deviation 1/5   epoch 1/120   F1 0.4180804090169649   accuracy 0.645392749244713   precision 0.49101964212258326   recall 0.45122445061178895
update
deviation 1/5   epoch 2/120   F1 0.42454741053965683   accuracy 0.6537009063444109   precision 0.49809749074454956   recall 0.4880378424470695
update
deviation 1/5   epoch 3/120   F1 0.47114661654135337   accuracy 0.6661631419939577   precision 0.5211281365693131   recall 0.5825763665594855
update
deviation 1/5   epoch 4/120   F1 0.5773486441445863   accuracy 0.6959969788519638   precision 0.5839932126696832   recall 0.6568232138678379
update
deviation 1/5   epoch 5/120   F1 0.6396624347413384   accuracy 0.722809667673716   precision 0.6328954134101192   recall 0.6937095275212856
update
deviation 1/5   epoch 6/120   F1 0.6763865486235634   accuracy 0.7439577039274925   precision 0.6655697243932538   recall 0.7208845672343125
update
deviation 1/5   epoch 7/120   F1 0.6882640571129459   accuracy 0.7571752265861027   precision 0.6754679144385026   recall 0.7456416601057249
update
deviation 1/5   epoch 8/120   F1 0.6973375037641582   accuracy 0.7643504531722054   precision 0.6834096051007816   recall 0.7571302934296413
update
deviation 1/5   epoch 9/120   F1 0.7021404857592171   accuracy 0.7666163141993958   precision 0.6879602015631427   recall 0.7583283864767074
update
deviation 1/5   epoch 10/120   F1 0.7014419485885193   accuracy 0.7685045317220544   precision 0.6868058412176059   recall 0.7653628607036718
deviation 1/5   epoch 11/120   F1 0.7099916721607271   accuracy 0.7711480362537765   precision 0.6953491361579597   recall 0.7626915311428255
update
deviation 1/5   epoch 12/120   F1 0.7151725255003267   accuracy 0.774546827794562   precision 0.7001773961332785   recall 0.76670411757301
update
deviation 1/5   epoch 13/120   F1 0.7165116487938065   accuracy 0.7749244712990937   precision 0.701601707116413   recall 0.7661717633561098
update
deviation 1/5   epoch 14/120   F1 0.7127089475341977   accuracy 0.7737915407854985   precision 0.697614150555327   recall 0.7675282163016306
deviation 1/5   epoch 15/120   F1 0.7206830592138547   accuracy 0.7775679758308157   precision 0.7055789798436857   recall 0.7690115435564246
update
deviation 1/5   epoch 16/120   F1 0.7186727335164834   accuracy 0.775679758308157   precision 0.7038795763060468   recall 0.7657825235950235
deviation 1/5   epoch 17/120   F1 0.7238496573447409   accuracy 0.7779456193353474   precision 0.7092863019333607   recall 0.7662454047123775
update
deviation 1/5   epoch 18/120   F1 0.716126721394798   accuracy 0.7753021148036254   precision 0.7010283833813246   recall 0.7678379209266359
deviation 1/5   epoch 19/120   F1 0.7305139897858679   accuracy 0.7828549848942599   precision 0.7155311600164541   recall 0.7725729060912159
update
deviation 1/5   epoch 20/120   F1 0.725752308388783   accuracy 0.7802114803625377   precision 0.7106977581242286   recall 0.7706327191070603
deviation 1/5   epoch 21/120   F1 0.7339908675799087   accuracy 0.783987915407855   precision 0.7195187165775401   recall 0.7716294458229942
update
deviation 1/5   epoch 22/120   F1 0.7301075306739271   accuracy 0.7817220543806647   precision 0.7155388728918141   recall 0.7697469393008254
deviation 1/5   epoch 23/120   F1 0.7244686936400297   accuracy 0.779833836858006   precision 0.7092734471410942   recall 0.7711205593678883
deviation 1/5   epoch 24/120   F1 0.7269473862988438   accuracy 0.7817220543806647   precision 0.7115436034553682   recall 0.7737231498022308
deviation 1/5   epoch 25/120   F1 0.7274080195484061   accuracy 0.7817220543806647   precision 0.7121143562320033   recall 0.7731169910256452
deviation 1/5   epoch 26/120   F1 0.733326017718537   accuracy 0.7851208459214502   precision 0.7180841217605923   recall 0.7758015260350157
deviation 1/5   epoch 27/120   F1 0.7346223582072638   accuracy 0.7862537764350453   precision 0.7192179144385027   recall 0.7775618489583334
update
deviation 1/5   epoch 28/120   F1 0.7407105058305671   accuracy 0.7892749244712991   precision 0.7257610037021802   recall 0.7787302050831156
update
deviation 1/5   epoch 29/120   F1 0.7374329393070899   accuracy 0.7873867069486404   precision 0.722349341834636   recall 0.7773166166314617
deviation 1/5   epoch 30/120   F1 0.7407660179302255   accuracy 0.7888972809667674   precision 0.7260489510489511   recall 0.7775451065250278
update
deviation 1/5   epoch 31/120   F1 0.7389382182420723   accuracy 0.7885196374622356   precision 0.7237685109008638   recall 0.778769069146977
deviation 1/5   epoch 32/120   F1 0.7383656819738498   accuracy 0.7881419939577039   precision 0.7232003290826821   recall 0.778377977562317
deviation 1/5   epoch 33/120   F1 0.740972875886132   accuracy 0.7888972809667674   precision 0.7263343274372687   recall 0.7772862889985519
update
deviation 1/5   epoch 34/120   F1 0.7396864712447043   accuracy 0.7877643504531722   precision 0.7252005347593583   recall 0.7755958280239748
deviation 1/5   epoch 35/120   F1 0.7394815244862698   accuracy 0.7862537764350453   precision 0.7257815713698066   recall 0.7716169279636772
deviation 1/5   epoch 36/120   F1 0.7407142060660125   accuracy 0.7877643504531722   precision 0.7266274167009461   recall 0.7743681523904382
deviation 1/5   epoch 37/120   F1 0.737868498683403   accuracy 0.7885196374622356   precision 0.722341628959276   recall 0.7801998418890372
deviation 1/5   epoch 38/120   F1 0.7374993936095944   accuracy 0.7870090634441088   precision 0.7226372891814068   recall 0.7761075772793216
deviation 1/5   epoch 39/120   F1 0.7372189333989041   accuracy 0.7873867069486404   precision 0.7220639654463183   recall 0.7775944535102245
deviation 1/5   epoch 40/120   F1 0.7401506606896007   accuracy 0.7873867069486404   precision 0.7260592348827644   recall 0.7739721332252127
deviation 1/5   epoch 41/120   F1 0.741277218281803   accuracy 0.7881419939577039   precision 0.7271955985191279   recall 0.7747637558716101
update
deviation 1/5   epoch 42/120   F1 0.7436837007061944   accuracy 0.7900302114803626   precision 0.7294657548334018   recall 0.7772150837208003
update
deviation 1/5   epoch 43/120   F1 0.7441901820717521   accuracy 0.7888972809667674   precision 0.7309003496503497   recall 0.7735206984582845
update
deviation 1/5   epoch 44/120   F1 0.7423597003692244   accuracy 0.7873867069486404   precision 0.7291983751542574   recall 0.7715045678909889
deviation 1/5   epoch 45/120   F1 0.7423232491134752   accuracy 0.7877643504531722   precision 0.7289104278074867   recall 0.7725444460769909
deviation 1/5   epoch 46/120   F1 0.7427188360095709   accuracy 0.7877643504531722   precision 0.7294811805841217   recall 0.7721145052130968
deviation 1/5   epoch 47/120   F1 0.7441901820717521   accuracy 0.7888972809667674   precision 0.7309003496503497   recall 0.7735206984582845
deviation 1/5   epoch 48/120   F1 0.742084325637446   accuracy 0.7881419939577039   precision 0.7283371040723983   recall 0.7738318311698222
deviation 1/5   epoch 49/120   F1 0.7436665432907212   accuracy 0.7881419939577039   precision 0.7306201151789387   recall 0.7720932436992634
deviation 1/5   epoch 50/120   F1 0.7450167636946416   accuracy 0.7881419939577039   precision 0.7326177498971617   recall 0.7707025163973849
update
deviation 1/5   epoch 51/120   F1 0.7459769071156972   accuracy 0.7877643504531722   precision 0.7343325791855204   recall 0.7688521882254387
update
deviation 1/5   epoch 52/120   F1 0.7453530341849538   accuracy 0.7888972809667674   precision 0.7326126079802551   recall 0.7722801737920139
deviation 1/5   epoch 53/120   F1 0.741803244678644   accuracy 0.7870090634441088   precision 0.7286301933360757   recall 0.7711054204011951
deviation 1/5   epoch 54/120   F1 0.7421975982412143   accuracy 0.7870090634441088   precision 0.7292009461127108   recall 0.7706896132918772
deviation 1/5   epoch 55/120   F1 0.7468149985520376   accuracy 0.7900302114803626   precision 0.7340317770464829   recall 0.77367348227251
update
deviation 1/5   epoch 56/120   F1 0.746285417572432   accuracy 0.7892749244712991   precision 0.733751542575072   recall 0.7722848629142147
deviation 1/5   epoch 57/120   F1 0.7465218003352914   accuracy 0.7881419939577039   precision 0.7349007610037022   recall 0.769254089815705
deviation 1/5   epoch 58/120   F1 0.7457560281100344   accuracy 0.7885196374622356   precision 0.733471308103661   recall 0.770913446478701
deviation 1/5   epoch 59/120   F1 0.7446084425537778   accuracy 0.7885196374622356   precision 0.7317590497737556   recall 0.772082459291007
deviation 1/5   epoch 60/120   F1 0.7481604558534074   accuracy 0.7888972809667674   precision 0.7368932538050186   recall 0.7695520848950697
update
deviation 1/5   epoch 61/120   F1 0.746834825985589   accuracy 0.7896525679758308   precision 0.7343197243932538   recall 0.7726831424637104
deviation 1/5   epoch 62/120   F1 0.7425565272560521   accuracy 0.7873867069486404   precision 0.729483751542575   recall 0.771295652537318
deviation 1/5   epoch 63/120   F1 0.7477597497827595   accuracy 0.7900302114803626   precision 0.7354586589880707   recall 0.7726980383749598
deviation 1/5   epoch 64/120   F1 0.7483068634007619   accuracy 0.7904078549848943   precision 0.7360268408062526   recall 0.7730960729703902
update
deviation 1/5   epoch 65/120   F1 0.7479468189646613   accuracy 0.7900302114803626   precision 0.7357440353763883   recall 0.7725100525137971
deviation 1/5   epoch 66/120   F1 0.7467071268331418   accuracy 0.7881419939577039   precision 0.7351861373920198   recall 0.7690832130379374
deviation 1/5   epoch 67/120   F1 0.74811981944508   accuracy 0.7904078549848943   precision 0.735741464417935   recall 0.7732861682667769
deviation 1/5   epoch 68/120   F1 0.746645222474901   accuracy 0.7896525679758308   precision 0.7340343480049363   recall 0.772878450980877
deviation 1/5   epoch 69/120   F1 0.7501410254663379   accuracy 0.790785498489426   precision 0.7385926573426573   recall 0.7722293927838075
update
deviation 1/5   epoch 70/120   F1 0.7492244205804623   accuracy 0.790785498489426   precision 0.7371657754010695   recall 0.7731210492812838
deviation 1/5   epoch 71/120   F1 0.7499351720977281   accuracy 0.7919184290030211   precision 0.7374434389140272   recall 0.7752592029625325
deviation 1/5   epoch 72/120   F1 0.747725735967318   accuracy 0.790785498489426   precision 0.734882764294529   recall 0.7746686148416055
deviation 1/5   epoch 73/120   F1 0.7535666714701501   accuracy 0.793429003021148   precision 0.741999177293295   recall 0.7753619266675686
update
deviation 1/5   epoch 74/120   F1 0.7453530341849538   accuracy 0.7888972809667674   precision 0.7326126079802551   recall 0.7722801737920139
deviation 1/5   epoch 75/120   F1 0.7565955225252539   accuracy 0.7949395770392749   precision 0.7456987865076101   recall 0.7761000688321715
update
deviation 1/5   epoch 76/120   F1 0.7547172217609395   accuracy 0.7915407854984894   precision 0.7454365487453722   recall 0.7700084567672523
deviation 1/5   epoch 77/120   F1 0.7565409267626353   accuracy 0.7938066465256798   precision 0.7465626285479227   recall 0.7735178023432241
deviation 1/5   epoch 78/120   F1 0.7564946331974545   accuracy 0.7930513595166163   precision 0.7471385232414645   recall 0.7718808246337994
deviation 1/5   epoch 79/120   F1 0.7600797318111805   accuracy 0.7964501510574018   precision 0.7502545248868778   recall 0.776451338285027
update
deviation 1/5   epoch 80/120   F1 0.7574090052636242   accuracy 0.7941842900302115   precision 0.7477015631427396   recall 0.7736311307739879
deviation 1/5   epoch 81/120   F1 0.7483068634007619   accuracy 0.7904078549848943   precision 0.7360268408062526   recall 0.7730960729703902
deviation 1/5   epoch 82/120   F1 0.7495928942030183   accuracy 0.790785498489426   precision 0.7377365281777046   recall 0.772757574059271
deviation 1/5   epoch 83/120   F1 0.7544139389818802   accuracy 0.7922960725075529   precision 0.7442899012751953   recall 0.7719179258241757
deviation 1/5   epoch 84/120   F1 0.7575501464953798   accuracy 0.7938066465256798   precision 0.7482748868778281   recall 0.7726828634679679
deviation 1/5   epoch 85/120   F1 0.7554783417530828   accuracy 0.7930513595166163   precision 0.7454262649115591   recall 0.7727184424414701
deviation 1/5   epoch 86/120   F1 0.7543176004347423   accuracy 0.7885196374622356   precision 0.7474547511312217   recall 0.7642343381101411
deviation 1/5   epoch 87/120   F1 0.755989022815325   accuracy 0.7930513595166163   precision 0.7462823940765118   recall 0.7722905675823176
deviation 1/5   epoch 88/120   F1 0.7561083438946035   accuracy 0.7922960725075529   precision 0.747143665158371   recall 0.7705572755417956
deviation 1/5   epoch 89/120   F1 0.7546158008658008   accuracy 0.7930513595166163   precision 0.7439993829699711   recall 0.7734727985246657
deviation 1/5   epoch 90/120   F1 0.7535453659963002   accuracy 0.7922960725075529   precision 0.7428630193336075   recall 0.7726745276891769
deviation 1/5   epoch 91/120   F1 0.7529996005264129   accuracy 0.7915407854984894   precision 0.7425827848621966   recall 0.771413490275944
deviation 1/5   epoch 92/120   F1 0.7510430434249431   accuracy 0.7915407854984894   precision 0.7394436445907034   recall 0.7732003520093869
deviation 1/5   epoch 93/120   F1 0.7537387951545513   accuracy 0.7930513595166163   precision 0.7425725010283835   recall 0.7742801494207765
deviation 1/5   epoch 94/120   F1 0.7539227033885967   accuracy 0.793429003021148   precision 0.7425699300699301   recall 0.7750153575746181
deviation 1/5   epoch 95/120   F1 0.76079207075889   accuracy 0.7953172205438066   precision 0.7525452488687783   recall 0.7734056440187818
update
deviation 1/5   epoch 96/120   F1 0.7587994120053767   accuracy 0.7949395770392749   precision 0.7494086795557384   recall 0.7741528103065178
deviation 1/5   epoch 97/120   F1 0.7555263688183695   accuracy 0.7911631419939577   precision 0.747151378033731   recall 0.7686213706446513
deviation 1/5   epoch 98/120   F1 0.7605053556715189   accuracy 0.7941842900302115   precision 0.7531237145207734   recall 0.7713053063052202
deviation 1/5   epoch 99/120   F1 0.7619486548037145   accuracy 0.7956948640483383   precision 0.7542549362402304   recall 0.7733478582637664
update
deviation 1/5   epoch 100/120   F1 0.753447707646181   accuracy 0.7900302114803626   precision 0.7445907034142328   recall 0.7677624542640022
deviation 1/5   epoch 101/120   F1 0.7602560480290329   accuracy 0.793429003021148   precision 0.7534142328259975   recall 0.7699947613324705
deviation 1/5   epoch 102/120   F1 0.754254292697337   accuracy 0.7896525679758308   precision 0.7463055327025916   recall 0.7664423207289388
deviation 1/5   epoch 103/120   F1 0.7541910091517946   accuracy 0.7888972809667674   precision 0.7468814273961333   recall 0.7650163001293662
deviation 1/5   epoch 104/120   F1 0.7619050368742306   accuracy 0.7941842900302115   precision 0.7556921020156314   recall 0.7704363993569066
deviation 1/5   epoch 105/120   F1 0.7607723017621145   accuracy 0.7938066465256798   precision 0.7539824146441794   recall 0.7703999518262241
deviation 1/5   epoch 106/120   F1 0.7560320992984171   accuracy 0.7896525679758308   precision 0.7494446729740847   recall 0.7653729516463754
deviation 1/5   epoch 107/120   F1 0.7619212358955414   accuracy 0.7915407854984894   precision 0.7585638626079803   recall 0.7659067894526717
deviation 1/5   epoch 108/120   F1 0.7603554178506838   accuracy 0.7919184290030211   precision 0.7551367749897162   recall 0.7671841377086829
deviation 1/5   epoch 109/120   F1 0.7594384333510575   accuracy 0.7919184290030211   precision 0.7534245166598108   recall 0.7676523197127214
deviation 1/5   epoch 110/120   F1 0.7569746763215344   accuracy 0.7896525679758308   precision 0.7511569313039901   recall 0.7648776781108519
deviation 1/5   epoch 111/120   F1 0.7556270261892497   accuracy 0.7832326283987915   precision 0.7554812834224599   recall 0.7557739083433073
deviation 1/5   epoch 112/120   F1 0.7617353747858892   accuracy 0.7930513595166163   precision 0.7565559440559441   recall 0.7684836418424451
deviation 1/5   epoch 113/120   F1 0.762280171380745   accuracy 0.7919184290030211   precision 0.7588466680378445   recall 0.7663703497928096
update
deviation 1/5   epoch 114/120   F1 0.75659733811749   accuracy 0.7870090634441088   precision 0.7531725627313862   recall 0.7607008217553372
deviation 1/5   epoch 115/120   F1 0.7569761519082603   accuracy 0.7885196374622356   precision 0.7523061497326203   recall 0.7629474919551256
deviation 1/5   epoch 116/120   F1 0.7516295779772011   accuracy 0.775679758308157   precision 0.7563888317564789   recall 0.7479833094612875
deviation 1/5   epoch 117/120   F1 0.7527849511367664   accuracy 0.777190332326284   precision 0.7569493006993007   recall 0.7494782929946482
deviation 1/5   epoch 118/120   F1 0.7512716122248919   accuracy 0.7775679758308157   precision 0.753236836692719   recall 0.7495087351108584
deviation 1/5   epoch 119/120   F1 0.7461477620705599   accuracy 0.7692598187311178   precision 0.7527226450020568   recall 0.7416766085764107
deviation 1/5   epoch 120/120   F1 0.7514015354748391   accuracy 0.7813444108761329   precision 0.74921585767174   recall 0.7538643704033978

deviation 5/5   epoch 1/120   F1 0.43074884762864296   accuracy 0.648036253776435   precision 0.4967091731797614   recall 0.48458351399527866
update
deviation 5/5   epoch 2/120   F1 0.42656530722083763   accuracy 0.652190332326284   precision 0.49782239819004526   recall 0.48753894080996885
deviation 5/5   epoch 3/120   F1 0.45782479184046987   accuracy 0.6604984894259819   precision 0.5131761620732209   recall 0.5550555792786913
update
deviation 5/5   epoch 4/120   F1 0.5209674787882169   accuracy 0.676737160120846   precision 0.5470254010695187   recall 0.6186533034932373
update
deviation 5/5   epoch 5/120   F1 0.5771831296112763   accuracy 0.6933534743202417   precision 0.5831550802139037   recall 0.6501160308177851
update
deviation 5/5   epoch 6/120   F1 0.6272134659525631   accuracy 0.7133685800604229   precision 0.6221153846153846   recall 0.6782732105073025
update
deviation 5/5   epoch 7/120   F1 0.6647755599887628   accuracy 0.7311178247734139   precision 0.6556689633895516   recall 0.6994663240598903
update
deviation 5/5   epoch 8/120   F1 0.6869498260158146   accuracy 0.7439577039274925   precision 0.6769847799259564   recall 0.7147257443191566
update
deviation 5/5   epoch 9/120   F1 0.7031156533359517   accuracy 0.756797583081571   precision 0.6920223159193747   recall 0.7319800722443262
update
deviation 5/5   epoch 10/120   F1 0.7106228706134614   accuracy 0.7647280966767371   precision 0.6982466063348416   recall 0.7444880407427223
update
deviation 5/5   epoch 11/120   F1 0.7218731494015549   accuracy 0.770392749244713   precision 0.7101938502673797   recall 0.7487411883182276
update
deviation 5/5   epoch 12/120   F1 0.7284509835143911   accuracy 0.774546827794562   precision 0.7170146030440148   recall 0.7530338355190138
update
deviation 5/5   epoch 13/120   F1 0.7318253481650171   accuracy 0.7764350453172205   precision 0.7207116412998766   recall 0.7546511627906978
update
deviation 5/5   epoch 14/120   F1 0.7385224603418002   accuracy 0.7787009063444109   precision 0.7292575071986837   recall 0.7547516676903738
update
deviation 5/5   epoch 15/120   F1 0.7325796840498939   accuracy 0.774546827794562   precision 0.7230075071986837   recall 0.7501631276086898
deviation 5/5   epoch 16/120   F1 0.7368277540810404   accuracy 0.7790785498489426   precision 0.7264011723570547   recall 0.7566839152451346
deviation 5/5   epoch 17/120   F1 0.7340979939232902   accuracy 0.777190332326284   precision 0.7235602632661455   recall 0.7546124272742978
deviation 5/5   epoch 18/120   F1 0.7383257326712253   accuracy 0.7790785498489426   precision 0.7286841834635952   recall 0.7556418961398215
deviation 5/5   epoch 19/120   F1 0.7379549667825593   accuracy 0.7790785498489426   precision 0.7281134306869601   recall 0.7558907993144675
deviation 5/5   epoch 20/120   F1 0.7403189188463037   accuracy 0.7794561933534743   precision 0.7315353763883176   recall 0.7551362683438154
update
deviation 5/5   epoch 21/120   F1 0.740814197656303   accuracy 0.7817220543806647   precision 0.730663821472645   recall 0.7594324346206784
update
deviation 5/5   epoch 22/120   F1 0.7443632550475208   accuracy 0.7809667673716012   precision 0.7369472439325381   recall 0.7557220666864592
update
deviation 5/5   epoch 23/120   F1 0.7420734128718534   accuracy 0.7790785498489426   precision 0.7346770876182641   recall 0.7534684257841922
deviation 5/5   epoch 24/120   F1 0.7431640474235924   accuracy 0.7817220543806647   precision 0.7343737145207734   recall 0.7578380656346959
deviation 5/5   epoch 25/120   F1 0.7452916000549652   accuracy 0.7832326283987915   precision 0.7366464417935006   recall 0.7594869799815631
update
deviation 5/5   epoch 26/120   F1 0.7423701711284312   accuracy 0.7779456193353474   precision 0.7361116824352119   recall 0.7513740474730665
deviation 5/5   epoch 27/120   F1 0.7445604028436177   accuracy 0.7817220543806647   precision 0.7366567256273139   recall 0.7570116290432913
deviation 5/5   epoch 28/120   F1 0.7458499374655466   accuracy 0.7805891238670695   precision 0.739803578774167   recall 0.754369010145553
update
deviation 5/5   epoch 29/120   F1 0.7474361286464117   accuracy 0.7820996978851964   precision 0.7412201768819415   recall 0.7562462148549065
update
deviation 5/5   epoch 30/120   F1 0.7471818373367046   accuracy 0.7809667673716012   precision 0.7417986425339367   recall 0.7544642857142857
deviation 5/5   epoch 31/120   F1 0.7452278579137721   accuracy 0.7813444108761329   precision 0.738086178527355   recall 0.7559649301013636
deviation 5/5   epoch 32/120   F1 0.7479808471744988   accuracy 0.7809667673716012   precision 0.7432255244755245   recall 0.7541812759440616
update
deviation 5/5   epoch 33/120   F1 0.7469421894137455   accuracy 0.7820996978851964   precision 0.7403640477169889   recall 0.7564714870515394
deviation 5/5   epoch 34/120   F1 0.7508550958772622   accuracy 0.7828549848942599   precision 0.7466371863430687   recall 0.7561685929646564
update
deviation 5/5   epoch 35/120   F1 0.7482809974967521   accuracy 0.7824773413897281   precision 0.7423591114767585   recall 0.7565199407871821
deviation 5/5   epoch 36/120   F1 0.749244403058688   accuracy 0.7824773413897281   precision 0.7440713698066639   recall 0.7561325692578323
deviation 5/5   epoch 37/120   F1 0.7504507899071424   accuracy 0.7851208459214502   precision 0.7437679967091733   recall 0.7601035437928245
deviation 5/5   epoch 38/120   F1 0.7506294236124864   accuracy 0.7836102719033232   precision 0.7454905388728919   recall 0.7574414521287531
deviation 5/5   epoch 39/120   F1 0.754214189038076   accuracy 0.7851208459214502   precision 0.7506170300287947   recall 0.7585760412639403
update
deviation 5/5   epoch 40/120   F1 0.7496768760562249   accuracy 0.7820996978851964   precision 0.7452154463183875   recall 0.7553834104806563
deviation 5/5   epoch 41/120   F1 0.7504712878282179   accuracy 0.7836102719033232   precision 0.7452051624845744   recall 0.7575031976969833
deviation 5/5   epoch 42/120   F1 0.7517389422386949   accuracy 0.7851208459214502   precision 0.7460510078157137   recall 0.7594928171350289
deviation 5/5   epoch 43/120   F1 0.753753741912376   accuracy 0.7862537764350453   precision 0.7486116824352118   recall 0.7605324345368477
deviation 5/5   epoch 44/120   F1 0.7558221739531357   accuracy 0.7858761329305136   precision 0.7528948992184286   recall 0.7592414697799573
update
deviation 5/5   epoch 45/120   F1 0.7529687891454265   accuracy 0.7862537764350453   precision 0.7471848004936241   recall 0.7608751098907063
deviation 5/5   epoch 46/120   F1 0.7564131868421204   accuracy 0.7888972809667674   precision 0.7508766968325792   recall 0.7638310125337373
update
deviation 5/5   epoch 47/120   F1 0.7555416776716092   accuracy 0.7881419939577039   precision 0.7500257095845331   recall 0.7629360835501373
deviation 5/5   epoch 48/120   F1 0.7545137505818842   accuracy 0.7873867069486404   precision 0.7488893459481695   recall 0.7621123889989583
deviation 5/5   epoch 49/120   F1 0.7558832962976478   accuracy 0.7824773413897281   precision 0.7569133072809544   recall 0.7549085631053597
deviation 5/5   epoch 50/120   F1 0.7552848050629108   accuracy 0.7862537764350453   precision 0.7514654463183874   recall 0.7599649694479366
deviation 5/5   epoch 51/120   F1 0.7562036146267492   accuracy 0.7847432024169184   precision 0.7549002468120115   recall 0.7576003616683511
deviation 5/5   epoch 52/120   F1 0.7590706307452985   accuracy 0.7904078549848943   precision 0.7542909296585767   recall 0.7651973549708249
update
deviation 5/5   epoch 53/120   F1 0.7579870407278699   accuracy 0.7866314199395771   precision 0.7563142739613328   recall 0.7598132631262107
deviation 5/5   epoch 54/120   F1 0.7600287901590002   accuracy 0.790785498489426   precision 0.7557152406417113   recall 0.7654186902919358
update
deviation 5/5   epoch 55/120   F1 0.7552402672790337   accuracy 0.7870090634441088   precision 0.7506041752365282   recall 0.7611737344561772
deviation 5/5   epoch 56/120   F1 0.755848466598267   accuracy 0.7870090634441088   precision 0.7517456807897984   recall 0.7609482388745425
deviation 5/5   epoch 57/120   F1 0.7564084863173084   accuracy 0.7858761329305136   precision 0.7540364047716989   recall 0.7590978250965127
deviation 5/5   epoch 58/120   F1 0.7591266380134719   accuracy 0.790785498489426   precision 0.7540029823118058   recall 0.7658119888075764
deviation 5/5   epoch 59/120   F1 0.7605173378962156   accuracy 0.7930513595166163   precision 0.7542729329494036   recall 0.7691298763497039
update
deviation 5/5   epoch 60/120   F1 0.7589754152748186   accuracy 0.7888972809667674   precision 0.7557280954339778   recall 0.762820415429483
deviation 5/5   epoch 61/120   F1 0.7613757736707931   accuracy 0.7926737160120846   precision 0.7562731386260798   recall 0.7680018363287943
update
deviation 5/5   epoch 62/120   F1 0.7627747512337772   accuracy 0.7930513595166163   precision 0.7585535787741671   recall 0.7680049994270379
update
deviation 5/5   epoch 63/120   F1 0.7607046329431055   accuracy 0.7896525679758308   precision 0.7582913410119292   recall 0.7634375366695795
deviation 5/5   epoch 64/120   F1 0.760978959500511   accuracy 0.7911631419939577   precision 0.7571395516248457   recall 0.765655223520834
deviation 5/5   epoch 65/120   F1 0.7585949998431569   accuracy 0.7892749244712991   precision 0.7545840189222541   recall 0.7635384730028956
deviation 5/5   epoch 66/120   F1 0.7626919431590209   accuracy 0.793429003021148   precision 0.7579802550390786   recall 0.7686775174962096
deviation 5/5   epoch 67/120   F1 0.7629212543262546   accuracy 0.7930513595166163   precision 0.7588389551624846   recall 0.7679430676205076
update
deviation 5/5   epoch 68/120   F1 0.7620022123893805   accuracy 0.7938066465256798   precision 0.7562654257507199   recall 0.7696888528138528
deviation 5/5   epoch 69/120   F1 0.7576698770656602   accuracy 0.7881419939577039   precision 0.754020979020979   recall 0.7620880917218132
deviation 5/5   epoch 70/120   F1 0.7575569010932561   accuracy 0.7866314199395771   precision 0.7554581447963801   recall 0.7599004608150286
deviation 5/5   epoch 71/120   F1 0.7581269449676272   accuracy 0.7873867069486404   precision 0.755738379267791   recall 0.7608337097257394
deviation 5/5   epoch 72/120   F1 0.7589108604016861   accuracy 0.7870090634441088   precision 0.7577385849444673   recall 0.7601571582793556
deviation 5/5   epoch 73/120   F1 0.7597705634462306   accuracy 0.7892749244712991   precision 0.7568670300287947   recall 0.7631452802359882
deviation 5/5   epoch 74/120   F1 0.7582369086613568   accuracy 0.7888972809667674   precision 0.7543012134923899   recall 0.7630708622151299
deviation 5/5   epoch 75/120   F1 0.7601472890350403   accuracy 0.7915407854984894   precision 0.7551393459481694   recall 0.7666317387391018
deviation 5/5   epoch 76/120   F1 0.7578789590728446   accuracy 0.7885196374622356   precision 0.7540184080625256   recall 0.7626042212081022
deviation 5/5   epoch 77/120   F1 0.7617070912751744   accuracy 0.7911631419939577   precision 0.7585664335664335   recall 0.7653952647005853
deviation 5/5   epoch 78/120   F1 0.7616710935762876   accuracy 0.7888972809667674   precision 0.7611502468120115   recall 0.7622060887662746
deviation 5/5   epoch 79/120   F1 0.7622063223961694   accuracy 0.790785498489426   precision 0.7599958864664746   recall 0.7646810181247137
deviation 5/5   epoch 80/120   F1 0.764122708415951   accuracy 0.7919184290030211   precision 0.7625565610859728   recall 0.7658179496873598
update
deviation 5/5   epoch 81/120   F1 0.7635738509704965   accuracy 0.7926737160120846   precision 0.7605537844508432   recall 0.7670925599785472
deviation 5/5   epoch 82/120   F1 0.7625497737611393   accuracy 0.7904078549848943   precision 0.7611399629781983   recall 0.764064832670071
deviation 5/5   epoch 83/120   F1 0.7623045903993814   accuracy 0.7938066465256798   precision 0.756836178527355   recall 0.7695281725860934
deviation 5/5   epoch 84/120   F1 0.7607358688473141   accuracy 0.7877643504531722   precision 0.7605872069107363   recall 0.7608856800895718
deviation 5/5   epoch 85/120   F1 0.762607096143378   accuracy 0.7900302114803626   precision 0.7617132867132868   recall 0.763542691451354
deviation 5/5   epoch 86/120   F1 0.7613954117403752   accuracy 0.7888972809667674   precision 0.7605794940353764   recall 0.7622463454533812
deviation 5/5   epoch 87/120   F1 0.7609897237326436   accuracy 0.7896525679758308   precision 0.7588620937885644   recall 0.7633636031327836
deviation 5/5   epoch 88/120   F1 0.761808235798634   accuracy 0.7888972809667674   precision 0.7614356232003291   recall 0.7621880589799371
deviation 5/5   epoch 89/120   F1 0.7615638622682649   accuracy 0.7904078549848943   precision 0.7591423282599753   recall 0.7643054789841928
deviation 5/5   epoch 90/120   F1 0.7607858426603019   accuracy 0.7847432024169184   precision 0.7646030440148087   recall 0.7576639503298409
deviation 5/5   epoch 91/120   F1 0.7627553126066332   accuracy 0.7888972809667674   precision 0.7634332579185521   recall 0.7621005518141954
deviation 5/5   epoch 92/120   F1 0.7662935361843801   accuracy 0.7930513595166163   precision 0.7656879884821062   recall 0.7669177204727664
update
deviation 5/5   epoch 93/120   F1 0.7653711181559593   accuracy 0.7904078549848943   precision 0.7671328671328672   recall 0.7637600865627787
deviation 5/5   epoch 94/120   F1 0.7639183728545647   accuracy 0.7904078549848943   precision 0.7639937268613739   recall 0.7638433071437702
deviation 5/5   epoch 95/120   F1 0.763765388356789   accuracy 0.7877643504531722   precision 0.7671508638420403   recall 0.7609229517582186
deviation 5/5   epoch 96/120   F1 0.763765388356789   accuracy 0.7877643504531722   precision 0.7671508638420403   recall 0.7609229517582186
deviation 5/5   epoch 97/120   F1 0.7586118654058844   accuracy 0.7805891238670695   precision 0.7654874537227478   recall 0.7538834912667929
deviation 5/5   epoch 98/120   F1 0.7646223727434867   accuracy 0.7900302114803626   precision 0.7659939325380503   recall 0.7633433025771557
deviation 5/5   epoch 99/120   F1 0.7603716333293733   accuracy 0.7851208459214502   precision 0.7631735911147677   recall 0.7579531501700658
deviation 5/5   epoch 100/120   F1 0.7656014871204744   accuracy 0.7885196374622356   precision 0.770284862196627   recall 0.7619213712691215
deviation 5/5   epoch 101/120   F1 0.7647749722579993   accuracy 0.7873867069486404   precision 0.7700071986836692   recall 0.7607870269491764
deviation 5/5   epoch 102/120   F1 0.7576445768180691   accuracy 0.777190332326284   precision 0.7683643562320033   recall 0.7518116990890844
deviation 5/5   epoch 103/120   F1 0.7561268268970183   accuracy 0.7760574018126888   precision 0.7663744343891403   recall 0.7504134423600626
deviation 5/5   epoch 104/120   F1 0.759327072772424   accuracy 0.7775679758308157   precision 0.7720716783216783   recall 0.7532075650022043
deviation 5/5   epoch 105/120   F1 0.7567394933942977   accuracy 0.7749244712990937   precision 0.769806663924311   recall 0.7506759920123064
deviation 5/5   epoch 106/120   F1 0.7558580165784282   accuracy 0.7749244712990937   precision 0.7675236528177705   recall 0.7499303453907864
deviation 5/5   epoch 107/120   F1 0.757998850252797   accuracy 0.7775679758308157   precision 0.7686471616618675   recall 0.7521708964431265
deviation 5/5   epoch 108/120   F1 0.7458718904672452   accuracy 0.7617069486404834   precision 0.763903743315508   recall 0.7406912063929205
deviation 5/5   epoch 109/120   F1 0.7503534635751244   accuracy 0.7677492447129909   precision 0.7652894899218429   recall 0.7445260555549302
deviation 5/5   epoch 110/120   F1 0.743160773885371   accuracy 0.7579305135951662   precision 0.763358700123406   recall 0.7387096962123396
deviation 5/5   epoch 111/120   F1 0.7319412622682252   accuracy 0.7447129909365559   precision 0.7565996503496504   recall 0.7300999412110523
deviation 5/5   epoch 112/120   F1 0.7529180410385052   accuracy 0.7692598187311178   precision 0.7695598519127931   recall 0.7471654112695197
deviation 5/5   epoch 113/120   F1 0.7485220254846779   accuracy 0.7651057401812689   precision 0.7650221102426984   recall 0.7429369343891403
deviation 5/5   epoch 114/120   F1 0.7321261074567507   accuracy 0.7447129909365559   precision 0.7571704031262855   recall 0.7304714770551519
deviation 5/5   epoch 115/120   F1 0.7402058484207085   accuracy 0.7552870090634441   precision 0.7599521801727684   recall 0.7357806615598075
deviation 5/5   epoch 116/120   F1 0.7293384992214609   accuracy 0.7413141993957704   precision 0.7557666598107775   recall 0.728669347956881
deviation 5/5   epoch 117/120   F1 0.7418032413412253   accuracy 0.7575528700906344   precision 0.760222130810366   recall 0.7369183018545523
deviation 5/5   epoch 118/120   F1 0.7178763542692628   accuracy 0.7280966767371602   precision 0.7484368572603867   recall 0.720951928001756
deviation 5/5   epoch 119/120   F1 0.7539935785635009   accuracy 0.7734138972809668   precision 0.7652509255450433   recall 0.7481623306650247
deviation 5/5   epoch 120/120   F1 0.741597278588952   accuracy 0.7575528700906344   precision 0.759651378033731   recall 0.7366335125762955

