deviation 5/5   epoch 34/120   F1 0.7553610375334023   accuracy 0.7911631419939577   precision 0.7468660016454134   recall 0.7687377336509902
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deviation 5/5   epoch 35/120   F1 0.7585028929871978   accuracy 0.7919184290030211   precision 0.7517122583299054   recall 0.7681814290948061
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deviation 5/5   epoch 36/120   F1 0.7586662443544763   accuracy 0.793429003021148   precision 0.7505604689428218   recall 0.7710451206496762
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deviation 5/5   epoch 37/120   F1 0.7630248860456132   accuracy 0.7945619335347432   precision 0.7574017893870835   recall 0.7705019682646039
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deviation 5/5   epoch 38/120   F1 0.760549211256836   accuracy 0.7945619335347432   precision 0.7528357671740025   recall 0.7720302062155098
deviation 5/5   epoch 39/120   F1 0.7608772776986732   accuracy 0.793429003021148   precision 0.7545557383792678   recall 0.7696245524672762
deviation 5/5   epoch 40/120   F1 0.759063057877055   accuracy 0.7941842900302115   precision 0.7505553270259153   recall 0.7723210200302204
deviation 5/5   epoch 41/120   F1 0.7638348310216359   accuracy 0.7949395770392749   precision 0.7585407239819004   recall 0.7707488185600332
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deviation 5/5   epoch 42/120   F1 0.7600521200215624   accuracy 0.7930513595166163   precision 0.7534168037844509   recall 0.7694003274270736
deviation 5/5   epoch 43/120   F1 0.7619021075542814   accuracy 0.7953172205438066   precision 0.7545428835870012   recall 0.7726203850559521
deviation 5/5   epoch 44/120   F1 0.7598696684455639   accuracy 0.7941842900302115   precision 0.751982208967503   recall 0.771738173611501
deviation 5/5   epoch 45/120   F1 0.7563266567256411   accuracy 0.7930513595166163   precision 0.7468531468531469   recall 0.7720154116380531
deviation 5/5   epoch 46/120   F1 0.7628150713242672   accuracy 0.7941842900302115   precision 0.7574043603455368   recall 0.769935259484435
deviation 5/5   epoch 47/120   F1 0.76721838149809   accuracy 0.7953172205438066   precision 0.7648164335664336   recall 0.7699240041928721
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deviation 5/5   epoch 48/120   F1 0.7597979162254827   accuracy 0.7922960725075529   precision 0.7537073220896751   recall 0.7681437643165163
deviation 5/5   epoch 49/120   F1 0.7568552208051635   accuracy 0.793429003021148   precision 0.7474213286713287   recall 0.7724163480380188
deviation 5/5   epoch 50/120   F1 0.7615257736355725   accuracy 0.7926737160120846   precision 0.7565585150143974   recall 0.7679300070411805
deviation 5/5   epoch 51/120   F1 0.7569898379566053   accuracy 0.7911631419939577   precision 0.749719765528589   recall 0.7676568554845599
deviation 5/5   epoch 52/120   F1 0.7634745326341673   accuracy 0.7945619335347432   precision 0.7582579185520362   recall 0.7702647438656909
deviation 5/5   epoch 53/120   F1 0.7635356183084159   accuracy 0.7949395770392749   precision 0.7579699712052653   recall 0.7709082134407894
deviation 5/5   epoch 54/120   F1 0.760671378348299   accuracy 0.7930513595166163   precision 0.7545583093377211   recall 0.7690431744013217
deviation 5/5   epoch 55/120   F1 0.7648664493356196   accuracy 0.7949395770392749   precision 0.7605383587001234   recall 0.7702432786854645
deviation 5/5   epoch 56/120   F1 0.7627226073315057   accuracy 0.7945619335347432   precision 0.7568310366104484   recall 0.7706685633001422
deviation 5/5   epoch 57/120   F1 0.7644367684046629   accuracy 0.7941842900302115   precision 0.76054350061703   recall 0.7691719008451048
deviation 5/5   epoch 58/120   F1 0.7597882565035913   accuracy 0.7911631419939577   precision 0.7548565405183052   recall 0.7661525956046655
deviation 5/5   epoch 59/120   F1 0.7623476230096707   accuracy 0.790785498489426   precision 0.7602812628547923   recall 0.7646439139663519
deviation 5/5   epoch 60/120   F1 0.7643426707399161   accuracy 0.7922960725075529   precision 0.7625539901275196   recall 0.7663003796728972
deviation 5/5   epoch 61/120   F1 0.7613842351002472   accuracy 0.7949395770392749   precision 0.7539747017688194   recall 0.7722174190103852
deviation 5/5   epoch 62/120   F1 0.7629872773166233   accuracy 0.7911631419939577   precision 0.7611348210612916   recall 0.7650228471345681
deviation 5/5   epoch 63/120   F1 0.7617061350406488   accuracy 0.7904078549848943   precision 0.7594277046482929   recall 0.7642666944271488
deviation 5/5   epoch 64/120   F1 0.7613378310860898   accuracy 0.7915407854984894   precision 0.75742235705471   recall 0.7661232235549897
deviation 5/5   epoch 65/120   F1 0.7648600846594344   accuracy 0.793429003021148   precision 0.762260900863842   recall 0.7678218747846293
deviation 5/5   epoch 66/120   F1 0.7627747512337772   accuracy 0.7930513595166163   precision 0.7585535787741671   recall 0.7680049994270379
deviation 5/5   epoch 67/120   F1 0.7678128535061061   accuracy 0.7938066465256798   precision 0.7679658576717401   recall 0.7676610092885776
update
deviation 5/5   epoch 68/120   F1 0.7634268140210414   accuracy 0.793429003021148   precision 0.7594071369806664   recall 0.7683528649079938
deviation 5/5   epoch 69/120   F1 0.7650808491302916   accuracy 0.7953172205438066   precision 0.7605357877416701   recall 0.7707870722941468
deviation 5/5   epoch 70/120   F1 0.7624183025939318   accuracy 0.7945619335347432   precision 0.7562602838338133   recall 0.7708419945709324
deviation 5/5   epoch 71/120   F1 0.7624690640982206   accuracy 0.7900302114803626   precision 0.7614279103249691   recall 0.7635671573315915
deviation 5/5   epoch 72/120   F1 0.7626049537100283   accuracy 0.7938066465256798   precision 0.7574069313039902   recall 0.769374192854068
deviation 5/5   epoch 73/120   F1 0.7619122468952768   accuracy 0.7900302114803626   precision 0.7602864047716988   recall 0.7636793374223543
deviation 5/5   epoch 74/120   F1 0.7632127910103675   accuracy 0.7930513595166163   precision 0.7594097079391198   recall 0.7678239634761375
deviation 5/5   epoch 75/120   F1 0.7636412618349773   accuracy 0.7922960725075529   precision 0.7611271081859317   recall 0.7664966428160987
deviation 5/5   epoch 76/120   F1 0.7589754152748186   accuracy 0.7888972809667674   precision 0.7557280954339778   recall 0.762820415429483
deviation 5/5   epoch 77/120   F1 0.7558221739531357   accuracy 0.7858761329305136   precision 0.7528948992184286   recall 0.7592414697799573
deviation 5/5   epoch 78/120   F1 0.7559172315293305   accuracy 0.7847432024169184   precision 0.7543294940353764   recall 0.7576447760805303
deviation 5/5   epoch 79/120   F1 0.7594796265187327   accuracy 0.7892749244712991   precision 0.7562962772521595   recall 0.7632344708852203
deviation 5/5   epoch 80/120   F1 0.7585538276073813   accuracy 0.7866314199395771   precision 0.7574557795146031   recall 0.7597168505376728
deviation 5/5   epoch 81/120   F1 0.75669499578   accuracy 0.7843655589123867   precision 0.7563296997120527   recall 0.7570674401740392
deviation 5/5   epoch 82/120   F1 0.7541072088145542   accuracy 0.7805891238670695   precision 0.7554992801316331   recall 0.7528163240904862
deviation 5/5   epoch 83/120   F1 0.7603554178506838   accuracy 0.7919184290030211   precision 0.7551367749897162   recall 0.7671841377086829
deviation 5/5   epoch 84/120   F1 0.7577725198143335   accuracy 0.7862537764350453   precision 0.7563168449197861   recall 0.7593439467249363
deviation 5/5   epoch 85/120   F1 0.7564863511874347   accuracy 0.7854984894259819   precision 0.7546097285067873   recall 0.7585589748811417
deviation 5/5   epoch 86/120   F1 0.7592010562833325   accuracy 0.7877643504531722   precision 0.7574480666392431   recall 0.7611215996328438
deviation 5/5   epoch 87/120   F1 0.7576991508909472   accuracy 0.7858761329305136   precision 0.756604792266557   recall 0.758858389607695
deviation 5/5   epoch 88/120   F1 0.7579806770246738   accuracy 0.7858761329305136   precision 0.7571755450431921   recall 0.7588206223871261
deviation 5/5   epoch 89/120   F1 0.7582907787426048   accuracy 0.7847432024169184   precision 0.759180892636775   recall 0.7574414946321133
deviation 5/5   epoch 90/120   F1 0.7584573274569015   accuracy 0.7854984894259819   precision 0.7586049979432332   recall 0.7583107988382216
deviation 5/5   epoch 91/120   F1 0.7558832962976478   accuracy 0.7824773413897281   precision 0.7569133072809544   recall 0.7549085631053597
deviation 5/5   epoch 92/120   F1 0.7516499879139473   accuracy 0.7802114803625377   precision 0.7509358288770054   recall 0.7523925888574273
deviation 5/5   epoch 93/120   F1 0.7549777147647041   accuracy 0.7820996978851964   precision 0.7554889962978198   recall 0.7544802936222437
deviation 5/5   epoch 94/120   F1 0.7584774796551446   accuracy 0.7862537764350453   precision 0.7577437268613739   recall 0.7592400087920044
deviation 5/5   epoch 95/120   F1 0.7577139639639641   accuracy 0.783987915407855   precision 0.7589006581653641   recall 0.756599600456621
deviation 5/5   epoch 96/120   F1 0.754138375770683   accuracy 0.7820996978851964   precision 0.7537767379679144   recall 0.7545071307710902
deviation 5/5   epoch 97/120   F1 0.7568146422077895   accuracy 0.7813444108761329   precision 0.760345536816125   recall 0.7538951852457774
deviation 5/5   epoch 98/120   F1 0.7550521192973149   accuracy 0.7805891238670695   precision 0.757496914849856   recall 0.7529104103077229
deviation 5/5   epoch 99/120   F1 0.7557497551373609   accuracy 0.7802114803625377   precision 0.7594971205265323   recall 0.7526919273473782
deviation 5/5   epoch 100/120   F1 0.7549156725627314   accuracy 0.7824773413897281   precision 0.7549156725627314   recall 0.7549156725627314
deviation 5/5   epoch 101/120   F1 0.7549217143638469   accuracy 0.7832326283987915   precision 0.7540544014808721   recall 0.7558302697664785
deviation 5/5   epoch 102/120   F1 0.758850314297772   accuracy 0.7832326283987915   precision 0.7623303167420814   recall 0.7559583386639174
deviation 5/5   epoch 103/120   F1 0.7599376786583902   accuracy 0.7866314199395771   precision 0.7603095433977787   recall 0.759572954420912
deviation 5/5   epoch 104/120   F1 0.7552524155892006   accuracy 0.7783232628398792   precision 0.7609368572603867   recall 0.7510961365400495
deviation 5/5   epoch 105/120   F1 0.7566472117230822   accuracy 0.7817220543806647   precision 0.759486836692719   recall 0.7542093266336721
deviation 5/5   epoch 106/120   F1 0.7575051442883228   accuracy 0.7805891238670695   precision 0.7629190662278897   recall 0.7534688852165043
deviation 5/5   epoch 107/120   F1 0.7609346142237143   accuracy 0.7843655589123867   precision 0.7654617441382148   recall 0.7573707696708087
deviation 5/5   epoch 108/120   F1 0.760828482496564   accuracy 0.783987915407855   precision 0.7657496914849855   recall 0.7570372801782446
deviation 5/5   epoch 109/120   F1 0.7621294903095615   accuracy 0.7885196374622356   precision 0.7625796997120526   recall 0.7616895944737536
deviation 5/5   epoch 110/120   F1 0.7607491647189848   accuracy 0.7824773413897281   precision 0.7677576100370218   recall 0.7559428873351928
deviation 5/5   epoch 111/120   F1 0.758623319054601   accuracy 0.7828549848942599   precision 0.7623328877005348   recall 0.7555795387585468
deviation 5/5   epoch 112/120   F1 0.7587326977376212   accuracy 0.7805891238670695   precision 0.7657728301110653   recall 0.7539353843451753
deviation 5/5   epoch 113/120   F1 0.756848125651206   accuracy 0.7779456193353474   precision 0.7652200740436035   recall 0.7515974830496073
deviation 5/5   epoch 114/120   F1 0.7529452606781972   accuracy 0.7726586102719033   precision 0.763829185520362   recall 0.7471913089560148
deviation 5/5   epoch 115/120   F1 0.7519286831421764   accuracy 0.7700151057401813   precision 0.7655594405594406   recall 0.7460014230129173
deviation 5/5   epoch 116/120   F1 0.7561190447388195   accuracy 0.7783232628398792   precision 0.7629344919786096   recall 0.7514421147287165
deviation 5/5   epoch 117/120   F1 0.7550733485025065   accuracy 0.7753021148036254   precision 0.7649526943644591   recall 0.7494567279500535
deviation 5/5   epoch 118/120   F1 0.758947461233983   accuracy 0.7836102719033232   precision 0.7620423693953106   recall 0.7563211735186257
deviation 5/5   epoch 119/120   F1 0.7506726855597854   accuracy 0.7677492447129909   precision 0.7661456190867956   recall 0.7448764765889502
deviation 5/5   epoch 120/120   F1 0.7538661597520362   accuracy 0.773036253776435   precision 0.765538872891814   recall 0.7479880860841646

