deviation 1/5   epoch 1/300   F1 0.40791419613155006   accuracy 0.6476586102719033   precision 0.4892919580419581   recall 0.42174546137767444
update
deviation 1/5   epoch 2/300   F1 0.4732891385938769   accuracy 0.6544561933534743   precision 0.515785684903332   recall 0.5469513185941368
update
deviation 1/5   epoch 3/300   F1 0.537467626881073   accuracy 0.6771148036253777   precision 0.5552987453722747   recall 0.6177196571139283
update
deviation 1/5   epoch 4/300   F1 0.5855351636530761   accuracy 0.7035498489425982   precision 0.5910762032085561   recall 0.6740754163006825
update
deviation 1/5   epoch 5/300   F1 0.6762993129432624   accuracy 0.7333836858006042   precision 0.6676393459481695   recall 0.6995941081398765
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deviation 1/5   epoch 6/300   F1 0.6918875861162259   accuracy 0.75   precision 0.6809389140271493   recall 0.7243945988170963
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deviation 1/5   epoch 7/300   F1 0.6975690500435197   accuracy 0.7579305135951662   precision 0.6851655697243932   recall 0.7387097041483857
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deviation 1/5   epoch 8/300   F1 0.7140970740997201   accuracy 0.7669939577039275   precision 0.7016556972439325   recall 0.7470520516145899
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deviation 1/5   epoch 9/300   F1 0.7107182917087643   accuracy 0.7628398791540786   precision 0.6991155902920608   recall 0.7400416558187972
deviation 1/5   epoch 10/300   F1 0.7138780114662566   accuracy 0.7692598187311178   precision 0.7004987659399424   recall 0.752968247596573
deviation 1/5   epoch 11/300   F1 0.7212233116227842   accuracy 0.7741691842900302   precision 0.7075997531879885   recall 0.7586261566400507
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deviation 1/5   epoch 12/300   F1 0.721522069447488   accuracy 0.7700151057401813   precision 0.7099110448375154   recall 0.748156801957365
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deviation 1/5   epoch 13/300   F1 0.7237276434404849   accuracy 0.7692598187311178   precision 0.7133407034142328   recall 0.7449958112362205
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deviation 1/5   epoch 14/300   F1 0.7273058787432065   accuracy 0.7794561933534743   precision 0.7129859111476758   recall 0.7665519072057143
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deviation 1/5   epoch 15/300   F1 0.7254587609210567   accuracy 0.7749244712990937   precision 0.712731386260798   recall 0.7564560320353082
deviation 1/5   epoch 16/300   F1 0.7307570323576359   accuracy 0.7783232628398792   precision 0.718130399012752   recall 0.759975563326605
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deviation 1/5   epoch 17/300   F1 0.7339908675799087   accuracy 0.783987915407855   precision 0.7195187165775401   recall 0.7716294458229942
update
deviation 1/5   epoch 18/300   F1 0.7287892501445459   accuracy 0.7775679758308157   precision 0.7158525298231181   recall 0.759944966271523
deviation 1/5   epoch 19/300   F1 0.7293553646606479   accuracy 0.7779456193353474   precision 0.7164207116413   recall 0.7603557433278796
deviation 1/5   epoch 20/300   F1 0.7332588184562312   accuracy 0.7794561933534743   precision 0.7209764500205678   recall 0.7604552079829577
deviation 1/5   epoch 21/300   F1 0.7358510713031261   accuracy 0.7854984894259819   precision 0.7212206910736323   recall 0.7737354456957435
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deviation 1/5   epoch 22/300   F1 0.7332072918565857   accuracy 0.779833836858006   precision 0.7206885026737968   recall 0.7614239150545109
deviation 1/5   epoch 23/300   F1 0.7350941735185492   accuracy 0.7790785498489426   precision 0.7238327848621966   recall 0.7580090698210262
deviation 1/5   epoch 24/300   F1 0.7341723156532989   accuracy 0.7802114803625377   precision 0.7218274372686138   recall 0.7614582291676136
deviation 1/5   epoch 25/300   F1 0.7376266336710231   accuracy 0.7832326283987915   precision 0.7249460098724805   recall 0.765664472405752
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deviation 1/5   epoch 26/300   F1 0.7294853786234197   accuracy 0.7824773413897281   precision 0.7143922254216372   recall 0.772740950063451
deviation 1/5   epoch 27/300   F1 0.7369946249123627   accuracy 0.7817220543806647   precision 0.7249562937062937   recall 0.7625484594980616
deviation 1/5   epoch 28/300   F1 0.7344200696419108   accuracy 0.779833836858006   precision 0.7224007610037022   recall 0.7603268945022288
deviation 1/5   epoch 29/300   F1 0.7346312200625816   accuracy 0.783987915407855   precision 0.7203748457424928   recall 0.7708765875686933
deviation 1/5   epoch 30/300   F1 0.7379460303300625   accuracy 0.7854984894259819   precision 0.7240744549568079   recall 0.7712773904382471
update
deviation 1/5   epoch 31/300   F1 0.7377076243992332   accuracy 0.7824773413897281   precision 0.7255219045660222   recall 0.7637221565815543
deviation 1/5   epoch 32/300   F1 0.7384984459591393   accuracy 0.7843655589123867   precision 0.7255090497737557   recall 0.7676755539381621
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deviation 1/5   epoch 33/300   F1 0.739061518089595   accuracy 0.7877643504531722   precision 0.7243444055944056   recall 0.7763662967467315
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deviation 1/5   epoch 34/300   F1 0.740802945254629   accuracy 0.7900302114803626   precision 0.725470485396956   recall 0.7808893757266534
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deviation 1/5   epoch 35/300   F1 0.7372277035291916   accuracy 0.7813444108761329   precision 0.7255296174413821   recall 0.7614479600922439
deviation 1/5   epoch 36/300   F1 0.7418473381811653   accuracy 0.7900302114803626   precision 0.7268973673385438   recall 0.7795112496199452
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deviation 1/5   epoch 37/300   F1 0.740330330751019   accuracy 0.7858761329305136   precision 0.7272110242698477   recall 0.7696957698296625
deviation 1/5   epoch 38/300   F1 0.7406477288821237   accuracy 0.7866314199395771   precision 0.7272058823529413   recall 0.7713491231908255
deviation 1/5   epoch 39/300   F1 0.7387600885800947   accuracy 0.7870090634441088   precision 0.7243495475113122   recall 0.7745544071609483
deviation 1/5   epoch 40/300   F1 0.7408057646850561   accuracy 0.7870090634441088   precision 0.7272033113944878   recall 0.7721891121891122
deviation 1/5   epoch 41/300   F1 0.7429630681106538   accuracy 0.7892749244712991   precision 0.7289001439736733   recall 0.7759481037924152
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deviation 1/5   epoch 42/300   F1 0.7440443068563292   accuracy 0.7904078549848943   precision 0.7297485602632661   recall 0.7778512336308101
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deviation 1/5   epoch 43/300   F1 0.7430777177479024   accuracy 0.7900302114803626   precision 0.7286096256684491   recall 0.7779549120372107
deviation 1/5   epoch 44/300   F1 0.7460726057266125   accuracy 0.7896525679758308   precision 0.7331782188399836   recall 0.7734788367266787
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deviation 1/5   epoch 45/300   F1 0.7451608377040868   accuracy 0.7888972809667674   precision 0.7323272315919375   recall 0.7724807717966752
deviation 1/5   epoch 46/300   F1 0.7441572473404255   accuracy 0.7892749244712991   precision 0.7306124023035787   recall 0.7745708443530219
deviation 1/5   epoch 47/300   F1 0.7462641145635407   accuracy 0.7896525679758308   precision 0.7334635952283011   recall 0.7732762803994959
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deviation 1/5   epoch 48/300   F1 0.7440555413989034   accuracy 0.7881419939577039   precision 0.7311908679555739   recall 0.7716837707739939
deviation 1/5   epoch 49/300   F1 0.7444419538063669   accuracy 0.7881419939577039   precision 0.731761620732209   recall 0.7712840671845318
deviation 1/5   epoch 50/300   F1 0.7415241048898967   accuracy 0.7877643504531722   precision 0.7277689222542163   recall 0.7734351851851852
deviation 1/5   epoch 51/300   F1 0.7449341741102922   accuracy 0.7854984894259819   precision 0.7343480049362402   recall 0.7645092394837032
deviation 1/5   epoch 52/300   F1 0.7361908117722071   accuracy 0.7847432024169184   precision 0.7220819621554916   recall 0.771188090214989
deviation 1/5   epoch 53/300   F1 0.7469005790665273   accuracy 0.7877643504531722   precision 0.7357594611271082   recall 0.768018728956229
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deviation 1/5   epoch 54/300   F1 0.7439232965776426   accuracy 0.7896525679758308   precision 0.7300390785684903   recall 0.7758729133441913
deviation 1/5   epoch 55/300   F1 0.7428434280513758   accuracy 0.7885196374622356   precision 0.7291906622788975   recall 0.7740019917134884
deviation 1/5   epoch 56/300   F1 0.7403548554236277   accuracy 0.7873867069486404   precision 0.7263446112710819   recall 0.7737345966185434
deviation 1/5   epoch 57/300   F1 0.7454346728423984   accuracy 0.7904078549848943   precision 0.7317461949814891   recall 0.7762033529567226
deviation 1/5   epoch 58/300   F1 0.7442836340191861   accuracy 0.7900302114803626   precision 0.7303218839983545   recall 0.7765
deviation 1/5   epoch 59/300   F1 0.7365685403954438   accuracy 0.7862537764350453   precision 0.7217863019333608   recall 0.7750522103719292
deviation 1/5   epoch 60/300   F1 0.7454152798458439   accuracy 0.7877643504531722   precision 0.7334764500205677   recall 0.7693788561936402
deviation 1/5   epoch 61/300   F1 0.7465473018734651   accuracy 0.7911631419939577   precision 0.7328825586178527   recall 0.7769907506152114
deviation 1/5   epoch 62/300   F1 0.7447140093011212   accuracy 0.7896525679758308   precision 0.7311805841217606   recall 0.7749664204292221
deviation 1/5   epoch 63/300   F1 0.7395938511821099   accuracy 0.7896525679758308   precision 0.7240461744138215   recall 0.7813654514092084
deviation 1/5   epoch 64/300   F1 0.747725735967318   accuracy 0.790785498489426   precision 0.734882764294529   recall 0.7746686148416055
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deviation 1/5   epoch 65/300   F1 0.7469359046255437   accuracy 0.7911631419939577   precision 0.7334533113944879   recall 0.7765448943092278
deviation 1/5   epoch 66/300   F1 0.7417934137288206   accuracy 0.7888972809667674   precision 0.7274758329905389   recall 0.776279520720808
deviation 1/5   epoch 67/300   F1 0.74435396079175   accuracy 0.7892749244712991   precision 0.7308977786918963   recall 0.7743504757831712
deviation 1/5   epoch 68/300   F1 0.7411205094591171   accuracy 0.7877643504531722   precision 0.7271981694775813   recall 0.7738963067653513
deviation 1/5   epoch 69/300   F1 0.7499589228164835   accuracy 0.790785498489426   precision 0.7383072809543398   recall 0.7724032032914554
update
deviation 1/5   epoch 70/300   F1 0.7425893292960379   accuracy 0.7870090634441088   precision 0.7297716988893459   recall 0.7702836750740942
deviation 1/5   epoch 71/300   F1 0.7426826152515054   accuracy 0.7881419939577039   precision 0.729193233237351   recall 0.7731606424010755
deviation 1/5   epoch 72/300   F1 0.7447140093011212   accuracy 0.7896525679758308   precision 0.7311805841217606   recall 0.7749664204292221
deviation 1/5   epoch 73/300   F1 0.7436963298486127   accuracy 0.7877643504531722   precision 0.7309080625257096   recall 0.7710834100478396
deviation 1/5   epoch 74/300   F1 0.7454152798458439   accuracy 0.7877643504531722   precision 0.7334764500205677   recall 0.7693788561936402
deviation 1/5   epoch 75/300   F1 0.7438305323435375   accuracy 0.7885196374622356   precision 0.7306175442204854   recall 0.7729103726082578
deviation 1/5   epoch 76/300   F1 0.746432667964108   accuracy 0.7900302114803626   precision 0.7334610242698478   recall 0.7740805577773417
deviation 1/5   epoch 77/300   F1 0.7485131366239928   accuracy 0.7896525679758308   precision 0.7368881118881119   recall 0.7710304909302297
deviation 1/5   epoch 78/300   F1 0.745300152187604   accuracy 0.7896525679758308   precision 0.7320367132867133   recall 0.7743137634825292
deviation 1/5   epoch 79/300   F1 0.7424549441183345   accuracy 0.7862537764350453   precision 0.7300622171945701   recall 0.768507627494989
deviation 1/5   epoch 80/300   F1 0.7439616329214287   accuracy 0.7866314199395771   precision 0.7320572809543398   recall 0.7679944507414228
deviation 1/5   epoch 81/300   F1 0.7441303936645258   accuracy 0.7870090634441088   precision 0.7320547099958865   recall 0.7687557318278725
deviation 1/5   epoch 82/300   F1 0.7434376667444087   accuracy 0.7885196374622356   precision 0.7300467914438502   recall 0.7733393410823113
deviation 1/5   epoch 83/300   F1 0.7440555413989034   accuracy 0.7881419939577039   precision 0.7311908679555739   recall 0.7716837707739939
deviation 1/5   epoch 84/300   F1 0.7463044667924319   accuracy 0.7888972809667674   precision 0.7340394899218429   recall 0.7713131335710214
deviation 1/5   epoch 85/300   F1 0.7450048843911545   accuracy 0.790785498489426   precision 0.730887494858083   recall 0.777759392310476
deviation 1/5   epoch 86/300   F1 0.7459912455673758   accuracy 0.790785498489426   precision 0.7323143767996709   recall 0.7765972426290528
deviation 1/5   epoch 87/300   F1 0.7440443068563292   accuracy 0.7904078549848943   precision 0.7297485602632661   recall 0.7778512336308101
deviation 1/5   epoch 88/300   F1 0.7452034770622826   accuracy 0.790785498489426   precision 0.7311728712464007   recall 0.7775216049382716
deviation 1/5   epoch 89/300   F1 0.7463520253726961   accuracy 0.7911631419939577   precision 0.7325971822295352   recall 0.7772175898086049
deviation 1/5   epoch 90/300   F1 0.7446057017827907   accuracy 0.790785498489426   precision 0.730316742081448   recall 0.7782431521634474
deviation 1/5   epoch 91/300   F1 0.7437618443797638   accuracy 0.7892749244712991   precision 0.7300416495269437   recall 0.7750193638811365
deviation 1/5   epoch 92/300   F1 0.7441077325491682   accuracy 0.7873867069486404   precision 0.7317667626491156   recall 0.7697122033642221
deviation 1/5   epoch 93/300   F1 0.7439232965776426   accuracy 0.7896525679758308   precision 0.7300390785684903   recall 0.7758729133441913
deviation 1/5   epoch 94/300   F1 0.7476285314260287   accuracy 0.7877643504531722   precision 0.7369009666803784   recall 0.7673907744451667
deviation 1/5   epoch 95/300   F1 0.7402890498340989   accuracy 0.7862537764350453   precision 0.726923076923077   recall 0.7707326873587121
deviation 1/5   epoch 96/300   F1 0.7449935237214768   accuracy 0.7885196374622356   precision 0.7323298025503908   recall 0.7716832171343189
deviation 1/5   epoch 97/300   F1 0.7449679993618308   accuracy 0.7888972809667674   precision 0.7320418552036199   recall 0.7726838077844271
deviation 1/5   epoch 98/300   F1 0.7409176974764051   accuracy 0.7877643504531722   precision 0.7269127930892636   recall 0.7741308783928588
deviation 1/5   epoch 99/300   F1 0.7490488414230265   accuracy 0.7904078549848943   precision 0.7371683463595229   recall 0.7723589567579338
deviation 1/5   epoch 100/300   F1 0.750109811672981   accuracy 0.7922960725075529   precision 0.7374408679555738   recall 0.7760491391678623
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deviation 1/5   epoch 101/300   F1 0.7466241519076571   accuracy 0.7900302114803626   precision 0.7337464006581653   recall 0.7738757952573743
deviation 1/5   epoch 102/300   F1 0.7474355096933155   accuracy 0.7922960725075529   precision 0.7334455985191279   recall 0.7790888525517292
deviation 1/5   epoch 103/300   F1 0.748292428485148   accuracy 0.790785498489426   precision 0.7357388934594817   recall 0.7740704208512674
deviation 1/5   epoch 104/300   F1 0.7487663863280714   accuracy 0.7926737160120846   precision 0.73515528589058   recall 0.7785610248765233
deviation 1/5   epoch 105/300   F1 0.7501907586784794   accuracy 0.7945619335347432   precision 0.7359985602632662   recall 0.7821409690546737
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deviation 1/5   epoch 106/300   F1 0.7495744278418763   accuracy 0.7915407854984894   precision 0.7371606334841629   recall 0.7746691916485036
deviation 1/5   epoch 107/300   F1 0.7486670888123179   accuracy 0.790785498489426   precision 0.7363096462361168   recall 0.7736836150117317
deviation 1/5   epoch 108/300   F1 0.7467929152876853   accuracy 0.7904078549848943   precision 0.7337438296997121   recall 0.7746838818052935
deviation 1/5   epoch 109/300   F1 0.7490614917895313   accuracy 0.7896525679758308   precision 0.7377442410530646   recall 0.7705203918571528
deviation 1/5   epoch 110/300   F1 0.7495111415535203   accuracy 0.7930513595166163   precision 0.7360088440970793   recall 0.7787298387096775
deviation 1/5   epoch 111/300   F1 0.7504817668714348   accuracy 0.7922960725075529   precision 0.7380116207322089   recall 0.7756547682852752
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deviation 1/5   epoch 112/300   F1 0.7459912455673758   accuracy 0.790785498489426   precision 0.7323143767996709   recall 0.7765972426290528
deviation 1/5   epoch 113/300   F1 0.7451851037213203   accuracy 0.7885196374622356   precision 0.7326151789387083   recall 0.7714872114934528
deviation 1/5   epoch 114/300   F1 0.7481681739816739   accuracy 0.7877643504531722   precision 0.7377570958453311   recall 0.7669418505635978
deviation 1/5   epoch 115/300   F1 0.7483476040958177   accuracy 0.7881419939577039   precision 0.7377545248868778   recall 0.7676429623144574
deviation 1/5   epoch 116/300   F1 0.744275050520325   accuracy 0.7877643504531722   precision 0.7317641916906623   recall 0.7704940168272982
deviation 1/5   epoch 117/300   F1 0.74635838398116   accuracy 0.7873867069486404   precision 0.7351912793089264   recall 0.7676154709709033
deviation 1/5   epoch 118/300   F1 0.7494089640677484   accuracy 0.790785498489426   precision 0.7374511517893871   recall 0.7729381656559925
deviation 1/5   epoch 119/300   F1 0.7463044667924319   accuracy 0.7888972809667674   precision 0.7340394899218429   recall 0.7713131335710214
deviation 1/5   epoch 120/300   F1 0.7506742595448546   accuracy 0.7919184290030211   precision 0.7385849444672974   recall 0.7744979431141465
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deviation 1/5   epoch 121/300   F1 0.7459595105317898   accuracy 0.7911631419939577   precision 0.7320264294529   recall 0.7776791915984576
deviation 1/5   epoch 122/300   F1 0.7484932854360937   accuracy 0.7904078549848943   precision 0.7363122171945702   recall 0.7729083206960772
deviation 1/5   epoch 123/300   F1 0.7477849006593578   accuracy 0.7892749244712991   precision 0.7360345536816125   recall 0.7708048811423549
deviation 1/5   epoch 124/300   F1 0.7456561346209065   accuracy 0.7858761329305136   precision 0.7352015631427395   recall 0.7647690643551999
deviation 1/5   epoch 125/300   F1 0.747083512699096   accuracy 0.7854984894259819   precision 0.737772521596051   recall 0.7628820265599419
deviation 1/5   epoch 126/300   F1 0.7495572941820406   accuracy 0.7870090634441088   precision 0.7406160016454134   recall 0.7642710309930424
deviation 1/5   epoch 127/300   F1 0.7460140573070136   accuracy 0.7862537764350453   precision 0.7354843685726038   recall 0.7653214336406744
deviation 1/5   epoch 128/300   F1 0.7498829342062655   accuracy 0.7866314199395771   precision 0.7414747017688195   recall 0.763288797317327
deviation 1/5   epoch 129/300   F1 0.746162873205611   accuracy 0.7877643504531722   precision 0.7346179555738379   recall 0.7686811051441492
deviation 1/5   epoch 130/300   F1 0.7470412975803974   accuracy 0.783987915407855   precision 0.7389243109831345   recall 0.7598856784903296
deviation 1/5   epoch 131/300   F1 0.7513590274459838   accuracy 0.7862537764350453   precision 0.7443310366104483   recall 0.7616832980879372
update
deviation 1/5   epoch 132/300   F1 0.7469137713370018   accuracy 0.7866314199395771   precision 0.7366233031674208   recall 0.7654369188240969
deviation 1/5   epoch 133/300   F1 0.7498517250757983   accuracy 0.7938066465256798   precision 0.7360037021801727   recall 0.7804172839883308
deviation 1/5   epoch 134/300   F1 0.7489973556993015   accuracy 0.7919184290030211   precision 0.7360165569724393   recall 0.7762646002219422
deviation 1/5   epoch 135/300   F1 0.7476303484009539   accuracy 0.7873867069486404   precision 0.7371889140271493   recall 0.7665372361824652
deviation 1/5   epoch 136/300   F1 0.7474422957751148   accuracy 0.7881419939577039   precision 0.7363276429452901   recall 0.7684216481787687
deviation 1/5   epoch 137/300   F1 0.7449935237214768   accuracy 0.7885196374622356   precision 0.7323298025503908   recall 0.7716832171343189
deviation 1/5   epoch 138/300   F1 0.7458250958218593   accuracy 0.7866314199395771   precision 0.7349110448375153   recall 0.766332042786968
deviation 1/5   epoch 139/300   F1 0.7427188360095709   accuracy 0.7877643504531722   precision 0.7294811805841217   recall 0.7721145052130968
deviation 1/5   epoch 140/300   F1 0.7445833793052565   accuracy 0.7847432024169184   precision 0.7343531468531468   recall 0.7631200658132117
deviation 1/5   epoch 141/300   F1 0.7445428706031222   accuracy 0.7862537764350453   precision 0.7332013574660634   recall 0.7665667474836529
deviation 1/5   epoch 142/300   F1 0.7440541626048818   accuracy 0.7836102719033232   precision 0.7343608597285067   recall 0.761088798460797
deviation 1/5   epoch 143/300   F1 0.7443878846179539   accuracy 0.7817220543806647   precision 0.7363713492389963   recall 0.7571087396668792
deviation 1/5   epoch 144/300   F1 0.7433903883739099   accuracy 0.7866314199395771   precision 0.731201151789387   recall 0.7685365804496662
deviation 1/5   epoch 145/300   F1 0.742549533322417   accuracy 0.7847432024169184   precision 0.7312140065816537   recall 0.7647829517618241
deviation 1/5   epoch 146/300   F1 0.7467992326525082   accuracy 0.7824773413897281   precision 0.7397907239819005   recall 0.7572093574798893
deviation 1/5   epoch 147/300   F1 0.7434832411634145   accuracy 0.7847432024169184   precision 0.7326408885232414   recall 0.7639958221861753
deviation 1/5   epoch 148/300   F1 0.7447680684936246   accuracy 0.7843655589123867   precision 0.7349264705882352   recall 0.762167948786917
deviation 1/5   epoch 149/300   F1 0.7442098810221269   accuracy 0.7851208459214502   precision 0.7334944467297408   recall 0.7642514899061721
deviation 1/5   epoch 150/300   F1 0.745989491140359   accuracy 0.7873867069486404   precision 0.7346205265322913   recall 0.7679426961186948
deviation 1/5   epoch 151/300   F1 0.7436344273404976   accuracy 0.7885196374622356   precision 0.7303321678321678   recall 0.7731235900249984
deviation 1/5   epoch 152/300   F1 0.7436032889550669   accuracy 0.7862537764350453   precision 0.7317744755244755   recall 0.7674151637399145
deviation 1/5   epoch 153/300   F1 0.7468918375306242   accuracy 0.7881419939577039   precision 0.7354715137803374   recall 0.7689145455172712
deviation 1/5   epoch 154/300   F1 0.7479809350066999   accuracy 0.7866314199395771   precision 0.7383355614973262   recall 0.7646148971653297
deviation 1/5   epoch 155/300   F1 0.7454734126686572   accuracy 0.7836102719033232   precision 0.7366438708350473   recall 0.7601215897810889
deviation 1/5   epoch 156/300   F1 0.7496268117842638   accuracy 0.7794561933534743   precision 0.7478018305224188   recall 0.7516454797281598
deviation 1/5   epoch 157/300   F1 0.7427832183887746   accuracy 0.779833836858006   precision 0.7352426984779926   recall 0.7544750409350219
deviation 1/5   epoch 158/300   F1 0.7411561058558788   accuracy 0.7824773413897281   precision 0.7306586795557384   recall 0.7608090233869679
deviation 1/5   epoch 159/300   F1 0.7428479804787166   accuracy 0.7775679758308157   precision 0.7372557589469354   recall 0.7505758128073802
deviation 1/5   epoch 160/300   F1 0.741919812845532   accuracy 0.7805891238670695   precision 0.733239921842863   recall 0.7563799309743079
deviation 1/5   epoch 161/300   F1 0.7381917143422115   accuracy 0.777190332326284   precision 0.729838543809132   recall 0.7520220002649955
deviation 1/5   epoch 162/300   F1 0.7429552131697275   accuracy 0.779833836858006   precision 0.7355280748663102   recall 0.7543875542782168
deviation 1/5   epoch 163/300   F1 0.7380692923538255   accuracy 0.7722809667673716   precision 0.7335818593171535   recall 0.7439349526482288
deviation 1/5   epoch 164/300   F1 0.7404147786685256   accuracy 0.775679758308157   precision 0.7347002262443438   recall 0.7484135536398467
deviation 1/5   epoch 165/300   F1 0.7418678357945474   accuracy 0.7753021148036254   precision 0.7375565610859729   recall 0.7474069462713242
deviation 1/5   epoch 166/300   F1 0.7371283700107639   accuracy 0.7741691842900302   precision 0.7304298642533937   recall 0.7471685157148412
deviation 1/5   epoch 167/300   F1 0.7381453187230442   accuracy 0.7737915407854985   precision 0.7324300699300699   recall 0.7461891214232272
deviation 1/5   epoch 168/300   F1 0.7386635929139473   accuracy 0.7715256797583081   precision 0.7352992595639655   recall 0.7427718142035119
deviation 1/5   epoch 169/300   F1 0.7408372309792107   accuracy 0.7779456193353474   precision 0.7335432949403538   recall 0.7520484013729075
deviation 1/5   epoch 170/300   F1 0.7383416100060927   accuracy 0.774546827794562   precision 0.7321395516248457   recall 0.7473281083616667
deviation 1/5   epoch 171/300   F1 0.7394915341997619   accuracy 0.770392749244713   precision 0.7378753599341834   recall 0.7412696094793058
deviation 1/5   epoch 172/300   F1 0.7372871841866853   accuracy 0.770392749244713   precision 0.7338800904977376   recall 0.7414662632053937
deviation 1/5   epoch 173/300   F1 0.7407018201056115   accuracy 0.7749244712990937   precision 0.7358468737145207   recall 0.7471555623809485
deviation 1/5   epoch 174/300   F1 0.7462052408789617   accuracy 0.7809667673716012   precision 0.7400863842040313   recall 0.7548550843294579
deviation 1/5   epoch 175/300   F1 0.7465557359307359   accuracy 0.7862537764350453   precision 0.7363404977375565   recall 0.7648887736284002
deviation 1/5   epoch 176/300   F1 0.7402321060756007   accuracy 0.773036253776435   precision 0.7367158576717401   recall 0.7445551595752098
deviation 1/5   epoch 177/300   F1 0.7361659282662503   accuracy 0.7707703927492447   precision 0.7315945084327438   recall 0.7421937541967709
deviation 1/5   epoch 178/300   F1 0.7401033828436825   accuracy 0.7734138972809668   precision 0.7361425339366516   recall 0.7451032716016438
deviation 1/5   epoch 179/300   F1 0.7406169487146153   accuracy 0.7737915407854985   precision 0.7367107157548334   recall 0.745528068284169
deviation 1/5   epoch 180/300   F1 0.7362139093210209   accuracy 0.7639728096676737   precision 0.7382044426162073   recall 0.7344505870943621
deviation 1/5   epoch 181/300   F1 0.7423820754716981   accuracy 0.775679758308157   precision 0.7381247429041546   recall 0.7478299726003939
deviation 1/5   epoch 182/300   F1 0.7407773548063297   accuracy 0.7737915407854985   precision 0.736996092143151   recall 0.7454954310158292
deviation 1/5   epoch 183/300   F1 0.7325970523194131   accuracy 0.7613293051359517   precision 0.733941793500617   recall 0.7313602847698957
deviation 1/5   epoch 184/300   F1 0.7440078483795828   accuracy 0.7805891238670695   precision 0.7366644385026738   recall 0.7552194559331045
deviation 1/5   epoch 185/300   F1 0.7447685083556006   accuracy 0.7836102719033232   precision 0.735502365281777   recall 0.7605900907148013
deviation 1/5   epoch 186/300   F1 0.7428710147273021   accuracy 0.7779456193353474   precision 0.7369678116001646   recall 0.7511779373492662
deviation 1/5   epoch 187/300   F1 0.7382080284416739   accuracy 0.7700151057401813   precision 0.7358802961744138   recall 0.7408818963791446
deviation 1/5   epoch 188/300   F1 0.7364405207334797   accuracy 0.7666163141993958   precision 0.7359034348004936   recall 0.7369953095297133
deviation 1/5   epoch 189/300   F1 0.7275798230033621   accuracy 0.7518882175226587   precision 0.7342914438502673   recall 0.7232802696612146
deviation 1/5   epoch 190/300   F1 0.735351483935724   accuracy 0.7715256797583081   precision 0.7295917317976142   recall 0.7435369057188304
deviation 1/5   epoch 191/300   F1 0.7356440499944787   accuracy 0.7651057401812689   precision 0.7359137186343068   recall 0.7353787668913719
deviation 1/5   epoch 192/300   F1 0.7379904449966854   accuracy 0.7711480362537765   precision 0.7344457013574661   recall 0.742369957713499
deviation 1/5   epoch 193/300   F1 0.7417416571985884   accuracy 0.7802114803625377   precision 0.7332424928013164   recall 0.7557544901232793
deviation 1/5   epoch 194/300   F1 0.7316502591903302   accuracy 0.7669939577039275   precision 0.7270541958041958   recall 0.7377755206850434
deviation 1/5   epoch 195/300   F1 0.7412047142080296   accuracy 0.7790785498489426   precision 0.7332502056766763   recall 0.7539156110172367
deviation 1/5   epoch 196/300   F1 0.7260676611457885   accuracy 0.7511329305135952   precision 0.7320135746606335   recall 0.7220670588676781
deviation 1/5   epoch 197/300   F1 0.7310003813479207   accuracy 0.7605740181268882   precision 0.7316639243109831   recall 0.730363922230318
deviation 1/5   epoch 198/300   F1 0.7385450849426456   accuracy 0.7688821752265861   precision 0.7376002673796791   recall 0.7395445343867206
deviation 1/5   epoch 199/300   F1 0.7299594941839468   accuracy 0.7628398791540786   precision 0.7276532291238174   recall 0.7326268114038315
deviation 1/5   epoch 200/300   F1 0.7397713781327974   accuracy 0.7715256797583081   precision 0.7372968942821885   recall 0.7426343063127007
deviation 1/5   epoch 201/300   F1 0.7305574134097055   accuracy 0.7647280966767371   precision 0.7270696215549157   recall 0.7349001811865223
deviation 1/5   epoch 202/300   F1 0.7345429616665093   accuracy 0.7662386706948641   precision 0.7327668654874537   recall 0.7365225796549618
deviation 1/5   epoch 203/300   F1 0.73689460310968   accuracy 0.7666163141993958   precision 0.7367595639654463   recall 0.7370307452736702
deviation 1/5   epoch 204/300   F1 0.735883942328448   accuracy 0.7722809667673716   precision 0.7298719662690251   recall 0.7445504306115401
deviation 1/5   epoch 205/300   F1 0.7407830647546081   accuracy 0.7824773413897281   precision 0.7300879267791032   recall 0.7610987767057704
deviation 1/5   epoch 206/300   F1 0.7389830034318965   accuracy 0.7737915407854985   precision 0.7338569518716578   recall 0.7459324328617383
deviation 1/5   epoch 207/300   F1 0.7390023602631891   accuracy 0.7741691842900302   precision 0.7335690045248868   recall 0.746505204206779
deviation 1/5   epoch 208/300   F1 0.7387140757436019   accuracy 0.775679758308157   precision 0.7318464623611682   recall 0.7490664737010727
deviation 1/5   epoch 209/300   F1 0.7408500006680294   accuracy 0.7787009063444109   precision 0.7329674002468121   recall 0.7534061545689452
deviation 1/5   epoch 210/300   F1 0.7402945197079723   accuracy 0.7737915407854985   precision 0.7361399629781983   recall 0.7455975458695512
deviation 1/5   epoch 211/300   F1 0.7380508583187995   accuracy 0.7700151057401813   precision 0.7355949197860963   recall 0.7408940500717986
deviation 1/5   epoch 212/300   F1 0.7333782267477218   accuracy 0.7639728096676737   precision 0.7327822912381736   recall 0.7339964607075871
deviation 1/5   epoch 213/300   F1 0.7364497647363185   accuracy 0.7700151057401813   precision 0.7327411559029207   recall 0.7410879009304416
deviation 1/5   epoch 214/300   F1 0.7290604594469229   accuracy 0.7571752265861027   precision 0.7314016865487454   recall 0.7270449235193401
deviation 1/5   epoch 215/300   F1 0.7415595814501644   accuracy 0.7794561933534743   precision 0.7335330111065406   recall 0.7544262350183044
deviation 1/5   epoch 216/300   F1 0.7336172207680587   accuracy 0.7666163141993958   precision 0.7307666598107775   recall 0.7370137414577986
deviation 1/5   epoch 217/300   F1 0.7349621622687683   accuracy 0.7700151057401813   precision 0.7301727684080626   recall 0.7413779855285907
deviation 1/5   epoch 218/300   F1 0.7292073114776574   accuracy 0.7571752265861027   precision 0.7316870629370629   recall 0.7270912042698197
deviation 1/5   epoch 219/300   F1 0.7352812942606011   accuracy 0.7658610271903323   precision 0.7344816947758124   recall 0.7361207476829079
deviation 1/5   epoch 220/300   F1 0.735771772557744   accuracy 0.7696374622356495   precision 0.7318875976964212   recall 0.740686876234189
deviation 1/5   epoch 221/300   F1 0.7354438757338139   accuracy 0.7647280966767371   precision 0.7359162895927602   recall 0.734984862423792
deviation 1/5   epoch 222/300   F1 0.7237804862722229   accuracy 0.7492447129909365   precision 0.7294580419580419   recall 0.7199120844462404
deviation 1/5   epoch 223/300   F1 0.7312830782388551   accuracy 0.7617069486404834   precision 0.7310854586589881   recall 0.7314831566727853
deviation 1/5   epoch 224/300   F1 0.7168429876853086   accuracy 0.736404833836858   precision 0.7304015837104072   recall 0.7121775323888173
deviation 1/5   epoch 225/300   F1 0.736989640343475   accuracy 0.7707703927492447   precision 0.7330213903743316   recall 0.742026608347002
deviation 1/5   epoch 226/300   F1 0.732429697930574   accuracy 0.7658610271903323   precision 0.7293449197860963   recall 0.7361646475770924
deviation 1/5   epoch 227/300   F1 0.7297897006231298   accuracy 0.7571752265861027   precision 0.7328285684903333   recall 0.7272867876582328
deviation 1/5   epoch 228/300   F1 0.7242009054241267   accuracy 0.7518882175226587   precision 0.7274424105306458   recall 0.7215872622265805
deviation 1/5   epoch 229/300   F1 0.7362263550632093   accuracy 0.7722809667673716   precision 0.7304427190456602   recall 0.7444395810877238
deviation 1/5   epoch 230/300   F1 0.7288436181091325   accuracy 0.7549093655589124   precision 0.7334147470176882   recall 0.7254441297031934
deviation 1/5   epoch 231/300   F1 0.723560162783069   accuracy 0.7450906344410876   precision 0.7340523447141094   recall 0.7185826593939437
deviation 1/5   epoch 232/300   F1 0.7253050086823174   accuracy 0.7481117824773413   precision 0.7340317770464829   recall 0.7205139851563849
deviation 1/5   epoch 233/300   F1 0.7213997249557519   accuracy 0.7447129909365559   precision 0.7297742698477993   recall 0.7167548257070306
deviation 1/5   epoch 234/300   F1 0.7217961725153179   accuracy 0.7447129909365559   precision 0.730630399012752   recall 0.7170586527293844
deviation 1/5   epoch 235/300   F1 0.7194647577872626   accuracy 0.7413141993957704   precision 0.729797408473879   recall 0.7146089530844544
deviation 1/5   epoch 236/300   F1 0.729675182565076   accuracy 0.763595166163142   precision 0.7265065816536405   recall 0.7335467281667926
deviation 1/5   epoch 237/300   F1 0.7291463788458126   accuracy 0.7605740181268882   precision 0.7282394076511723   recall 0.7301070753726644
deviation 1/5   epoch 238/300   F1 0.7257339574467815   accuracy 0.7533987915407855   precision 0.7288590086384203   recall 0.7231887709849834
deviation 1/5   epoch 239/300   F1 0.7204307310628599   accuracy 0.7469788519637462   precision 0.7251928218839984   recall 0.7169984739178691
deviation 1/5   epoch 240/300   F1 0.7107278999756168   accuracy 0.7265861027190332   precision 0.7301830522418757   recall 0.70797212543554
deviation 1/5   epoch 241/300   F1 0.7285070610238298   accuracy 0.7669939577039275   precision 0.7219174208144796   recall 0.7385820019389607
deviation 1/5   epoch 242/300   F1 0.7302825527321044   accuracy 0.7628398791540786   precision 0.7282239819004526   recall 0.732625786163522
deviation 1/5   epoch 243/300   F1 0.7296045726425473   accuracy 0.7560422960725075   precision 0.7336924105306458   recall 0.7264612088295381
deviation 1/5   epoch 244/300   F1 0.7182104740630431   accuracy 0.7409365558912386   precision 0.7275169683257918   recall 0.7134837694920488
deviation 1/5   epoch 245/300   F1 0.7250913286572934   accuracy 0.7511329305135952   precision 0.7300159399424104   recall 0.7215441379032832
deviation 1/5   epoch 246/300   F1 0.7266193967450112   accuracy 0.752643504531722   precision 0.7314325380501852   recall 0.7231140870231193
deviation 1/5   epoch 247/300   F1 0.7229391907930409   accuracy 0.7469788519637462   precision 0.7303295968737145   recall 0.718499097604995
deviation 1/5   epoch 248/300   F1 0.7371905984118003   accuracy 0.7692598187311178   precision 0.7347439325380503   recall 0.7400239219513478
deviation 1/5   epoch 249/300   F1 0.7242506047682803   accuracy 0.7571752265861027   precision 0.7225550185109009   recall 0.7261459636152267
deviation 1/5   epoch 250/300   F1 0.72421174743872   accuracy 0.7545317220543807   precision 0.7248560263266146   recall 0.7235942273523284
deviation 1/5   epoch 251/300   F1 0.7222584593237261   accuracy 0.7583081570996979   precision 0.7182666598107774   recall 0.7274723419761588
deviation 1/5   epoch 252/300   F1 0.7263277035705111   accuracy 0.7666163141993958   precision 0.7187808515014398   recall 0.7387360849268336
deviation 1/5   epoch 253/300   F1 0.7241048075438662   accuracy 0.7522658610271903   precision 0.7268690867955574   recall 0.7218035757824066
deviation 1/5   epoch 254/300   F1 0.7208644922333796   accuracy 0.7447129909365559   precision 0.728632764294529   recall 0.7163622606254212
deviation 1/5   epoch 255/300   F1 0.7247468956580871   accuracy 0.752643504531722   precision 0.7277226450020569   recall 0.722302395256545
deviation 1/5   epoch 256/300   F1 0.7215651711011339   accuracy 0.7469788519637462   precision 0.7274758329905389   recall 0.7176283943329398
deviation 1/5   epoch 257/300   F1 0.7257870953027451   accuracy 0.7537764350453172   precision 0.7285710612916496   recall 0.7234675487566704
deviation 1/5   epoch 258/300   F1 0.7251518152805707   accuracy 0.7492447129909365   precision 0.7323118058412176   recall 0.7207434333958724
deviation 1/5   epoch 259/300   F1 0.7114295229828638   accuracy 0.7307401812688822   precision 0.7255887494858083   recall 0.7070806746140617
deviation 1/5   epoch 260/300   F1 0.724661527870494   accuracy 0.7590634441087614   precision 0.7216860345536816   recall 0.7282780201626566
deviation 1/5   epoch 261/300   F1 0.7309807816521743   accuracy 0.763595166163142   precision 0.7287895927601811   recall 0.7334941737969107
deviation 1/5   epoch 262/300   F1 0.7268794324886495   accuracy 0.7552870090634441   precision 0.7291315302344714   recall 0.7249336856637365
deviation 1/5   epoch 263/300   F1 0.7198102523058676   accuracy 0.7401812688821753   precision 0.7320881324557795   recall 0.7149259914432442
deviation 1/5   epoch 264/300   F1 0.7357849013726157   accuracy 0.7662386706948641   precision 0.7350498765939942   recall 0.7365534224564685
deviation 1/5   epoch 265/300   F1 0.7322439734670765   accuracy 0.7620845921450151   precision 0.7325097696421226   recall 0.7319825366043854
deviation 1/5   epoch 266/300   F1 0.7219075472031748   accuracy 0.7420694864048338   precision 0.7343582887700535   recall 0.716958672866778
deviation 1/5   epoch 267/300   F1 0.7233262559368865   accuracy 0.7552870090634441   precision 0.7225678733031674   recall 0.7241236472842127
deviation 1/5   epoch 268/300   F1 0.7187479796440479   accuracy 0.7394259818731118   precision 0.7306663924310983   recall 0.7138864056260803
deviation 1/5   epoch 269/300   F1 0.7275016311892136   accuracy 0.7515105740181269   precision 0.7345793911970382   recall 0.7230839382596215
deviation 1/5   epoch 270/300   F1 0.7139954447840401   accuracy 0.7322507552870091   precision 0.729573735088441   recall 0.7098157195548979
deviation 1/5   epoch 271/300   F1 0.7201140660839378   accuracy 0.7424471299093656   precision 0.7297896955985191   recall 0.7152984535337477
deviation 1/5   epoch 272/300   F1 0.7168377616747181   accuracy 0.743202416918429   precision 0.7220793911970382   recall 0.7132207740916272
deviation 1/5   epoch 273/300   F1 0.7113084457261426   accuracy 0.7307401812688822   precision 0.7253033730974907   recall 0.7069368986975235
deviation 1/5   epoch 274/300   F1 0.725285248781883   accuracy 0.7545317220543807   precision 0.7268536610448375   recall 0.7238699561581554
deviation 1/5   epoch 275/300   F1 0.7262342780633234   accuracy 0.7549093655589124   precision 0.728277972027972   recall 0.7244454176453972
deviation 1/5   epoch 276/300   F1 0.7246343775732943   accuracy 0.754154078549849   precision 0.7260001028383382   recall 0.7233859598855689
deviation 1/5   epoch 277/300   F1 0.7213312117461841   accuracy 0.7545317220543807   precision 0.7197192513368984   recall 0.7231273122221091
deviation 1/5   epoch 278/300   F1 0.7242626823397806   accuracy 0.7488670694864048   precision 0.730887494858083   recall 0.7200362986633932
deviation 1/5   epoch 279/300   F1 0.7257375225869778   accuracy 0.7545317220543807   precision 0.7277097902097902   recall 0.7240038442570088
deviation 1/5   epoch 280/300   F1 0.731843099005178   accuracy 0.770392749244713   precision 0.7247480460715755   recall 0.7429330487655762
deviation 1/5   epoch 281/300   F1 0.7134910481864064   accuracy 0.7367824773413897   precision 0.7224084738790622   recall 0.7089243504170553
deviation 1/5   epoch 282/300   F1 0.731547210690286   accuracy 0.773036253776435   precision 0.7224470382558618   recall 0.7478162522814874
deviation 1/5   epoch 283/300   F1 0.724169385817043   accuracy 0.7605740181268882   precision 0.7196781160016454   recall 0.7302115243168097
deviation 1/5   epoch 284/300   F1 0.7245584935272003   accuracy 0.7549093655589124   precision 0.7251388317564789   recall 0.7239998567546879
deviation 1/5   epoch 285/300   F1 0.719796888352778   accuracy 0.7466012084592145   precision 0.724339263677499   recall 0.7164764372025694
deviation 1/5   epoch 286/300   F1 0.7261382374687406   accuracy 0.756797583081571   precision 0.7262674825174825   recall 0.7260100718279007
deviation 1/5   epoch 287/300   F1 0.7208469849555447   accuracy 0.7428247734138973   precision 0.7309286301933361   recall 0.7159734307139745
deviation 1/5   epoch 288/300   F1 0.7042242891342214   accuracy 0.7205438066465257   precision 0.7230897778691896   recall 0.7016462052923036
deviation 1/5   epoch 289/300   F1 0.713991994967612   accuracy 0.7360271903323263   precision 0.7244112505141918   recall 0.7092843292103614
deviation 1/5   epoch 290/300   F1 0.7087504243787457   accuracy 0.7299848942598187   precision 0.7204571164129987   recall 0.7042208111173629
deviation 1/5   epoch 291/300   F1 0.726950038304578   accuracy 0.7537764350453172   precision 0.73085407239819   recall 0.723925485355179
deviation 1/5   epoch 292/300   F1 0.7173359180325498   accuracy 0.7405589123867069   precision 0.7260926573426574   recall 0.7127067496860168
deviation 1/5   epoch 293/300   F1 0.7094988819144405   accuracy 0.7280966767371602   precision 0.7247506170300289   recall 0.7054621305599624
deviation 1/5   epoch 294/300   F1 0.7139774941695829   accuracy 0.7330060422960725   precision 0.7284270876182641   recall 0.7095674453299368
deviation 1/5   epoch 295/300   F1 0.7272759738686135   accuracy 0.7560422960725075   precision 0.7291263883175647   recall 0.7256342093270545
deviation 1/5   epoch 296/300   F1 0.7308537314099663   accuracy 0.7594410876132931   precision 0.7325277663512957   recall 0.7293473816338757
deviation 1/5   epoch 297/300   F1 0.7110854875705164   accuracy 0.7341389728096677   precision 0.7204288358700124   recall 0.7065279182926242
deviation 1/5   epoch 298/300   F1 0.708879063782744   accuracy 0.7284743202416919   precision 0.7227504113533525   recall 0.7045920514874608
deviation 1/5   epoch 299/300   F1 0.7146316827533536   accuracy 0.7345166163141994   precision 0.7278460510078157   recall 0.7100132053596342
deviation 1/5   epoch 300/300   F1 0.7180836688593486   accuracy 0.7398036253776435   precision 0.728666186754422   recall 0.7132524523540501

deviation 2/5   epoch 1/300   F1 0.4374399836840599   accuracy 0.6601208459214502   precision 0.5060443233237351   recall 0.536212128213422
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deviation 2/5   epoch 2/300   F1 0.4847657057935821   accuracy 0.6642749244712991   precision 0.525421637186343   recall 0.5789752703093957
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deviation 2/5   epoch 3/300   F1 0.5602859311740891   accuracy 0.6669184290030211   precision 0.565356334841629   recall 0.6003418277125173
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deviation 2/5   epoch 4/300   F1 0.6179911523591336   accuracy 0.709214501510574   precision 0.6144385026737968   recall 0.6727822870207555
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deviation 2/5   epoch 5/300   F1 0.6665022407405464   accuracy 0.7280966767371602   precision 0.6579725421637186   recall 0.693323579844888
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deviation 2/5   epoch 6/300   F1 0.6908046001413924   accuracy 0.7507552870090635   precision 0.679506890168655   recall 0.7267482455029342
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deviation 2/5   epoch 7/300   F1 0.7117233846748681   accuracy 0.7692598187311178   precision 0.6979303784450843   recall 0.7551656992762179
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deviation 2/5   epoch 8/300   F1 0.7217327445496566   accuracy 0.773036253776435   precision 0.7087489716166187   recall 0.7551843403966444
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deviation 2/5   epoch 9/300   F1 0.7186846234309623   accuracy 0.7741691842900302   precision 0.7044606129164952   recall 0.7613543748028184
deviation 2/5   epoch 10/300   F1 0.7229591234763991   accuracy 0.7753021148036254   precision 0.709304298642534   recall 0.759865121412275
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deviation 2/5   epoch 11/300   F1 0.7214494793132564   accuracy 0.7741691842900302   precision 0.707885129576306   recall 0.7583949023417528
deviation 2/5   epoch 12/300   F1 0.7263628153558187   accuracy 0.7768126888217523   precision 0.7130039078568491   recall 0.7603857700826651
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deviation 2/5   epoch 13/300   F1 0.7334612913278123   accuracy 0.7794561933534743   precision 0.7212618264088853   recall 0.760273392608722
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deviation 2/5   epoch 14/300   F1 0.7302076360081677   accuracy 0.7802114803625377   precision 0.7164052858905801   recall 0.7654127514662294
deviation 2/5   epoch 15/300   F1 0.7354839139323792   accuracy 0.7790785498489426   precision 0.7244035376388318   recall 0.757700128799873
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deviation 2/5   epoch 16/300   F1 0.7362611475394218   accuracy 0.7828549848942599   precision 0.7232363225010283   recall 0.766060984437899
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deviation 2/5   epoch 17/300   F1 0.7337667318284622   accuracy 0.7802114803625377   precision 0.7212566844919786   recall 0.7618328298086606
deviation 2/5   epoch 18/300   F1 0.7376266336710231   accuracy 0.7832326283987915   precision 0.7249460098724805   recall 0.765664472405752
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deviation 2/5   epoch 19/300   F1 0.7385408265850614   accuracy 0.783987915407855   precision 0.7257969971205265   recall 0.7666695005829771
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deviation 2/5   epoch 20/300   F1 0.7369754843353218   accuracy 0.7836102719033232   precision 0.7238019333607568   recall 0.7672838297888673
deviation 2/5   epoch 21/300   F1 0.7372277035291916   accuracy 0.7813444108761329   precision 0.7255296174413821   recall 0.7614479600922439
deviation 2/5   epoch 22/300   F1 0.738715088494659   accuracy 0.7858761329305136   precision 0.7249280131633073   recall 0.7714458022905412
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deviation 2/5   epoch 23/300   F1 0.7376483739337438   accuracy 0.7809667673716012   precision 0.726388317564788   recall 0.7602219936877195
deviation 2/5   epoch 24/300   F1 0.7425893292960379   accuracy 0.7870090634441088   precision 0.7297716988893459   recall 0.7702836750740942
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deviation 2/5   epoch 25/300   F1 0.7397868238951719   accuracy 0.7832326283987915   precision 0.7280851501439737   recall 0.7636567077682974
deviation 2/5   epoch 26/300   F1 0.7425068222516683   accuracy 0.7854984894259819   precision 0.7306381118881119   recall 0.766607822683464
deviation 2/5   epoch 27/300   F1 0.7429646651459954   accuracy 0.7836102719033232   precision 0.7326486013986013   recall 0.7618951663959423
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deviation 2/5   epoch 28/300   F1 0.7401506606896007   accuracy 0.7873867069486404   precision 0.7260592348827644   recall 0.7739721332252127
deviation 2/5   epoch 29/300   F1 0.7399956963998087   accuracy 0.7870090634441088   precision 0.7260618058412176   recall 0.7731028099502117
deviation 2/5   epoch 30/300   F1 0.7414800081931281   accuracy 0.7881419939577039   precision 0.7274809749074456   recall 0.7745267468963672
deviation 2/5   epoch 31/300   F1 0.7433373016590357   accuracy 0.7873867069486404   precision 0.7306252570958454   recall 0.7704846419366681
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deviation 2/5   epoch 32/300   F1 0.7423232491134752   accuracy 0.7877643504531722   precision 0.7289104278074867   recall 0.7725444460769909
deviation 2/5   epoch 33/300   F1 0.7419315873277329   accuracy 0.7854984894259819   precision 0.7297819827231592   recall 0.767144906743185
deviation 2/5   epoch 34/300   F1 0.7465557359307359   accuracy 0.7862537764350453   precision 0.7363404977375565   recall 0.7648887736284002
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deviation 2/5   epoch 35/300   F1 0.7436665432907212   accuracy 0.7881419939577039   precision 0.7306201151789387   recall 0.7720932436992634
deviation 2/5   epoch 36/300   F1 0.7443562032640139   accuracy 0.7862537764350453   precision 0.7329159810777458   recall 0.7667320284529866
deviation 2/5   epoch 37/300   F1 0.7458250958218593   accuracy 0.7866314199395771   precision 0.7349110448375153   recall 0.766332042786968
deviation 2/5   epoch 38/300   F1 0.7432749412204881   accuracy 0.7881419939577039   precision 0.7300493624023036   recall 0.7725126331746366
deviation 2/5   epoch 39/300   F1 0.7456620507405822   accuracy 0.7851208459214502   precision 0.7357774578362813   recall 0.7631176143597468
deviation 2/5   epoch 40/300   F1 0.7460164893412946   accuracy 0.7847432024169184   precision 0.7366361579596874   recall 0.7620644099550422
deviation 2/5   epoch 41/300   F1 0.7446576621094823   accuracy 0.7877643504531722   precision 0.7323349444672974   recall 0.7701129842180774
deviation 2/5   epoch 42/300   F1 0.7486964896604439   accuracy 0.7836102719033232   precision 0.742066022213081   recall 0.758287515422182
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deviation 2/5   epoch 43/300   F1 0.7436665432907212   accuracy 0.7881419939577039   precision 0.7306201151789387   recall 0.7720932436992634
deviation 2/5   epoch 44/300   F1 0.7481626574286917   accuracy 0.7870090634441088   precision 0.7383329905388729   recall 0.7652873168498169
deviation 2/5   epoch 45/300   F1 0.74482579857885   accuracy 0.7881419939577039   precision 0.7323323735088441   recall 0.7708939894346908
deviation 2/5   epoch 46/300   F1 0.749765140776564   accuracy 0.7881419939577039   precision 0.7400375359934184   recall 0.7665045346303896
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deviation 2/5   epoch 47/300   F1 0.7477849006593578   accuracy 0.7892749244712991   precision 0.7360345536816125   recall 0.7708048811423549
deviation 2/5   epoch 48/300   F1 0.7490556976505758   accuracy 0.7877643504531722   precision 0.7391839777869189   recall 0.7662345467032967
deviation 2/5   epoch 49/300   F1 0.7506668173211577   accuracy 0.7922960725075529   precision 0.7382969971205265   recall 0.7754611674289638
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deviation 2/5   epoch 50/300   F1 0.7490645863392923   accuracy 0.7892749244712991   precision 0.7380321883998355   recall 0.7696284000232978
deviation 2/5   epoch 51/300   F1 0.7493584236496608   accuracy 0.7922960725075529   precision 0.7362993624023035   recall 0.776867047426258
deviation 2/5   epoch 52/300   F1 0.7542256552012243   accuracy 0.7919184290030211   precision 0.7442924722336487   recall 0.7712286282930394
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deviation 2/5   epoch 53/300   F1 0.7504709505674837   accuracy 0.7926737160120846   precision 0.7377236733854381   recall 0.7766443945963615
deviation 2/5   epoch 54/300   F1 0.752758248459366   accuracy 0.7873867069486404   precision 0.7457502056766763   recall 0.7630050069921797
deviation 2/5   epoch 55/300   F1 0.7501319619753699   accuracy 0.7888972809667674   precision 0.7400323940765117   recall 0.7678659422238958
deviation 2/5   epoch 56/300   F1 0.7492011200790645   accuracy 0.7915407854984894   precision 0.7365898807075277   recall 0.7750597800095649
deviation 2/5   epoch 57/300   F1 0.7514041274817136   accuracy 0.7915407854984894   precision 0.7400143973673385   recall 0.7728558735503179
deviation 2/5   epoch 58/300   F1 0.7508635636617789   accuracy 0.7911631419939577   precision 0.7394462155491568   recall 0.7724570057813192
deviation 2/5   epoch 59/300   F1 0.7501419170790915   accuracy 0.7896525679758308   precision 0.73945649938297   recall 0.7695588942872957
deviation 2/5   epoch 60/300   F1 0.7515693422328231   accuracy 0.7904078549848943   precision 0.7411636157959687   recall 0.7700596746575958
deviation 2/5   epoch 61/300   F1 0.7547775708007878   accuracy 0.7900302114803626   precision 0.7468737145207733   recall 0.7668489678860839
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deviation 2/5   epoch 62/300   F1 0.7513334835850048   accuracy 0.7885196374622356   precision 0.7423179761415055   recall 0.7661403270985814
deviation 2/5   epoch 63/300   F1 0.7533427014137284   accuracy 0.7885196374622356   precision 0.7457424928013163   recall 0.7648049645390071
deviation 2/5   epoch 64/300   F1 0.7513495153671312   accuracy 0.7888972809667674   precision 0.7420300287947347   recall 0.7669216608742435
deviation 2/5   epoch 65/300   F1 0.7510162676974821   accuracy 0.7892749244712991   precision 0.7411713286713286   recall 0.7679903438227607
deviation 2/5   epoch 66/300   F1 0.7529996005264129   accuracy 0.7915407854984894   precision 0.7425827848621966   recall 0.771413490275944
deviation 2/5   epoch 67/300   F1 0.7492430637196773   accuracy 0.7896525679758308   precision 0.7380296174413822   recall 0.7703547559341954
deviation 2/5   epoch 68/300   F1 0.7490482148589411   accuracy 0.7873867069486404   precision 0.7394719251336899   recall 0.7654280310181343
deviation 2/5   epoch 69/300   F1 0.7490610872283032   accuracy 0.7881419939577039   precision 0.7388960304401481   recall 0.7670575344434265
deviation 2/5   epoch 70/300   F1 0.7497762130888052   accuracy 0.790785498489426   precision 0.7380219045660222   recall 0.7725792585264745
deviation 2/5   epoch 71/300   F1 0.7509371864942234   accuracy 0.7873867069486404   precision 0.7426110654051831   recall 0.7641058203279423
deviation 2/5   epoch 72/300   F1 0.7486972772998641   accuracy 0.7873867069486404   precision 0.7389011723570547   recall 0.7656933659577784
deviation 2/5   epoch 73/300   F1 0.7504910529742814   accuracy 0.7892749244712991   precision 0.7403151995063759   recall 0.7684123775283995
deviation 2/5   epoch 74/300   F1 0.7485268658133839   accuracy 0.7881419939577039   precision 0.7380399012751954   recall 0.7674935194474358
deviation 2/5   epoch 75/300   F1 0.7463663560848761   accuracy 0.7870090634441088   precision 0.7354792266556972   recall 0.7667365600792125
deviation 2/5   epoch 76/300   F1 0.7467260990733984   accuracy 0.7851208459214502   precision 0.7374897161661867   recall 0.7623503007298316
deviation 2/5   epoch 77/300   F1 0.7481041600987945   accuracy 0.790785498489426   precision 0.7354535170711641   recall 0.7742674033811
deviation 2/5   epoch 78/300   F1 0.7499487378724599   accuracy 0.7885196374622356   precision 0.740034965034965   recall 0.7671817765567766
deviation 2/5   epoch 79/300   F1 0.75140257329567   accuracy 0.7911631419939577   precision 0.7403023447141095   recall 0.7719561578787721
deviation 2/5   epoch 80/300   F1 0.7509153012755512   accuracy 0.7870090634441088   precision 0.7428990127519539   recall 0.7633753345227475
deviation 2/5   epoch 81/300   F1 0.7512953506421102   accuracy 0.7877643504531722   precision 0.7428938708350473   recall 0.7646245718015008
deviation 2/5   epoch 82/300   F1 0.7481567342722946   accuracy 0.7866314199395771   precision 0.7386209378856438   recall 0.7644848061722811
deviation 2/5   epoch 83/300   F1 0.7490270124917824   accuracy 0.7866314199395771   precision 0.7400478198272316   recall 0.76386324858787
deviation 2/5   epoch 84/300   F1 0.7506457167455876   accuracy 0.7885196374622356   precision 0.7411764705882353   recall 0.766645442968892
deviation 2/5   epoch 85/300   F1 0.7470888457424565   accuracy 0.7873867069486404   precision 0.7363327848621966   recall 0.7669867347464833
deviation 2/5   epoch 86/300   F1 0.7520742486389144   accuracy 0.7870090634441088   precision 0.7448966474701768   recall 0.7626861802608247
deviation 2/5   epoch 87/300   F1 0.7528246753246753   accuracy 0.7915407854984894   precision 0.742297408473879   recall 0.7715652374366067
deviation 2/5   epoch 88/300   F1 0.7517589358927348   accuracy 0.7911631419939577   precision 0.7408730974907446   recall 0.7716331256727225
deviation 2/5   epoch 89/300   F1 0.7502582728128141   accuracy 0.7873867069486404   precision 0.7414695598519128   recall 0.7645602575126034
deviation 2/5   epoch 90/300   F1 0.7535651384960239   accuracy 0.7892749244712991   precision 0.7454519744960921   recall 0.7661435102586975
deviation 2/5   epoch 91/300   F1 0.7500096155527194   accuracy 0.7858761329305136   precision 0.7423359728506788   recall 0.7617405822304139
deviation 2/5   epoch 92/300   F1 0.7501364627191018   accuracy 0.7911631419939577   precision 0.7383047099958865   recall 0.7731558531976263
deviation 2/5   epoch 93/300   F1 0.7501419170790915   accuracy 0.7896525679758308   precision 0.73945649938297   recall 0.7695588942872957
deviation 2/5   epoch 94/300   F1 0.7524414494313603   accuracy 0.7904078549848943   precision 0.7425904977375566   recall 0.7693389908279795
deviation 2/5   epoch 95/300   F1 0.7524268187688334   accuracy 0.7900302114803626   precision 0.7428784450843274   recall 0.7685271511733673
deviation 2/5   epoch 96/300   F1 0.7495702632409567   accuracy 0.7873867069486404   precision 0.7403280542986426   recall 0.7650446464329992
deviation 2/5   epoch 97/300   F1 0.7485266505312741   accuracy 0.7885196374622356   precision 0.7377519539284245   recall 0.7683512860989878
deviation 2/5   epoch 98/300   F1 0.7494618719324206   accuracy 0.7851208459214502   precision 0.7420557383792679   recall 0.7606316753993734
deviation 2/5   epoch 99/300   F1 0.7522020013918037   accuracy 0.7888972809667674   precision 0.7434569107363225   recall 0.7663055743624464
deviation 2/5   epoch 100/300   F1 0.7526550164463415   accuracy 0.7881419939577039   precision 0.744888934594817   recall 0.7644979677124877
deviation 2/5   epoch 101/300   F1 0.7492121065570467   accuracy 0.7870090634441088   precision 0.7400452488687783   recall 0.7645135701739476
deviation 2/5   epoch 102/300   F1 0.7498190257196389   accuracy 0.7854984894259819   precision 0.7423385438091321   recall 0.7611369680851063
deviation 2/5   epoch 103/300   F1 0.747195170045914   accuracy 0.7836102719033232   precision 0.7394976347182229   recall 0.7590778408557592
deviation 2/5   epoch 104/300   F1 0.7494065949461557   accuracy 0.7877643504531722   precision 0.7397547305635541   recall 0.7659656387966733
deviation 2/5   epoch 105/300   F1 0.753013380662664   accuracy 0.7885196374622356   precision 0.7451717400246812   recall 0.765009281799891
deviation 2/5   epoch 106/300   F1 0.7501014253281211   accuracy 0.7877643504531722   precision 0.7408962361168243   recall 0.7654513003569607
deviation 2/5   epoch 107/300   F1 0.7484694751262951   accuracy 0.7854984894259819   precision 0.7400555327025915   recall 0.761951252356585
deviation 2/5   epoch 108/300   F1 0.752461782490206   accuracy 0.7877643504531722   precision 0.7448915055532703   recall 0.763887965425532
deviation 2/5   epoch 109/300   F1 0.7520511046061671   accuracy 0.7892749244712991   precision 0.742883587001234   recall 0.7671999049674315
deviation 2/5   epoch 110/300   F1 0.7522391414302183   accuracy 0.7896525679758308   precision 0.7428810160427808   recall 0.7678601680948658
deviation 2/5   epoch 111/300   F1 0.7539991737775169   accuracy 0.7870090634441088   precision 0.7483211641299876   recall 0.7617001964370386
deviation 2/5   epoch 112/300   F1 0.7517449258675726   accuracy 0.7904078549848943   precision 0.7414489921842863   recall 0.7699114440193278
deviation 2/5   epoch 113/300   F1 0.7537305820728056   accuracy 0.7892749244712991   precision 0.7457373508844097   recall 0.7660354094126358
deviation 2/5   epoch 114/300   F1 0.7551837977162403   accuracy 0.7877643504531722   precision 0.7497429041546688   recall 0.7624532925540969
update
deviation 2/5   epoch 115/300   F1 0.7519362300623655   accuracy 0.7911631419939577   precision 0.7411584738790621   recall 0.7714748262601341
deviation 2/5   epoch 116/300   F1 0.7562747047148561   accuracy 0.7922960725075529   precision 0.7474290415466887   recall 0.7704320337197049
update
deviation 2/5   epoch 117/300   F1 0.7537580242890267   accuracy 0.7896525679758308   precision 0.7454494035376389   recall 0.7667715459518668
deviation 2/5   epoch 118/300   F1 0.7524101608564462   accuracy 0.7896525679758308   precision 0.7431663924310983   recall 0.7677315692522824
deviation 2/5   epoch 119/300   F1 0.7497664048765511   accuracy 0.7847432024169184   precision 0.7429144385026738   recall 0.7597748236943761
deviation 2/5   epoch 120/300   F1 0.7503884913126966   accuracy 0.7828549848942599   precision 0.745781057178116   recall 0.7563224978298829
deviation 2/5   epoch 121/300   F1 0.7535453659963002   accuracy 0.7922960725075529   precision 0.7428630193336075   recall 0.7726745276891769
deviation 2/5   epoch 122/300   F1 0.7535043826498069   accuracy 0.7854984894259819   precision 0.748902200740436   recall 0.7593999769572288
deviation 2/5   epoch 123/300   F1 0.755268186679088   accuracy 0.7922960725075529   precision 0.7457167832167833   recall 0.7712127016558123
deviation 2/5   epoch 124/300   F1 0.7513754590693149   accuracy 0.7896525679758308   precision 0.7414541341011929   recall 0.7685326362395823
deviation 2/5   epoch 125/300   F1 0.7547573438085154   accuracy 0.7922960725075529   precision 0.7448606540518306   recall 0.7716297614565865
deviation 2/5   epoch 126/300   F1 0.7565409267626353   accuracy 0.7938066465256798   precision 0.7465626285479227   recall 0.7735178023432241
update
deviation 2/5   epoch 127/300   F1 0.7563908420874279   accuracy 0.7900302114803626   precision 0.7497274784039489   recall 0.7658699745992817
deviation 2/5   epoch 128/300   F1 0.7559499285854133   accuracy 0.7904078549848943   precision 0.7485834018922255   recall 0.7668432945235015
deviation 2/5   epoch 129/300   F1 0.7531162074640335   accuracy 0.7877643504531722   precision 0.7460330111065405   recall 0.7635061459159398
deviation 2/5   epoch 130/300   F1 0.7567704784426899   accuracy 0.7922960725075529   precision 0.7482851707116414   recall 0.770067787509648
update
deviation 2/5   epoch 131/300   F1 0.7515672116739034   accuracy 0.7836102719033232   precision 0.7472027972027973   recall 0.7571034549145781
deviation 2/5   epoch 132/300   F1 0.7512953506421102   accuracy 0.7877643504531722   precision 0.7428938708350473   recall 0.7646245718015008
deviation 2/5   epoch 133/300   F1 0.7534040788240732   accuracy 0.7873867069486404   precision 0.7468917112299465   recall 0.7626569706418317
deviation 2/5   epoch 134/300   F1 0.7526550164463415   accuracy 0.7881419939577039   precision 0.744888934594817   recall 0.7644979677124877
deviation 2/5   epoch 135/300   F1 0.7525806123149077   accuracy 0.7896525679758308   precision 0.7434517688194159   recall 0.767604907394651
deviation 2/5   epoch 136/300   F1 0.7546382582175535   accuracy 0.7885196374622356   precision 0.7480255039078569   recall 0.7640579837085049
deviation 2/5   epoch 137/300   F1 0.752758248459366   accuracy 0.7873867069486404   precision 0.7457502056766763   recall 0.7630050069921797
deviation 2/5   epoch 138/300   F1 0.7529687891454265   accuracy 0.7862537764350453   precision 0.7471848004936241   recall 0.7608751098907063
deviation 2/5   epoch 139/300   F1 0.7509441135033961   accuracy 0.7836102719033232   precision 0.7460612916495268   recall 0.7573226299293363
deviation 2/5   epoch 140/300   F1 0.7518975560943022   accuracy 0.7851208459214502   precision 0.7463363842040314   recall 0.7594237929916452
deviation 2/5   epoch 141/300   F1 0.7540640681047694   accuracy 0.7862537764350453   precision 0.749182435211847   recall 0.7604065073415818
deviation 2/5   epoch 142/300   F1 0.7508038124033449   accuracy 0.7881419939577039   precision 0.7417497943233238   recall 0.7657340779912605
deviation 2/5   epoch 143/300   F1 0.7527067269098949   accuracy 0.7888972809667674   precision 0.7443130399012752   recall 0.7659585856571615
deviation 2/5   epoch 144/300   F1 0.7501150822147342   accuracy 0.7832326283987915   precision 0.74492235705471   recall 0.7570256094797164
deviation 2/5   epoch 145/300   F1 0.7483739772027875   accuracy 0.7790785498489426   precision 0.7458067667626491   recall 0.7513355875172103
deviation 2/5   epoch 146/300   F1 0.7489254108723136   accuracy 0.7824773413897281   precision 0.7435006170300289   recall 0.7562554112554112
deviation 2/5   epoch 147/300   F1 0.7518219567020591   accuracy 0.7881419939577039   precision 0.7434620526532292   recall 0.7650322029925518
deviation 2/5   epoch 148/300   F1 0.7501998377297634   accuracy 0.7862537764350453   precision 0.7423334018922254   recall 0.7623502921095626
deviation 2/5   epoch 149/300   F1 0.7482010436693216   accuracy 0.7836102719033232   precision 0.7412098930481283   recall 0.7585357284329091
deviation 2/5   epoch 150/300   F1 0.7517458734353961   accuracy 0.7870090634441088   precision 0.7443258946935418   recall 0.7628742929062418
deviation 2/5   epoch 151/300   F1 0.7535641948490985   accuracy 0.7873867069486404   precision 0.7471770876182642   recall 0.7625741922577183
deviation 2/5   epoch 152/300   F1 0.7568006638098974   accuracy 0.7926737160120846   precision 0.7479972233648704   recall 0.7708348103073954
update
deviation 2/5   epoch 153/300   F1 0.7541564679488924   accuracy 0.7885196374622356   precision 0.7471693747429042   recall 0.7643250896993525
deviation 2/5   epoch 154/300   F1 0.7546759636533167   accuracy 0.7888972809667674   precision 0.747737556561086   recall 0.7647341840487764
deviation 2/5   epoch 155/300   F1 0.7520742486389144   accuracy 0.7870090634441088   precision 0.7448966474701768   recall 0.7626861802608247
deviation 2/5   epoch 156/300   F1 0.7523344372401317   accuracy 0.7836102719033232   precision 0.7486296791443849   recall 0.7568635302101574
deviation 2/5   epoch 157/300   F1 0.7499424908769619   accuracy 0.7817220543806647   precision 0.7460741464417935   recall 0.7547292837676716
deviation 2/5   epoch 158/300   F1 0.7533965915087799   accuracy 0.7858761329305136   precision 0.7483288770053476   recall 0.7600547760059824
deviation 2/5   epoch 159/300   F1 0.7478553089963614   accuracy 0.7775679758308157   precision 0.7463878033730975   recall 0.7494483491469991
deviation 2/5   epoch 160/300   F1 0.7536365495305584   accuracy 0.7881419939577039   precision 0.7466011929247223   recall 0.76391574440746
deviation 2/5   epoch 161/300   F1 0.7561822176378374   accuracy 0.7911631419939577   precision 0.7482928835870013   recall 0.7681744816885863
deviation 2/5   epoch 162/300   F1 0.750350083730007   accuracy 0.783987915407855   precision 0.7446318387494859   recall 0.7581807525749699
deviation 2/5   epoch 163/300   F1 0.7455335941415239   accuracy 0.7787009063444109   precision 0.7409579391197039   recall 0.751464953797611
deviation 2/5   epoch 164/300   F1 0.7502408168507577   accuracy 0.7870090634441088   precision 0.7417575071986837   recall 0.7638084657509651
deviation 2/5   epoch 165/300   F1 0.7520556409895645   accuracy 0.7851208459214502   precision 0.7466217605923489   recall 0.7593563676157375
deviation 2/5   epoch 166/300   F1 0.747466893447597   accuracy 0.7805891238670695   precision 0.7426573426573426   recall 0.7537628944628503
deviation 2/5   epoch 167/300   F1 0.7502732294305721   accuracy 0.7832326283987915   precision 0.7452077334430276   recall 0.7569652686286079
deviation 2/5   epoch 168/300   F1 0.7550344805633604   accuracy 0.7892749244712991   precision 0.7480203619909502   recall 0.7652351429003478
deviation 2/5   epoch 169/300   F1 0.7509371864942234   accuracy 0.7873867069486404   precision 0.7426110654051831   recall 0.7641058203279423
deviation 2/5   epoch 170/300   F1 0.7526622266785139   accuracy 0.7922960725075529   precision 0.7414361373920197   recall 0.7734841866154115
deviation 2/5   epoch 171/300   F1 0.7565068808060256   accuracy 0.7911631419939577   precision 0.7488636363636363   recall 0.7679620277781045
deviation 2/5   epoch 172/300   F1 0.7502991519692004   accuracy 0.7809667673716012   precision 0.7475061703002879   recall 0.753555625790139
deviation 2/5   epoch 173/300   F1 0.7522546808311577   accuracy 0.7900302114803626   precision 0.7425930686960098   recall 0.7686614334645905
deviation 2/5   epoch 174/300   F1 0.7524529795100718   accuracy 0.7858761329305136   precision 0.7466166186754422   recall 0.7604622115420514
deviation 2/5   epoch 175/300   F1 0.7559457064305646   accuracy 0.7888972809667674   precision 0.7500205676676265   recall 0.7640572656273865
deviation 2/5   epoch 176/300   F1 0.7566625789705439   accuracy 0.7896525679758308   precision 0.750586178527355   recall 0.7650360465392942
deviation 2/5   epoch 177/300   F1 0.7553858154110783   accuracy 0.7881419939577039   precision 0.7497403331962156   recall 0.7630085876680626
deviation 2/5   epoch 178/300   F1 0.7504029640936325   accuracy 0.7817220543806647   precision 0.7469302756067462   recall 0.7546052195581003
deviation 2/5   epoch 179/300   F1 0.7579856509619338   accuracy 0.7915407854984894   precision 0.7511440765117237   recall 0.7677746619408283
update
deviation 2/5   epoch 180/300   F1 0.7549150930026485   accuracy 0.7881419939577039   precision 0.7488842040312629   recall 0.7632359289334235
deviation 2/5   epoch 181/300   F1 0.7547775708007878   accuracy 0.7900302114803626   precision 0.7468737145207733   recall 0.7668489678860839
deviation 2/5   epoch 182/300   F1 0.7500524162863875   accuracy 0.7866314199395771   precision 0.741760078157137   recall 0.7631794376633326
deviation 2/5   epoch 183/300   F1 0.7550725247004415   accuracy 0.7881419939577039   precision 0.7491695804195804   recall 0.7631585021060527
deviation 2/5   epoch 184/300   F1 0.7520048912721966   accuracy 0.7805891238670695   precision 0.7512186343068696   recall 0.7528256070211798
deviation 2/5   epoch 185/300   F1 0.7525263812306229   accuracy 0.7828549848942599   precision 0.7497763266145618   recall 0.7557184472855265
deviation 2/5   epoch 186/300   F1 0.7471029080440588   accuracy 0.7787009063444109   precision 0.7438117030028795   recall 0.7510616104710268
deviation 2/5   epoch 187/300   F1 0.7469156355396558   accuracy 0.779833836858006   precision 0.7423771081859317   recall 0.7527725549735061
deviation 2/5   epoch 188/300   F1 0.7513821437113203   accuracy 0.7847432024169184   precision 0.7457682023858494   recall 0.7590096863781075
deviation 2/5   epoch 189/300   F1 0.7533965915087799   accuracy 0.7858761329305136   precision 0.7483288770053476   recall 0.7600547760059824
deviation 2/5   epoch 190/300   F1 0.7528489064854282   accuracy 0.7866314199395771   precision 0.7466114767585357   recall 0.7615904130967015
deviation 2/5   epoch 191/300   F1 0.7546256430303655   accuracy 0.7858761329305136   precision 0.7506118881118882   recall 0.7595995272890694
deviation 2/5   epoch 192/300   F1 0.7547775708007878   accuracy 0.7900302114803626   precision 0.7468737145207733   recall 0.7668489678860839
deviation 2/5   epoch 193/300   F1 0.7534743202416918   accuracy 0.7881419939577039   precision 0.7463158165364048   recall 0.7640084046638995
deviation 2/5   epoch 194/300   F1 0.7526369548634007   accuracy 0.7817220543806647   precision 0.7512109214315097   recall 0.7541777222829198
deviation 2/5   epoch 195/300   F1 0.7505081095632277   accuracy 0.7858761329305136   precision 0.7431921020156315   recall 0.7614542758368592
deviation 2/5   epoch 196/300   F1 0.7442297027749334   accuracy 0.7707703927492447   precision 0.7467194570135747   recall 0.7420742954981885
deviation 2/5   epoch 197/300   F1 0.7485318911866734   accuracy 0.7836102719033232   precision 0.7417806458247636   recall 0.7583685852065076
deviation 2/5   epoch 198/300   F1 0.7524914869653964   accuracy 0.7862537764350453   precision 0.7463286713286714   recall 0.7611001348939244
deviation 2/5   epoch 199/300   F1 0.7549814406524082   accuracy 0.7873867069486404   precision 0.7497454751131222   recall 0.7619035261843538
deviation 2/5   epoch 200/300   F1 0.7515156867212687   accuracy 0.7820996978851964   precision 0.7486399629781982   recall 0.754879753002963
deviation 2/5   epoch 201/300   F1 0.752690651052977   accuracy 0.783987915407855   precision 0.7489124845742492   recall 0.7573257176877709
deviation 2/5   epoch 202/300   F1 0.7502732294305721   accuracy 0.7832326283987915   precision 0.7452077334430276   recall 0.7569652686286079
deviation 2/5   epoch 203/300   F1 0.7520779441006029   accuracy 0.783987915407855   precision 0.747770979020979   recall 0.7575200074819298
deviation 2/5   epoch 204/300   F1 0.7395903712817119   accuracy 0.7669939577039275   precision 0.7416083916083915   recall 0.7378008933728335
deviation 2/5   epoch 205/300   F1 0.7427515946363973   accuracy 0.770392749244713   precision 0.7441536404771698   recall 0.7414594457157386
deviation 2/5   epoch 206/300   F1 0.7478892791158309   accuracy 0.783987915407855   precision 0.7403511929247224   recall 0.7593957320000111
deviation 2/5   epoch 207/300   F1 0.741027058268281   accuracy 0.7658610271903323   precision 0.745896750308515   recall 0.7373889302556466
deviation 2/5   epoch 208/300   F1 0.7388890880141714   accuracy 0.7662386706948641   precision 0.741042780748663   recall 0.7369959182435366
deviation 2/5   epoch 209/300   F1 0.7479257685678785   accuracy 0.7847432024169184   precision 0.7397752982311806   recall 0.7608113247648132
deviation 2/5   epoch 210/300   F1 0.7491487431285692   accuracy 0.7854984894259819   precision 0.7411970382558618   recall 0.7615298840321142
deviation 2/5   epoch 211/300   F1 0.7438857346006253   accuracy 0.7764350453172205   precision 0.740117235705471   recall 0.7485628513030148
deviation 2/5   epoch 212/300   F1 0.7446440105762606   accuracy 0.779833836858006   precision 0.7383818387494858   recall 0.7536037006266859
deviation 2/5   epoch 213/300   F1 0.7457005465064734   accuracy 0.7719033232628398   precision 0.7484240024681201   recall 0.7433714911783595
deviation 2/5   epoch 214/300   F1 0.7456427409596336   accuracy 0.773036253776435   precision 0.7469894076511723   recall 0.7443958123854024
deviation 2/5   epoch 215/300   F1 0.738170688180253   accuracy 0.774546827794562   precision 0.7318541752365282   recall 0.7473913451983263
deviation 2/5   epoch 216/300   F1 0.7492443561040876   accuracy 0.777190332326284   precision 0.7495295146030441   recall 0.7489636880393182
deviation 2/5   epoch 217/300   F1 0.7432153262368456   accuracy 0.7685045317220544   precision 0.7473056355409297   recall 0.7399989521003838
deviation 2/5   epoch 218/300   F1 0.7390196248374914   accuracy 0.774546827794562   precision 0.733281057178116   recall 0.7470904841556907
deviation 2/5   epoch 219/300   F1 0.7482977070101727   accuracy 0.7775679758308157   precision 0.7472439325380502   recall 0.74941531937794
deviation 2/5   epoch 220/300   F1 0.7484150665187304   accuracy 0.7783232628398792   precision 0.7466680378445084   recall 0.7503406685518407
deviation 2/5   epoch 221/300   F1 0.7454093408731207   accuracy 0.7741691842900302   precision 0.745269436445907   recall 0.745550364850778
deviation 2/5   epoch 222/300   F1 0.7463914887399744   accuracy 0.7707703927492447   precision 0.7512854792266557   recall 0.74270461440472
deviation 2/5   epoch 223/300   F1 0.7433869670344884   accuracy 0.7700151057401813   precision 0.7458684697655286   recall 0.7412393303882525
deviation 2/5   epoch 224/300   F1 0.7452827284760057   accuracy 0.7734138972809668   precision 0.7458453311394488   recall 0.7447379197379198
deviation 2/5   epoch 225/300   F1 0.7345145989575905   accuracy 0.7586858006042296   precision 0.7408088235294117   recall 0.7302835180653873
deviation 2/5   epoch 226/300   F1 0.7410666890174056   accuracy 0.7673716012084593   precision 0.7441742081447964   recall 0.738481935697713
deviation 2/5   epoch 227/300   F1 0.7461760718638313   accuracy 0.7753021148036254   precision 0.7455470999588647   recall 0.7468278494114424
deviation 2/5   epoch 228/300   F1 0.7377733870884686   accuracy 0.7639728096676737   precision 0.7413435828877005   recall 0.7348987536650929
deviation 2/5   epoch 229/300   F1 0.7360899748692168   accuracy 0.7617069486404834   precision 0.7405028794734677   recall 0.7327282678666389
deviation 2/5   epoch 230/300   F1 0.7452983810878548   accuracy 0.7854984894259819   precision 0.7349187577128753   recall 0.7642180505916236
deviation 2/5   epoch 231/300   F1 0.7466534573887895   accuracy 0.7775679758308157   precision 0.7441047922665569   recall 0.7495953312763084
deviation 2/5   epoch 232/300   F1 0.7433722259228941   accuracy 0.7734138972809668   precision 0.7421354380913204   recall 0.744700337505164
deviation 2/5   epoch 233/300   F1 0.7445850127128759   accuracy 0.7828549848942599   precision 0.7357928835870012   recall 0.7591861750793937
deviation 2/5   epoch 234/300   F1 0.741771328958816   accuracy 0.7688821752265861   precision 0.7438785479226655   recall 0.7399094576309766
deviation 2/5   epoch 235/300   F1 0.7430596890636428   accuracy 0.7722809667673716   precision 0.7427139037433155   recall 0.7434124566916445
deviation 2/5   epoch 236/300   F1 0.7423490559018298   accuracy 0.7753021148036254   precision 0.7384126902509256   recall 0.74729344045569
deviation 2/5   epoch 237/300   F1 0.7393552535582238   accuracy 0.774546827794562   precision 0.7338518099547511   recall 0.7469807587220452
deviation 2/5   epoch 238/300   F1 0.7462953500255494   accuracy 0.7824773413897281   precision 0.7389345948169478   recall 0.7574689716312056
deviation 2/5   epoch 239/300   F1 0.743442779766615   accuracy 0.7768126888217523   precision 0.7389731591937474   recall 0.7492226121171294
deviation 2/5   epoch 240/300   F1 0.7384723801362755   accuracy 0.7654833836858006   precision 0.7410479226655697   recall 0.7362663773752982
deviation 2/5   epoch 241/300   F1 0.741675620076852   accuracy 0.7749244712990937   precision 0.7375591320444261   recall 0.7469063556321562
deviation 2/5   epoch 242/300   F1 0.7397312531141007   accuracy 0.7711480362537765   precision 0.7375848416289592   recall 0.7421671907756814
deviation 2/5   epoch 243/300   F1 0.743455319932649   accuracy 0.7711480362537765   precision 0.7447192513368983   recall 0.7422806236080177
deviation 2/5   epoch 244/300   F1 0.745088235004604   accuracy 0.7820996978851964   precision 0.7372249074454957   recall 0.7574254525367375
deviation 2/5   epoch 245/300   F1 0.7424147444254803   accuracy 0.773036253776435   precision 0.7407111271081859   recall 0.7442950656060117
deviation 2/5   epoch 246/300   F1 0.7369404360184713   accuracy 0.7658610271903323   precision 0.7376208350473057   recall 0.7362874052485588
deviation 2/5   epoch 247/300   F1 0.7358853565383034   accuracy 0.7620845921450151   precision 0.7396441793500617   recall 0.7329024858889758
deviation 2/5   epoch 248/300   F1 0.7410569338173875   accuracy 0.7707703927492447   precision 0.7404411764705883   recall 0.7416952939299003
deviation 2/5   epoch 249/300   F1 0.7440588431403359   accuracy 0.773036253776435   precision 0.7438502673796792   recall 0.7442699336259397
deviation 2/5   epoch 250/300   F1 0.7337707197738303   accuracy 0.7533987915407855   precision 0.7462669683257919   recall 0.7284268468555478
deviation 2/5   epoch 251/300   F1 0.7393505544685728   accuracy 0.7692598187311178   precision 0.738739201974496   recall 0.7399844421027196
deviation 2/5   epoch 252/300   F1 0.7348401401902582   accuracy 0.756797583081571   precision 0.7439608185931715   recall 0.7297808762528362
deviation 2/5   epoch 253/300   F1 0.7483913321975426   accuracy 0.783987915407855   precision 0.7412073220896751   recall 0.7591225957554935
deviation 2/5   epoch 254/300   F1 0.7435594507290582   accuracy 0.7726586102719033   precision 0.7432820855614973   recall 0.7438412855478937
deviation 2/5   epoch 255/300   F1 0.7371424704321522   accuracy 0.7662386706948641   precision 0.7376182640888522   recall 0.7366801173106139
deviation 2/5   epoch 256/300   F1 0.7374009780583123   accuracy 0.7609516616314199   precision 0.7442179144385026   recall 0.7329388324367404
deviation 2/5   epoch 257/300   F1 0.7382524826602792   accuracy 0.7658610271903323   precision 0.7401892225421638   recall 0.7365284318193326
deviation 2/5   epoch 258/300   F1 0.7384902679020326   accuracy 0.7673716012084593   precision 0.7390374331550802   recall 0.7379606879606879
deviation 2/5   epoch 259/300   F1 0.7332521626963955   accuracy 0.7560422960725075   precision 0.74139757301522   recall 0.7284419941657199
deviation 2/5   epoch 260/300   F1 0.7387438055870299   accuracy 0.7692598187311178   precision 0.7375976964212259   recall 0.7399706580198707
deviation 2/5   epoch 261/300   F1 0.7414493170099306   accuracy 0.7741691842900302   precision 0.7378496503496503   recall 0.7458889600603865
deviation 2/5   epoch 262/300   F1 0.7243008017556327   accuracy 0.7477341389728097   precision 0.7323220896750309   recall 0.7196777424467847
deviation 2/5   epoch 263/300   F1 0.7432021358919705   accuracy 0.7779456193353474   precision 0.7375385643767997   recall 0.7510549727052136
deviation 2/5   epoch 264/300   F1 0.7358641371376125   accuracy 0.763595166163142   precision 0.7379216371863431   recall 0.7340494948089884
deviation 2/5   epoch 265/300   F1 0.7347660571251066   accuracy 0.7613293051359517   precision 0.7382224393253805   recall 0.7319751649204501
deviation 2/5   epoch 266/300   F1 0.7333465251872354   accuracy 0.7624622356495468   precision 0.7342194570135747   recall 0.7325194692495924
deviation 2/5   epoch 267/300   F1 0.7375957170250826   accuracy 0.7673716012084593   precision 0.7373251748251748   recall 0.7378706824577137
deviation 2/5   epoch 268/300   F1 0.735191655556992   accuracy 0.7651057401812689   precision 0.7350575894693542   recall 0.7353268213582487
deviation 2/5   epoch 269/300   F1 0.7379904449966854   accuracy 0.7711480362537765   precision 0.7344457013574661   recall 0.742369957713499
deviation 2/5   epoch 270/300   F1 0.7351904668568068   accuracy 0.7639728096676737   precision 0.7362068078979844   recall 0.7342353252365459
deviation 2/5   epoch 271/300   F1 0.7332741381491481   accuracy 0.7609516616314199   precision 0.7356566227889758   recall 0.7312197490690202
deviation 2/5   epoch 272/300   F1 0.7427423039608052   accuracy 0.7787009063444109   precision 0.7361065405183053   recall 0.7524943980864138
deviation 2/5   epoch 273/300   F1 0.7325966160657059   accuracy 0.7594410876132931   precision 0.7359522830111065   recall 0.7298780613807185
deviation 2/5   epoch 274/300   F1 0.737213115717212   accuracy 0.7639728096676737   precision 0.7402020773344302   recall 0.7347204296010175
deviation 2/5   epoch 275/300   F1 0.7354438757338139   accuracy 0.7647280966767371   precision 0.7359162895927602   recall 0.734984862423792
deviation 2/5   epoch 276/300   F1 0.7258228538598754   accuracy 0.7481117824773413   precision 0.7351732825997532   recall 0.7209152576143167
deviation 2/5   epoch 277/300   F1 0.7397882524657373   accuracy 0.7787009063444109   precision 0.7312551419169067   recall 0.753989902412578
deviation 2/5   epoch 278/300   F1 0.7326224807140838   accuracy 0.7545317220543807   precision 0.7419786096256684   recall 0.7275656137042276
deviation 2/5   epoch 279/300   F1 0.7410609979973297   accuracy 0.7734138972809668   precision 0.737854792266557   recall 0.7449275669264656
deviation 2/5   epoch 280/300   F1 0.7355091835166545   accuracy 0.7601963746223565   precision 0.7410839160839161   recall 0.7315713958503498
deviation 2/5   epoch 281/300   F1 0.7384373409113358   accuracy 0.7692598187311178   precision 0.7370269436445906   recall 0.7399712119920534
deviation 2/5   epoch 282/300   F1 0.740461163659231   accuracy 0.7639728096676737   precision 0.7470511106540518   recall 0.7360475249129956
deviation 2/5   epoch 283/300   F1 0.7356921816877706   accuracy 0.7685045317220544   precision 0.7327514397367338   recall 0.7392065290268883
deviation 2/5   epoch 284/300   F1 0.7378566722169748   accuracy 0.7696374622356495   precision 0.7355974907445495   recall 0.7404420620114767
deviation 2/5   epoch 285/300   F1 0.7287065858820875   accuracy 0.754154078549849   precision 0.7339906417112299   recall 0.7249613325695627
deviation 2/5   epoch 286/300   F1 0.7371377664651606   accuracy 0.7643504531722054   precision 0.7396287535993418   recall 0.7349960164184072
deviation 2/5   epoch 287/300   F1 0.7283502890300415   accuracy 0.7496223564954683   precision 0.7388728918140683   recall 0.7232432526593812
deviation 2/5   epoch 288/300   F1 0.7386137216319619   accuracy 0.7654833836858006   precision 0.7413332990538872   recall 0.7363043290825204
deviation 2/5   epoch 289/300   F1 0.7356653209050797   accuracy 0.7609516616314199   precision 0.7405080213903743   recall 0.7320784990365001
deviation 2/5   epoch 290/300   F1 0.7410969359090291   accuracy 0.7722809667673716   precision 0.7390040106951872   recall 0.7434620463796469
deviation 2/5   epoch 291/300   F1 0.7435564342113272   accuracy 0.7783232628398792   precision 0.7378213698066639   recall 0.7515351644952635
deviation 2/5   epoch 292/300   F1 0.7346976859029299   accuracy 0.7609516616314199   precision 0.7385103866721514   recall 0.7316878478823468
deviation 2/5   epoch 293/300   F1 0.7372091777187093   accuracy 0.7586858006042296   precision 0.7468017276840806   recall 0.7320135201845068
deviation 2/5   epoch 294/300   F1 0.7315551525684133   accuracy 0.756797583081571   precision 0.7368264088852323   recall 0.7277911312897514
deviation 2/5   epoch 295/300   F1 0.7192176139209874   accuracy 0.7398036253776435   precision 0.7312345742492801   recall 0.7143433781346685
deviation 2/5   epoch 296/300   F1 0.7318995109592503   accuracy 0.7586858006042296   precision 0.735386672151378   recall 0.7291009160308208
deviation 2/5   epoch 297/300   F1 0.72736804602778   accuracy 0.747356495468278   precision 0.7397444467297408   recall 0.7222316224462255
deviation 2/5   epoch 298/300   F1 0.7380075393418316   accuracy 0.7749244712990937   precision 0.7312808515014397   recall 0.7480813195116638
deviation 2/5   epoch 299/300   F1 0.7346899488792498   accuracy 0.7647280966767371   precision 0.7344894076511723   recall 0.7348929638602932
deviation 2/5   epoch 300/300   F1 0.7241863737205196   accuracy 0.7450906344410876   precision 0.7354792266556972   recall 0.7191522541335402

deviation 3/5   epoch 1/300   F1 0.41246208968846526   accuracy 0.6408610271903323   precision 0.486484471410942   recall 0.4289899266193221
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deviation 3/5   epoch 2/300   F1 0.46347588719402044   accuracy 0.6499244712990937   precision 0.5095382558617852   recall 0.5293694474625312
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deviation 3/5   epoch 3/300   F1 0.4985584288409768   accuracy 0.6646525679758308   precision 0.5314119703825586   recall 0.5833174217833665
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deviation 3/5   epoch 4/300   F1 0.5880525131485405   accuracy 0.699773413897281   precision 0.5916726655697244   recall 0.662307638910226
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deviation 3/5   epoch 5/300   F1 0.6216113228089276   accuracy 0.7145015105740181   precision 0.6178270259152612   recall 0.683402164169548
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deviation 3/5   epoch 6/300   F1 0.6609198975588815   accuracy 0.7386706948640483   precision 0.651336898395722   recall 0.7192327746741154
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deviation 3/5   epoch 7/300   F1 0.6838281620460569   accuracy 0.7488670694864048   precision 0.6723853352529823   recall 0.7273055875490603
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deviation 3/5   epoch 8/300   F1 0.6939132968813877   accuracy 0.7579305135951662   precision 0.6811703002879473   recall 0.7420152367116659
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deviation 3/5   epoch 9/300   F1 0.6933767293948945   accuracy 0.7579305135951662   precision 0.6805995475113122   recall 0.7425338897832175
deviation 3/5   epoch 10/300   F1 0.7012017466578333   accuracy 0.7624622356495468   precision 0.6879884821061292   recall 0.747246082043973
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deviation 3/5   epoch 11/300   F1 0.7074551594831481   accuracy 0.763595166163142   precision 0.6948298025503907   recall 0.7443917698658411
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deviation 3/5   epoch 12/300   F1 0.7045216012412016   accuracy 0.763595166163142   precision 0.69140528589058   recall 0.7470565201231816
deviation 3/5   epoch 13/300   F1 0.7078461017200094   accuracy 0.7658610271903323   precision 0.6945290004113533   recall 0.7498646060365894
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deviation 3/5   epoch 14/300   F1 0.71093977604836   accuracy 0.7673716012084593   precision 0.6976578568490333   recall 0.7508556978546375
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deviation 3/5   epoch 15/300   F1 0.7149282296650719   accuracy 0.7688821752265861   precision 0.7019282188399836   recall 0.7509906432150527
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deviation 3/5   epoch 16/300   F1 0.7139976958525346   accuracy 0.7688821752265861   precision 0.7007867132867133   recall 0.7518640350877193
deviation 3/5   epoch 17/300   F1 0.7103237841263652   accuracy 0.7677492447129909   precision 0.6967991567256273   recall 0.7524739208625678
deviation 3/5   epoch 18/300   F1 0.7151589164699852   accuracy 0.7688821752265861   precision 0.7022135952283011   recall 0.7507787715019051
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deviation 3/5   epoch 19/300   F1 0.7106004706988531   accuracy 0.7696374622356495   precision 0.6965009255450432   recall 0.7574578600590162
deviation 3/5   epoch 20/300   F1 0.7191301381641451   accuracy 0.7726586102719033   precision 0.7056124023035788   recall 0.756734979518985
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deviation 3/5   epoch 21/300   F1 0.7122281547399658   accuracy 0.7685045317220544   precision 0.6987916495269436   recall 0.7525940281612842
deviation 3/5   epoch 22/300   F1 0.7138813608766044   accuracy 0.7685045317220544   precision 0.7007892842451666   recall 0.7509997131624682
deviation 3/5   epoch 23/300   F1 0.7179296884581288   accuracy 0.770392749244713   precision 0.7050570752776635   recall 0.7520485521879138
deviation 3/5   epoch 24/300   F1 0.7157483666783884   accuracy 0.7700151057401813   precision 0.7024912587412587   recall 0.7531272923902886
deviation 3/5   epoch 25/300   F1 0.7187575432803253   accuracy 0.7715256797583081   precision 0.7056201151789387   recall 0.7541471138026339
deviation 3/5   epoch 26/300   F1 0.7152726125573728   accuracy 0.7715256797583081   precision 0.7013394693541752   recall 0.7576748784843468
deviation 3/5   epoch 27/300   F1 0.7260137092310486   accuracy 0.773036253776435   precision 0.71445649938297   recall 0.7515214082666009
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deviation 3/5   epoch 28/300   F1 0.7216888959073342   accuracy 0.7722809667673716   precision 0.7090394899218428   recall 0.753345080159626
deviation 3/5   epoch 29/300   F1 0.722699604745163   accuracy 0.774546827794562   precision 0.7093094405594406   recall 0.7581313041238136
deviation 3/5   epoch 30/300   F1 0.7212464188948117   accuracy 0.7749244712990937   precision 0.7073092348827643   recall 0.7606484938405691
deviation 3/5   epoch 31/300   F1 0.7250278768956289   accuracy 0.7749244712990937   precision 0.7121606334841629   recall 0.7568538346613546
deviation 3/5   epoch 32/300   F1 0.7214179908429841   accuracy 0.7734138972809668   precision 0.7081756478815302   recall 0.7564482618830445
deviation 3/5   epoch 33/300   F1 0.7246449068536969   accuracy 0.775679758308157   precision 0.7112993624023036   recall 0.7591505328876837
deviation 3/5   epoch 34/300   F1 0.733043829515536   accuracy 0.7779456193353474   precision 0.721557486631016   recall 0.7570889878670537
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deviation 3/5   epoch 35/300   F1 0.721514423076923   accuracy 0.7779456193353474   precision 0.706432538050185   recall 0.7691106284856285
deviation 3/5   epoch 36/300   F1 0.7269899847542186   accuracy 0.779833836858006   precision 0.7124125874125874   recall 0.7679998540305806
deviation 3/5   epoch 37/300   F1 0.7302811705548127   accuracy 0.779833836858006   precision 0.7166932332373509   recall 0.7643209107052557
deviation 3/5   epoch 38/300   F1 0.7278354123537366   accuracy 0.7790785498489426   precision 0.7138446112710819   recall 0.7649052391375142
deviation 3/5   epoch 39/300   F1 0.7230533074291002   accuracy 0.7790785498489426   precision 0.707851707116413   recall 0.7706216991766299
deviation 3/5   epoch 40/300   F1 0.7296963667991813   accuracy 0.7805891238670695   precision 0.715546585767174   recall 0.7670136016452871
deviation 3/5   epoch 41/300   F1 0.7345629044844061   accuracy 0.7843655589123867   precision 0.7200868983957219   recall 0.7720281036919462
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deviation 3/5   epoch 42/300   F1 0.7308213608023855   accuracy 0.7824773413897281   precision 0.7161044837515426   recall 0.771078431372549
deviation 3/5   epoch 43/300   F1 0.7293913259842799   accuracy 0.7828549848942599   precision 0.7141042780748663   recall 0.774011320348083
deviation 3/5   epoch 44/300   F1 0.7366182236833441   accuracy 0.7832326283987915   precision 0.7235191279308926   recall 0.7666715743560959
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deviation 3/5   epoch 45/300   F1 0.7251898381368305   accuracy 0.7813444108761329   precision 0.7095485396955985   recall 0.7749014095670452
deviation 3/5   epoch 46/300   F1 0.7312290856374892   accuracy 0.7836102719033232   precision 0.7160967708761826   recall 0.7739330476774777
deviation 3/5   epoch 47/300   F1 0.7390736953232122   accuracy 0.7862537764350453   precision 0.7252108185931716   recall 0.7720747415075645
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deviation 3/5   epoch 48/300   F1 0.7358328445742677   accuracy 0.7843655589123867   precision 0.7217991567256273   recall 0.7705490809450448
deviation 3/5   epoch 49/300   F1 0.7388687555753791   accuracy 0.7862537764350453   precision 0.7249254422048539   recall 0.7723076444223107
deviation 3/5   epoch 50/300   F1 0.7369665768481106   accuracy 0.7851208459214502   precision 0.7229355203619909   recall 0.7713480487070263
deviation 3/5   epoch 51/300   F1 0.7342050346506889   accuracy 0.783987915407855   precision 0.7198040929658577   recall 0.771375653482223
deviation 3/5   epoch 52/300   F1 0.7378447327175109   accuracy 0.7847432024169184   precision 0.7243649732620321   recall 0.7693487654320987
deviation 3/5   epoch 53/300   F1 0.7354123651717019   accuracy 0.7843655589123867   precision 0.7212284039489922   recall 0.7710309295398011
deviation 3/5   epoch 54/300   F1 0.7366974866883835   accuracy 0.7854984894259819   precision 0.7223621966269025   recall 0.7727186731411995
deviation 3/5   epoch 55/300   F1 0.7384063837570529   accuracy 0.7851208459214502   precision 0.7249331550802138   recall 0.7697496668210839
deviation 3/5   epoch 56/300   F1 0.737833705915485   accuracy 0.7862537764350453   precision 0.7234985602632662   recall 0.7735129862979219
deviation 3/5   epoch 57/300   F1 0.7344028853203433   accuracy 0.7828549848942599   precision 0.7206679350061703   recall 0.7680110257008743
deviation 3/5   epoch 58/300   F1 0.7390736953232122   accuracy 0.7862537764350453   precision 0.7252108185931716   recall 0.7720747415075645
deviation 3/5   epoch 59/300   F1 0.7367581235775102   accuracy 0.7851208459214502   precision 0.7226501439736734   recall 0.7715871093183431
deviation 3/5   epoch 60/300   F1 0.7390132051303148   accuracy 0.7851208459214502   precision 0.7257892842451665   recall 0.7691036949935461
deviation 3/5   epoch 61/300   F1 0.740198397264066   accuracy 0.7885196374622356   precision 0.7254807692307692   recall 0.7771525993622864
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deviation 3/5   epoch 62/300   F1 0.7387600885800947   accuracy 0.7870090634441088   precision 0.7243495475113122   recall 0.7745544071609483
deviation 3/5   epoch 63/300   F1 0.7383426715302379   accuracy 0.7870090634441088   precision 0.7237787947346771   recall 0.7750605954310887
deviation 3/5   epoch 64/300   F1 0.7340600975972801   accuracy 0.7847432024169184   precision 0.7192281982723159   recall 0.773736148028301
deviation 3/5   epoch 65/300   F1 0.7391193723146554   accuracy 0.7873867069486404   precision 0.7246323529411764   recall 0.7752011691789684
deviation 3/5   epoch 66/300   F1 0.739478851265619   accuracy 0.7877643504531722   precision 0.7249151583710407   recall 0.7758497824304724
deviation 3/5   epoch 67/300   F1 0.737640404517975   accuracy 0.7847432024169184   precision 0.7240795968737146   recall 0.7695694398480777
deviation 3/5   epoch 68/300   F1 0.7377112750263435   accuracy 0.7870090634441088   precision 0.7229226655697244   recall 0.7758414455684928
deviation 3/5   epoch 69/300   F1 0.735492631614058   accuracy 0.7851208459214502   precision 0.720937885643768   recall 0.7730799266266116
deviation 3/5   epoch 70/300   F1 0.7351356758069816   accuracy 0.7858761329305136   precision 0.7200766145619086   recall 0.7757428824297303
deviation 3/5   epoch 71/300   F1 0.7326094018776309   accuracy 0.7843655589123867   precision 0.7175185109008638   recall 0.7744419710737267
deviation 3/5   epoch 72/300   F1 0.7331875790170351   accuracy 0.7847432024169184   precision 0.7180866927190457   recall 0.7748376770648384
deviation 3/5   epoch 73/300   F1 0.7323032392627591   accuracy 0.7847432024169184   precision 0.7169451871657754   recall 0.7759887227389877
deviation 3/5   epoch 74/300   F1 0.7327034502251024   accuracy 0.7828549848942599   precision 0.7183849238996298   recall 0.7699244578226153
deviation 3/5   epoch 75/300   F1 0.7332671444193767   accuracy 0.7843655589123867   precision 0.7183746400658165   recall 0.7736104098164608
deviation 3/5   epoch 76/300   F1 0.73433951922324   accuracy 0.7832326283987915   precision 0.7203799876593995   recall 0.7691097799879445
deviation 3/5   epoch 77/300   F1 0.7352651654977236   accuracy 0.783987915407855   precision 0.7212309749074455   recall 0.7701489351014668
deviation 3/5   epoch 78/300   F1 0.7373329300810482   accuracy 0.783987915407855   precision 0.7240847387906211   recall 0.7678977587075992
deviation 3/5   epoch 79/300   F1 0.7346121312549206   accuracy 0.7828549848942599   precision 0.7209533113944879   recall 0.7677840173055367
deviation 3/5   epoch 80/300   F1 0.7361908117722071   accuracy 0.7847432024169184   precision 0.7220819621554916   recall 0.771188090214989
deviation 3/5   epoch 81/300   F1 0.7332683916368363   accuracy 0.7820996978851964   precision 0.7195315713698067   recall 0.7672049004306652
deviation 3/5   epoch 82/300   F1 0.7333938469162852   accuracy 0.7813444108761329   precision 0.7201074660633484   recall 0.7650690630720586
deviation 3/5   epoch 83/300   F1 0.7302001481105957   accuracy 0.7832326283987915   precision 0.7149578362813657   recall 0.774114071582426
deviation 3/5   epoch 84/300   F1 0.7344856133859636   accuracy 0.7836102719033232   precision 0.7203774167009461   recall 0.7699883696300094
deviation 3/5   epoch 85/300   F1 0.7332683916368363   accuracy 0.7820996978851964   precision 0.7195315713698067   recall 0.7672049004306652
deviation 3/5   epoch 86/300   F1 0.73433951922324   accuracy 0.7832326283987915   precision 0.7203799876593995   recall 0.7691097799879445
deviation 3/5   epoch 87/300   F1 0.7318476314618396   accuracy 0.7817220543806647   precision 0.7178218839983546   recall 0.7677385816718967
deviation 3/5   epoch 88/300   F1 0.7286289164965075   accuracy 0.7794561933534743   precision 0.7146981694775812   recall 0.7650717521100294
deviation 3/5   epoch 89/300   F1 0.7360050466313179   accuracy 0.7832326283987915   precision 0.7226629987659399   recall 0.7673055555555556
deviation 3/5   epoch 90/300   F1 0.7374353921560441   accuracy 0.7847432024169184   precision 0.7237942204853969   recall 0.7697927127112235
deviation 3/5   epoch 91/300   F1 0.7347828106079668   accuracy 0.7817220543806647   precision 0.7218171534348006   recall 0.7646410178547876
deviation 3/5   epoch 92/300   F1 0.734165360545125   accuracy 0.7817220543806647   precision 0.7209610242698479   recall 0.7652623456790124
deviation 3/5   epoch 93/300   F1 0.736464192725574   accuracy 0.7828549848942599   precision 0.723521698889346   recall 0.765856934592271
deviation 3/5   epoch 94/300   F1 0.7331852490977205   accuracy 0.7813444108761329   precision 0.7198220896750309   recall 0.7652839130788891
deviation 3/5   epoch 95/300   F1 0.7341225327078496   accuracy 0.7805891238670695   precision 0.7215394899218428   recall 0.7624319803381587
deviation 3/5   epoch 96/300   F1 0.7342213009252205   accuracy 0.7813444108761329   precision 0.7212489716166186   recall 0.7642348597373987
deviation 3/5   epoch 97/300   F1 0.7412426414126296   accuracy 0.7843655589123867   precision 0.7295043192102015   recall 0.7650461287686302
update
deviation 3/5   epoch 98/300   F1 0.73579928454968   accuracy 0.7832326283987915   precision 0.7223776223776224   recall 0.7675219517324781
deviation 3/5   epoch 99/300   F1 0.7333938469162852   accuracy 0.7813444108761329   precision 0.7201074660633484   recall 0.7650690630720586
deviation 3/5   epoch 100/300   F1 0.7390973194634614   accuracy 0.7843655589123867   precision 0.7263651789387084   recall 0.7670731291162853
deviation 3/5   epoch 101/300   F1 0.7323438453340176   accuracy 0.7813444108761329   precision 0.7186805841217606   recall 0.766169113361575
deviation 3/5   epoch 102/300   F1 0.7330570075645403   accuracy 0.7820996978851964   precision 0.7192461949814891   recall 0.7674349958251503
deviation 3/5   epoch 103/300   F1 0.7337667318284622   accuracy 0.7802114803625377   precision 0.7212566844919786   recall 0.7618328298086606
deviation 3/5   epoch 104/300   F1 0.7384063837570529   accuracy 0.7851208459214502   precision 0.7249331550802138   recall 0.7697496668210839
deviation 3/5   epoch 105/300   F1 0.7356479273467582   accuracy 0.7828549848942599   precision 0.7223801933360756   recall 0.7666880435595301
deviation 3/5   epoch 106/300   F1 0.740426690777368   accuracy 0.7820996978851964   precision 0.7298051213492389   recall 0.760543166261868
deviation 3/5   epoch 107/300   F1 0.7368682552616412   accuracy 0.7828549848942599   precision 0.724092451665981   recall 0.7654561761891021
deviation 3/5   epoch 108/300   F1 0.736835483385379   accuracy 0.7813444108761329   precision 0.724958864664747   recall 0.7617896990989199
deviation 3/5   epoch 109/300   F1 0.740719329798914   accuracy 0.7836102719033232   precision 0.7292240847387906   recall 0.7637280399796789
deviation 3/5   epoch 110/300   F1 0.7361073143656776   accuracy 0.7824773413897281   precision 0.7232388934594818   recall 0.7652502634754319
deviation 3/5   epoch 111/300   F1 0.740575412798768   accuracy 0.7828549848942599   precision 0.7295146030440147   recall 0.7621115997272363
deviation 3/5   epoch 112/300   F1 0.7409926159331162   accuracy 0.7851208459214502   precision 0.7286430481283422   recall 0.76711118619887
deviation 3/5   epoch 113/300   F1 0.7382968209520672   accuracy 0.7824773413897281   precision 0.7263780337309749   recall 0.7631874701099952
deviation 3/5   epoch 114/300   F1 0.7365674128168567   accuracy 0.7836102719033232   precision 0.7232311805841218   recall 0.7677085846467147
deviation 3/5   epoch 115/300   F1 0.7376266336710231   accuracy 0.7832326283987915   precision 0.7249460098724805   recall 0.765664472405752
deviation 3/5   epoch 116/300   F1 0.7357982478429467   accuracy 0.7817220543806647   precision 0.7232440353763883   recall 0.763654416051302
deviation 3/5   epoch 117/300   F1 0.7350377735591136   accuracy 0.7813444108761329   precision 0.722390477169889   recall 0.7634400456218065
deviation 3/5   epoch 118/300   F1 0.7404716079672735   accuracy 0.7843655589123867   precision 0.7283628136569313   recall 0.765750951231571
deviation 3/5   epoch 119/300   F1 0.7383298381661976   accuracy 0.7820996978851964   precision 0.7266659810777458   recall 0.7622650419624364
deviation 3/5   epoch 120/300   F1 0.740239223996865   accuracy 0.7820996978851964   precision 0.7295197449609214   recall 0.7606892171570614
deviation 3/5   epoch 121/300   F1 0.7435213086526045   accuracy 0.7824773413897281   precision 0.7343685726038667   recall 0.7591186101509915
update
deviation 3/5   epoch 122/300   F1 0.73858079362134   accuracy 0.7836102719033232   precision 0.7260849444672974   recall 0.7656835487113949
deviation 3/5   epoch 123/300   F1 0.7467248299959414   accuracy 0.7873867069486404   precision 0.7357620320855615   recall 0.7672968555411515
update
deviation 3/5   epoch 124/300   F1 0.7409599917331174   accuracy 0.7854984894259819   precision 0.7283551007815714   recall 0.7680862623183375
deviation 3/5   epoch 125/300   F1 0.7422674551885109   accuracy 0.7820996978851964   precision 0.7326588852324146   recall 0.7591927204351814
deviation 3/5   epoch 126/300   F1 0.7452595382348126   accuracy 0.7870090634441088   precision 0.7337669683257919   recall 0.767706566798568
deviation 3/5   epoch 127/300   F1 0.7433302495152248   accuracy 0.7836102719033232   precision 0.7332193541752365   recall 0.7616184710202452
deviation 3/5   epoch 128/300   F1 0.745839429037916   accuracy 0.7847432024169184   precision 0.7363507815713698   recall 0.7621895570233981
deviation 3/5   epoch 129/300   F1 0.7445943439389631   accuracy 0.7790785498489426   precision 0.7389577334430275   recall 0.7523733398500476
deviation 3/5   epoch 130/300   F1 0.7445789201514392   accuracy 0.7824773413897281   precision 0.7360808309337721   recall 0.7584463833380242
deviation 3/5   epoch 131/300   F1 0.7411208458802849   accuracy 0.7832326283987915   precision 0.7300827848621966   recall 0.762519800528014
deviation 3/5   epoch 132/300   F1 0.7438690476190476   accuracy 0.783987915407855   precision 0.7337875359934183   recall 0.7620274319963116
deviation 3/5   epoch 133/300   F1 0.7449351809367109   accuracy 0.7828549848942599   precision 0.7363636363636363   recall 0.7589660764749335
deviation 3/5   epoch 134/300   F1 0.7410314051535426   accuracy 0.7794561933534743   precision 0.7326768819415879   recall 0.754719954967633
deviation 3/5   epoch 135/300   F1 0.744872329850655   accuracy 0.7809667673716012   precision 0.7378033730974908   recall 0.7554658240993405
deviation 3/5   epoch 136/300   F1 0.7451648427966229   accuracy 0.7802114803625377   precision 0.7389500205676677   recall 0.7540210941749139
deviation 3/5   epoch 137/300   F1 0.7415126214195483   accuracy 0.7828549848942599   precision 0.7309414849856026   recall 0.761362239416447
deviation 3/5   epoch 138/300   F1 0.7403159523936597   accuracy 0.7779456193353474   precision 0.732687165775401   recall 0.7523026315789474
deviation 3/5   epoch 139/300   F1 0.7427716743314596   accuracy 0.7794561933534743   precision 0.7355306458247635   recall 0.7538009751773049
deviation 3/5   epoch 140/300   F1 0.7469525330755247   accuracy 0.7802114803625377   precision 0.7420891608391609   recall 0.7533442746448558
update
deviation 3/5   epoch 141/300   F1 0.7491219139355387   accuracy 0.7813444108761329   precision 0.7449352118469765   recall 0.7544008448874495
update
deviation 3/5   epoch 142/300   F1 0.7479808471744988   accuracy 0.7809667673716012   precision 0.7432255244755245   recall 0.7541812759440616
deviation 3/5   epoch 143/300   F1 0.7390812221931322   accuracy 0.7775679758308157   precision 0.730977478403949   recall 0.7522477497934577
deviation 3/5   epoch 144/300   F1 0.7493212788259959   accuracy 0.7817220543806647   precision 0.7449326408885233   recall 0.7549153394982447
update
deviation 3/5   epoch 145/300   F1 0.7469874663668317   accuracy 0.7805891238670695   precision 0.7418012134923899   recall 0.7539285268319682
deviation 3/5   epoch 146/300   F1 0.7411818680496683   accuracy 0.7779456193353474   precision 0.734114047716989   recall 0.7518871969351202
deviation 3/5   epoch 147/300   F1 0.7447889590812303   accuracy 0.7775679758308157   precision 0.7406802756067462   recall 0.7499814746944327
deviation 3/5   epoch 148/300   F1 0.7491523837266068   accuracy 0.7783232628398792   precision 0.7480949197860962   recall 0.7502737803079178
deviation 3/5   epoch 149/300   F1 0.74506486623379   accuracy 0.777190332326284   precision 0.7415389757301523   recall 0.7493735732866167
deviation 3/5   epoch 150/300   F1 0.7422021064594513   accuracy 0.7779456193353474   precision 0.7358263060468944   recall 0.7514425594087768
deviation 3/5   epoch 151/300   F1 0.7464388909760116   accuracy 0.7783232628398792   precision 0.74295814479638   recall 0.7506739277337261
deviation 3/5   epoch 152/300   F1 0.746046557439937   accuracy 0.7764350453172205   precision 0.7441125051419168   recall 0.7482041469305812
deviation 3/5   epoch 153/300   F1 0.742304842973168   accuracy 0.7768126888217523   precision 0.7369755244755245   recall 0.7495656076314972
deviation 3/5   epoch 154/300   F1 0.7420488876682231   accuracy 0.7783232628398792   precision 0.7352529823118059   recall 0.7521509394967536
deviation 3/5   epoch 155/300   F1 0.7472039558846373   accuracy 0.777190332326284   precision 0.745534245166598   recall 0.7490377795393859
deviation 3/5   epoch 156/300   F1 0.7449336074370014   accuracy 0.7749244712990937   precision 0.743552036199095   recall 0.7464283856198949
deviation 3/5   epoch 157/300   F1 0.7442762010827897   accuracy 0.777190332326284   precision 0.7401120937885644   recall 0.7495597685945996
deviation 3/5   epoch 158/300   F1 0.7449336074370014   accuracy 0.7749244712990937   precision 0.743552036199095   recall 0.7464283856198949
deviation 3/5   epoch 159/300   F1 0.7383288518027915   accuracy 0.7741691842900302   precision 0.7324274989716166   recall 0.7467250695922711
deviation 3/5   epoch 160/300   F1 0.7367801991389484   accuracy 0.7741691842900302   precision 0.7298591114767585   recall 0.7473092402804863
deviation 3/5   epoch 161/300   F1 0.7453766480307076   accuracy 0.777190332326284   precision 0.7421097285067872   recall 0.7493090266011522
deviation 3/5   epoch 162/300   F1 0.7493126749253365   accuracy 0.7775679758308157   precision 0.7492415672562731   recall 0.7493840641923765
deviation 3/5   epoch 163/300   F1 0.7454947798831459   accuracy 0.7802114803625377   precision 0.7395207733443028   recall 0.7538839912250821
deviation 3/5   epoch 164/300   F1 0.7411911640074201   accuracy 0.7749244712990937   precision 0.7367030028794734   recall 0.7470244802902004
deviation 3/5   epoch 165/300   F1 0.7423878187200301   accuracy 0.7783232628398792   precision 0.735823735088441   recall 0.7520029863642389
deviation 3/5   epoch 166/300   F1 0.7454188194318284   accuracy 0.7775679758308157   precision 0.7418217811600165   recall 0.7498301755616159
deviation 3/5   epoch 167/300   F1 0.7475899997145208   accuracy 0.7768126888217523   precision 0.7466783216783217   recall 0.7485495040239565
deviation 3/5   epoch 168/300   F1 0.7472584331750936   accuracy 0.7775679758308157   precision 0.7452462978198272   recall 0.7495110338617634
deviation 3/5   epoch 169/300   F1 0.7423701711284312   accuracy 0.7779456193353474   precision 0.7361116824352119   recall 0.7513740474730665
deviation 3/5   epoch 170/300   F1 0.7469874663668317   accuracy 0.7805891238670695   precision 0.7418012134923899   recall 0.7539285268319682
deviation 3/5   epoch 171/300   F1 0.7417663884567339   accuracy 0.7741691842900302   precision 0.7384204031262855   recall 0.7458308481450555
deviation 3/5   epoch 172/300   F1 0.7460874873918353   accuracy 0.7817220543806647   precision 0.739225113122172   recall 0.7562147546039298
deviation 3/5   epoch 173/300   F1 0.7530395855444982   accuracy 0.7854984894259819   precision 0.7480460715754833   recall 0.759578131726216
update
deviation 3/5   epoch 174/300   F1 0.7475023430331094   accuracy 0.7794561933534743   precision 0.7438065610859728   recall 0.7520472141674397
deviation 3/5   epoch 175/300   F1 0.7504029640936325   accuracy 0.7817220543806647   precision 0.7469302756067462   recall 0.7546052195581003
deviation 3/5   epoch 176/300   F1 0.7439752377474429   accuracy 0.779833836858006   precision 0.7372403331962156   recall 0.7538976328393752
deviation 3/5   epoch 177/300   F1 0.748728557714868   accuracy 0.7794561933534743   precision 0.7460895721925134   recall 0.751784103134708
deviation 3/5   epoch 178/300   F1 0.7467019705859961   accuracy 0.7779456193353474   precision 0.7438168449197862   recall 0.7500955972520734
deviation 3/5   epoch 179/300   F1 0.7418907554079373   accuracy 0.7787009063444109   precision 0.7346796585767175   recall 0.7528839760638297
deviation 3/5   epoch 180/300   F1 0.7443771179436317   accuracy 0.7741691842900302   precision 0.743271801727684   recall 0.7455546213253612
deviation 3/5   epoch 181/300   F1 0.740404882113622   accuracy 0.770392749244713   precision 0.7395876182640888   recall 0.7412623621394916
deviation 3/5   epoch 182/300   F1 0.746254354418678   accuracy 0.7817220543806647   precision 0.7395104895104896   recall 0.756134610890395
deviation 3/5   epoch 183/300   F1 0.7431608169780095   accuracy 0.7813444108761329   precision 0.7346616618675442   recall 0.757101349462377
deviation 3/5   epoch 184/300   F1 0.7428229034976822   accuracy 0.777190332326284   precision 0.7375437062937062   recall 0.7499864718614719
deviation 3/5   epoch 185/300   F1 0.7430789700429226   accuracy 0.7787009063444109   precision 0.7366772932949404   recall 0.7523498984383352
deviation 3/5   epoch 186/300   F1 0.7425564387969992   accuracy 0.7783232628398792   precision 0.7361091114767586   recall 0.7519314161249329
deviation 3/5   epoch 187/300   F1 0.7492342371097866   accuracy 0.779833836858006   precision 0.7466577540106951   recall 0.7522057156376614
deviation 3/5   epoch 188/300   F1 0.7477160397481921   accuracy 0.7787009063444109   precision 0.7449532085561497   recall 0.7509402654867257
deviation 3/5   epoch 189/300   F1 0.7480608916274013   accuracy 0.7779456193353474   precision 0.7463852324146442   recall 0.7499009095460614
deviation 3/5   epoch 190/300   F1 0.7398021446480476   accuracy 0.7658610271903323   precision 0.7433283628136569   recall 0.7369471879029128
deviation 3/5   epoch 191/300   F1 0.7459882771519961   accuracy 0.7741691842900302   precision 0.7464109419991773   recall 0.7455756463899272
deviation 3/5   epoch 192/300   F1 0.7491346642184631   accuracy 0.7802114803625377   precision 0.7460844302756067   recall 0.7527461791142516
deviation 3/5   epoch 193/300   F1 0.7376585144927537   accuracy 0.7620845921450151   precision 0.7433540723981901   recall 0.7336468206951028
deviation 3/5   epoch 194/300   F1 0.7390159922622466   accuracy 0.7669939577039275   precision 0.7404668860551213   recall 0.7376854058360391
deviation 3/5   epoch 195/300   F1 0.740480625597323   accuracy 0.7688821752265861   precision 0.7413101604278074   recall 0.739690695322635
deviation 3/5   epoch 196/300   F1 0.7437248909602205   accuracy 0.7737915407854985   precision 0.7424182435211847   recall 0.7451334226348898
deviation 3/5   epoch 197/300   F1 0.7479415337758522   accuracy 0.7805891238670695   precision 0.7435134718222953   recall 0.7536108628785825
deviation 3/5   epoch 198/300   F1 0.7329039695268644   accuracy 0.756797583081571   precision 0.739680172768408   recall 0.728513020629069
deviation 3/5   epoch 199/300   F1 0.740480625597323   accuracy 0.7688821752265861   precision 0.7413101604278074   recall 0.739690695322635
deviation 3/5   epoch 200/300   F1 0.7429666760401321   accuracy 0.7726586102719033   precision 0.742140580008227   recall 0.7438331693677833
deviation 3/5   epoch 201/300   F1 0.7366579347774938   accuracy 0.7605740181268882   precision 0.7430789798436856   recall 0.7323531941560277
deviation 3/5   epoch 202/300   F1 0.7414269397546944   accuracy 0.7658610271903323   precision 0.7467528794734677   recall 0.7375556595110626
deviation 3/5   epoch 203/300   F1 0.7437398074848274   accuracy 0.7711480362537765   precision 0.7452900041135335   recall 0.7423226481561911
deviation 3/5   epoch 204/300   F1 0.740005833632279   accuracy 0.7677492447129909   precision 0.7416032496914851   recall 0.7385528023430337
deviation 3/5   epoch 205/300   F1 0.7374886219234131   accuracy 0.7632175226586103   precision 0.7416341011929247   recall 0.7342693664001456
deviation 3/5   epoch 206/300   F1 0.7392998550089089   accuracy 0.7647280966767371   precision 0.7436214520773344   recall 0.735970284264269
deviation 3/5   epoch 207/300   F1 0.7390060435476695   accuracy 0.7639728096676737   precision 0.7439119703825586   recall 0.7353631436331172
deviation 3/5   epoch 208/300   F1 0.7436704051281993   accuracy 0.7707703927492447   precision 0.7455779514603044   recall 0.7419626024405241
deviation 3/5   epoch 209/300   F1 0.7342141043305253   accuracy 0.7579305135951662   precision 0.7410993418346359   recall 0.7297682116568569
deviation 3/5   epoch 210/300   F1 0.7358584374219218   accuracy 0.7605740181268882   precision 0.7413667215137804   recall 0.7319477214611307
deviation 3/5   epoch 211/300   F1 0.7378442441146512   accuracy 0.7643504531722054   precision 0.7410556355409297   recall 0.7352004174160841
deviation 3/5   epoch 212/300   F1 0.7410702365035757   accuracy 0.7643504531722054   precision 0.7479046688605513   recall 0.7365566865136316
deviation 3/5   epoch 213/300   F1 0.7292079718809947   accuracy 0.752643504531722   precision 0.7368546894282189   recall 0.7245971509388078
deviation 3/5   epoch 214/300   F1 0.7298012493742032   accuracy 0.75   precision 0.7417240847387907   recall 0.724584611268763
deviation 3/5   epoch 215/300   F1 0.738083119986018   accuracy 0.7666163141993958   precision 0.7390425750719869   recall 0.737177279672669
deviation 3/5   epoch 216/300   F1 0.7349958930926987   accuracy 0.7579305135951662   precision 0.7428116001645413   recall 0.7302457837904716
deviation 3/5   epoch 217/300   F1 0.732384996242547   accuracy 0.7556646525679759   precision 0.7399732620320856   recall 0.7277408843563556
deviation 3/5   epoch 218/300   F1 0.7374886668444416   accuracy 0.7613293051359517   precision 0.7439299670917318   recall 0.7331666318518609
deviation 3/5   epoch 219/300   F1 0.7337707197738303   accuracy 0.7533987915407855   precision 0.7462669683257919   recall 0.7284268468555478
deviation 3/5   epoch 220/300   F1 0.7416776708235838   accuracy 0.7647280966767371   precision 0.7487582270670505   recall 0.7370671464019547
deviation 3/5   epoch 221/300   F1 0.7329709036435589   accuracy 0.7549093655589124   precision 0.7422614150555327   recall 0.7279182295279035
deviation 3/5   epoch 222/300   F1 0.7399411763205355   accuracy 0.7673716012084593   precision 0.7418911970382558   recall 0.7382044660489139
deviation 3/5   epoch 223/300   F1 0.7341277313426673   accuracy 0.7575528700906344   precision 0.7413872891814068   recall 0.7295582183993761
deviation 3/5   epoch 224/300   F1 0.7354645354645355   accuracy 0.7613293051359517   precision 0.7396493212669684   recall 0.7322337934127261
deviation 3/5   epoch 225/300   F1 0.7316281135967981   accuracy 0.752643504531722   precision 0.7422768408062526   recall 0.7264244786207319
deviation 3/5   epoch 226/300   F1 0.742190771933767   accuracy 0.7696374622356495   precision 0.7438734060057589   recall 0.7406658480149386
deviation 3/5   epoch 227/300   F1 0.7413583608840074   accuracy 0.7639728096676737   precision 0.7490487453722747   recall 0.7365488338303658
deviation 3/5   epoch 228/300   F1 0.7331597789231373   accuracy 0.7586858006042296   precision 0.7379550596462361   recall 0.7296150155890373
deviation 3/5   epoch 229/300   F1 0.7376198754273873   accuracy 0.7613293051359517   precision 0.7442153434800494   recall 0.7332370822161329
deviation 3/5   epoch 230/300   F1 0.7346166916026124   accuracy 0.7564199395770392   precision 0.7439633895516249   recall 0.7295194379323127
deviation 3/5   epoch 231/300   F1 0.7349902519746249   accuracy 0.7564199395770392   precision 0.7448195187165776   recall 0.7298046147952181
deviation 3/5   epoch 232/300   F1 0.7335945566704615   accuracy 0.7632175226586103   precision 0.7339289387083505   recall 0.7332669980227591
deviation 3/5   epoch 233/300   F1 0.7358023453704831   accuracy 0.7632175226586103   precision 0.738209584533114   recall 0.7337246443988283
deviation 3/5   epoch 234/300   F1 0.730857176649156   accuracy 0.7507552870090635   precision 0.7431458247634719   recall 0.7256059160305344
deviation 3/5   epoch 235/300   F1 0.7353090796340616   accuracy 0.7628398791540786   precision 0.7376414027149321   recall 0.73328765152605
deviation 3/5   epoch 236/300   F1 0.73078976698047   accuracy 0.7571752265861027   precision 0.7348262032085562   recall 0.7276689654656704
deviation 3/5   epoch 237/300   F1 0.7308616636557672   accuracy 0.754154078549849   precision 0.738556663924311   recall 0.7262110460392832
deviation 3/5   epoch 238/300   F1 0.7242100138353501   accuracy 0.7447129909365559   precision 0.7360525503907857   recall 0.7191691551908108
deviation 3/5   epoch 239/300   F1 0.7367238157238961   accuracy 0.7628398791540786   precision 0.7404951665981078   recall 0.7337295330806384
deviation 3/5   epoch 240/300   F1 0.7309923652209873   accuracy 0.754154078549849   precision 0.7388420403126286   recall 0.7262973886280082
deviation 3/5   epoch 241/300   F1 0.739606844170561   accuracy 0.7620845921450151   precision 0.7476347182229535   recall 0.7347235929865604
deviation 3/5   epoch 242/300   F1 0.7213897376328117   accuracy 0.7371601208459214   precision 0.7406699917729329   recall 0.7179052363272385
deviation 3/5   epoch 243/300   F1 0.7337334603047314   accuracy 0.7575528700906344   precision 0.7405311600164541   recall 0.7293243587732372
deviation 3/5   epoch 244/300   F1 0.74305849209327   accuracy 0.7647280966767371   precision 0.7518973673385438   recall 0.7379043688928468
deviation 3/5   epoch 245/300   F1 0.727715435365542   accuracy 0.7477341389728097   precision 0.7400272521596051   recall 0.7225663031169914
deviation 3/5   epoch 246/300   F1 0.7301689740674657   accuracy 0.7496223564954683   precision 0.7431535376388317   recall 0.7249574385721005
deviation 3/5   epoch 247/300   F1 0.7237612720733229   accuracy 0.7439577039274925   precision 0.7360576923076922   recall 0.7187431506522961
deviation 3/5   epoch 248/300   F1 0.7252964788310488   accuracy 0.7515105740181269   precision 0.7300133689839572   recall 0.7218486144690348
deviation 3/5   epoch 249/300   F1 0.7248715804285079   accuracy 0.747356495468278   precision 0.7340369189633895   recall 0.7200135709395792
deviation 3/5   epoch 250/300   F1 0.7285306586129506   accuracy 0.7484894259818731   precision 0.7408782394076512   recall 0.7233553847070744
deviation 3/5   epoch 251/300   F1 0.727607831740738   accuracy 0.747356495468278   precision 0.7403151995063759   recall 0.7224733207784055
deviation 3/5   epoch 252/300   F1 0.731661981606802   accuracy 0.7518882175226587   precision 0.7434234882764295   recall 0.726391860298992
deviation 3/5   epoch 253/300   F1 0.7315251688971978   accuracy 0.7522658610271903   precision 0.7425647881530235   recall 0.7262932688617698
deviation 3/5   epoch 254/300   F1 0.7264597958239578   accuracy 0.7481117824773413   precision 0.736600164541341   recall 0.7214374013083691
deviation 3/5   epoch 255/300   F1 0.7360882503433818   accuracy 0.7632175226586103   precision 0.738780337309749   recall 0.7338045666606459
deviation 3/5   epoch 256/300   F1 0.7316447144081812   accuracy 0.7598187311178247   precision 0.7336667009461126   recall 0.7298638070789969
deviation 3/5   epoch 257/300   F1 0.7269218303426737   accuracy 0.7462235649546828   precision 0.7403229123817359   recall 0.7218519784309259
deviation 3/5   epoch 258/300   F1 0.728860459961727   accuracy 0.7522658610271903   precision 0.7365718839983546   recall 0.7242375504136662
deviation 3/5   epoch 259/300   F1 0.7170895408245914   accuracy 0.7322507552870091   precision 0.7375642739613328   recall 0.7143405154791624
deviation 3/5   epoch 260/300   F1 0.7283945475928818   accuracy 0.7488670694864048   precision 0.7400195392842452   recall 0.7232260756404945
deviation 3/5   epoch 261/300   F1 0.7310784672160091   accuracy 0.7545317220543807   precision 0.7385540929658576   recall 0.7264873084799711
deviation 3/5   epoch 262/300   F1 0.7369428707273158   accuracy 0.7669939577039275   precision 0.7364716166186754   recall 0.7374276817837149
deviation 3/5   epoch 263/300   F1 0.7337902603725388   accuracy 0.7598187311178247   precision 0.7379473467708761   recall 0.7305844835318153
deviation 3/5   epoch 264/300   F1 0.7216059539905575   accuracy 0.7401812688821753   precision 0.736368778280543   recall 0.7169147139041723
deviation 3/5   epoch 265/300   F1 0.7343411484724032   accuracy 0.7613293051359517   precision 0.7373663101604278   recall 0.7318327457538594
deviation 3/5   epoch 266/300   F1 0.7307052293069296   accuracy 0.7594410876132931   precision 0.7322423899629782   recall 0.7293101314624604
deviation 3/5   epoch 267/300   F1 0.7296629992671377   accuracy 0.7503776435045317   precision 0.7408653846153846   recall 0.7244732562423066
deviation 3/5   epoch 268/300   F1 0.7266803050027897   accuracy 0.7484894259818731   precision 0.7365975935828877   recall 0.721677024618201
deviation 3/5   epoch 269/300   F1 0.7319413025341505   accuracy 0.7560422960725075   precision 0.7385438091320444   recall 0.7276243256570474
deviation 3/5   epoch 270/300   F1 0.7183869581407767   accuracy 0.7424471299093656   precision 0.7260798025503907   recall 0.7139463139173615
deviation 3/5   epoch 271/300   F1 0.7244336853225093   accuracy 0.7450906344410876   precision 0.7360499794323323   recall 0.7193863256900327
deviation 3/5   epoch 272/300   F1 0.7250007334816441   accuracy 0.747356495468278   precision 0.7343222953517071   recall 0.7201158638011659
deviation 3/5   epoch 273/300   F1 0.7199606779428538   accuracy 0.7367824773413897   precision 0.7375334224598931   recall 0.7159991723900918
deviation 3/5   epoch 274/300   F1 0.7292114060963618   accuracy 0.7496223564954683   precision 0.7408705265322912   recall 0.724017521805119
deviation 3/5   epoch 275/300   F1 0.7275948393964183   accuracy 0.7477341389728097   precision 0.7397418757712875   recall 0.7224475190839694
deviation 3/5   epoch 276/300   F1 0.7185745827053529   accuracy 0.7352719033232629   precision 0.736402200740436   recall 0.7147666525553625
deviation 3/5   epoch 277/300   F1 0.7311322151332922   accuracy 0.752643504531722   precision 0.7411353352529824   recall 0.7260114907006291
deviation 3/5   epoch 278/300   F1 0.7221505546821794   accuracy 0.7420694864048338   precision 0.7349290415466886   recall 0.7172109836808892
deviation 3/5   epoch 279/300   F1 0.7183722375685355   accuracy 0.7360271903323263   precision 0.7346848004936241   recall 0.7141517816558799
deviation 3/5   epoch 280/300   F1 0.7251545231298853   accuracy 0.7515105740181269   precision 0.7297279925956397   recall 0.7217795979151154
deviation 3/5   epoch 281/300   F1 0.7139470672443164   accuracy 0.7299848942598187   precision 0.7330136774989716   recall 0.7108373020557877
deviation 3/5   epoch 282/300   F1 0.7250737424440634   accuracy 0.7488670694864048   precision 0.7325997531879884   recall 0.7205624131876196
deviation 3/5   epoch 283/300   F1 0.724830885368956   accuracy 0.7424471299093656   precision 0.7409193747429041   recall 0.7202432575356954
deviation 3/5   epoch 284/300   F1 0.732036709901329   accuracy 0.7552870090634441   precision 0.7396904566022213   recall 0.7273791522364763
deviation 3/5   epoch 285/300   F1 0.7339199799411211   accuracy 0.7590634441087614   precision 0.739093994241053   recall 0.7301822439043708
deviation 3/5   epoch 286/300   F1 0.7327712056222799   accuracy 0.756797583081571   precision 0.7393947963800904   recall 0.7284363584621913
deviation 3/5   epoch 287/300   F1 0.7346899488792498   accuracy 0.7647280966767371   precision 0.7344894076511723   recall 0.7348929638602932
deviation 3/5   epoch 288/300   F1 0.7340451962468615   accuracy 0.7632175226586103   precision 0.7347850678733032   recall 0.7333382519305494
deviation 3/5   epoch 289/300   F1 0.7354351273727152   accuracy 0.7586858006042296   precision 0.7428064582476347   recall 0.7308114828969356
deviation 3/5   epoch 290/300   F1 0.7273089348559745   accuracy 0.7518882175226587   precision 0.7337206910736322   recall 0.7231179150496234
deviation 3/5   epoch 291/300   F1 0.7270586409198614   accuracy 0.743202416918429   precision 0.7454802550390787   recall 0.7229616760538384
deviation 3/5   epoch 292/300   F1 0.734866742799803   accuracy 0.7579305135951662   precision 0.7425262237762238   recall 0.7301637116347557
deviation 3/5   epoch 293/300   F1 0.7274712498136549   accuracy 0.7507552870090635   precision 0.7354406622788976   recall 0.722804785180247
deviation 3/5   epoch 294/300   F1 0.7301611051077677   accuracy 0.75   precision 0.7425802139037433   recall 0.7249335478872401
deviation 3/5   epoch 295/300   F1 0.7240870764002436   accuracy 0.7447129909365559   precision 0.735767174002468   recall 0.7190500759595264
deviation 3/5   epoch 296/300   F1 0.727039214709253   accuracy 0.75   precision 0.7354458041958042   recall 0.7222791262135922
deviation 3/5   epoch 297/300   F1 0.7256215965499737   accuracy 0.752643504531722   precision 0.7294349033319623   recall 0.7226562134521619
deviation 3/5   epoch 298/300   F1 0.7261424374317389   accuracy 0.747356495468278   precision 0.7368906828465652   recall 0.7210773384391231
deviation 3/5   epoch 299/300   F1 0.7318791315290816   accuracy 0.7594410876132931   precision 0.7345254010695188   recall 0.7296382959575216
deviation 3/5   epoch 300/300   F1 0.7299928146999423   accuracy 0.7575528700906344   precision 0.7328259975318798   recall 0.7276274811923297

deviation 4/5   epoch 1/300   F1 0.49240737061859796   accuracy 0.6676737160120846   precision 0.5302498971616618   recall 0.5911330049261083
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deviation 4/5   epoch 2/300   F1 0.5859074825956767   accuracy 0.6786253776435045   precision 0.585823735088441   recall 0.621555400798365
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deviation 4/5   epoch 3/300   F1 0.6161935991302034   accuracy 0.697129909365559   precision 0.6119523858494447   recall 0.6505455526053767
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deviation 4/5   epoch 4/300   F1 0.6375695082912736   accuracy 0.7141238670694864   precision 0.6309569107363224   recall 0.6763369501154098
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deviation 4/5   epoch 5/300   F1 0.6453705713183654   accuracy 0.7163897280966768   precision 0.6380758946935418   recall 0.6784408108680574
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deviation 4/5   epoch 6/300   F1 0.6472145857714542   accuracy 0.726963746223565   precision 0.6394307897984368   recall 0.6992484966718745
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deviation 4/5   epoch 7/300   F1 0.6620113606194368   accuracy 0.7356495468277946   precision 0.6524989716166187   recall 0.7107679406455647
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deviation 4/5   epoch 8/300   F1 0.6443276400785363   accuracy 0.7352719033232629   precision 0.6373765939942411   recall 0.7245241614326787
deviation 4/5   epoch 9/300   F1 0.6535100663512903   accuracy 0.7413141993957704   precision 0.6450406211435623   recall 0.7344141982330119
deviation 4/5   epoch 10/300   F1 0.6643214489278001   accuracy 0.7466012084592145   precision 0.654136672151378   recall 0.7395037586626012
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deviation 4/5   epoch 11/300   F1 0.6418802112121177   accuracy 0.7394259818731118   precision 0.6359214315096668   recall 0.7421993467196255
deviation 4/5   epoch 12/300   F1 0.6557971911897554   accuracy 0.7443353474320241   precision 0.6470176881941587   recall 0.7421063216109656
deviation 4/5   epoch 13/300   F1 0.6529840512844762   accuracy 0.7435800604229608   precision 0.6447398190045248   recall 0.7430055196154075
deviation 4/5   epoch 14/300   F1 0.669682693474275   accuracy 0.7518882175226587   precision 0.6586667009461127   recall 0.7509129976510576
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deviation 4/5   epoch 15/300   F1 0.654165652116114   accuracy 0.7466012084592145   precision 0.6458607568901686   recall 0.7528954667682991
deviation 4/5   epoch 16/300   F1 0.6676731585296317   accuracy 0.7518882175226587   precision 0.6569544426162073   recall 0.7536692792329547
deviation 4/5   epoch 17/300   F1 0.6515526409457142   accuracy 0.7466012084592145   precision 0.6438631221719457   recall 0.7569029732971404
deviation 4/5   epoch 18/300   F1 0.6652625234034583   accuracy 0.7522658610271903   precision 0.654954236939531   recall 0.7586349689960735
deviation 4/5   epoch 19/300   F1 0.6753899735345406   accuracy 0.7564199395770392   precision 0.6634872480460716   recall 0.7594623266536439
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deviation 4/5   epoch 20/300   F1 0.6843004391591083   accuracy 0.7613293051359517   precision 0.6711589880707528   recall 0.7645815118035133
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deviation 4/5   epoch 21/300   F1 0.6794532931299628   accuracy 0.7601963746223565   precision 0.6668860551213492   recall 0.7677470814673044
deviation 4/5   epoch 22/300   F1 0.6850513480180482   accuracy 0.7628398791540786   precision 0.6717194570135747   recall 0.7691619517384787
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deviation 4/5   epoch 23/300   F1 0.6871224986797664   accuracy 0.7651057401812689   precision 0.6734162895927602   recall 0.7747278259063306
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deviation 4/5   epoch 24/300   F1 0.6904135831652428   accuracy 0.7669939577039275   precision 0.6762571986836693   recall 0.7767611952198472
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deviation 4/5   epoch 25/300   F1 0.6926843283130708   accuracy 0.7681268882175226   precision 0.6782471205265322   recall 0.7774482968369829
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deviation 4/5   epoch 26/300   F1 0.694195271503   accuracy 0.7681268882175226   precision 0.67967400246812   recall 0.7749220111485702
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deviation 4/5   epoch 27/300   F1 0.68229396398177   accuracy 0.7654833836858006   precision 0.6691330728095435   recall 0.7850794373033027
deviation 4/5   epoch 28/300   F1 0.7010484054874756   accuracy 0.7726586102719033   precision 0.6856360551213492   recall 0.781207159770688
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deviation 4/5   epoch 29/300   F1 0.7004061208005337   accuracy 0.7722809667673716   precision 0.6850678733031674   recall 0.7808126261133819
deviation 4/5   epoch 30/300   F1 0.7054542386976896   accuracy 0.7749244712990937   precision 0.6896158988070753   recall 0.7825752960693938
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deviation 4/5   epoch 31/300   F1 0.7082335332662371   accuracy 0.7749244712990937   precision 0.6924696626902509   recall 0.777967347757154
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deviation 4/5   epoch 32/300   F1 0.7073325159125827   accuracy 0.774546827794562   precision 0.6916161044837515   recall 0.778009718832733
deviation 4/5   epoch 33/300   F1 0.7054542386976896   accuracy 0.7749244712990937   precision 0.6896158988070753   recall 0.7825752960693938
deviation 4/5   epoch 34/300   F1 0.7112695097378319   accuracy 0.7764350453172205   precision 0.6953131427396133   recall 0.7786881637594233
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deviation 4/5   epoch 35/300   F1 0.7021641243628567   accuracy 0.7741691842900302   precision 0.6864819004524887   recall 0.7853388827039807
deviation 4/5   epoch 36/300   F1 0.7072837388787652   accuracy 0.775679758308157   precision 0.691323015220074   recall 0.7823960230722526
deviation 4/5   epoch 37/300   F1 0.7056650945653306   accuracy 0.774546827794562   precision 0.6899038461538461   recall 0.7807468973505498
deviation 4/5   epoch 38/300   F1 0.7010996869725425   accuracy 0.7749244712990937   precision 0.6853352529823118   recall 0.7905040540322711
deviation 4/5   epoch 39/300   F1 0.7051015365777358   accuracy 0.774546827794562   precision 0.689333093377211   recall 0.7816997308010463
deviation 4/5   epoch 40/300   F1 0.699093644603231   accuracy 0.7734138972809668   precision 0.6836332784862196   recall 0.787836291245547
deviation 4/5   epoch 41/300   F1 0.701693582531906   accuracy 0.7749244712990937   precision 0.6859060057589469   recall 0.7893696375976438
deviation 4/5   epoch 42/300   F1 0.7034504944095195   accuracy 0.7749244712990937   precision 0.6876182640888523   recall 0.7861130714341724
deviation 4/5   epoch 43/300   F1 0.7016365058055953   accuracy 0.774546827794562   precision 0.6859085767174002   recall 0.7878762997001247
deviation 4/5   epoch 44/300   F1 0.7146390299320674   accuracy 0.7805891238670695   precision 0.697853249691485   recall 0.7888410345911507
update
deviation 4/5   epoch 45/300   F1 0.7111071257771401   accuracy 0.7794561933534743   precision 0.6944364459070341   recall 0.7906980319803198
deviation 4/5   epoch 46/300   F1 0.7120964849354376   accuracy 0.7802114803625377   precision 0.6952874331550802   recall 0.7919703259532596
deviation 4/5   epoch 47/300   F1 0.7107515869096179   accuracy 0.7790785498489426   precision 0.6941536404771699   recall 0.7898054065566756
deviation 4/5   epoch 48/300   F1 0.7122927271998756   accuracy 0.779833836858006   precision 0.6955753805018511   recall 0.7900553355162503
deviation 4/5   epoch 49/300   F1 0.7140196077526406   accuracy 0.7790785498489426   precision 0.6975781571369807   recall 0.7840470701293181
deviation 4/5   epoch 50/300   F1 0.7162394732507738   accuracy 0.7805891238670695   precision 0.6995655080213904   recall 0.7860393537647157
update
deviation 4/5   epoch 51/300   F1 0.7138399135468017   accuracy 0.7794561933534743   precision 0.6972902097902098   recall 0.7858026070763502
deviation 4/5   epoch 52/300   F1 0.7171221548107136   accuracy 0.7809667673716012   precision 0.7004190662278897   recall 0.7859736972431629
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deviation 4/5   epoch 53/300   F1 0.7218836338811365   accuracy 0.7824773413897281   precision 0.705260180995475   recall 0.7836889008911694
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deviation 4/5   epoch 54/300   F1 0.7231265888134464   accuracy 0.7824773413897281   precision 0.706687062937063   recall 0.7817218770478302
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deviation 4/5   epoch 55/300   F1 0.7255467029534274   accuracy 0.7832326283987915   precision 0.7092503085150144   recall 0.7806367858657537
update
deviation 4/5   epoch 56/300   F1 0.7207213701344283   accuracy 0.7828549848942599   precision 0.703830728095434   recall 0.7870063921386559
deviation 4/5   epoch 57/300   F1 0.7228122264093487   accuracy 0.783987915407855   precision 0.705820649938297   recall 0.7877186929457598
deviation 4/5   epoch 58/300   F1 0.7266130058013757   accuracy 0.7851208459214502   precision 0.7098082064993829   recall 0.7855850535644764
update
deviation 4/5   epoch 59/300   F1 0.722241224721735   accuracy 0.7828549848942599   precision 0.7055429864253393   recall 0.7844803122778832
deviation 4/5   epoch 60/300   F1 0.7225990370962503   accuracy 0.7832326283987915   precision 0.7058257918552036   recall 0.785274466834144
deviation 4/5   epoch 61/300   F1 0.7280567166141737   accuracy 0.7858761329305136   precision 0.7112299465240641   recall 0.7859611554348195
update
deviation 4/5   epoch 62/300   F1 0.7301889860989685   accuracy 0.7858761329305136   precision 0.7137983340189222   recall 0.7826386381113013
update
deviation 4/5   epoch 63/300   F1 0.7266130058013757   accuracy 0.7851208459214502   precision 0.7098082064993829   recall 0.7855850535644764
deviation 4/5   epoch 64/300   F1 0.7260106868466396   accuracy 0.7847432024169184   precision 0.7092400246812012   recall 0.7852016554353578
deviation 4/5   epoch 65/300   F1 0.7228796930187938   accuracy 0.7824773413897281   precision 0.7064016865487454   recall 0.7821069646496591
deviation 4/5   epoch 66/300   F1 0.7332015616443096   accuracy 0.7866314199395771   precision 0.7172177087618264   recall 0.7807188334530835
update
deviation 4/5   epoch 67/300   F1 0.7318603516371489   accuracy 0.7873867069486404   precision 0.7152149321266968   recall 0.7852481780117646
deviation 4/5   epoch 68/300   F1 0.7252936670071501   accuracy 0.783987915407855   precision 0.7086744138214727   recall 0.7836543838067547
deviation 4/5   epoch 69/300   F1 0.7269720528577039   accuracy 0.7854984894259819   precision 0.7100910119292472   recall 0.7863615815645335
deviation 4/5   epoch 70/300   F1 0.7281770128503187   accuracy 0.7854984894259819   precision 0.7115178938708351   recall 0.7844341188184534
deviation 4/5   epoch 71/300   F1 0.7280505203797609   accuracy 0.7866314199395771   precision 0.7109394282188399   recall 0.7887070255491309
deviation 4/5   epoch 72/300   F1 0.7206655921411746   accuracy 0.7836102719033232   precision 0.7035402097902098   recall 0.7899944780573751
deviation 4/5   epoch 73/300   F1 0.726598459651669   accuracy 0.7858761329305136   precision 0.7095176881941587   recall 0.7883582274393939
deviation 4/5   epoch 74/300   F1 0.7209768558859938   accuracy 0.7828549848942599   precision 0.7041161044837515   recall 0.7865741354867994
deviation 4/5   epoch 75/300   F1 0.7233153292181069   accuracy 0.783987915407855   precision 0.7063914027149321   recall 0.7868710691823899
deviation 4/5   epoch 76/300   F1 0.7203089897632775   accuracy 0.7813444108761329   precision 0.7038410119292472   recall 0.7821247065500606
deviation 4/5   epoch 77/300   F1 0.7208738503702532   accuracy 0.7824773413897281   precision 0.7041186754422049   recall 0.7853394862063513
deviation 4/5   epoch 78/300   F1 0.7314088430005343   accuracy 0.7881419939577039   precision 0.7143536610448376   recall 0.7886328840699747
deviation 4/5   epoch 79/300   F1 0.7274318064848173   accuracy 0.7870090634441088   precision 0.710080728095434   recall 0.7911718067953035
deviation 4/5   epoch 80/300   F1 0.726125214329352   accuracy 0.7851208459214502   precision 0.7092374537227478   recall 0.7863775796106622
deviation 4/5   epoch 81/300   F1 0.7284161620115174   accuracy 0.7862537764350453   precision 0.7115127519539284   recall 0.7867319803570993
deviation 4/5   epoch 82/300   F1 0.7305739255371227   accuracy 0.7877643504531722   precision 0.7135001028383381   recall 0.7886444212721585
deviation 4/5   epoch 83/300   F1 0.7417353087609071   accuracy 0.790785498489426   precision 0.726321472645002   recall 0.7819495290164916
update
deviation 4/5   epoch 84/300   F1 0.7285312680229246   accuracy 0.7851208459214502   precision 0.7120912176059235   recall 0.7825773645237726
deviation 4/5   epoch 85/300   F1 0.7262627664619407   accuracy 0.783987915407855   precision 0.7098159193747429   recall 0.7821454253789136
deviation 4/5   epoch 86/300   F1 0.7311784976504505   accuracy 0.7888972809667674   precision 0.7137777663512958   recall 0.79178681746524
deviation 4/5   epoch 87/300   F1 0.7267285861713106   accuracy 0.7854984894259819   precision 0.7098056355409297   recall 0.7867594349567784
deviation 4/5   epoch 88/300   F1 0.7330694741914129   accuracy 0.7888972809667674   precision 0.7160607774578363   recall 0.7886234670774208
deviation 4/5   epoch 89/300   F1 0.7304512987688072   accuracy 0.7873867069486404   precision 0.7135026737967914   recall 0.7874870071928872
deviation 4/5   epoch 90/300   F1 0.726843581502046   accuracy 0.7858761329305136   precision 0.7098030645824763   recall 0.7879481160578579
deviation 4/5   epoch 91/300   F1 0.7352705945081311   accuracy 0.7892749244712991   precision 0.7186265939942411   recall 0.7864471751754989
deviation 4/5   epoch 92/300   F1 0.7363088756205278   accuracy 0.7896525679758308   precision 0.7197655285890581   recall 0.7861334246050309
deviation 4/5   epoch 93/300   F1 0.7279057436546275   accuracy 0.7877643504531722   precision 0.7103609625668449   recall 0.793223625032701
deviation 4/5   epoch 94/300   F1 0.7292549090826541   accuracy 0.7873867069486404   precision 0.7120757918552036   recall 0.7894637801817198
deviation 4/5   epoch 95/300   F1 0.733012839282513   accuracy 0.7873867069486404   precision 0.7166418140682846   recall 0.7834878782144283
deviation 4/5   epoch 96/300   F1 0.7396721510101336   accuracy 0.7904078549848943   precision 0.7237556561085974   recall 0.7836417618105986
deviation 4/5   epoch 97/300   F1 0.737868498683403   accuracy 0.7885196374622356   precision 0.722341628959276   recall 0.7801998418890372
deviation 4/5   epoch 98/300   F1 0.7253872515596411   accuracy 0.7851208459214502   precision 0.7083813245577951   recall 0.7875981885841772
deviation 4/5   epoch 99/300   F1 0.7279376598569562   accuracy 0.7854984894259819   precision 0.7112325174825175   recall 0.7848115087962562
deviation 4/5   epoch 100/300   F1 0.7403802544199022   accuracy 0.7900302114803626   precision 0.7248997326203208   recall 0.7814620569828987
deviation 4/5   epoch 101/300   F1 0.7385063372006799   accuracy 0.790785498489426   precision 0.7220408268202386   recall 0.7865993681639587
deviation 4/5   epoch 102/300   F1 0.7337862349840856   accuracy 0.7870090634441088   precision 0.7177858905800083   recall 0.781107305936073
deviation 4/5   epoch 103/300   F1 0.7327839013316676   accuracy 0.7873867069486404   precision 0.7163564376799672   recall 0.7838325181054785
deviation 4/5   epoch 104/300   F1 0.7338647614890709   accuracy 0.7885196374622356   precision 0.7172048539695599   recall 0.7860373781148429
deviation 4/5   epoch 105/300   F1 0.7382997617980918   accuracy 0.7896525679758308   precision 0.7223339160839162   recall 0.7831814070002088
deviation 4/5   epoch 106/300   F1 0.7314751908451653   accuracy 0.7862537764350453   precision 0.7152226450020568   recall 0.7819872805421939
deviation 4/5   epoch 107/300   F1 0.7288608423369591   accuracy 0.783987915407855   precision 0.7129550596462362   recall 0.7783122045299528
deviation 4/5   epoch 108/300   F1 0.7477665643435969   accuracy 0.7930513595166163   precision 0.7334404566022212   recall 0.7808306244838752
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deviation 4/5   epoch 109/300   F1 0.7492244205804623   accuracy 0.790785498489426   precision 0.7371657754010695   recall 0.7731210492812838
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deviation 4/5   epoch 110/300   F1 0.7428263794576088   accuracy 0.7904078549848943   precision 0.7280363019333607   recall 0.7793714088181356
deviation 4/5   epoch 111/300   F1 0.737868498683403   accuracy 0.7885196374622356   precision 0.722341628959276   recall 0.7801998418890372
deviation 4/5   epoch 112/300   F1 0.7423617843343872   accuracy 0.790785498489426   precision 0.7271776018099547   recall 0.7811064452503659
deviation 4/5   epoch 113/300   F1 0.7524549818842918   accuracy 0.7949395770392749   precision 0.739135129576306   recall 0.7804652912367034
update
deviation 4/5   epoch 114/300   F1 0.748715826873217   accuracy 0.793429003021148   precision 0.7345793911970382   recall 0.7807344657539304
deviation 4/5   epoch 115/300   F1 0.7397335575012992   accuracy 0.7922960725075529   precision 0.722886672151378   recall 0.7898350132892031
deviation 4/5   epoch 116/300   F1 0.7544523289933562   accuracy 0.793429003021148   precision 0.7434260592348828   recall 0.7745121062874414
update
deviation 4/5   epoch 117/300   F1 0.7488405040190658   accuracy 0.7911631419939577   precision 0.7363070752776635   recall 0.7744670320195113
deviation 4/5   epoch 118/300   F1 0.7390859392006881   accuracy 0.7888972809667674   precision 0.7237659399424106   recall 0.779722032738045
deviation 4/5   epoch 119/300   F1 0.7470662081764097   accuracy 0.7885196374622356   precision 0.735468942821884   recall 0.7696556434897306
deviation 4/5   epoch 120/300   F1 0.7495111415535203   accuracy 0.7930513595166163   precision 0.7360088440970793   recall 0.7787298387096775
deviation 4/5   epoch 121/300   F1 0.7362854304980122   accuracy 0.7866314199395771   precision 0.7212129781982723   recall 0.7765306638963143
deviation 4/5   epoch 122/300   F1 0.7382027545917537   accuracy 0.7851208459214502   precision 0.7246477786918963   recall 0.7699701154059755
deviation 4/5   epoch 123/300   F1 0.735419110439337   accuracy 0.7866314199395771   precision 0.720071472645002   recall 0.7776630295952998
deviation 4/5   epoch 124/300   F1 0.7264652526071038   accuracy 0.7862537764350453   precision 0.7092297408473879   recall 0.7899923388030716
deviation 4/5   epoch 125/300   F1 0.7421244629094763   accuracy 0.7877643504531722   precision 0.728625051419169   recall 0.7727632438600205
deviation 4/5   epoch 126/300   F1 0.7317324998652799   accuracy 0.7870090634441088   precision 0.7152175030851502   recall 0.7841484981483555
deviation 4/5   epoch 127/300   F1 0.7458804573247579   accuracy 0.7896525679758308   precision 0.732892842451666   recall 0.7736838447948602
deviation 4/5   epoch 128/300   F1 0.736275697998025   accuracy 0.7854984894259819   precision 0.7217914438502674   recall 0.7732213438735178
deviation 4/5   epoch 129/300   F1 0.7310338865836791   accuracy 0.7870090634441088   precision 0.7143613739201975   recall 0.7852285166940339
deviation 4/5   epoch 130/300   F1 0.7367887580171056   accuracy 0.7873867069486404   precision 0.7214932126696832   recall 0.7781593478662703
deviation 4/5   epoch 131/300   F1 0.7403051751336711   accuracy 0.7877643504531722   precision 0.7260566639243109   recall 0.7748508946322068
deviation 4/5   epoch 132/300   F1 0.745300152187604   accuracy 0.7896525679758308   precision 0.7320367132867133   recall 0.7743137634825292
deviation 4/5   epoch 133/300   F1 0.7390736953232122   accuracy 0.7862537764350453   precision 0.7252108185931716   recall 0.7720747415075645
deviation 4/5   epoch 134/300   F1 0.746285417572432   accuracy 0.7892749244712991   precision 0.733751542575072   recall 0.7722848629142147
deviation 4/5   epoch 135/300   F1 0.7352264773522648   accuracy 0.7885196374622356   precision 0.7189171122994653   recall 0.7839658507303409
deviation 4/5   epoch 136/300   F1 0.7401678413300804   accuracy 0.7900302114803626   precision 0.7246143562320033   recall 0.7817530959752322
deviation 4/5   epoch 137/300   F1 0.7469071406247055   accuracy 0.7873867069486404   precision 0.7360474084738791   recall 0.7671407403958972
deviation 4/5   epoch 138/300   F1 0.7428134059792806   accuracy 0.7866314199395771   precision 0.7303450226244343   recall 0.7690995100523736
deviation 4/5   epoch 139/300   F1 0.7447745169019863   accuracy 0.7888972809667674   precision 0.7317564788153024   recall 0.772889299923486
deviation 4/5   epoch 140/300   F1 0.7332026516839945   accuracy 0.7836102719033232   precision 0.7186651583710407   recall 0.7714872475016499
deviation 4/5   epoch 141/300   F1 0.7475869549331606   accuracy 0.7896525679758308   precision 0.7354612299465241   recall 0.7719255467051462
deviation 4/5   epoch 142/300   F1 0.7429071379514809   accuracy 0.7851208459214502   precision 0.731496812011518   recall 0.7653523264337838
deviation 4/5   epoch 143/300   F1 0.7501233452457892   accuracy 0.7851208459214502   precision 0.743197243932538   recall 0.7602727947463384
deviation 4/5   epoch 144/300   F1 0.7471751949421277   accuracy 0.7904078549848943   precision 0.7343145824763472   recall 0.7742723870069781
deviation 4/5   epoch 145/300   F1 0.7426479325197071   accuracy 0.7862537764350453   precision 0.7303475935828877   recall 0.7683197819804441
deviation 4/5   epoch 146/300   F1 0.7353856910168266   accuracy 0.7832326283987915   precision 0.7218068696009873   recall 0.767962467736976
deviation 4/5   epoch 147/300   F1 0.7498829342062655   accuracy 0.7866314199395771   precision 0.7414747017688195   recall 0.763288797317327
deviation 4/5   epoch 148/300   F1 0.7476300266248131   accuracy 0.7870090634441088   precision 0.7374768613739202   recall 0.7657007332234504
deviation 4/5   epoch 149/300   F1 0.7392115401326651   accuracy 0.7881419939577039   precision 0.7243418346359523   recall 0.7772872183652733
deviation 4/5   epoch 150/300   F1 0.7428490215495152   accuracy 0.7930513595166163   precision 0.7265914232825998   recall 0.7875764744269517
deviation 4/5   epoch 151/300   F1 0.7374329393070899   accuracy 0.7873867069486404   precision 0.722349341834636   recall 0.7773166166314617
deviation 4/5   epoch 152/300   F1 0.7334046708836364   accuracy 0.7885196374622356   precision 0.7166341011929247   recall 0.7867575992703612
deviation 4/5   epoch 153/300   F1 0.737833705915485   accuracy 0.7862537764350453   precision 0.7234985602632662   recall 0.7735129862979219
deviation 4/5   epoch 154/300   F1 0.7444783327450071   accuracy 0.793429003021148   precision 0.7285864870423695   recall 0.7864052454960777
deviation 4/5   epoch 155/300   F1 0.739361100037895   accuracy 0.7885196374622356   precision 0.724339263677499   recall 0.7782183110941062
deviation 4/5   epoch 156/300   F1 0.7414802932298404   accuracy 0.7862537764350453   precision 0.7286353352529823   recall 0.7694823986448608
deviation 4/5   epoch 157/300   F1 0.7390973194634614   accuracy 0.7843655589123867   precision 0.7263651789387084   recall 0.7670731291162853
deviation 4/5   epoch 158/300   F1 0.7276919138311428   accuracy 0.783987915407855   precision 0.7115281777046483   recall 0.7799989109867821
deviation 4/5   epoch 159/300   F1 0.7325541865951671   accuracy 0.7873867069486404   precision 0.7160710612916495   recall 0.7841808325112367
deviation 4/5   epoch 160/300   F1 0.7372296931700193   accuracy 0.7847432024169184   precision 0.7235088440970794   recall 0.7700186046222702
deviation 4/5   epoch 161/300   F1 0.739954712928717   accuracy 0.7900302114803626   precision 0.7243289798436857   recall 0.7820473036529902
deviation 4/5   epoch 162/300   F1 0.7416419856122016   accuracy 0.7866314199395771   precision 0.728632764294529   recall 0.770289615555581
deviation 4/5   epoch 163/300   F1 0.7419250117229879   accuracy 0.7877643504531722   precision 0.7283396750308515   recall 0.7729846195458402
deviation 4/5   epoch 164/300   F1 0.741744689419108   accuracy 0.7892749244712991   precision 0.7271878856437679   recall 0.7774230208961221
deviation 4/5   epoch 165/300   F1 0.7431637644228597   accuracy 0.7892749244712991   precision 0.729185520361991   recall 0.7757119041948763
deviation 4/5   epoch 166/300   F1 0.7341237629503088   accuracy 0.7854984894259819   precision 0.7189376799670917   recall 0.7759101100296781
deviation 4/5   epoch 167/300   F1 0.7380043489591119   accuracy 0.7813444108761329   precision 0.7266711229946523   recall 0.7607907936702786
deviation 4/5   epoch 168/300   F1 0.7313727993323641   accuracy 0.7866314199395771   precision 0.714934697655286   recall 0.7834107533771157
deviation 4/5   epoch 169/300   F1 0.7442690064571168   accuracy 0.793429003021148   precision 0.7283011106540518   recall 0.7867089573141053
deviation 4/5   epoch 170/300   F1 0.7466008173177143   accuracy 0.7904078549848943   precision 0.7334584533113945   recall 0.7748933458560977
deviation 4/5   epoch 171/300   F1 0.7462505575379126   accuracy 0.7922960725075529   precision 0.7317333401892225   recall 0.7805496762948207
deviation 4/5   epoch 172/300   F1 0.7397212605433734   accuracy 0.7888972809667674   precision 0.7246220691073633   recall 0.778883145922161
deviation 4/5   epoch 173/300   F1 0.7455445910485272   accuracy 0.7888972809667674   precision 0.7328979843685726   recall 0.7720819958326294
deviation 4/5   epoch 174/300   F1 0.7426440216731054   accuracy 0.7885196374622356   precision 0.72890528589058   recall 0.7742280742280743
deviation 4/5   epoch 175/300   F1 0.7437618443797638   accuracy 0.7892749244712991   precision 0.7300416495269437   recall 0.7750193638811365
deviation 4/5   epoch 176/300   F1 0.7563483909953691   accuracy 0.7896525679758308   precision 0.7500154257507199   recall 0.7652011145722757
update
deviation 4/5   epoch 177/300   F1 0.7369073232508756   accuracy 0.7854984894259819   precision 0.7226475730152201   recall 0.7724715654348955
deviation 4/5   epoch 178/300   F1 0.7467248299959414   accuracy 0.7873867069486404   precision 0.7357620320855615   recall 0.7672968555411515
deviation 4/5   epoch 179/300   F1 0.7475869549331606   accuracy 0.7896525679758308   precision 0.7354612299465241   recall 0.7719255467051462
deviation 4/5   epoch 180/300   F1 0.7524414494313603   accuracy 0.7904078549848943   precision 0.7425904977375566   recall 0.7693389908279795
deviation 4/5   epoch 181/300   F1 0.7472508967098028   accuracy 0.7885196374622356   precision 0.7357543192102016   recall 0.7694849753875541
deviation 4/5   epoch 182/300   F1 0.7430777177479024   accuracy 0.7900302114803626   precision 0.7286096256684491   recall 0.7779549120372107
deviation 4/5   epoch 183/300   F1 0.7446838161955529   accuracy 0.7753021148036254   precision 0.7426933360756891   recall 0.746913677123447
deviation 4/5   epoch 184/300   F1 0.748965821220227   accuracy 0.7813444108761329   precision 0.744649835458659   recall 0.7544482451349565
deviation 4/5   epoch 185/300   F1 0.7491022767503603   accuracy 0.7764350453172205   precision 0.7501054092965858   recall 0.7481537884643346
deviation 4/5   epoch 186/300   F1 0.7457952890602311   accuracy 0.790785498489426   precision 0.7320290004113533   recall 0.7768243568626368
deviation 4/5   epoch 187/300   F1 0.7519257686822657   accuracy 0.7828549848942599   precision 0.7486348210612916   recall 0.7558616835163817
deviation 4/5   epoch 188/300   F1 0.7527693816413439   accuracy 0.7900302114803626   precision 0.7434491978609625   recall 0.7682644909060004
deviation 4/5   epoch 189/300   F1 0.7458373135760938   accuracy 0.7858761329305136   precision 0.7354869395310571   recall 0.764624669652524
deviation 4/5   epoch 190/300   F1 0.7511330904778042   accuracy 0.7854984894259819   precision 0.7446215549156725   recall 0.7604340019269511
deviation 4/5   epoch 191/300   F1 0.7396721510101336   accuracy 0.7904078549848943   precision 0.7237556561085974   recall 0.7836417618105986
deviation 4/5   epoch 192/300   F1 0.7469115341363175   accuracy 0.7870090634441088   precision 0.7363353558206499   recall 0.7662802452935673
deviation 4/5   epoch 193/300   F1 0.7377017580964262   accuracy 0.7904078549848943   precision 0.7211872686137393   recall 0.7865553026953345
deviation 4/5   epoch 194/300   F1 0.7474466084530016   accuracy 0.7862537764350453   precision 0.7377673796791444   recall 0.7642078649277929
deviation 4/5   epoch 195/300   F1 0.7400431570199311   accuracy 0.7866314199395771   precision 0.7263497531879886   recall 0.7720154605850089
deviation 4/5   epoch 196/300   F1 0.750314813575613   accuracy 0.7892749244712991   precision 0.7400298231180584   recall 0.7685571117496972
deviation 4/5   epoch 197/300   F1 0.7431608088966963   accuracy 0.7828549848942599   precision 0.7335098724804607   recall 0.7601407594479892
deviation 4/5   epoch 198/300   F1 0.7437718519305054   accuracy 0.7866314199395771   precision 0.7317719045660223   recall 0.7681728770576839
deviation 4/5   epoch 199/300   F1 0.7524101608564462   accuracy 0.7896525679758308   precision 0.7431663924310983   recall 0.7677315692522824
deviation 4/5   epoch 200/300   F1 0.74811981944508   accuracy 0.7904078549848943   precision 0.735741464417935   recall 0.7732861682667769
deviation 4/5   epoch 201/300   F1 0.7462061914954794   accuracy 0.7790785498489426   precision 0.7418114973262032   recall 0.7518383152765087
deviation 4/5   epoch 202/300   F1 0.7402311673073696   accuracy 0.7896525679758308   precision 0.7249023035787742   recall 0.7805006994240273
deviation 4/5   epoch 203/300   F1 0.7406102693848717   accuracy 0.7911631419939577   precision 0.7246066433566434   recall 0.7847205078253898
deviation 4/5   epoch 204/300   F1 0.7508391934220386   accuracy 0.7805891238670695   precision 0.748935623200329   recall 0.7529522217178759
deviation 4/5   epoch 205/300   F1 0.7530249379507588   accuracy 0.7941842900302115   precision 0.7405671534348005   recall 0.7778221906507314
deviation 4/5   epoch 206/300   F1 0.7525608288967067   accuracy 0.7892749244712991   precision 0.7437397161661867   recall 0.7668308471714045
deviation 4/5   epoch 207/300   F1 0.7453024106758501   accuracy 0.783987915407855   precision 0.7360705470999589   recall 0.7610003183554666
deviation 4/5   epoch 208/300   F1 0.7418835594481087   accuracy 0.7881419939577039   precision 0.7280517276840806   recall 0.7740608057640423
deviation 4/5   epoch 209/300   F1 0.7449490601376032   accuracy 0.7794561933534743   precision 0.7392405388728918   recall 0.7528537928748243
deviation 4/5   epoch 210/300   F1 0.7485042146729923   accuracy 0.7832326283987915   precision 0.7420685931715343   recall 0.7577160155907856
deviation 4/5   epoch 211/300   F1 0.7433668692888884   accuracy 0.7779456193353474   precision 0.7378239407651173   recall 0.7509957997330063
deviation 4/5   epoch 212/300   F1 0.7495572941820406   accuracy 0.7870090634441088   precision 0.7406160016454134   recall 0.7642710309930424
deviation 4/5   epoch 213/300   F1 0.7425692118819609   accuracy 0.790785498489426   precision 0.7274629781982723   recall 0.7808315055405135
deviation 4/5   epoch 214/300   F1 0.7495061165469852   accuracy 0.7858761329305136   precision 0.7414798436857261   recall 0.7620427117400441
deviation 4/5   epoch 215/300   F1 0.7431640546067362   accuracy 0.7824773413897281   precision 0.7337978198272316   recall 0.7593574956934415
deviation 4/5   epoch 216/300   F1 0.7487024583719466   accuracy 0.7877643504531722   precision 0.7386132250102838   recall 0.7665114115390359
deviation 4/5   epoch 217/300   F1 0.74280813805637   accuracy 0.7685045317220544   precision 0.746449506375977   recall 0.7398683287801833
deviation 4/5   epoch 218/300   F1 0.7373510358407875   accuracy 0.7820996978851964   precision 0.7252390991361579   recall 0.7631345384918624
deviation 4/5   epoch 219/300   F1 0.746694981729132   accuracy 0.7885196374622356   precision 0.7348981900452489   recall 0.7700036644325449
deviation 4/5   epoch 220/300   F1 0.7482809974967521   accuracy 0.7824773413897281   precision 0.7423591114767585   recall 0.7565199407871821
deviation 4/5   epoch 221/300   F1 0.7419315873277329   accuracy 0.7854984894259819   precision 0.7297819827231592   recall 0.767144906743185
deviation 4/5   epoch 222/300   F1 0.7392055125459835   accuracy 0.7832326283987915   precision 0.727229020979021   recall 0.7641768292682927
deviation 4/5   epoch 223/300   F1 0.7525627261521333   accuracy 0.7870090634441088   precision 0.7457527766351295   recall 0.7624169549223082
deviation 4/5   epoch 224/300   F1 0.7441901820717521   accuracy 0.7888972809667674   precision 0.7309003496503497   recall 0.7735206984582845
deviation 4/5   epoch 225/300   F1 0.7493064379576284   accuracy 0.7760574018126888   precision 0.7509641094199917   recall 0.7477954732236067
deviation 4/5   epoch 226/300   F1 0.7428402789216493   accuracy 0.7862537764350453   precision 0.7306329699712053   recall 0.7681342659014825
deviation 4/5   epoch 227/300   F1 0.7492424242424243   accuracy 0.7885196374622356   precision 0.7388934594816947   recall 0.7677501152604886
deviation 4/5   epoch 228/300   F1 0.7451851037213203   accuracy 0.7885196374622356   precision 0.7326151789387083   recall 0.7714872114934528
deviation 4/5   epoch 229/300   F1 0.7410095713104947   accuracy 0.7813444108761329   precision 0.7312371452077334   recall 0.7584958057157227
deviation 4/5   epoch 230/300   F1 0.7476124865865479   accuracy 0.7779456193353474   precision 0.7455291032496915   recall 0.7499535431525224
deviation 4/5   epoch 231/300   F1 0.7447032031782443   accuracy 0.7809667673716012   precision 0.7375179967091732   recall 0.7555495622588274
deviation 4/5   epoch 232/300   F1 0.7445880228295205   accuracy 0.7843655589123867   precision 0.7346410941999177   recall 0.7623010184835911
deviation 4/5   epoch 233/300   F1 0.7397587264627893   accuracy 0.7643504531722054   precision 0.7450509049773756   recall 0.7359171227095755
deviation 4/5   epoch 234/300   F1 0.7442394268623387   accuracy 0.7768126888217523   precision 0.7404000411353353   recall 0.7490214550841392
deviation 4/5   epoch 235/300   F1 0.7435166286267768   accuracy 0.7817220543806647   precision 0.7349444672974085   recall 0.7576207350524212
deviation 4/5   epoch 236/300   F1 0.737548102994646   accuracy 0.7820996978851964   precision 0.7255244755244755   recall 0.7629561432499454
deviation 4/5   epoch 237/300   F1 0.7399591046061128   accuracy 0.7794561933534743   precision 0.7309646236116825   recall 0.7553551937420411
deviation 4/5   epoch 238/300   F1 0.73651140469621   accuracy 0.7824773413897281   precision 0.7238096462361168   recall 0.7648539778449144
deviation 4/5   epoch 239/300   F1 0.7418142134280146   accuracy 0.7843655589123867   precision 0.7303604483751542   recall 0.7645409151803013
deviation 4/5   epoch 240/300   F1 0.7425376762275159   accuracy 0.7779456193353474   precision 0.7363970588235295   recall 0.7513071118362975
deviation 4/5   epoch 241/300   F1 0.7410569338173875   accuracy 0.7707703927492447   precision 0.7404411764705883   recall 0.7416952939299003
deviation 4/5   epoch 242/300   F1 0.7454835367630395   accuracy 0.7847432024169184   precision 0.7357800287947347   recall 0.7624456272893774
deviation 4/5   epoch 243/300   F1 0.7303281192782807   accuracy 0.7870090634441088   precision 0.7135052447552448   recall 0.7863433085418541
deviation 4/5   epoch 244/300   F1 0.7507162662147928   accuracy 0.779833836858006   precision 0.7495115178938708   recall 0.752003466508272
deviation 4/5   epoch 245/300   F1 0.743652593254982   accuracy 0.7802114803625377   precision 0.7363816330728096   recall 0.7547179742907801
deviation 4/5   epoch 246/300   F1 0.745984931082867   accuracy 0.7832326283987915   precision 0.7377879473467709   recall 0.7590618426470299
deviation 4/5   epoch 247/300   F1 0.7340458698895416   accuracy 0.7824773413897281   precision 0.7203851295763061   recall 0.7673809635209532
deviation 4/5   epoch 248/300   F1 0.7426030404597641   accuracy 0.7888972809667674   precision 0.7286173385438091   recall 0.7753172566731299
deviation 4/5   epoch 249/300   F1 0.7378177885420951   accuracy 0.7741691842900302   precision 0.7315713698066639   recall 0.7469058642609847
deviation 4/5   epoch 250/300   F1 0.7451089675563198   accuracy 0.7858761329305136   precision 0.7343454339777868   recall 0.7652145734027471
deviation 4/5   epoch 251/300   F1 0.7398865519134323   accuracy 0.7843655589123867   precision 0.7275066844919786   recall 0.7663035341471214
deviation 4/5   epoch 252/300   F1 0.7471762689490717   accuracy 0.7832326283987915   precision 0.7397855820649939   recall 0.7583859707446808
deviation 4/5   epoch 253/300   F1 0.7316714799614936   accuracy 0.7854984894259819   precision 0.7157985396955986   recall 0.7792287502120738
deviation 4/5   epoch 254/300   F1 0.7462598516869718   accuracy 0.7707703927492447   precision 0.7510001028383382   recall 0.7426567495269786
deviation 4/5   epoch 255/300   F1 0.7442801120611299   accuracy 0.774546827794562   precision 0.7426984779925956   recall 0.7460115956418941
deviation 4/5   epoch 256/300   F1 0.7456285652472086   accuracy 0.7828549848942599   precision 0.7375051419169066   recall 0.7585475243402847
deviation 4/5   epoch 257/300   F1 0.7342196214337793   accuracy 0.779833836858006   precision 0.7221153846153847   recall 0.7605039926366328
deviation 4/5   epoch 258/300   F1 0.7467485673330261   accuracy 0.7783232628398792   precision 0.7435288975730152   recall 0.7506073503781678
deviation 4/5   epoch 259/300   F1 0.7422510633638986   accuracy 0.7760574018126888   precision 0.7375514191690662   recall 0.7484232912631212
deviation 4/5   epoch 260/300   F1 0.7410508450483515   accuracy 0.7843655589123867   precision 0.729218942821884   recall 0.7652189595100602
deviation 4/5   epoch 261/300   F1 0.7389193630423726   accuracy 0.7858761329305136   precision 0.7252133895516248   recall 0.7712179792327014
deviation 4/5   epoch 262/300   F1 0.7502732294305721   accuracy 0.7832326283987915   precision 0.7452077334430276   recall 0.7569652686286079
deviation 4/5   epoch 263/300   F1 0.7444707145138851   accuracy 0.7760574018126888   precision 0.7415466886055122   recall 0.7479260222442567
deviation 4/5   epoch 264/300   F1 0.7379695908303596   accuracy 0.7617069486404834   precision 0.7444981489099136   recall 0.733608271354062
deviation 4/5   epoch 265/300   F1 0.7438066465256798   accuracy 0.779833836858006   precision 0.736954956807898   recall 0.7539751649070837
deviation 4/5   epoch 266/300   F1 0.7468550023411893   accuracy 0.7779456193353474   precision 0.7441022213081037   recall 0.7500684787189212
deviation 4/5   epoch 267/300   F1 0.7389607238718872   accuracy 0.7813444108761329   precision 0.7280980049362402   recall 0.7600174231983512
deviation 4/5   epoch 268/300   F1 0.740068591482915   accuracy 0.7681268882175226   precision 0.7413153023447141   recall 0.7389105949729557
deviation 4/5   epoch 269/300   F1 0.7483739772027875   accuracy 0.7790785498489426   precision 0.7458067667626491   recall 0.7513355875172103
deviation 4/5   epoch 270/300   F1 0.7502736931696521   accuracy 0.7877643504531722   precision 0.7411816125051419   recall 0.7653275371008844
deviation 4/5   epoch 271/300   F1 0.7459550767959862   accuracy 0.779833836858006   precision 0.7406648498560263   recall 0.7530918647305378
deviation 4/5   epoch 272/300   F1 0.7353714792814258   accuracy 0.7734138972809668   precision 0.7281519950637598   recall 0.7466124209379621
deviation 4/5   epoch 273/300   F1 0.7368090127378017   accuracy 0.7590634441087614   precision 0.7453722747840394   recall 0.7318333636970911
deviation 4/5   epoch 274/300   F1 0.735215721566532   accuracy 0.7583081570996979   precision 0.742809029206088   recall 0.7305270172303953
deviation 5/5   epoch 1/120   F1 0.40937762203005934   accuracy 0.6559667673716012   precision 0.4949429247223365   recall 0.44672516876908597
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deviation 5/5   epoch 2/120   F1 0.41282669368330754   accuracy 0.654833836858006   precision 0.49523601398601397   recall 0.45775193798449615
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deviation 5/5   epoch 3/120   F1 0.492850334497333   accuracy 0.6740936555891238   precision 0.5336307075277663   recall 0.614832493882433
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deviation 5/5   epoch 4/120   F1 0.6039853438684665   accuracy 0.7009063444108762   precision 0.6027946318387495   recall 0.6594504596119719
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deviation 5/5   epoch 5/120   F1 0.6539082360168079   accuracy 0.7280966767371602   precision 0.6454159810777458   recall 0.6982071957471712
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deviation 5/5   epoch 6/120   F1 0.6884577192992547   accuracy 0.7450906344410876   precision 0.6784039489921843   recall 0.7162163846415699
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deviation 5/5   epoch 7/120   F1 0.6991314301104229   accuracy 0.7552870090634441   precision 0.6877519539284245   recall 0.7312886388973345
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deviation 5/5   epoch 8/120   F1 0.7103517113710088   accuracy 0.7617069486404834   precision 0.6991233031674208   recall 0.7378104526246705
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deviation 5/5   epoch 9/120   F1 0.7160739627243007   accuracy 0.7688821752265861   precision 0.7033551007815714   recall 0.7499565482567161
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deviation 5/5   epoch 10/120   F1 0.7211175441202831   accuracy 0.7719033232628398   precision 0.7084713081036611   recall 0.7529265896224209
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deviation 5/5   epoch 11/120   F1 0.726796567517106   accuracy 0.7768126888217523   precision 0.7135746606334842   recall 0.7599543909470332
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deviation 5/5   epoch 12/120   F1 0.7283641382673476   accuracy 0.7775679758308157   precision 0.715281777046483   recall 0.7603555263286764
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deviation 5/5   epoch 13/120   F1 0.7275282403452836   accuracy 0.7794561933534743   precision 0.7132712875359934   recall 0.7662981368054753
deviation 5/5   epoch 14/120   F1 0.7312005619950825   accuracy 0.7817220543806647   precision 0.7169657548334019   recall 0.7684704460138703
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deviation 5/5   epoch 15/120   F1 0.7319077162014346   accuracy 0.7802114803625377   precision 0.7186882969971206   recall 0.7636373216300318
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deviation 5/5   epoch 16/120   F1 0.7320535897000492   accuracy 0.7805891238670695   precision 0.7186857260386672   recall 0.7644721633409433
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deviation 5/5   epoch 17/120   F1 0.736912807244502   accuracy 0.7824773413897281   precision 0.724380399012752   recall 0.7644672927215813
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deviation 5/5   epoch 18/120   F1 0.7298518544572719   accuracy 0.779833836858006   precision 0.7161224804607158   recall 0.7647755700810503
deviation 5/5   epoch 19/120   F1 0.7343718652268838   accuracy 0.7817220543806647   precision 0.7212464006581654   recall 0.7650527450527451
deviation 5/5   epoch 20/120   F1 0.7328289955272028   accuracy 0.7809667673716012   precision 0.7195392842451667   recall 0.7646632201435638
deviation 5/5   epoch 21/120   F1 0.7384536367587216   accuracy 0.7847432024169184   precision 0.7252211024269848   recall 0.768702130857404
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deviation 5/5   epoch 22/120   F1 0.7359643423985001   accuracy 0.7802114803625377   precision 0.7243958247634719   recall 0.7598855420969259
deviation 5/5   epoch 23/120   F1 0.7373115409124572   accuracy 0.7824773413897281   precision 0.7249511517893872   recall 0.764090065345668
deviation 5/5   epoch 24/120   F1 0.7348206782745754   accuracy 0.7828549848942599   precision 0.7212386877828054   recall 0.7675596411001433
deviation 5/5   epoch 25/120   F1 0.737282553377665   accuracy 0.7843655589123867   precision 0.7237967914438503   recall 0.7689474428164589
deviation 5/5   epoch 26/120   F1 0.7402890498340989   accuracy 0.7862537764350453   precision 0.726923076923077   recall 0.7707326873587121
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deviation 5/5   epoch 27/120   F1 0.7339908675799087   accuracy 0.783987915407855   precision 0.7195187165775401   recall 0.7716294458229942
deviation 5/5   epoch 28/120   F1 0.7419315873277329   accuracy 0.7854984894259819   precision 0.7297819827231592   recall 0.767144906743185
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deviation 5/5   epoch 29/120   F1 0.737690561507508   accuracy 0.7843655589123867   precision 0.7243675442204853   recall 0.7685133691320392
deviation 5/5   epoch 30/120   F1 0.735622956968143   accuracy 0.7843655589123867   precision 0.7215137803373097   recall 0.7707886294547064
deviation 5/5   epoch 31/120   F1 0.7392779508075806   accuracy 0.7862537764350453   precision 0.7254961949814891   recall 0.7718445097382873
deviation 5/5   epoch 32/120   F1 0.7400881790662119   accuracy 0.7862537764350453   precision 0.7266377005347593   recall 0.7709498752105438
deviation 5/5   epoch 33/120   F1 0.737204304695215   accuracy 0.7862537764350453   precision 0.7226424310983135   recall 0.7742696614979223
deviation 5/5   epoch 34/120   F1 0.7370236084130188   accuracy 0.7832326283987915   precision 0.7240898807075278   recall 0.7662613981762918
deviation 5/5   epoch 35/120   F1 0.7366974866883835   accuracy 0.7854984894259819   precision 0.7223621966269025   recall 0.7727186731411995
deviation 5/5   epoch 36/120   F1 0.7369073232508756   accuracy 0.7854984894259819   precision 0.7226475730152201   recall 0.7724715654348955
deviation 5/5   epoch 37/120   F1 0.735535219494034   accuracy 0.7836102719033232   precision 0.7218042986425339   recall 0.768815369958816
deviation 5/5   epoch 38/120   F1 0.7379984436880247   accuracy 0.7851208459214502   precision 0.7243624023035788   recall 0.7701931598725942
deviation 5/5   epoch 39/120   F1 0.7397724905550431   accuracy 0.7854984894259819   precision 0.726642842451666   recall 0.7692948022788715
deviation 5/5   epoch 40/120   F1 0.7377934485951692   accuracy 0.7851208459214502   precision 0.7240770259152611   recall 0.7704188207552658
deviation 5/5   epoch 41/120   F1 0.735622956968143   accuracy 0.7843655589123867   precision 0.7215137803373097   recall 0.7707886294547064
deviation 5/5   epoch 42/120   F1 0.7364145137526602   accuracy 0.7832326283987915   precision 0.7232337515425751   recall 0.766880386539951
deviation 5/5   epoch 43/120   F1 0.7372658687431787   accuracy 0.7858761329305136   precision 0.7229303784450843   recall 0.7731160493593847
deviation 5/5   epoch 44/120   F1 0.7399901247867852   accuracy 0.7885196374622356   precision 0.7251953928424517   recall 0.7774146143711361
deviation 5/5   epoch 45/120   F1 0.7503059464419597   accuracy 0.7919184290030211   precision 0.7380141916906623   recall 0.7748738686779388
update
deviation 5/5   epoch 46/120   F1 0.7501364627191018   accuracy 0.7911631419939577   precision 0.7383047099958865   recall 0.7731558531976263
deviation 5/5   epoch 47/120   F1 0.7416821211054163   accuracy 0.7881419939577039   precision 0.7277663512957631   recall 0.7742924373130227
deviation 5/5   epoch 48/120   F1 0.743994100334779   accuracy 0.7888972809667674   precision 0.7306149732620321   recall 0.7737362016126632
deviation 5/5   epoch 49/120   F1 0.7422432044387122   accuracy 0.7885196374622356   precision 0.7283345331139448   recall 0.7746881601370765
deviation 5/5   epoch 50/120   F1 0.7448775825225422   accuracy 0.7900302114803626   precision 0.7311780131633072   recall 0.7758090786119827
deviation 5/5   epoch 51/120   F1 0.7430038111075442   accuracy 0.7888972809667674   precision 0.7291880913204443   recall 0.7748523722570069
deviation 5/5   epoch 52/120   F1 0.750645422927292   accuracy 0.7930513595166163   precision 0.7377211024269847   recall 0.7774463794903801
update
deviation 5/5   epoch 53/120   F1 0.7467419275225988   accuracy 0.7911631419939577   precision 0.7331679350061703   recall 0.7767665254499139
deviation 5/5   epoch 54/120   F1 0.748380594445809   accuracy 0.7926737160120846   precision 0.7345845331139449   recall 0.7790150808012005
deviation 5/5   epoch 55/120   F1 0.7466122783633937   accuracy 0.7926737160120846   precision 0.7320161456190868   recall 0.7811916017981679
deviation 5/5   epoch 56/120   F1 0.7471732827832294   accuracy 0.7930513595166163   precision 0.7325843274372685   recall 0.7815799302788844
deviation 5/5   epoch 57/120   F1 0.7404592395904801   accuracy 0.7881419939577039   precision 0.7260540929658577   recall 0.7757392228115358
deviation 5/5   epoch 58/120   F1 0.7359800589168367   accuracy 0.7881419939577039   precision 0.7200611888111889   recall 0.7816349932178266
deviation 5/5   epoch 59/120   F1 0.7451272919774772   accuracy 0.7915407854984894   precision 0.7305969765528588   recall 0.7797704268625525
deviation 5/5   epoch 60/120   F1 0.7372179782257818   accuracy 0.7885196374622356   precision 0.7214854997943233   recall 0.7810963373847786
deviation 5/5   epoch 61/120   F1 0.7450407384179806   accuracy 0.7904078549848943   precision 0.731175442204854   recall 0.7766607668799667
deviation 5/5   epoch 62/120   F1 0.7386607706437129   accuracy 0.7900302114803626   precision 0.7226167215137804   recall 0.7838806762857395
deviation 5/5   epoch 63/120   F1 0.7393799801566792   accuracy 0.7896525679758308   precision 0.7237607980255039   recall 0.7816600122166802
deviation 5/5   epoch 64/120   F1 0.7423989443471141   accuracy 0.7919184290030211   precision 0.7265991361579597   recall 0.7845715549521466
deviation 5/5   epoch 65/120   F1 0.7526582010767002   accuracy 0.7941842900302115   precision 0.7399964006581654   recall 0.7782187550061658
update
deviation 5/5   epoch 66/120   F1 0.7461560957023263   accuracy 0.7911631419939577   precision 0.7323118058412176   recall 0.7774470632937627
deviation 5/5   epoch 67/120   F1 0.7459042611367572   accuracy 0.7892749244712991   precision 0.7331807897984368   recall 0.7726783497034144
deviation 5/5   epoch 68/120   F1 0.7521121274072835   accuracy 0.7938066465256798   precision 0.7394282188399836   recall 0.7778256757845246
deviation 5/5   epoch 69/120   F1 0.7482568933744381   accuracy 0.7915407854984894   precision 0.7351629987659399   recall 0.7760786562636766
deviation 5/5   epoch 70/120   F1 0.7455986770365397   accuracy 0.790785498489426   precision 0.7317436240230357   recall 0.7770541082164328
deviation 5/5   epoch 71/120   F1 0.7458502603621336   accuracy 0.7922960725075529   precision 0.7311625874125873   recall 0.7810589294422146
deviation 5/5   epoch 72/120   F1 0.7471732827832294   accuracy 0.7930513595166163   precision 0.7325843274372685   recall 0.7815799302788844
deviation 5/5   epoch 73/120   F1 0.750269847563662   accuracy 0.7930513595166163   precision 0.7371503496503496   recall 0.7778641314825525
deviation 5/5   epoch 74/120   F1 0.753749097300759   accuracy 0.7938066465256798   precision 0.7419966063348417   recall 0.776113229686125
update
deviation 5/5   epoch 75/120   F1 0.7470741568390267   accuracy 0.7919184290030211   precision 0.7331627930892637   recall 0.7784633866442523
deviation 5/5   epoch 76/120   F1 0.7524549818842918   accuracy 0.7949395770392749   precision 0.739135129576306   recall 0.7804652912367034
deviation 5/5   epoch 77/120   F1 0.7515554761282872   accuracy 0.7938066465256798   precision 0.7385720896750309   recall 0.7784395741565346
deviation 5/5   epoch 78/120   F1 0.7513891059009932   accuracy 0.7930513595166163   precision 0.738862607980255   recall 0.7766403449220471
deviation 5/5   epoch 79/120   F1 0.75356923885434   accuracy 0.7945619335347432   precision 0.7411353352529824   recall 0.7782154722354058
deviation 5/5   epoch 80/120   F1 0.7535704839199089   accuracy 0.7941842900302115   precision 0.7414232825997532   recall 0.7772452327439541
deviation 5/5   epoch 81/120   F1 0.7528474595069596   accuracy 0.793429003021148   precision 0.7408576717400247   recall 0.7760821757340671
deviation 5/5   epoch 82/120   F1 0.7551350457464724   accuracy 0.7930513595166163   precision 0.7448555121349238   recall 0.7730139346353517
update
deviation 5/5   epoch 83/120   F1 0.7511937822150283   accuracy 0.793429003021148   precision 0.7382892842451666   recall 0.7778396048463428
deviation 5/5   epoch 84/120   F1 0.7535453659963002   accuracy 0.7922960725075529   precision 0.7428630193336075   recall 0.7726745276891769
deviation 5/5   epoch 85/120   F1 0.7544677074062739   accuracy 0.7941842900302115   precision 0.742850164541341   recall 0.7763302336296518
deviation 5/5   epoch 86/120   F1 0.7481285565858514   accuracy 0.793429003021148   precision 0.7337232620320855   recall 0.7814661728337726
deviation 5/5   epoch 87/120   F1 0.7553791409186619   accuracy 0.7956948640483383   precision 0.7431252570958453   recall 0.779199743138362
update
deviation 5/5   epoch 88/120   F1 0.7586861696258844   accuracy 0.7956948640483383   precision 0.748547408473879   recall 0.7759527219556891
update
deviation 5/5   epoch 89/120   F1 0.750682609923736   accuracy 0.7904078549848943   precision 0.739736733854381   recall 0.7708321987907409
deviation 5/5   epoch 90/120   F1 0.7546375586758851   accuracy 0.7938066465256798   precision 0.7434234882764295   recall 0.7752423727089057
deviation 5/5   epoch 91/120   F1 0.7515837703898328   accuracy 0.7915407854984894   precision 0.7402997737556561   recall 0.7726869586273898
deviation 5/5   epoch 92/120   F1 0.75490801961948   accuracy 0.7919184290030211   precision 0.745433977786919   recall 0.7706756897567324
deviation 5/5   epoch 93/120   F1 0.7560455703007001   accuracy 0.7941842900302115   precision 0.7454185520361991   recall 0.7748244344366895
deviation 5/5   epoch 94/120   F1 0.7575501464953798   accuracy 0.7938066465256798   precision 0.7482748868778281   recall 0.7726828634679679
deviation 5/5   epoch 95/120   F1 0.7535341516270857   accuracy 0.7919184290030211   precision 0.7431509666803784   recall 0.771814050403262
deviation 5/5   epoch 96/120   F1 0.7580772373907759   accuracy 0.7941842900302115   precision 0.7488430686960099   recall 0.7730834746973165
deviation 5/5   epoch 97/120   F1 0.7533598334599738   accuracy 0.7919184290030211   precision 0.7428655902920609   recall 0.7719655785692333
deviation 5/5   epoch 98/120   F1 0.7572947133477123   accuracy 0.7926737160120846   precision 0.7488533525298231   recall 0.7704711953374359
deviation 5/5   epoch 99/120   F1 0.759522256774394   accuracy 0.7956948640483383   precision 0.7499742904154669   recall 0.7752272153094608
update
deviation 5/5   epoch 100/120   F1 0.7573091375675923   accuracy 0.7911631419939577   precision 0.7502905183052242   recall 0.7674622978383201
deviation 5/5   epoch 101/120   F1 0.7597178560121955   accuracy 0.7960725075528701   precision 0.7499717194570136   recall 0.7759091360547113
update
deviation 5/5   epoch 102/120   F1 0.7617545380597655   accuracy 0.7968277945619335   precision 0.7528203414232826   recall 0.7758803528144358
update
deviation 5/5   epoch 103/120   F1 0.7587366356502915   accuracy 0.7941842900302115   precision 0.7499845742492801   recall 0.7725674259864674
deviation 5/5   epoch 104/120   F1 0.7586662443544763   accuracy 0.793429003021148   precision 0.7505604689428218   recall 0.7710451206496762
deviation 5/5   epoch 105/120   F1 0.7608657958617502   accuracy 0.7922960725075529   precision 0.755704956807898   recall 0.7675930908308222
deviation 5/5   epoch 106/120   F1 0.7615146501574425   accuracy 0.7960725075528701   precision 0.7531108597285068   recall 0.7744480374665477
deviation 5/5   epoch 107/120   F1 0.7618916756249949   accuracy 0.7983383685800605   precision 0.7516685520361992   recall 0.7791819250031372
update
deviation 5/5   epoch 108/120   F1 0.75901971789224   accuracy 0.7922960725075529   precision 0.7522804401480871   recall 0.7685879609354471
deviation 5/5   epoch 109/120   F1 0.7585150653181627   accuracy 0.790785498489426   precision 0.7528614767585355   recall 0.7661066017316017
deviation 5/5   epoch 110/120   F1 0.7619021075542814   accuracy 0.7953172205438066   precision 0.7545428835870012   recall 0.7726203850559521
update
deviation 5/5   epoch 111/120   F1 0.7586814989073083   accuracy 0.7888972809667674   precision 0.7551573426573426   recall 0.7629160217679398
deviation 5/5   epoch 112/120   F1 0.7579379882789525   accuracy 0.7945619335347432   precision 0.7482697449609215   recall 0.7740305622951518
deviation 5/5   epoch 113/120   F1 0.7597094188293334   accuracy 0.7941842900302115   precision 0.7516968325791855   recall 0.7718509956646847
deviation 5/5   epoch 114/120   F1 0.7611315503202676   accuracy 0.7896525679758308   precision 0.7591474701768819   recall 0.7633288377576112
deviation 5/5   epoch 115/120   F1 0.7614844172221222   accuracy 0.7915407854984894   precision 0.7577077334430276   recall 0.7660667834580879
deviation 5/5   epoch 116/120   F1 0.7597705634462306   accuracy 0.7892749244712991   precision 0.7568670300287947   recall 0.7631452802359882
deviation 5/5   epoch 117/120   F1 0.754204369996203   accuracy 0.7832326283987915   precision 0.7526275195392842   recall 0.7559206156971521
deviation 5/5   epoch 118/120   F1 0.7554196259878978   accuracy 0.7836102719033232   precision 0.7546225832990539   recall 0.7562513300874348
deviation 5/5   epoch 119/120   F1 0.7550356688542369   accuracy 0.7817220543806647   precision 0.7560623200329083   recall 0.7540642162752316
deviation 5/5   epoch 120/120   F1 0.7537523488131304   accuracy 0.7802114803625377   precision 0.7552164747017689   recall 0.7524002034070685

