deviation 1/5   epoch 1/120   F1 0.40267289145449237   accuracy 0.6680513595166163   precision 0.5008535582064993   recall 0.6673597983616887
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deviation 1/5   epoch 2/120   F1 0.4167840818235303   accuracy 0.6691842900302115   precision 0.5054118675442205   recall 0.6235111189344599
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deviation 1/5   epoch 3/120   F1 0.4594282842818149   accuracy 0.6759818731117825   precision 0.5224881735911148   recall 0.6487888684765598
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deviation 1/5   epoch 4/120   F1 0.48662796036856015   accuracy 0.6771148036253777   precision 0.5327540106951871   recall 0.6318789384470065
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deviation 1/5   epoch 5/120   F1 0.5543153481872526   accuracy 0.69297583081571   precision 0.5700303373097491   recall 0.6588541552763065
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deviation 1/5   epoch 6/120   F1 0.6111603632615854   accuracy 0.7167673716012085   precision 0.6106771904566022   recall 0.6963735060669647
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deviation 1/5   epoch 7/120   F1 0.6470907775040446   accuracy 0.7314954682779456   precision 0.639399938296997   recall 0.7108177201040071
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deviation 1/5   epoch 8/120   F1 0.6599960558742377   accuracy 0.7420694864048338   precision 0.6504576306046894   recall 0.7298299406888575
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deviation 1/5   epoch 9/120   F1 0.6781045209915018   accuracy 0.7507552870090635   precision 0.6663795763060469   recall 0.7374034740182323
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deviation 1/5   epoch 10/120   F1 0.6815410390101813   accuracy 0.7549093655589124   precision 0.6692050596462361   recall 0.7462529711041703
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deviation 1/5   epoch 11/120   F1 0.7011119615414384   accuracy 0.7620845921450151   precision 0.6879910530645825   recall 0.7463081234757536
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deviation 1/5   epoch 12/120   F1 0.6986314590516631   accuracy 0.7639728096676737   precision 0.6848390580008227   recall 0.7543931425841807
deviation 1/5   epoch 13/120   F1 0.7049464761828963   accuracy 0.7673716012084593   precision 0.6908088235294118   recall 0.7572735938989514
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deviation 1/5   epoch 14/120   F1 0.706141806323483   accuracy 0.7669939577039275   precision 0.6922382764294529   recall 0.7547946722550911
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deviation 1/5   epoch 15/120   F1 0.7083551749058612   accuracy 0.7707703927492447   precision 0.6936394487865076   recall 0.7635765934830252
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deviation 1/5   epoch 16/120   F1 0.7079241656473878   accuracy 0.7711480362537765   precision 0.6930661250514192   recall 0.765345855947535
deviation 1/5   epoch 17/120   F1 0.7162020151296107   accuracy 0.773036253776435   precision 0.701899938296997   recall 0.7609230871463043
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deviation 1/5   epoch 18/120   F1 0.715805584590115   accuracy 0.7741691842900302   precision 0.7010360962566845   recall 0.7647447183098591
deviation 1/5   epoch 19/120   F1 0.715878957323597   accuracy 0.7753021148036254   precision 0.700743006993007   recall 0.768161317160748
deviation 1/5   epoch 20/120   F1 0.7225560186807828   accuracy 0.7768126888217523   precision 0.7081525092554504   recall 0.7644883772021165
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deviation 1/5   epoch 21/120   F1 0.7187861699725226   accuracy 0.7760574018126888   precision 0.7038770053475936   recall 0.766784415147501
deviation 1/5   epoch 22/120   F1 0.720798321588036   accuracy 0.7779456193353474   precision 0.7055764088852323   recall 0.7700336018101075
deviation 1/5   epoch 23/120   F1 0.725752308388783   accuracy 0.7802114803625377   precision 0.7106977581242286   recall 0.7706327191070603
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deviation 1/5   epoch 24/120   F1 0.722931282954065   accuracy 0.7802114803625377   precision 0.707273241464418   recall 0.7743666707504662
deviation 1/5   epoch 25/120   F1 0.7289369346658969   accuracy 0.7828549848942599   precision 0.7135335252982311   recall 0.774609090540888
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deviation 1/5   epoch 26/120   F1 0.7357822576174726   accuracy 0.7858761329305136   precision 0.7209327437268613   recall 0.7749239179553625
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deviation 1/5   epoch 27/120   F1 0.7315869349020485   accuracy 0.783987915407855   precision 0.7163795763060469   recall 0.7746162003426055
deviation 1/5   epoch 28/120   F1 0.7350651113581026   accuracy 0.7851208459214502   precision 0.7203671328671328   recall 0.7736003613360816
deviation 1/5   epoch 29/120   F1 0.7314793101918458   accuracy 0.7824773413897281   precision 0.7169606129164953   recall 0.7702878428282711
deviation 1/5   epoch 30/120   F1 0.7306904779685005   accuracy 0.783987915407855   precision 0.7152380707527766   recall 0.7757951606792839
deviation 1/5   epoch 31/120   F1 0.7344825409187683   accuracy 0.7858761329305136   precision 0.7192204853969559   recall 0.7765893434214421
deviation 1/5   epoch 32/120   F1 0.7345629044844061   accuracy 0.7843655589123867   precision 0.7200868983957219   recall 0.7720281036919462
deviation 1/5   epoch 33/120   F1 0.7347068339671431   accuracy 0.7847432024169184   precision 0.7200843274372686   recall 0.7729414765571445
deviation 1/5   epoch 34/120   F1 0.7377112750263435   accuracy 0.7870090634441088   precision 0.7229226655697244   recall 0.7758414455684928
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deviation 1/5   epoch 35/120   F1 0.7372922494804744   accuracy 0.7881419939577039   precision 0.7217734471410941   recall 0.7798104019430152
deviation 1/5   epoch 36/120   F1 0.7361411277232374   accuracy 0.7862537764350453   precision 0.7212155491567256   recall 0.7755886092774623
deviation 1/5   epoch 37/120   F1 0.7425565272560521   accuracy 0.7873867069486404   precision 0.729483751542575   recall 0.771295652537318
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deviation 1/5   epoch 38/120   F1 0.7432803882961546   accuracy 0.7900302114803626   precision 0.7288950020567668   recall 0.7777055163056192
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deviation 1/5   epoch 39/120   F1 0.7440843244070071   accuracy 0.7900302114803626   precision 0.730036507610037   recall 0.7767356482526762
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deviation 1/5   epoch 40/120   F1 0.7411790419355375   accuracy 0.7888972809667674   precision 0.7266197038255862   recall 0.777030345077931
deviation 1/5   epoch 41/120   F1 0.7433232879921077   accuracy 0.7896525679758308   precision 0.7291829494035376   recall 0.7765807099669179
deviation 1/5   epoch 42/120   F1 0.7442490696815611   accuracy 0.7881419939577039   precision 0.7314762443438914   recall 0.7714827068666716
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deviation 1/5   epoch 43/120   F1 0.7425213726970672   accuracy 0.7877643504531722   precision 0.7291958041958042   recall 0.7723282063814514
deviation 1/5   epoch 44/120   F1 0.7427616996295978   accuracy 0.7892749244712991   precision 0.7286147675853558   recall 0.7761870152781531
deviation 1/5   epoch 45/120   F1 0.7428434280513758   accuracy 0.7885196374622356   precision 0.7291906622788975   recall 0.7740019917134884
deviation 1/5   epoch 46/120   F1 0.7468782826455986   accuracy 0.7919184290030211   precision 0.7328774167009461   recall 0.7786976163169486
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deviation 1/5   epoch 47/120   F1 0.7453530341849538   accuracy 0.7888972809667674   precision 0.7326126079802551   recall 0.7722801737920139
deviation 1/5   epoch 48/120   F1 0.7445803880561731   accuracy 0.7888972809667674   precision 0.7314711024269848   recall 0.7730972666158589
deviation 1/5   epoch 49/120   F1 0.7444448791684599   accuracy 0.7904078549848943   precision 0.7303193130399013   recall 0.7773668953933441
deviation 1/5   epoch 50/120   F1 0.7449100427307189   accuracy 0.7896525679758308   precision 0.7314659605100782   recall 0.7747463095584135
deviation 1/5   epoch 51/120   F1 0.7449100427307189   accuracy 0.7896525679758308   precision 0.7314659605100782   recall 0.7747463095584135
deviation 1/5   epoch 52/120   F1 0.744940176983329   accuracy 0.7892749244712991   precision 0.731753907856849   recall 0.7737046978235522
deviation 1/5   epoch 53/120   F1 0.7458543698973673   accuracy 0.7900302114803626   precision 0.7326048951048951   recall 0.7747097260007774
deviation 1/5   epoch 54/120   F1 0.7442490696815611   accuracy 0.7881419939577039   precision 0.7314762443438914   recall 0.7714827068666716
deviation 1/5   epoch 55/120   F1 0.7430319855540704   accuracy 0.7862537764350453   precision 0.7309183463595228   recall 0.7679510624904908
deviation 1/5   epoch 56/120   F1 0.7431117911552525   accuracy 0.7877643504531722   precision 0.7300519333607569   recall 0.7716946414691022
deviation 1/5   epoch 57/120   F1 0.7440259840692909   accuracy 0.7885196374622356   precision 0.7309029206088029   recall 0.7726996696463273
deviation 1/5   epoch 58/120   F1 0.7452380345656258   accuracy 0.7904078549848943   precision 0.7314608185931715   recall 0.7764307399432732
deviation 1/5   epoch 59/120   F1 0.7451054229230158   accuracy 0.7896525679758308   precision 0.7317513368983957   recall 0.7745287637419322
deviation 1/5   epoch 60/120   F1 0.7466640422953555   accuracy 0.7892749244712991   precision 0.7343222953517071   recall 0.7719009078081043
deviation 1/5   epoch 61/120   F1 0.7450167636946416   accuracy 0.7881419939577039   precision 0.7326177498971617   recall 0.7707025163973849
deviation 1/5   epoch 62/120   F1 0.745300152187604   accuracy 0.7896525679758308   precision 0.7320367132867133   recall 0.7743137634825292
deviation 1/5   epoch 63/120   F1 0.744275050520325   accuracy 0.7877643504531722   precision 0.7317641916906623   recall 0.7704940168272982
deviation 1/5   epoch 64/120   F1 0.7452442978652506   accuracy 0.7873867069486404   precision 0.733479020979021   recall 0.768623450495346
deviation 1/5   epoch 65/120   F1 0.7481041600987945   accuracy 0.790785498489426   precision 0.7354535170711641   recall 0.7742674033811
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deviation 1/5   epoch 66/120   F1 0.7431117911552525   accuracy 0.7877643504531722   precision 0.7300519333607569   recall 0.7716946414691022
deviation 1/5   epoch 67/120   F1 0.7455663537033986   accuracy 0.7885196374622356   precision 0.7331859317153435   recall 0.771102343376375
deviation 1/5   epoch 68/120   F1 0.7506837115868975   accuracy 0.790785498489426   precision 0.73944878650761   recall 0.7717212768005881
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deviation 1/5   epoch 69/120   F1 0.7446788542245567   accuracy 0.7873867069486404   precision 0.7326228918140683   recall 0.7691575162402252
deviation 1/5   epoch 70/120   F1 0.7481445129236499   accuracy 0.7896525679758308   precision 0.7363173591114768   recall 0.7713817015607297
deviation 1/5   epoch 71/120   F1 0.7442490696815611   accuracy 0.7881419939577039   precision 0.7314762443438914   recall 0.7714827068666716
deviation 1/5   epoch 72/120   F1 0.7483190935789478   accuracy 0.7900302114803626   precision 0.7363147881530234   recall 0.7721410489852112
deviation 1/5   epoch 73/120   F1 0.7508567699889871   accuracy 0.7900302114803626   precision 0.7403100575894693   recall 0.7698081891263874
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deviation 1/5   epoch 74/120   F1 0.7514035694819499   accuracy 0.7919184290030211   precision 0.7397264500205677   recall 0.7737737925101534
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deviation 1/5   epoch 75/120   F1 0.752305915872215   accuracy 0.7926737160120846   precision 0.7405774372686138   recall 0.7747456419087297
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deviation 1/5   epoch 76/120   F1 0.7494089640677484   accuracy 0.790785498489426   precision 0.7374511517893871   recall 0.7729381656559925
deviation 1/5   epoch 77/120   F1 0.7515837703898328   accuracy 0.7915407854984894   precision 0.7402997737556561   recall 0.7726869586273898
deviation 1/5   epoch 78/120   F1 0.7460951569223155   accuracy 0.7892749244712991   precision 0.7334661661867544   recall 0.7724804061596073
deviation 1/5   epoch 79/120   F1 0.7492244205804623   accuracy 0.790785498489426   precision 0.7371657754010695   recall 0.7731210492812838
deviation 1/5   epoch 80/120   F1 0.7535341516270857   accuracy 0.7919184290030211   precision 0.7431509666803784   recall 0.771814050403262
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deviation 1/5   epoch 81/120   F1 0.7501437410692163   accuracy 0.7900302114803626   precision 0.7391685520361991   recall 0.7704312562682597
deviation 1/5   epoch 82/120   F1 0.7515837703898328   accuracy 0.7915407854984894   precision 0.7402997737556561   recall 0.7726869586273898
deviation 1/5   epoch 83/120   F1 0.75140257329567   accuracy 0.7911631419939577   precision 0.7403023447141095   recall 0.7719561578787721
deviation 1/5   epoch 84/120   F1 0.7547573438085154   accuracy 0.7922960725075529   precision 0.7448606540518306   recall 0.7716297614565865
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deviation 1/5   epoch 85/120   F1 0.7535545312931491   accuracy 0.7926737160120846   precision 0.7425750719868367   recall 0.7735524460825352
deviation 1/5   epoch 86/120   F1 0.750861598185377   accuracy 0.7915407854984894   precision 0.7391582682023858   recall 0.7733759459260892
deviation 1/5   epoch 87/120   F1 0.7518627077090712   accuracy 0.7888972809667674   precision 0.7428861579596874   recall 0.7665462868589688
deviation 1/5   epoch 88/120   F1 0.7487024583719466   accuracy 0.7877643504531722   precision 0.7386132250102838   recall 0.7665114115390359
deviation 1/5   epoch 89/120   F1 0.7493968256209549   accuracy 0.7873867069486404   precision 0.740042677910325   recall 0.7651705082408706
deviation 1/5   epoch 90/120   F1 0.7524842467713891   accuracy 0.793429003021148   precision 0.7402869189633896   recall 0.7764561073204135
deviation 1/5   epoch 91/120   F1 0.7492244205804623   accuracy 0.790785498489426   precision 0.7371657754010695   recall 0.7731210492812838
deviation 1/5   epoch 92/120   F1 0.7523016598298629   accuracy 0.7919184290030211   precision 0.7411533319621555   recall 0.7729192413753472
deviation 1/5   epoch 93/120   F1 0.7522963951121406   accuracy 0.7915407854984894   precision 0.7414412793089264   recall 0.7720331152109241
deviation 1/5   epoch 94/120   F1 0.7510335497835497   accuracy 0.7900302114803626   precision 0.7405954339777869   recall 0.7696576763485476
deviation 1/5   epoch 95/120   F1 0.7535453659963002   accuracy 0.7922960725075529   precision 0.7428630193336075   recall 0.7726745276891769
deviation 1/5   epoch 96/120   F1 0.7532055468477883   accuracy 0.7930513595166163   precision 0.7417163718634308   recall 0.7747907313879536
deviation 1/5   epoch 97/120   F1 0.7531609135822822   accuracy 0.7911631419939577   precision 0.7431561085972851   recall 0.7704254830941184
deviation 1/5   epoch 98/120   F1 0.7534883189458451   accuracy 0.790785498489426   precision 0.744014808720691   recall 0.7693341278962529
deviation 1/5   epoch 99/120   F1 0.755268186679088   accuracy 0.7922960725075529   precision 0.7457167832167833   recall 0.7712127016558123
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deviation 1/5   epoch 100/120   F1 0.7507066160498255   accuracy 0.7843655589123867   precision 0.7449146441793502   recall 0.758664684499384
deviation 1/5   epoch 101/120   F1 0.7526550164463415   accuracy 0.7881419939577039   precision 0.744888934594817   recall 0.7644979677124877
deviation 1/5   epoch 102/120   F1 0.7499557001080597   accuracy 0.7888972809667674   precision 0.7397470176881942   recall 0.7680088376353936
deviation 1/5   epoch 103/120   F1 0.7524268187688334   accuracy 0.7900302114803626   precision 0.7428784450843274   recall 0.7685271511733673
deviation 1/5   epoch 104/120   F1 0.7510185032668972   accuracy 0.7930513595166163   precision 0.73829185520362   recall 0.7770384983261598
deviation 1/5   epoch 105/120   F1 0.7489931334242712   accuracy 0.7832326283987915   precision 0.742924722336487   recall 0.7574920630595032
deviation 1/5   epoch 106/120   F1 0.7522968092012183   accuracy 0.7877643504531722   precision 0.7446061291649527   recall 0.7639878136419508
deviation 1/5   epoch 107/120   F1 0.7497551657339647   accuracy 0.7877643504531722   precision 0.7403254833401892   recall 0.7657045888666545
deviation 1/5   epoch 108/120   F1 0.7505574909696884   accuracy 0.7866314199395771   precision 0.7426162073220897   recall 0.762862228387466
deviation 1/5   epoch 109/120   F1 0.7445479990516304   accuracy 0.7813444108761329   precision 0.7369446729740847   recall 0.7563161609033169
deviation 1/5   epoch 110/120   F1 0.7420334804564794   accuracy 0.7779456193353474   precision 0.7355409296585768   recall 0.7515126557953111
deviation 1/5   epoch 111/120   F1 0.7408988525231788   accuracy 0.7719033232628398   precision 0.7390065816536404   recall 0.7430126415508642
deviation 1/5   epoch 112/120   F1 0.7472569641934552   accuracy 0.7787009063444109   precision 0.744097079391197   recall 0.751029165642128
deviation 1/5   epoch 113/120   F1 0.7455335941415239   accuracy 0.7787009063444109   precision 0.7409579391197039   recall 0.751464953797611
deviation 1/5   epoch 114/120   F1 0.7427872580106809   accuracy 0.7749244712990937   precision 0.739556766762649   recall 0.7466801507963402
deviation 1/5   epoch 115/120   F1 0.7450209926343059   accuracy 0.7805891238670695   precision 0.7383766968325792   recall 0.7547311001537826
deviation 1/5   epoch 116/120   F1 0.7497971976401181   accuracy 0.7832326283987915   precision 0.7443516042780749   recall 0.7571509740259741
deviation 1/5   epoch 117/120   F1 0.7477838494829159   accuracy 0.7805891238670695   precision 0.7432280954339778   recall 0.7536600406876003
deviation 1/5   epoch 118/120   F1 0.7434108527131783   accuracy 0.7749244712990937   precision 0.7406982723159194   recall 0.7465813316477032
deviation 1/5   epoch 119/120   F1 0.7403668679213089   accuracy 0.7673716012084593   precision 0.7427473262032085   recall 0.7383000310434381
deviation 1/5   epoch 120/120   F1 0.7414602932787002   accuracy 0.7715256797583081   precision 0.7404360345536816   recall 0.7425476319381181

deviation 2/5   epoch 1/120   F1 0.4369164698873125   accuracy 0.6608761329305136   precision 0.5063245577951461   recall 0.53937575030012
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deviation 2/5   epoch 2/120   F1 0.4365259916121144   accuracy 0.6676737160120846   precision 0.5102735499794323   recall 0.5861801242236024
deviation 2/5   epoch 3/120   F1 0.46353608211857167   accuracy 0.6695619335347432   precision 0.5202488687782806   recall 0.5983986482054677
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deviation 2/5   epoch 4/120   F1 0.5091515387632268   accuracy 0.6771148036253777   precision 0.5418860551213492   recall 0.622507524189258
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deviation 2/5   epoch 5/120   F1 0.5997863404838868   accuracy 0.7016616314199395   precision 0.5999357260386672   recall 0.6624172683513838
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deviation 2/5   epoch 6/120   F1 0.6260077797666679   accuracy 0.7197885196374623   precision 0.6217863019333607   recall 0.6943280973732683
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deviation 2/5   epoch 7/120   F1 0.6576803832828599   accuracy 0.7394259818731118   precision 0.6484779925956397   recall 0.7241760118624792
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deviation 2/5   epoch 8/120   F1 0.6767308631388382   accuracy 0.7522658610271903   precision 0.6649424105306458   recall 0.7434578020643594
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deviation 2/5   epoch 9/120   F1 0.6972658511687075   accuracy 0.7654833836858006   precision 0.6831165158371041   recall 0.7608957634886956
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deviation 2/5   epoch 10/120   F1 0.7066870210782774   accuracy 0.7715256797583081   precision 0.691636672151378   recall 0.7682766842874817
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deviation 2/5   epoch 11/120   F1 0.7089780539375459   accuracy 0.7722809667673716   precision 0.6939145413410119   recall 0.767631808887647
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deviation 2/5   epoch 12/120   F1 0.708746718079299   accuracy 0.7692598187311178   precision 0.6945058617852735   recall 0.7584712937315885
deviation 2/5   epoch 13/120   F1 0.7135681700606687   accuracy 0.7741691842900302   precision 0.6984677087618264   recall 0.7676003119854407
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deviation 2/5   epoch 14/120   F1 0.7126618027601552   accuracy 0.7726586102719033   precision 0.6979072398190045   recall 0.7640256555366911
deviation 2/5   epoch 15/120   F1 0.7179757710898734   accuracy 0.7741691842900302   precision 0.7036044837515425   recall 0.7621597375555724
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deviation 2/5   epoch 16/120   F1 0.7190111936379242   accuracy 0.7768126888217523   precision 0.703871863430687   recall 0.7688234102618212
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deviation 2/5   epoch 17/120   F1 0.723743840613517   accuracy 0.7783232628398792   precision 0.7089983545865899   recall 0.7674767436025884
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deviation 2/5   epoch 18/120   F1 0.7289023360540388   accuracy 0.7802114803625377   precision 0.7146930275606747   recall 0.7668569127722671
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deviation 2/5   epoch 19/120   F1 0.7273058787432065   accuracy 0.7794561933534743   precision 0.7129859111476758   recall 0.7665519072057143
deviation 2/5   epoch 20/120   F1 0.7303276077389964   accuracy 0.7817220543806647   precision 0.7158242492801317   recall 0.7694858559009721
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deviation 2/5   epoch 21/120   F1 0.7252706021466255   accuracy 0.7794561933534743   precision 0.7104175236528177   recall 0.7689688715953307
deviation 2/5   epoch 22/120   F1 0.7273058787432065   accuracy 0.7794561933534743   precision 0.7129859111476758   recall 0.7665519072057143
deviation 2/5   epoch 23/120   F1 0.7284102564102564   accuracy 0.7794561933534743   precision 0.7144127930892636   recall 0.7653114462047466
deviation 2/5   epoch 24/120   F1 0.7301310145261689   accuracy 0.7783232628398792   precision 0.7172742698477993   recall 0.7605647970364227
deviation 2/5   epoch 25/120   F1 0.729428610686235   accuracy 0.7787009063444109   precision 0.7161301933360757   recall 0.7622186871286203
deviation 2/5   epoch 26/120   F1 0.7334138729487567   accuracy 0.7824773413897281   precision 0.7195290004113534   recall 0.7680706248744222
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deviation 2/5   epoch 27/120   F1 0.7340608242462696   accuracy 0.7836102719033232   precision 0.719806663924311   recall 0.770476717745922
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deviation 2/5   epoch 28/120   F1 0.7373329300810482   accuracy 0.783987915407855   precision 0.7240847387906211   recall 0.7678977587075992
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deviation 2/5   epoch 29/120   F1 0.7389381141087479   accuracy 0.783987915407855   precision 0.7263677498971617   recall 0.7662795620879452
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deviation 2/5   epoch 30/120   F1 0.7396224782447278   accuracy 0.7828549848942599   precision 0.728087721102427   recall 0.7629136781524888
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deviation 2/5   epoch 31/120   F1 0.7394550194990996   accuracy 0.7847432024169184   precision 0.7266479843685727   recall 0.767674528760202
deviation 2/5   epoch 32/120   F1 0.7394143883550791   accuracy 0.7851208459214502   precision 0.7263600370218017   recall 0.7686856618839124
deviation 2/5   epoch 33/120   F1 0.743469174236794   accuracy 0.7851208459214502   precision 0.7323529411764705   recall 0.7648677837149511
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deviation 2/5   epoch 34/120   F1 0.7421489719155627   accuracy 0.7851208459214502   precision 0.7303553064582476   recall 0.766028902759561
deviation 2/5   epoch 35/120   F1 0.7445563121089123   accuracy 0.7858761329305136   precision 0.7334893048128341   recall 0.7656788570467369
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deviation 2/5   epoch 36/120   F1 0.7445563121089123   accuracy 0.7858761329305136   precision 0.7334893048128341   recall 0.7656788570467369
deviation 2/5   epoch 37/120   F1 0.7436228704267676   accuracy 0.7858761329305136   precision 0.7320624228712465   recall 0.7664954255747094
deviation 2/5   epoch 38/120   F1 0.7431117911552525   accuracy 0.7877643504531722   precision 0.7300519333607569   recall 0.7716946414691022
deviation 2/5   epoch 39/120   F1 0.7448013040796546   accuracy 0.7885196374622356   precision 0.7320444261620732   recall 0.771881627144785
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deviation 2/5   epoch 40/120   F1 0.7470759345287197   accuracy 0.7881419939577039   precision 0.7357568901686549   recall 0.7687480721282312
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deviation 2/5   epoch 41/120   F1 0.7462641145635407   accuracy 0.7896525679758308   precision 0.7334635952283011   recall 0.7732762803994959
deviation 2/5   epoch 42/120   F1 0.7451851037213203   accuracy 0.7885196374622356   precision 0.7326151789387083   recall 0.7714872114934528
deviation 2/5   epoch 43/120   F1 0.7453277406865056   accuracy 0.7892749244712991   precision 0.7323246606334841   recall 0.7732867598137059
deviation 2/5   epoch 44/120   F1 0.7472401844242735   accuracy 0.7888972809667674   precision 0.7354663718634307   recall 0.7704044463635256
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deviation 2/5   epoch 45/120   F1 0.7481677450919064   accuracy 0.7881419939577039   precision 0.7374691484985603   recall 0.7677944848530973
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deviation 2/5   epoch 46/120   F1 0.7457742939272948   accuracy 0.7881419939577039   precision 0.733759255450432   recall 0.7699599987232846
deviation 2/5   epoch 47/120   F1 0.7459257948401153   accuracy 0.7888972809667674   precision 0.7334687371452078   recall 0.7716928294305476
deviation 2/5   epoch 48/120   F1 0.7512210078470104   accuracy 0.790785498489426   precision 0.7403049156725627   recall 0.7712328210604513
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deviation 2/5   epoch 49/120   F1 0.7508567699889871   accuracy 0.7900302114803626   precision 0.7403100575894693   recall 0.7698081891263874
deviation 2/5   epoch 50/120   F1 0.7477849006593578   accuracy 0.7892749244712991   precision 0.7360345536816125   recall 0.7708048811423549
deviation 2/5   epoch 51/120   F1 0.7495928942030183   accuracy 0.790785498489426   precision 0.7377365281777046   recall 0.772757574059271
deviation 2/5   epoch 52/120   F1 0.7495847486423208   accuracy 0.7911631419939577   precision 0.7374485808309338   recall 0.7737038164817067
deviation 2/5   epoch 53/120   F1 0.7525806123149077   accuracy 0.7896525679758308   precision 0.7434517688194159   recall 0.767604907394651
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deviation 2/5   epoch 54/120   F1 0.7518800628702695   accuracy 0.7892749244712991   precision 0.7425982106129165   recall 0.7673267607229871
deviation 2/5   epoch 55/120   F1 0.751393173614223   accuracy 0.7904078549848943   precision 0.7408782394076512   recall 0.7702099785789116
deviation 2/5   epoch 56/120   F1 0.7510401283150544   accuracy 0.7919184290030211   precision 0.7391556972439326   recall 0.7741312940431065
deviation 2/5   epoch 57/120   F1 0.7488534850834934   accuracy 0.790785498489426   precision 0.7365950226244344   recall 0.7734937574855194
deviation 2/5   epoch 58/120   F1 0.7501364627191018   accuracy 0.7911631419939577   precision 0.7383047099958865   recall 0.7731558531976263
deviation 2/5   epoch 59/120   F1 0.7515828830304023   accuracy 0.7922960725075529   precision 0.7397238790621143   recall 0.7745283352176371
deviation 2/5   epoch 60/120   F1 0.7512238858400953   accuracy 0.7915407854984894   precision 0.739729020979021   recall 0.7730269996457046
deviation 2/5   epoch 61/120   F1 0.7517505247503762   accuracy 0.793429003021148   precision 0.7391454134101193   recall 0.777232237658288
deviation 2/5   epoch 62/120   F1 0.7504817668714348   accuracy 0.7922960725075529   precision 0.7380116207322089   recall 0.7756547682852752
deviation 2/5   epoch 63/120   F1 0.7510438316642397   accuracy 0.7911631419939577   precision 0.7397315919374743   recall 0.7722878636896222
deviation 2/5   epoch 64/120   F1 0.7526491673271958   accuracy 0.7915407854984894   precision 0.7420120320855614   recall 0.7717190815015804
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deviation 2/5   epoch 65/120   F1 0.7565187630811052   accuracy 0.793429003021148   precision 0.7468505758946935   recall 0.7726910616036415
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deviation 2/5   epoch 66/120   F1 0.7556491352855752   accuracy 0.7930513595166163   precision 0.7457116412998765   recall 0.7725737818999053
deviation 2/5   epoch 67/120   F1 0.7546018732101576   accuracy 0.7926737160120846   precision 0.7442873303167421   recall 0.772614270088045
deviation 2/5   epoch 68/120   F1 0.7531739448777839   accuracy 0.7915407854984894   precision 0.7428681612505141   recall 0.7712638265124453
deviation 2/5   epoch 69/120   F1 0.7510335497835497   accuracy 0.7900302114803626   precision 0.7405954339777869   recall 0.7696576763485476
deviation 2/5   epoch 70/120   F1 0.7504968909748486   accuracy 0.7915407854984894   precision 0.7385875154257507   recall 0.7737339205177292
deviation 2/5   epoch 71/120   F1 0.7588545013120556   accuracy 0.7956948640483383   precision 0.7488327848621966   recall 0.7758035043225202
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deviation 2/5   epoch 72/120   F1 0.7598839318099383   accuracy 0.7960725075528701   precision 0.7502570958453312   recall 0.775766332370106
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deviation 2/5   epoch 73/120   F1 0.7568795738269479   accuracy 0.7938066465256798   precision 0.7471333813245578   recall 0.7732314216845553
deviation 2/5   epoch 74/120   F1 0.7553812297451169   accuracy 0.7960725075528701   precision 0.7428373097490745   recall 0.7801791646891314
deviation 2/5   epoch 75/120   F1 0.7551350457464724   accuracy 0.7930513595166163   precision 0.7448555121349238   recall 0.7730139346353517
deviation 2/5   epoch 76/120   F1 0.7548134842679923   accuracy 0.7938066465256798   precision 0.7437088646647471   recall 0.775074867675736
deviation 2/5   epoch 77/120   F1 0.7580472523169299   accuracy 0.7938066465256798   precision 0.7491310160427808   recall 0.7722922374429224
deviation 2/5   epoch 78/120   F1 0.7512221513102694   accuracy 0.7919184290030211   precision 0.7394410736322501   recall 0.773951407768668
deviation 2/5   epoch 79/120   F1 0.7566348815100186   accuracy 0.7926737160120846   precision 0.7477118469765529   recall 0.7709598404331983
deviation 2/5   epoch 80/120   F1 0.7559662088154201   accuracy 0.7926737160120846   precision 0.7465703414232826   recall 0.7714793922808716
deviation 2/5   epoch 81/120   F1 0.7490614917895313   accuracy 0.7896525679758308   precision 0.7377442410530646   recall 0.7705203918571528
deviation 2/5   epoch 82/120   F1 0.7537511251029122   accuracy 0.7941842900302115   precision 0.7417086589880708   recall 0.7770576165795474
deviation 2/5   epoch 83/120   F1 0.7589884562196761   accuracy 0.793429003021148   precision 0.751131221719457   recall 0.7708204670738124
deviation 2/5   epoch 84/120   F1 0.757160978515893   accuracy 0.7930513595166163   precision 0.7482800287947347   recall 0.7713621355813136
deviation 2/5   epoch 85/120   F1 0.7555548420241458   accuracy 0.7915407854984894   precision 0.7468634306869602   recall 0.7693801059341054
deviation 2/5   epoch 86/120   F1 0.749962527725655   accuracy 0.7904078549848943   precision 0.7385952283011107   recall 0.771488698819236
deviation 2/5   epoch 87/120   F1 0.7549463680952495   accuracy 0.7926737160120846   precision 0.7448580830933772   recall 0.7723183299486543
deviation 2/5   epoch 88/120   F1 0.7524101608564462   accuracy 0.7896525679758308   precision 0.7431663924310983   recall 0.7677315692522824
deviation 2/5   epoch 89/120   F1 0.7592838079223874   accuracy 0.7919184290030211   precision 0.7531391402714932   recall 0.7677362229481004
deviation 2/5   epoch 90/120   F1 0.7590645868437762   accuracy 0.7926737160120846   precision 0.7519924928013164   recall 0.7692810403646826
deviation 2/5   epoch 91/120   F1 0.756549231262753   accuracy 0.7900302114803626   precision 0.7500128547922666   recall 0.7657816843089185
deviation 2/5   epoch 92/120   F1 0.7577841129479796   accuracy 0.7911631419939577   precision 0.7511466474701769   recall 0.7671836056494046
deviation 2/5   epoch 93/120   F1 0.7541427475673828   accuracy 0.7904078549848943   precision 0.7454442616207322   recall 0.7680467512303047
deviation 2/5   epoch 94/120   F1 0.7531162074640335   accuracy 0.7877643504531722   precision 0.7460330111065405   recall 0.7635061459159398
deviation 2/5   epoch 95/120   F1 0.7534040788240732   accuracy 0.7873867069486404   precision 0.7468917112299465   recall 0.7626569706418317
deviation 2/5   epoch 96/120   F1 0.754941327252451   accuracy 0.7900302114803626   precision 0.7471590909090908   recall 0.7667430626271146
deviation 2/5   epoch 97/120   F1 0.7599153000083843   accuracy 0.7892749244712991   precision 0.7571524064171122   recall 0.7631029321633089
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deviation 2/5   epoch 98/120   F1 0.7582543593553314   accuracy 0.7911631419939577   precision 0.7520027766351296   recall 0.766920464269886
deviation 2/5   epoch 99/120   F1 0.7579511946191503   accuracy 0.7900302114803626   precision 0.7525812422871246   recall 0.765062971476673
deviation 2/5   epoch 100/120   F1 0.7576263154662801   accuracy 0.7911631419939577   precision 0.7508612710818594   recall 0.767274762975974
deviation 2/5   epoch 101/120   F1 0.7585584610957103   accuracy 0.7873867069486404   precision 0.7565945084327437   recall 0.7607346837476774
deviation 2/5   epoch 102/120   F1 0.7591018928879709   accuracy 0.7896525679758308   precision 0.755152200740436   recall 0.7639511959972739
deviation 2/5   epoch 103/120   F1 0.7535065409996842   accuracy 0.7885196374622356   precision 0.7460278691896338   recall 0.7647054755680953
deviation 2/5   epoch 104/120   F1 0.7541561314791404   accuracy 0.7870090634441088   precision 0.7486065405183052   recall 0.761628787878788
deviation 2/5   epoch 105/120   F1 0.7604479211667137   accuracy 0.7915407854984894   precision 0.7557100987248047   recall 0.7664950069530222
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deviation 2/5   epoch 106/120   F1 0.7578489158440187   accuracy 0.783987915407855   precision 0.7591860345536816   recall 0.7566032453070315
deviation 2/5   epoch 107/120   F1 0.755308869506718   accuracy 0.7817220543806647   precision 0.7566330728095434   recall 0.754075723830735
deviation 2/5   epoch 108/120   F1 0.7548308578158738   accuracy 0.7862537764350453   precision 0.7506093171534347   recall 0.7601190158509901
deviation 2/5   epoch 109/120   F1 0.7517568717820959   accuracy 0.7817220543806647   precision 0.7494986631016043   recall 0.7543107966457023
deviation 2/5   epoch 110/120   F1 0.7497146263968766   accuracy 0.7790785498489426   precision 0.7483751542575072   recall 0.7511570531006293
deviation 2/5   epoch 111/120   F1 0.7507295490915937   accuracy 0.7790785498489426   precision 0.7503727889757301   recall 0.7510933849004915
deviation 2/5   epoch 112/120   F1 0.7559028624300307   accuracy 0.7873867069486404   precision 0.7514577334430275   recall 0.7615288045472807
deviation 2/5   epoch 113/120   F1 0.751549461474328   accuracy 0.7813444108761329   precision 0.7495012340600575   recall 0.7538399617589573
deviation 2/5   epoch 114/120   F1 0.7494783607177757   accuracy 0.7794561933534743   precision 0.7475164541341012   recall 0.7516651505170593
deviation 2/5   epoch 115/120   F1 0.750631698855693   accuracy 0.7802114803625377   precision 0.7489381941587824   recall 0.7524902995660881
deviation 2/5   epoch 116/120   F1 0.7525225370525367   accuracy 0.7783232628398792   precision 0.7549439531057178   recall 0.7504029216157266
deviation 2/5   epoch 117/120   F1 0.7519047912364366   accuracy 0.7817220543806647   precision 0.7497840394899218   recall 0.754285153438461
deviation 2/5   epoch 118/120   F1 0.7525944490563775   accuracy 0.7764350453172205   precision 0.7575251953928425   recall 0.7488478919217039
deviation 2/5   epoch 119/120   F1 0.7549156725627314   accuracy 0.7824773413897281   precision 0.7549156725627314   recall 0.7549156725627314
deviation 2/5   epoch 120/120   F1 0.7504270336585928   accuracy 0.7768126888217523   precision 0.7523858494446729   recall 0.7486702759252657

deviation 3/5   epoch 1/120   F1 0.4272794967838019   accuracy 0.672583081570997   precision 0.5105255039078569   recall 0.6790607402547701
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deviation 3/5   epoch 2/120   F1 0.5484629677540749   accuracy 0.6933534743202417   precision 0.5671740024681201   recall 0.6638530038881224
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deviation 3/5   epoch 3/120   F1 0.6016385797048757   accuracy 0.7209214501510574   precision 0.6055121349238997   recall 0.7209566983556116
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deviation 3/5   epoch 4/120   F1 0.6343737204127691   accuracy 0.7371601208459214   precision 0.6302293294940353   recall 0.7437116298762534
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deviation 3/5   epoch 5/120   F1 0.6642419823162737   accuracy 0.7515105740181269   precision 0.6541032496914849   recall 0.757214581500633
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deviation 3/5   epoch 6/120   F1 0.683204986456013   accuracy 0.7594410876132931   precision 0.6703157136980666   recall 0.7592922752656439
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deviation 3/5   epoch 7/120   F1 0.6952804086676774   accuracy 0.7654833836858006   precision 0.6811188811188811   recall 0.7635917784718539
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deviation 3/5   epoch 8/120   F1 0.6927377879979852   accuracy 0.7639728096676737   precision 0.6788461538461539   recall 0.7619089527162173
deviation 3/5   epoch 9/120   F1 0.7001192045869866   accuracy 0.7673716012084593   precision 0.6856720485396957   recall 0.7633624949401756
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deviation 3/5   epoch 10/120   F1 0.7002477200741182   accuracy 0.7666163141993958   precision 0.6859625668449199   recall 0.7607094069772891
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deviation 3/5   epoch 11/120   F1 0.706783345054075   accuracy 0.7707703927492447   precision 0.6919271904566022   recall 0.7656354664553027
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deviation 3/5   epoch 12/120   F1 0.7030401214254252   accuracy 0.7696374622356495   precision 0.6882250102838339   recall 0.7669836882199994
deviation 3/5   epoch 13/120   F1 0.7164255233333865   accuracy 0.7737915407854985   precision 0.7018947963800904   recall 0.7628658364624296
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deviation 3/5   epoch 14/120   F1 0.7076617354824465   accuracy 0.7711480362537765   precision 0.6927807486631017   recall 0.7656943721010987
deviation 3/5   epoch 15/120   F1 0.7157733978792071   accuracy 0.7749244712990937   precision 0.7007455779514603   recall 0.7671113847837986
deviation 3/5   epoch 16/120   F1 0.7163736452654386   accuracy 0.7753021148036254   precision 0.7013137597696422   recall 0.7675180452457151
deviation 3/5   epoch 17/120   F1 0.7152770360962375   accuracy 0.7749244712990937   precision 0.7001748251748252   recall 0.7677552031032917
deviation 3/5   epoch 18/120   F1 0.7213824257686183   accuracy 0.7790785498489426   precision 0.7058540723981901   recall 0.7728411941849718
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deviation 3/5   epoch 19/120   F1 0.7243297480443878   accuracy 0.7787009063444109   precision 0.7095665364047716   recall 0.7678810863392576
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deviation 3/5   epoch 20/120   F1 0.7235122947677666   accuracy 0.7783232628398792   precision 0.7087129781982723   recall 0.7677581795438635
deviation 3/5   epoch 21/120   F1 0.7200977168091703   accuracy 0.775679758308157   precision 0.7055918346359522   recall 0.7640743676111221
deviation 3/5   epoch 22/120   F1 0.7245597330885177   accuracy 0.7787009063444109   precision 0.7098519127930892   recall 0.767603001780217
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deviation 3/5   epoch 23/120   F1 0.7219825806690412   accuracy 0.777190332326284   precision 0.7072938091320444   recall 0.7662604847764348
deviation 3/5   epoch 24/120   F1 0.7238674445289122   accuracy 0.7787009063444109   precision 0.7089957836281365   recall 0.7684466019417475
deviation 3/5   epoch 25/120   F1 0.7208050889559391   accuracy 0.777190332326284   precision 0.7058669271904565   recall 0.7677030573525232
deviation 3/5   epoch 26/120   F1 0.7260839517563509   accuracy 0.779833836858006   precision 0.7112710818593171   recall 0.7690909388597134
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deviation 3/5   epoch 27/120   F1 0.7276615502565614   accuracy 0.779833836858006   precision 0.7132687165775401   recall 0.7672129919766524
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deviation 3/5   epoch 28/120   F1 0.7223371382925448   accuracy 0.7775679758308157   precision 0.7075766145619087   recall 0.7669483644911956
deviation 3/5   epoch 29/120   F1 0.7273445024881251   accuracy 0.7783232628398792   precision 0.7135643767996709   recall 0.7633787131165408
deviation 3/5   epoch 30/120   F1 0.7253983018256394   accuracy 0.777190332326284   precision 0.7115744549568079   recall 0.7623878074832209
deviation 3/5   epoch 31/120   F1 0.7287086234153523   accuracy 0.7790785498489426   precision 0.7149861168243521   recall 0.7639620507794158
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deviation 3/5   epoch 32/120   F1 0.7282225988983614   accuracy 0.777190332326284   precision 0.7152843480049362   recall 0.7595337275759041
deviation 3/5   epoch 33/120   F1 0.7275704754173937   accuracy 0.7802114803625377   precision 0.7129807692307693   recall 0.7684030792757999
deviation 3/5   epoch 34/120   F1 0.7302088639836983   accuracy 0.7790785498489426   precision 0.7169837515425751   recall 0.7624138448348099
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deviation 3/5   epoch 35/120   F1 0.7259744579082921   accuracy 0.7775679758308157   precision 0.7121426367749897   recall 0.762796876629741
deviation 3/5   epoch 36/120   F1 0.7278599953018557   accuracy 0.7779456193353474   precision 0.7144230769230769   recall 0.7618356941932891
deviation 3/5   epoch 37/120   F1 0.7304203293992513   accuracy 0.7790785498489426   precision 0.7172691279308927   recall 0.7622029684730631
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deviation 3/5   epoch 38/120   F1 0.7328894709364637   accuracy 0.7805891238670695   precision 0.7198272315919375   recall 0.7636264202979763
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deviation 3/5   epoch 39/120   F1 0.7300668720007484   accuracy 0.779833836858006   precision 0.7164078568490333   recall 0.7645469138314815
deviation 3/5   epoch 40/120   F1 0.730408962172832   accuracy 0.7813444108761329   precision 0.7161121966269025   recall 0.7683175767500021
deviation 3/5   epoch 41/120   F1 0.7339581645813851   accuracy 0.7817220543806647   precision 0.7206756478815303   recall 0.7654744636168784
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deviation 3/5   epoch 42/120   F1 0.7357678720715   accuracy 0.7802114803625377   precision 0.7241104483751543   recall 0.7600513718552638
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deviation 3/5   epoch 43/120   F1 0.7344028853203433   accuracy 0.7828549848942599   precision 0.7206679350061703   recall 0.7680110257008743
deviation 3/5   epoch 44/120   F1 0.7346309001532301   accuracy 0.7813444108761329   precision 0.7218197243932538   recall 0.7638326044062819
deviation 3/5   epoch 45/120   F1 0.7381834746980093   accuracy 0.7836102719033232   precision 0.7255141916906622   recall 0.7660691061996898
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deviation 3/5   epoch 46/120   F1 0.7354960974242724   accuracy 0.7824773413897281   precision 0.7223827642945291   recall 0.7658630143723029
deviation 3/5   epoch 47/120   F1 0.7393327605956472   accuracy 0.783987915407855   precision 0.7269385026737968   recall 0.7658991228070176
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deviation 3/5   epoch 48/120   F1 0.7375877668491015   accuracy 0.7851208459214502   precision 0.7237916495269436   recall 0.7706471188593433
deviation 3/5   epoch 49/120   F1 0.7396139778154327   accuracy 0.7851208459214502   precision 0.7266454134101192   recall 0.7684803720400455
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deviation 3/5   epoch 50/120   F1 0.7417385612565259   accuracy 0.7854984894259819   precision 0.7294966063348416   recall 0.7673285117470015
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deviation 3/5   epoch 51/120   F1 0.7373480246199222   accuracy 0.779833836858006   precision 0.7266814068284657   recall 0.7579324013500714
deviation 3/5   epoch 52/120   F1 0.7388983606806496   accuracy 0.7843655589123867   precision 0.7260798025503907   recall 0.7672715046103695
deviation 3/5   epoch 53/120   F1 0.7390104474669821   accuracy 0.7832326283987915   precision 0.7269436445907034   recall 0.7643547010466736
deviation 3/5   epoch 54/120   F1 0.7419818045683457   accuracy 0.7847432024169184   precision 0.730357877416701   recall 0.7652810469127029
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deviation 3/5   epoch 55/120   F1 0.7369946249123627   accuracy 0.7817220543806647   precision 0.7249562937062937   recall 0.7625484594980616
deviation 3/5   epoch 56/120   F1 0.7403623562723604   accuracy 0.7832326283987915   precision 0.7289412793089264   recall 0.7631564949111671
deviation 3/5   epoch 57/120   F1 0.7421489719155627   accuracy 0.7851208459214502   precision 0.7303553064582476   recall 0.766028902759561
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deviation 3/5   epoch 58/120   F1 0.742171677831438   accuracy 0.7847432024169184   precision 0.7306432538050185   recall 0.7651128290601321
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deviation 3/5   epoch 59/120   F1 0.7393327605956472   accuracy 0.783987915407855   precision 0.7269385026737968   recall 0.7658991228070176
deviation 3/5   epoch 60/120   F1 0.7409599917331174   accuracy 0.7854984894259819   precision 0.7283551007815714   recall 0.7680862623183375
deviation 3/5   epoch 61/120   F1 0.7416243234121813   accuracy 0.7843655589123867   precision 0.7300750719868367   recall 0.7647071220828123
deviation 3/5   epoch 62/120   F1 0.7427542402366649   accuracy 0.7843655589123867   precision 0.731787330316742   recall 0.7637422431225706
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deviation 3/5   epoch 63/120   F1 0.7429071379514809   accuracy 0.7851208459214502   precision 0.731496812011518   recall 0.7653523264337838
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deviation 3/5   epoch 64/120   F1 0.740082220910034   accuracy 0.7843655589123867   precision 0.7277920608802961   recall 0.766117024272118
deviation 3/5   epoch 65/120   F1 0.7417912980642901   accuracy 0.7847432024169184   precision 0.7300725010283834   recall 0.7654514712861888
deviation 3/5   epoch 66/120   F1 0.7441507829709065   accuracy 0.7866314199395771   precision 0.7323426573426574   recall 0.7678182864839516
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deviation 3/5   epoch 67/120   F1 0.7451089675563198   accuracy 0.7858761329305136   precision 0.7343454339777868   recall 0.7652145734027471
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deviation 3/5   epoch 68/120   F1 0.7445675359152653   accuracy 0.7854984894259819   precision 0.7337772521596051   recall 0.7648086667831557
deviation 3/5   epoch 69/120   F1 0.747977624601701   accuracy 0.7888972809667674   precision 0.736607877416701   recall 0.7697181442315513
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deviation 3/5   epoch 70/120   F1 0.7446576621094823   accuracy 0.7877643504531722   precision 0.7323349444672974   recall 0.7701129842180774
deviation 3/5   epoch 71/120   F1 0.7477849006593578   accuracy 0.7892749244712991   precision 0.7360345536816125   recall 0.7708048811423549
deviation 3/5   epoch 72/120   F1 0.745839429037916   accuracy 0.7847432024169184   precision 0.7363507815713698   recall 0.7621895570233981
deviation 3/5   epoch 73/120   F1 0.744219103648406   accuracy 0.7847432024169184   precision 0.7337823940765117   recall 0.7634038103348888
deviation 3/5   epoch 74/120   F1 0.7444073773242197   accuracy 0.7843655589123867   precision 0.7343557178116001   recall 0.762436059011046
deviation 3/5   epoch 75/120   F1 0.7440503106904133   accuracy 0.783987915407855   precision 0.7340729123817359   recall 0.7618922285217882
deviation 3/5   epoch 76/120   F1 0.7472696172068076   accuracy 0.7862537764350453   precision 0.7374820032908268   recall 0.764340086996337
deviation 3/5   epoch 77/120   F1 0.7456481780273663   accuracy 0.7836102719033232   precision 0.7369292472233648   recall 0.760009099020621
deviation 3/5   epoch 78/120   F1 0.7461742444557382   accuracy 0.7873867069486404   precision 0.7349059029206089   recall 0.7677780000249113
deviation 3/5   epoch 79/120   F1 0.7484529907009986   accuracy 0.7851208459214502   precision 0.7403434800493625   recall 0.7612220718735134
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deviation 3/5   epoch 80/120   F1 0.7459769071156972   accuracy 0.7877643504531722   precision 0.7343325791855204   recall 0.7688521882254387
deviation 3/5   epoch 81/120   F1 0.7458373135760938   accuracy 0.7858761329305136   precision 0.7354869395310571   recall 0.764624669652524
deviation 3/5   epoch 82/120   F1 0.7454657989009135   accuracy 0.7832326283987915   precision 0.7369318181818182   recall 0.759377990430622
deviation 3/5   epoch 83/120   F1 0.7488102395553596   accuracy 0.7854984894259819   precision 0.7406262854792267   recall 0.7617369710392967
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deviation 3/5   epoch 84/120   F1 0.7477691212735893   accuracy 0.7851208459214502   precision 0.7392019744960922   recall 0.7616513082916945
deviation 3/5   epoch 85/120   F1 0.7516852890108289   accuracy 0.7862537764350453   precision 0.7449017893870835   recall 0.7615082633283918
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deviation 3/5   epoch 86/120   F1 0.7525280719992921   accuracy 0.7866314199395771   precision 0.7460407239819005   recall 0.7617516436403171
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deviation 3/5   epoch 87/120   F1 0.7536077526187246   accuracy 0.7851208459214502   precision 0.7494755244755245   recall 0.7587683595705772
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deviation 3/5   epoch 88/120   F1 0.7533427014137284   accuracy 0.7885196374622356   precision 0.7457424928013163   recall 0.7648049645390071
deviation 3/5   epoch 89/120   F1 0.7526115645858348   accuracy 0.7858761329305136   precision 0.7469019950637599   recall 0.7603902939643328
deviation 3/5   epoch 90/120   F1 0.7470760889179855   accuracy 0.7851208459214502   precision 0.7380604689428218   recall 0.7621098347093986
deviation 3/5   epoch 91/120   F1 0.7531482353879555   accuracy 0.7881419939577039   precision 0.7457450637597696   recall 0.764198948704607
deviation 3/5   epoch 92/120   F1 0.7522681934463795   accuracy 0.7873867069486404   precision 0.7448940765117236   recall 0.763284057748691
deviation 3/5   epoch 93/120   F1 0.7530841539242574   accuracy 0.7858761329305136   precision 0.7477581242287125   recall 0.7601842008457445
deviation 3/5   epoch 94/120   F1 0.7530395855444982   accuracy 0.7854984894259819   precision 0.7480460715754833   recall 0.759578131726216
deviation 3/5   epoch 95/120   F1 0.7492424242424243   accuracy 0.7885196374622356   precision 0.7388934594816947   recall 0.7677501152604886
deviation 3/5   epoch 96/120   F1 0.7541564679488924   accuracy 0.7885196374622356   precision 0.7471693747429042   recall 0.7643250896993525
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deviation 3/5   epoch 97/120   F1 0.7530404217808901   accuracy 0.7888972809667674   precision 0.7448837926779104   recall 0.7657365191026894
deviation 3/5   epoch 98/120   F1 0.7552906385731448   accuracy 0.7873867069486404   precision 0.7503162278897573   recall 0.7617722992624438
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deviation 3/5   epoch 99/120   F1 0.7554911610443678   accuracy 0.7866314199395771   precision 0.7514628753599342   recall 0.7604810333061469
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deviation 3/5   epoch 100/120   F1 0.7552279246519568   accuracy 0.7858761329305136   precision 0.7517533936651584   recall 0.7594085674340547
deviation 3/5   epoch 101/120   F1 0.7552712870663302   accuracy 0.7828549848942599   precision 0.7551984779925957   recall 0.755344380626785
deviation 3/5   epoch 102/120   F1 0.7589745106350818   accuracy 0.790785498489426   precision 0.7537176059234882   recall 0.7658831833992074
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deviation 3/5   epoch 103/120   F1 0.7567142521777057   accuracy 0.7877643504531722   precision 0.7525966680378444   recall 0.7618303339436046
deviation 3/5   epoch 104/120   F1 0.7574298239874371   accuracy 0.7885196374622356   precision 0.7531622788975729   recall 0.7627688530714629
deviation 3/5   epoch 105/120   F1 0.7566711627891712   accuracy 0.7885196374622356   precision 0.7517353969559852   recall 0.7630744636548046
deviation 3/5   epoch 106/120   F1 0.7572732770813869   accuracy 0.7858761329305136   precision 0.7557486631016043   recall 0.7589254863019448
deviation 3/5   epoch 107/120   F1 0.7579036896869429   accuracy 0.7854984894259819   precision 0.757463492389963   recall 0.7583542086430232
deviation 3/5   epoch 108/120   F1 0.7551927628300946   accuracy 0.7847432024169184   precision 0.7529026120937885   recall 0.757780398322851
deviation 3/5   epoch 109/120   F1 0.7580276696456312   accuracy 0.7885196374622356   precision 0.7543037844508432   recall 0.7625524234219887
deviation 3/5   epoch 110/120   F1 0.7555611582823114   accuracy 0.7836102719033232   precision 0.7549079596873715   recall 0.7562375344609362
deviation 3/5   epoch 111/120   F1 0.7577445474225931   accuracy 0.7847432024169184   precision 0.7580393870835047   recall 0.7574542637567847
deviation 3/5   epoch 112/120   F1 0.7530982137014983   accuracy 0.7847432024169184   precision 0.7489073426573427   recall 0.7583524577040082
deviation 3/5   epoch 113/120   F1 0.7563831974975918   accuracy 0.7817220543806647   precision 0.7589160839160839   recall 0.7541725661818337
deviation 3/5   epoch 114/120   F1 0.7595293543604079   accuracy 0.7843655589123867   precision 0.7623226038667215   recall 0.7571190435241132
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deviation 3/5   epoch 115/120   F1 0.7607874567870332   accuracy 0.7873867069486404   precision 0.7611605306458248   recall 0.7604215336595621
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deviation 3/5   epoch 116/120   F1 0.7564726810851665   accuracy 0.7820996978851964   precision 0.758628136569313   recall 0.7545524247651907
deviation 3/5   epoch 117/120   F1 0.7559965358005734   accuracy 0.7783232628398792   precision 0.7626491155902921   recall 0.7513892417659012
deviation 3/5   epoch 118/120   F1 0.7549462334779102   accuracy 0.7768126888217523   precision 0.7623740230357878   recall 0.7500430303932396
deviation 3/5   epoch 119/120   F1 0.7568146422077895   accuracy 0.7813444108761329   precision 0.760345536816125   recall 0.7538951852457774
deviation 3/5   epoch 120/120   F1 0.7568346080418166   accuracy 0.7843655589123867   precision 0.7566150761003703   recall 0.7570567105790942

deviation 4/5   epoch 1/120   F1 0.42528953735354164   accuracy 0.672583081570997   precision 0.5099547511312217   recall 0.6909105476598421
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deviation 4/5   epoch 2/120   F1 0.507281784426624   accuracy 0.6891993957703928   precision 0.5469405594405594   recall 0.684540279114898
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deviation 4/5   epoch 3/120   F1 0.572191960802374   accuracy 0.7118580060422961   precision 0.5861682435211847   recall 0.7196996140704506
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deviation 4/5   epoch 4/120   F1 0.6189722177867122   accuracy 0.7314954682779456   precision 0.6188528383381324   recall 0.7423694313265203
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deviation 4/5   epoch 5/120   F1 0.6566855143641128   accuracy 0.7469788519637462   precision 0.6478558206499383   recall 0.7507029359837835
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deviation 4/5   epoch 6/120   F1 0.6647888779983517   accuracy 0.7549093655589124   precision 0.6546508638420403   recall 0.7703703079438387
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deviation 4/5   epoch 7/120   F1 0.6758094689439514   accuracy 0.7601963746223565   precision 0.663746914849856   recall 0.7738434980388615
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deviation 4/5   epoch 8/120   F1 0.6834675009345922   accuracy 0.7628398791540786   precision 0.6702925750719868   recall 0.7717270463523996
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deviation 4/5   epoch 9/120   F1 0.6885235058730861   accuracy 0.763595166163142   precision 0.6748534553681612   recall 0.7666470634360543
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deviation 4/5   epoch 10/120   F1 0.6907220749169125   accuracy 0.7669939577039275   precision 0.6765425750719868   recall 0.7762368819361685
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deviation 4/5   epoch 11/120   F1 0.6890264347046626   accuracy 0.7654833836858006   precision 0.6751259769642123   recall 0.7730646462520607
deviation 4/5   epoch 12/120   F1 0.7017998134470729   accuracy 0.770392749244713   precision 0.6867929864253394   recall 0.7714299056691883
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deviation 4/5   epoch 13/120   F1 0.7065830928380648   accuracy 0.7722809667673716   precision 0.6913461538461538   recall 0.7710107920381977
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deviation 4/5   epoch 14/120   F1 0.710654150777354   accuracy 0.7749244712990937   precision 0.695038050185109   recall 0.7742264314632736
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deviation 4/5   epoch 15/120   F1 0.7186751719597739   accuracy 0.7790785498489426   precision 0.7027149321266968   recall 0.7766870751223587
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deviation 4/5   epoch 16/120   F1 0.7121511581943237   accuracy 0.775679758308157   precision 0.6964597902097902   recall 0.7746330558790127
deviation 4/5   epoch 17/120   F1 0.72279094491499   accuracy 0.7813444108761329   precision 0.7066947758124229   recall 0.7783199921761881
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deviation 4/5   epoch 18/120   F1 0.7262649838635316   accuracy 0.7832326283987915   precision 0.7101064376799671   recall 0.7795669129720855
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deviation 4/5   epoch 19/120   F1 0.7175636321276719   accuracy 0.7787009063444109   precision 0.7015759975318799   recall 0.7770416383989145
deviation 4/5   epoch 20/120   F1 0.7205987605275703   accuracy 0.7805891238670695   precision 0.704416906622789   recall 0.7790101124058788
deviation 4/5   epoch 21/120   F1 0.7221898639384414   accuracy 0.7809667673716012   precision 0.706126593994241   recall 0.77792703007193
deviation 4/5   epoch 22/120   F1 0.7191749717875158   accuracy 0.7790785498489426   precision 0.703285684903332   recall 0.775953530779533
deviation 4/5   epoch 23/120   F1 0.7213655359996823   accuracy 0.779833836858006   precision 0.7055635540929659   recall 0.7753270231531102
deviation 4/5   epoch 24/120   F1 0.7281221123241726   accuracy 0.7824773413897281   precision 0.7126799670917318   recall 0.7745168312626102
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deviation 4/5   epoch 25/120   F1 0.7314982972784689   accuracy 0.7843655589123867   precision 0.716091628959276   recall 0.7758902524587339
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deviation 4/5   epoch 26/120   F1 0.724359931542252   accuracy 0.7809667673716012   precision 0.7086949814890992   recall 0.7748307150595883
deviation 4/5   epoch 27/120   F1 0.7248355353048961   accuracy 0.7817220543806647   precision 0.70897521596051   recall 0.7766195668449926
deviation 4/5   epoch 28/120   F1 0.7279941066125608   accuracy 0.7820996978851964   precision 0.7126825380501851   recall 0.7735147011052177
deviation 4/5   epoch 29/120   F1 0.7270883539355397   accuracy 0.7828549848942599   precision 0.7112505141916907   recall 0.7771341867016536
deviation 4/5   epoch 30/120   F1 0.7291645136140813   accuracy 0.7828549848942599   precision 0.7138189016865487   recall 0.7743085761215616
deviation 4/5   epoch 31/120   F1 0.7269473862988438   accuracy 0.7817220543806647   precision 0.7115436034553682   recall 0.7737231498022308
deviation 4/5   epoch 32/120   F1 0.7306484276814265   accuracy 0.7832326283987915   precision 0.7155285890580008   recall 0.7735361775022433
deviation 4/5   epoch 33/120   F1 0.7341818130223188   accuracy 0.7862537764350453   precision 0.7186471616618675   recall 0.7781539045226789
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deviation 4/5   epoch 34/120   F1 0.7291645136140813   accuracy 0.7828549848942599   precision 0.7138189016865487   recall 0.7743085761215616
deviation 4/5   epoch 35/120   F1 0.7408190431446244   accuracy 0.7885196374622356   precision 0.7263368983957219   recall 0.7763838657826
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deviation 4/5   epoch 36/120   F1 0.7302376940859658   accuracy 0.783987915407855   precision 0.7146673179761415   recall 0.776404167066667
deviation 4/5   epoch 37/120   F1 0.7351356758069816   accuracy 0.7858761329305136   precision 0.7200766145619086   recall 0.7757428824297303
deviation 4/5   epoch 38/120   F1 0.7352776394202407   accuracy 0.7862537764350453   precision 0.7200740436034554   recall 0.776697601199885
deviation 4/5   epoch 39/120   F1 0.7358405631326739   accuracy 0.7877643504531722   precision 0.7200637597696422   recall 0.780625141384635
deviation 4/5   epoch 40/120   F1 0.739361100037895   accuracy 0.7885196374622356   precision 0.724339263677499   recall 0.7782183110941062
deviation 4/5   epoch 41/120   F1 0.7373638971717718   accuracy 0.7877643504531722   precision 0.7220613944878651   recall 0.7785506965944272
deviation 4/5   epoch 42/120   F1 0.7391193723146554   accuracy 0.7873867069486404   precision 0.7246323529411764   recall 0.7752011691789684
deviation 4/5   epoch 43/120   F1 0.7345410510160176   accuracy 0.7866314199395771   precision 0.7189299670917317   recall 0.7788458783415948
deviation 4/5   epoch 44/120   F1 0.739270534397152   accuracy 0.7877643504531722   precision 0.7246297819827232   recall 0.7761065973966876
deviation 4/5   epoch 45/120   F1 0.7331053223869657   accuracy 0.7851208459214502   precision 0.7177987453722747   recall 0.7760905397070601
deviation 4/5   epoch 46/120   F1 0.740350216168419   accuracy 0.7888972809667674   precision 0.725478198272316   recall 0.7780714582961774
deviation 4/5   epoch 47/120   F1 0.7463205356492039   accuracy 0.7915407854984894   precision 0.7323092348827642   recall 0.7783059983059983
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deviation 4/5   epoch 48/120   F1 0.7359196775111805   accuracy 0.7873867069486404   precision 0.7203517071164129   recall 0.7793267777514339
deviation 4/5   epoch 49/120   F1 0.7411790419355375   accuracy 0.7888972809667674   precision 0.7266197038255862   recall 0.777030345077931
deviation 4/5   epoch 50/120   F1 0.7387900307063192   accuracy 0.7881419939577039   precision 0.7237710818593172   recall 0.7778265890049452
deviation 4/5   epoch 51/120   F1 0.7430777177479024   accuracy 0.7900302114803626   precision 0.7286096256684491   recall 0.7779549120372107
deviation 4/5   epoch 52/120   F1 0.7404059727913641   accuracy 0.7885196374622356   precision 0.7257661456190868   recall 0.7768934855268967
deviation 4/5   epoch 53/120   F1 0.7409529450024721   accuracy 0.7904078549848943   precision 0.7254679144385027   recall 0.7818496119658656
deviation 4/5   epoch 54/120   F1 0.741639858856264   accuracy 0.7900302114803626   precision 0.7266119909502262   recall 0.7797808553118146
deviation 4/5   epoch 55/120   F1 0.7463729207915255   accuracy 0.7930513595166163   precision 0.7314428218839983   recall 0.7826187964637332
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deviation 4/5   epoch 56/120   F1 0.7444279179333546   accuracy 0.7922960725075529   precision 0.7291649526943644   recall 0.7829328059979115
deviation 4/5   epoch 57/120   F1 0.7429819858648081   accuracy 0.790785498489426   precision 0.7280337309749074   recall 0.780290605259083
deviation 4/5   epoch 58/120   F1 0.7360603867818782   accuracy 0.7877643504531722   precision 0.7203491361579597   recall 0.78031908630637
deviation 4/5   epoch 59/120   F1 0.7388727385821918   accuracy 0.7888972809667674   precision 0.723480563554093   recall 0.7800078276562692
deviation 4/5   epoch 60/120   F1 0.7484907440652633   accuracy 0.7938066465256798   precision 0.7340060674619497   recall 0.7821034948736068
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deviation 4/5   epoch 61/120   F1 0.7427230479172928   accuracy 0.7911631419939577   precision 0.727460407239819   recall 0.7817721391996981
deviation 4/5   epoch 62/120   F1 0.7440153661086468   accuracy 0.7922960725075529   precision 0.7285941999177293   recall 0.7834951456310679
deviation 4/5   epoch 63/120   F1 0.7479843413014389   accuracy 0.7949395770392749   precision 0.7325714726450021   recall 0.7861840830449827
deviation 4/5   epoch 64/120   F1 0.7476213001993783   accuracy 0.7945619335347432   precision 0.7322886672151379   recall 0.7855206150870773
deviation 4/5   epoch 65/120   F1 0.7494770259332064   accuracy 0.7960725075528701   precision 0.7339906417112299   recall 0.7876126190182751
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deviation 4/5   epoch 66/120   F1 0.7491134449020607   accuracy 0.7956948640483383   precision 0.7337078362813656   recall 0.7869487605027593
deviation 4/5   epoch 67/120   F1 0.7517869090098127   accuracy 0.7968277945619335   precision 0.736839263677499   recall 0.7867312001992032
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deviation 4/5   epoch 68/120   F1 0.7545926920954256   accuracy 0.7983383685800605   precision 0.7399681201151789   recall 0.7874813274813275
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deviation 4/5   epoch 69/120   F1 0.750004036087536   accuracy 0.7968277945619335   precision 0.7342708761826409   recall 0.789236707370105
deviation 4/5   epoch 70/120   F1 0.7518959205593392   accuracy 0.7979607250755287   precision 0.7362607980255038   recall 0.7900833118286699
deviation 4/5   epoch 71/120   F1 0.7501668656990712   accuracy 0.7972054380664653   precision 0.7342683052241876   recall 0.79020558923079
deviation 4/5   epoch 72/120   F1 0.7511671455292538   accuracy 0.7972054380664653   precision 0.7356951871657753   recall 0.7887544480062616
deviation 4/5   epoch 73/120   F1 0.7499647887509686   accuracy 0.7972054380664653   precision 0.73398292883587   recall 0.790505272011536
deviation 4/5   epoch 74/120   F1 0.7506373086261475   accuracy 0.7964501510574018   precision 0.7354149526943645   recall 0.7871575349178161
deviation 4/5   epoch 75/120   F1 0.7520620118502558   accuracy 0.7983383685800605   precision 0.7362582270670506   recall 0.7910427434883956
deviation 4/5   epoch 76/120   F1 0.7541008978742811   accuracy 0.7960725075528701   precision 0.7408396750308515   recall 0.7816345428252747
deviation 4/5   epoch 77/120   F1 0.7545085938784577   accuracy 0.7998489425981873   precision 0.7388163307280954   recall 0.7922585618323974
deviation 4/5   epoch 78/120   F1 0.7550692543540238   accuracy 0.800226586102719   precision 0.7393845125462772   recall 0.792634634135993
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deviation 4/5   epoch 79/120   F1 0.7546081981453752   accuracy 0.7979607250755287   precision 0.7402560674619498   recall 0.786345721475546
deviation 4/5   epoch 80/120   F1 0.7506529781658773   accuracy 0.7983383685800605   precision 0.7342605923488277   recall 0.7931771746649721
deviation 4/5   epoch 81/120   F1 0.7491942168111336   accuracy 0.7968277945619335   precision 0.7331293706293707   recall 0.7904307553351975
deviation 4/5   epoch 82/120   F1 0.7497620323467068   accuracy 0.7972054380664653   precision 0.7336975524475524   recall 0.7908081692720518
deviation 4/5   epoch 83/120   F1 0.7529638258766685   accuracy 0.7964501510574018   precision 0.7388394693541752   recall 0.7840759062661735
deviation 4/5   epoch 84/120   F1 0.7541008978742811   accuracy 0.7960725075528701   precision 0.7408396750308515   recall 0.7816345428252747
deviation 4/5   epoch 85/120   F1 0.7549571222188213   accuracy 0.7987160120845922   precision 0.7402509255450431   recall 0.7881194063904062
deviation 4/5   epoch 86/120   F1 0.7564693313255135   accuracy 0.7979607250755287   precision 0.7431098313451254   recall 0.7840119389536521
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deviation 4/5   epoch 87/120   F1 0.7559076758969001   accuracy 0.7953172205438066   precision 0.744269333607569   recall 0.7776930181444071
deviation 4/5   epoch 88/120   F1 0.7566454696042194   accuracy 0.7987160120845922   precision 0.7428193130399012   recall 0.785915598485462
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deviation 4/5   epoch 89/120   F1 0.7553749183494101   accuracy 0.7972054380664653   precision 0.7419734677087618   recall 0.7832373464743168
deviation 4/5   epoch 90/120   F1 0.7553687433423976   accuracy 0.7949395770392749   precision 0.7437011517893871   recall 0.777298540591735
deviation 4/5   epoch 91/120   F1 0.754018420019873   accuracy 0.7983383685800605   precision 0.7391119909502262   recall 0.7882588859547985
deviation 4/5   epoch 92/120   F1 0.7552001479153185   accuracy 0.7960725075528701   precision 0.7425519333607569   recall 0.7803796922875748
deviation 4/5   epoch 93/120   F1 0.757836061527851   accuracy 0.7956948640483383   precision 0.7471205265322913   recall 0.776730338348327
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deviation 4/5   epoch 94/120   F1 0.755737175787397   accuracy 0.7956948640483383   precision 0.7436960098724805   recall 0.7788196024993987
deviation 4/5   epoch 95/120   F1 0.760629189290795   accuracy 0.800226586102719   precision 0.7479458041958043   recall 0.7852678462486145
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deviation 4/5   epoch 96/120   F1 0.755393151672943   accuracy 0.7896525679758308   precision 0.7483031674208145   recall 0.765737219238021
deviation 4/5   epoch 97/120   F1 0.7571708152146452   accuracy 0.7964501510574018   precision 0.7454031262854792   recall 0.7792351545159013
deviation 4/5   epoch 98/120   F1 0.7561073248792737   accuracy 0.7972054380664653   precision 0.7431149732620321   recall 0.7823743007793049
deviation 4/5   epoch 99/120   F1 0.7583691744280127   accuracy 0.7960725075528701   precision 0.7476887083504731   recall 0.7771262473284375
deviation 4/5   epoch 100/120   F1 0.751919926469285   accuracy 0.7904078549848943   precision 0.7417343685726039   recall 0.7697652733695555
deviation 4/5   epoch 101/120   F1 0.7533598334599738   accuracy 0.7919184290030211   precision 0.7428655902920609   recall 0.7719655785692333
deviation 4/5   epoch 102/120   F1 0.75320378396011   accuracy 0.7945619335347432   precision 0.7405645824763472   recall 0.7786114981955907
deviation 4/5   epoch 103/120   F1 0.7550539429100014   accuracy 0.7915407854984894   precision 0.7460073015220074   recall 0.7697513270918435
deviation 4/5   epoch 104/120   F1 0.7547775708007878   accuracy 0.7900302114803626   precision 0.7468737145207733   recall 0.7668489678860839
deviation 4/5   epoch 105/120   F1 0.7597560434338766   accuracy 0.7900302114803626   precision 0.7560057589469353   recall 0.7643096034400383
deviation 4/5   epoch 106/120   F1 0.7545148506017507   accuracy 0.7888972809667674   precision 0.7474521801727685   recall 0.7648264818227406
deviation 4/5   epoch 107/120   F1 0.7525390446394733   accuracy 0.7888972809667674   precision 0.7440276635129577   recall 0.7660723859180691
deviation 4/5   epoch 108/120   F1 0.7556314410119895   accuracy 0.7888972809667674   precision 0.7494498148909914   recall 0.7642163760724957
deviation 4/5   epoch 109/120   F1 0.7562714527441352   accuracy 0.7904078549848943   precision 0.7491541546688605   recall 0.7666479566533013
deviation 4/5   epoch 110/120   F1 0.7527862515486183   accuracy 0.7904078549848943   precision 0.7431612505141917   recall 0.7690648658836248
deviation 4/5   epoch 111/120   F1 0.7550357322788053   accuracy 0.7866314199395771   precision 0.7506067461949815   recall 0.7606437346207402
deviation 4/5   epoch 112/120   F1 0.7488405040190658   accuracy 0.7911631419939577   precision 0.7363070752776635   recall 0.7744670320195113
deviation 4/5   epoch 113/120   F1 0.7474334690148982   accuracy 0.7854984894259819   precision 0.7383432743726861   recall 0.7626381098079211
deviation 4/5   epoch 114/120   F1 0.7508078518695244   accuracy 0.7854984894259819   precision 0.7440508021390375   recall 0.7605995717344753
deviation 4/5   epoch 115/120   F1 0.7501763339607977   accuracy 0.7858761329305136   precision 0.7426213492389964   recall 0.7616434016969253
deviation 4/5   epoch 116/120   F1 0.7482460149569715   accuracy 0.7843655589123867   precision 0.7406339983545867   recall 0.7599023252423646
deviation 4/5   epoch 117/120   F1 0.7452980649384986   accuracy 0.7836102719033232   precision 0.7363584944467297   recall 0.7602359231951041
deviation 4/5   epoch 118/120   F1 0.7478679837384999   accuracy 0.7836102719033232   precision 0.7406391402714932   recall 0.7587096029691114
deviation 4/5   epoch 119/120   F1 0.7484745508480022   accuracy 0.7828549848942599   precision 0.7423565405183052   recall 0.7570770362522337
deviation 4/5   epoch 120/120   F1 0.7409098849286382   accuracy 0.7836102719033232   precision 0.7295094611271082   recall 0.7635636599830973

deviation 5/5   epoch 1/120   F1 0.40211870615168366   accuracy 0.6665407854984894   precision 0.4997223364870424   recall 0.4766322280521447
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deviation 5/5   epoch 2/120   F1 0.4524073038582419   accuracy 0.6759818731117825   precision 0.5202051624845743   recall 0.6608209871490546
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deviation 5/5   epoch 3/120   F1 0.5144852077442763   accuracy 0.6842900302114804   precision 0.5475447346770876   recall 0.6497130089133198
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deviation 5/5   epoch 4/120   F1 0.6021772303239102   accuracy 0.7114803625377644   precision 0.6035787741670094   recall 0.6869859834772116
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deviation 5/5   epoch 5/120   F1 0.6589929020647083   accuracy 0.7420694864048338   precision 0.6496015014397367   recall 0.7308613211374251
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deviation 5/5   epoch 6/120   F1 0.673294493997697   accuracy 0.752643504531722   precision 0.6618006993006993   recall 0.7488358185349748
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deviation 5/5   epoch 7/120   F1 0.6961371877378537   accuracy 0.7654833836858006   precision 0.6819750102838338   recall 0.7624106178778147
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deviation 5/5   epoch 8/120   F1 0.7076539449890549   accuracy 0.7700151057401813   precision 0.6930738379267791   recall 0.7620912894205307
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deviation 5/5   epoch 9/120   F1 0.7113531794120747   accuracy 0.774546827794562   precision 0.695896750308515   recall 0.7718977011483998
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deviation 5/5   epoch 10/120   F1 0.7224589655528882   accuracy 0.7794561933534743   precision 0.706993006993007   recall 0.7725893824485374
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deviation 5/5   epoch 11/120   F1 0.7182148862209774   accuracy 0.7783232628398792   precision 0.7024346976552859   recall 0.7747983439996161
deviation 5/5   epoch 12/120   F1 0.7297818424964337   accuracy 0.783987915407855   precision 0.7140965651995064   recall 0.7770265100481366
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deviation 5/5   epoch 13/120   F1 0.7245968847683872   accuracy 0.7817220543806647   precision 0.7086898395721926   recall 0.7769590866751057
deviation 5/5   epoch 14/120   F1 0.731898194097448   accuracy 0.7854984894259819   precision 0.7160839160839161   recall 0.7789104810449188
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deviation 5/5   epoch 15/120   F1 0.7309541736541292   accuracy 0.7847432024169184   precision 0.7152329288358701   recall 0.7778120685993416
deviation 5/5   epoch 16/120   F1 0.7346223582072638   accuracy 0.7862537764350453   precision 0.7192179144385027   recall 0.7775618489583334
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deviation 5/5   epoch 17/120   F1 0.7364978185732902   accuracy 0.7877643504531722   precision 0.7209198889345948   recall 0.7797167968750001
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deviation 5/5   epoch 18/120   F1 0.7343196811949825   accuracy 0.7866314199395771   precision 0.7186445907034142   recall 0.7791496904272474
deviation 5/5   epoch 19/120   F1 0.7427759448783553   accuracy 0.790785498489426   precision 0.7277483545865899   recall 0.7805595672443498
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deviation 5/5   epoch 20/120   F1 0.7388727385821918   accuracy 0.7888972809667674   precision 0.723480563554093   recall 0.7800078276562692
deviation 5/5   epoch 21/120   F1 0.740802945254629   accuracy 0.7900302114803626   precision 0.725470485396956   recall 0.7808893757266534
deviation 5/5   epoch 22/120   F1 0.7420371374356194   accuracy 0.7915407854984894   precision 0.7263163307280954   recall 0.7838880288957688
deviation 5/5   epoch 23/120   F1 0.7385848783579394   accuracy 0.7904078549848943   precision 0.7223287741670095   recall 0.7852259037510585
deviation 5/5   epoch 24/120   F1 0.7428490215495152   accuracy 0.7930513595166163   precision 0.7265914232825998   recall 0.7875764744269517
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deviation 5/5   epoch 25/120   F1 0.7416275442875995   accuracy 0.7926737160120846   precision 0.7251671122994652   recall 0.7881695699633211
deviation 5/5   epoch 26/120   F1 0.740250871305929   accuracy 0.7919184290030211   precision 0.7237453722747841   recall 0.7877417637689318
deviation 5/5   epoch 27/120   F1 0.7485088114291834   accuracy 0.7956948640483383   precision 0.7328517071164129   recall 0.7878054477119276
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deviation 5/5   epoch 28/120   F1 0.7453572709590516   accuracy 0.7930513595166163   precision 0.7300159399424104   recall 0.7839834562266104
deviation 5/5   epoch 29/120   F1 0.7506043095745605   accuracy 0.7968277945619335   precision 0.7351270053475936   recall 0.7883742195875638
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deviation 5/5   epoch 30/120   F1 0.7508030632200194   accuracy 0.7968277945619335   precision 0.7354123817359111   recall 0.7880928783802916
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deviation 5/5   epoch 31/120   F1 0.7452575671721315   accuracy 0.7938066465256798   precision 0.7294400452488687   recall 0.7864870244102881
deviation 5/5   epoch 32/120   F1 0.7493487541277007   accuracy 0.7953172205438066   precision 0.734281160016454   recall 0.7854654641484373
deviation 5/5   epoch 33/120   F1 0.7504048888001205   accuracy 0.7968277945619335   precision 0.7348416289592761   recall 0.788658620983874
deviation 5/5   epoch 34/120   F1 0.7529638258766685   accuracy 0.7964501510574018   precision 0.7388394693541752   recall 0.7840759062661735
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deviation 5/5   epoch 35/120   F1 0.7477387789652483   accuracy 0.7953172205438066   precision 0.7319981489099137   recall 0.7877166132606374
deviation 5/5   epoch 36/120   F1 0.7400961808180786   accuracy 0.7926737160120846   precision 0.7231694775812423   recall 0.7905653461560027
deviation 5/5   epoch 37/120   F1 0.7532899242484816   accuracy 0.797583081570997   precision 0.7385463800904977   recall 0.786973088830674
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deviation 5/5   epoch 38/120   F1 0.7551730722869183   accuracy 0.7979607250755287   precision 0.7411121966269025   recall 0.785617481862058
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deviation 5/5   epoch 39/120   F1 0.7571728293427317   accuracy 0.800226586102719   precision 0.7425236528177704   recall 0.7896429434996373
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deviation 5/5   epoch 40/120   F1 0.7494385385588351   accuracy 0.7964501510574018   precision 0.7337026943644591   recall 0.7888572706465931
deviation 5/5   epoch 41/120   F1 0.7558431607545271   accuracy 0.800226586102719   precision 0.7405260180995474   recall 0.7915051283309613
deviation 5/5   epoch 42/120   F1 0.7549723544371181   accuracy 0.7983383685800605   precision 0.7405388728918141   recall 0.7869771393691778
deviation 5/5   epoch 43/120   F1 0.7546215233116191   accuracy 0.797583081570997   precision 0.7405440148087207   recall 0.7852326077678191
deviation 5/5   epoch 44/120   F1 0.7528524447129099   accuracy 0.7983383685800605   precision 0.7373997326203208   recall 0.7898928822583886
deviation 5/5   epoch 45/120   F1 0.7492363884763489   accuracy 0.7964501510574018   precision 0.7334173179761414   recall 0.7891514079769035
deviation 5/5   epoch 46/120   F1 0.7523195264620066   accuracy 0.797583081570997   precision 0.7371194981489099   recall 0.7883016367205572
deviation 5/5   epoch 47/120   F1 0.7590197976388442   accuracy 0.8006042296072508   precision 0.7450894693541752   recall 0.7883021835117643
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deviation 5/5   epoch 48/120   F1 0.7481859530163013   accuracy 0.7949395770392749   precision 0.7328568490333196   recall 0.7859039100607892
deviation 5/5   epoch 49/120   F1 0.7556865776594398   accuracy 0.7994712990936556   precision 0.7408165364047716   recall 0.7894008946067924
deviation 5/5   epoch 50/120   F1 0.747822944997325   accuracy 0.7945619335347432   precision 0.7325740436034553   recall 0.7852431102982911
deviation 5/5   epoch 51/120   F1 0.7570097455799913   accuracy 0.7990936555891238   precision 0.7431021184697655   recall 0.7865337587840111
deviation 5/5   epoch 52/120   F1 0.7566520539031811   accuracy 0.7979607250755287   precision 0.743395207733443   recall 0.7837929894849018
deviation 5/5   epoch 53/120   F1 0.7493487541277007   accuracy 0.7953172205438066   precision 0.734281160016454   recall 0.7854654641484373
deviation 5/5   epoch 54/120   F1 0.7547971184490123   accuracy 0.7979607250755287   precision 0.7405414438502673   recall 0.7861002364521625
deviation 5/5   epoch 55/120   F1 0.7544331953125054   accuracy 0.797583081570997   precision 0.7402586384204031   recall 0.7854729574926302
deviation 5/5   epoch 56/120   F1 0.7471365861791152   accuracy 0.793429003021148   precision 0.7322963800904978   recall 0.7827417064670195
deviation 5/5   epoch 57/120   F1 0.7497747672885358   accuracy 0.7949395770392749   precision 0.7351398601398601   recall 0.7837695807138452
deviation 5/5   epoch 58/120   F1 0.755537114642546   accuracy 0.7983383685800605   precision 0.7413950020567668   recall 0.7862416925797207
deviation 5/5   epoch 59/120   F1 0.7538644239920311   accuracy 0.797583081570997   precision 0.7394025092554504   recall 0.7862104577252664
deviation 5/5   epoch 60/120   F1 0.7499414585191793   accuracy 0.7953172205438066   precision 0.7351372891814068   recall 0.7846706922310757
deviation 5/5   epoch 61/120   F1 0.7499970496253023   accuracy 0.7945619335347432   precision 0.7357131838749486   recall 0.7823839223839224
deviation 5/5   epoch 62/120   F1 0.7520275913352553   accuracy 0.7960725075528701   precision 0.7377005347593583   recall 0.7841757133899702
deviation 5/5   epoch 63/120   F1 0.7481023290768604   accuracy 0.7956948640483383   precision 0.7322809543397779   recall 0.7883921581771042
deviation 5/5   epoch 64/120   F1 0.7538644239920311   accuracy 0.797583081570997   precision 0.7394025092554504   recall 0.7862104577252664
deviation 5/5   epoch 65/120   F1 0.757923242777059   accuracy 0.7998489425981873   precision 0.7439531057178116   recall 0.787536779968667
deviation 5/5   epoch 66/120   F1 0.7584714777992323   accuracy 0.7994712990936556   precision 0.7450971822295351   recall 0.7857774510310882
deviation 5/5   epoch 67/120   F1 0.7534820644501505   accuracy 0.797583081570997   precision 0.7388317564788153   recall 0.7867160493827161
deviation 5/5   epoch 68/120   F1 0.7586548688057397   accuracy 0.800226586102719   precision 0.7448066639243109   recall 0.7876843629409245
deviation 5/5   epoch 69/120   F1 0.756051604200924   accuracy 0.7998489425981873   precision 0.7410993418346359   recall 0.7900443210040733
deviation 5/5   epoch 70/120   F1 0.7612112206435397   accuracy 0.8024924471299094   precision 0.7470742492801317   recall 0.7909257133169911
update
deviation 5/5   epoch 71/120   F1 0.7600632230109958   accuracy 0.7990936555891238   precision 0.7479535170711642   recall 0.7829099442651803
deviation 5/5   epoch 72/120   F1 0.7582901331312539   accuracy 0.7998489425981873   precision 0.7445238584944467   recall 0.7870681979385177
deviation 5/5   epoch 73/120   F1 0.7634035513564481   accuracy 0.8006042296072508   precision 0.7522238790621143   recall 0.7831844357527387
update
deviation 5/5   epoch 74/120   F1 0.7611922692604965   accuracy 0.8013595166163142   precision 0.7479380913204443   recall 0.7877002890785584
deviation 5/5   epoch 75/120   F1 0.7599112069720593   accuracy 0.7998489425981873   precision 0.7470922459893048   recall 0.7850883958234456
deviation 5/5   epoch 76/120   F1 0.7646641792371239   accuracy 0.801737160120846   precision 0.7533576717400248   recall 0.7847066182169073
update
deviation 5/5   epoch 77/120   F1 0.7645239574105565   accuracy 0.8021148036253777   precision 0.7527843480049363   recall 0.7858268288783268
deviation 5/5   epoch 78/120   F1 0.7627834671020549   accuracy 0.7990936555891238   precision 0.7525195392842452   recall 0.7801259454464561
deviation 5/5   epoch 79/120   F1 0.7640039819199311   accuracy 0.7998489425981873   precision 0.7539412793089264   recall 0.7807582545024558
deviation 5/5   epoch 80/120   F1 0.763649207276177   accuracy 0.801737160120846   precision 0.7516454134101194   recall 0.7858196179776101
deviation 5/5   epoch 81/120   F1 0.7626788205237222   accuracy 0.7979607250755287   precision 0.7533833813245578   recall 0.7776133466004999
deviation 5/5   epoch 82/120   F1 0.7623844760250575   accuracy 0.8006042296072508   precision 0.750511620732209   recall 0.784275140549009
deviation 5/5   epoch 83/120   F1 0.7608328306198037   accuracy 0.797583081570997   precision 0.7505321883998355   recall 0.7783921607839217
deviation 5/5   epoch 84/120   F1 0.7622228798966852   accuracy 0.7983383685800605   precision 0.7522393048128342   recall 0.7788765462979808
deviation 5/5   epoch 85/120   F1 0.7679550202256338   accuracy 0.8009818731117825   precision 0.7599264705882353   recall 0.7798738503935427
update
deviation 5/5   epoch 86/120   F1 0.7670743941164332   accuracy 0.800226586102719   precision 0.7590754833401891   recall 0.7789575563462013
deviation 5/5   epoch 87/120   F1 0.7660832694065847   accuracy 0.7968277945619335   precision 0.7608108802961744   recall 0.7729363969005596
deviation 5/5   epoch 88/120   F1 0.7649448892255168   accuracy 0.7972054380664653   precision 0.758239921842863   recall 0.7743261502915116
deviation 5/5   epoch 89/120   F1 0.7679566674638989   accuracy 0.7990936555891238   precision 0.7619369600987248   recall 0.7760495834180046
update
deviation 5/5   epoch 90/120   F1 0.7643305256653099   accuracy 0.7998489425981873   precision 0.7545120320855614   recall 0.7804549832851719
deviation 5/5   epoch 91/120   F1 0.7690539507780638   accuracy 0.7994712990936556   precision 0.7636466474701769   recall 0.7760958398370585
update
deviation 5/5   epoch 92/120   F1 0.768383556724442   accuracy 0.7998489425981873   precision 0.7619318181818182   recall 0.7772362634970393
deviation 5/5   epoch 93/120   F1 0.7677995650626294   accuracy 0.7960725075528701   precision 0.7650966680378445   recall 0.7708882840659514
deviation 5/5   epoch 94/120   F1 0.7676761153674296   accuracy 0.7968277945619335   precision 0.7639500205676677   recall 0.7721539623841902
deviation 5/5   epoch 95/120   F1 0.7644529490101637   accuracy 0.7904078549848943   precision 0.7651352324146442   recall 0.7637939160390625
deviation 5/5   epoch 96/120   F1 0.7636818879059856   accuracy 0.7911631419939577   precision 0.7625617030028795   recall 0.7648676161175392
deviation 5/5   epoch 97/120   F1 0.7619449140024088   accuracy 0.7888972809667674   precision 0.7617209995886467   recall 0.762171421360356
deviation 5/5   epoch 98/120   F1 0.7656562448958875   accuracy 0.7945619335347432   precision 0.7625385643767997   recall 0.7692994369651499
deviation 5/5   epoch 99/120   F1 0.7617718635116243   accuracy 0.7900302114803626   precision 0.7600010283833813   recall 0.7637109896528705
deviation 5/5   epoch 100/120   F1 0.7603229330942001   accuracy 0.7877643504531722   precision 0.7597310777457836   recall 0.7609332382841557
deviation 5/5   epoch 101/120   F1 0.7602739943597618   accuracy 0.7847432024169184   precision 0.7634615384615384   recall 0.7575789947290765
deviation 5/5   epoch 102/120   F1 0.7571824705198863   accuracy 0.7794561933534743   precision 0.7637829082682024   recall 0.7525855298951509
deviation 5/5   epoch 103/120   F1 0.76413338124432   accuracy 0.7896525679758308   precision 0.7654257507198684   recall 0.762923495858713
deviation 5/5   epoch 104/120   F1 0.7500167692280937   accuracy 0.770392749244713   precision 0.7601347182229534   recall 0.7444552895812596
deviation 5/5   epoch 105/120   F1 0.7579848119648638   accuracy 0.7809667673716012   precision 0.7634872480460715   recall 0.7538994371333438
deviation 5/5   epoch 106/120   F1 0.7569369916514048   accuracy 0.7794561933534743   precision 0.7632121554915672   recall 0.7524865407427686
deviation 5/5   epoch 107/120   F1 0.7541283355236843   accuracy 0.7741691842900302   precision 0.7643896544631839   recall 0.7484537626718981
deviation 5/5   epoch 108/120   F1 0.7623814895163756   accuracy 0.7873867069486404   precision 0.7645850473056355   recall 0.7604154607525158
deviation 5/5   epoch 109/120   F1 0.7556422695633833   accuracy 0.7779456193353474   precision 0.7623663101604279   recall 0.751008461235734
deviation 5/5   epoch 110/120   F1 0.7565202883960953   accuracy 0.7802114803625377   precision 0.7612093788564377   recall 0.7528854075661522
deviation 5/5   epoch 111/120   F1 0.7613954117403752   accuracy 0.7888972809667674   precision 0.7605794940353764   recall 0.7622463454533812
deviation 5/5   epoch 112/120   F1 0.7540101882764675   accuracy 0.7779456193353474   precision 0.7586564171122995   recall 0.7504138011713373
deviation 5/5   epoch 113/120   F1 0.762130088446159   accuracy 0.7904078549848943   precision 0.7602838338132456   recall 0.7641591895708784
deviation 5/5   epoch 114/120   F1 0.7590329212946261   accuracy 0.7862537764350453   precision 0.7588852324146442   recall 0.7591817561741503
deviation 5/5   epoch 115/120   F1 0.7532876631461194   accuracy 0.7753021148036254   precision 0.7606720485396956   recall 0.7484210448943289
deviation 5/5   epoch 116/120   F1 0.7508348647235614   accuracy 0.7719033232628398   precision 0.7598390580008227   recall 0.7455019129167426
deviation 5/5   epoch 117/120   F1 0.7481862274498816   accuracy 0.7662386706948641   precision 0.7621606334841629   recall 0.7423888026214217
