deviation 1/5   epoch 1/120   F1 0.45504121591722757   accuracy 0.645392749244713   precision 0.5038615795968737   recall 0.5121047276537016
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deviation 1/5   epoch 2/120   F1 0.44940496374230365   accuracy 0.6491691842900302   precision 0.5038358700123406   recall 0.5139382261925615
deviation 1/5   epoch 3/120   F1 0.4725985356512729   accuracy 0.6582326283987915   precision 0.5174722336487042   recall 0.5562994074727605
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deviation 1/5   epoch 4/120   F1 0.5132545846553909   accuracy 0.6706948640483383   precision 0.5407882558617852   recall 0.6015145601249017
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deviation 1/5   epoch 5/120   F1 0.5857491679876752   accuracy 0.7020392749244713   precision 0.5908011106540518   recall 0.6695341985731343
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deviation 1/5   epoch 6/120   F1 0.626624414473118   accuracy 0.722809667673716   precision 0.6226218634306869   recall 0.7023169200488666
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deviation 1/5   epoch 7/120   F1 0.6671120849346329   accuracy 0.743202416918429   precision 0.6567281982723159   recall 0.7263490307177627
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deviation 1/5   epoch 8/120   F1 0.6823920609086849   accuracy 0.7545317220543807   precision 0.6700637597696422   recall 0.7441218911807147
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deviation 1/5   epoch 9/120   F1 0.6950475962800617   accuracy 0.7609516616314199   precision 0.681720485396956   recall 0.749405658221941
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deviation 1/5   epoch 10/120   F1 0.6912999067371319   accuracy 0.7620845921450151   precision 0.6777175030851501   recall 0.7574487895716946
deviation 1/5   epoch 11/120   F1 0.6962908619615213   accuracy 0.7647280966767371   precision 0.682265528589058   recall 0.7596833170483339
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deviation 1/5   epoch 12/120   F1 0.6989299836191905   accuracy 0.7654833836858006   precision 0.6848287741670095   recall 0.7587461477898999
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deviation 1/5   epoch 13/120   F1 0.6950333556115613   accuracy 0.7639728096676737   precision 0.6811291649526944   recall 0.7588360424008795
deviation 1/5   epoch 14/120   F1 0.7002908316670249   accuracy 0.7654833836858006   precision 0.6862556561085973   recall 0.7570613725777192
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deviation 1/5   epoch 15/120   F1 0.7016043155183027   accuracy 0.7666163141993958   precision 0.6873894487865077   recall 0.758989865969271
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deviation 1/5   epoch 16/120   F1 0.7022213255049183   accuracy 0.7669939577039275   precision 0.6879576306046895   recall 0.7594103584243699
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deviation 1/5   epoch 17/120   F1 0.7050323257033025   accuracy 0.7688821752265861   precision 0.690513163307281   recall 0.7618371212121212
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deviation 1/5   epoch 18/120   F1 0.7084931542390279   accuracy 0.7692598187311178   precision 0.694220485396956   recall 0.7587674940976287
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deviation 1/5   epoch 19/120   F1 0.7138201649374835   accuracy 0.7741691842900302   precision 0.698753085150144   recall 0.7672689180219051
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deviation 1/5   epoch 20/120   F1 0.7148551015954332   accuracy 0.7734138972809668   precision 0.7001851090086384   recall 0.7636240520043337
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deviation 1/5   epoch 21/120   F1 0.717484374183265   accuracy 0.7749244712990937   precision 0.7027432126696832   recall 0.7649662823946052
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deviation 1/5   epoch 22/120   F1 0.717045679524627   accuracy 0.7768126888217523   precision 0.7015888523241465   recall 0.7714447309136637
deviation 1/5   epoch 23/120   F1 0.7137675271612963   accuracy 0.7749244712990937   precision 0.6984625668449198   recall 0.7697732610154328
deviation 1/5   epoch 24/120   F1 0.720798321588036   accuracy 0.7779456193353474   precision 0.7055764088852323   recall 0.7700336018101075
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deviation 1/5   epoch 25/120   F1 0.7229250125989768   accuracy 0.7779456193353474   precision 0.7081447963800904   recall 0.7673535433590912
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deviation 1/5   epoch 26/120   F1 0.7241206472729199   accuracy 0.7802114803625377   precision 0.7087001234060057   recall 0.7727514036402245
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deviation 1/5   epoch 27/120   F1 0.7254139125297723   accuracy 0.7805891238670695   precision 0.7101244343891402   recall 0.7722230410341344
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deviation 1/5   epoch 28/120   F1 0.7293944852744254   accuracy 0.7809667673716012   precision 0.7149732620320856   recall 0.7684232828691397
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deviation 1/5   epoch 29/120   F1 0.7281893990121373   accuracy 0.7813444108761329   precision 0.7132584327437268   recall 0.7709762039516614
deviation 1/5   epoch 30/120   F1 0.7241206472729199   accuracy 0.7802114803625377   precision 0.7087001234060057   recall 0.7727514036402245
deviation 1/5   epoch 31/120   F1 0.7266947403187185   accuracy 0.7809667673716012   precision 0.7115487453722747   recall 0.7717257776897166
deviation 1/5   epoch 32/120   F1 0.7251808309946279   accuracy 0.7805891238670695   precision 0.7098390580008227   recall 0.7725286760476848
deviation 1/5   epoch 33/120   F1 0.7291282957340297   accuracy 0.7820996978851964   precision 0.7141094199917729   recall 0.7720575084099189
deviation 1/5   epoch 34/120   F1 0.7289029848429065   accuracy 0.7820996978851964   precision 0.7138240436034553   recall 0.7723425853536738
deviation 1/5   epoch 35/120   F1 0.7290861912221136   accuracy 0.7813444108761329   precision 0.7143999382969971   recall 0.7698769836935636
deviation 1/5   epoch 36/120   F1 0.7294853786234197   accuracy 0.7824773413897281   precision 0.7143922254216372   recall 0.772740950063451
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deviation 1/5   epoch 37/120   F1 0.7319894002310872   accuracy 0.7820996978851964   precision 0.7178193130399013   recall 0.7686261221092682
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deviation 1/5   epoch 38/120   F1 0.7264836295195471   accuracy 0.7817220543806647   precision 0.7109728506787331   recall 0.7743426441335273
deviation 1/5   epoch 39/120   F1 0.7304983787335553   accuracy 0.7847432024169184   precision 0.7146621760592349   recall 0.7784466084172614
deviation 1/5   epoch 40/120   F1 0.7331563162314552   accuracy 0.7858761329305136   precision 0.7175082270670505   recall 0.7783677048450794
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deviation 1/5   epoch 41/120   F1 0.7321672040122273   accuracy 0.7843655589123867   precision 0.7169477581242287   recall 0.7750117936922689
deviation 1/5   epoch 42/120   F1 0.7335459713981995   accuracy 0.7851208459214502   precision 0.7183694981489099   recall 0.7755156572475844
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deviation 1/5   epoch 43/120   F1 0.7325737613393501   accuracy 0.7854984894259819   precision 0.7169400452488688   recall 0.777975984582695
deviation 1/5   epoch 44/120   F1 0.7319906230372386   accuracy 0.7851208459214502   precision 0.7163718634306869   recall 0.7775837744104107
deviation 1/5   epoch 45/120   F1 0.7321241437776725   accuracy 0.7854984894259819   precision 0.7163692924722337   recall 0.7785956177606816
deviation 1/5   epoch 46/120   F1 0.7354807287115361   accuracy 0.7873867069486404   precision 0.7197809543397778   recall 0.7799297605062483
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deviation 1/5   epoch 47/120   F1 0.7356199972712387   accuracy 0.7877643504531722   precision 0.7197783833813246   recall 0.7809345094121358
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deviation 1/5   epoch 48/120   F1 0.7340975637932491   accuracy 0.7866314199395771   precision 0.7183592143150968   recall 0.7794568009693285
deviation 1/5   epoch 49/120   F1 0.7372922494804744   accuracy 0.7881419939577039   precision 0.7217734471410941   recall 0.7798104019430152
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deviation 1/5   epoch 50/120   F1 0.7399316162491261   accuracy 0.7888972809667674   precision 0.7249074454956808   recall 0.7786095954380385
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deviation 1/5   epoch 51/120   F1 0.7363551927948213   accuracy 0.7862537764350453   precision 0.7215009255450432   recall 0.7753189232027815
deviation 1/5   epoch 52/120   F1 0.735419110439337   accuracy 0.7866314199395771   precision 0.720071472645002   recall 0.7776630295952998
deviation 1/5   epoch 53/120   F1 0.732388675074314   accuracy 0.7843655589123867   precision 0.7172331345125462   recall 0.7747253193870824
deviation 1/5   epoch 54/120   F1 0.735926342526422   accuracy 0.7862537764350453   precision 0.7209301727684081   recall 0.7758612940919656
deviation 1/5   epoch 55/120   F1 0.7336846280242506   accuracy 0.7854984894259819   precision 0.7183669271904566   recall 0.776484375
deviation 1/5   epoch 56/120   F1 0.7388517997791734   accuracy 0.7877643504531722   precision 0.724059029206088   recall 0.7766289046257178
deviation 1/5   epoch 57/120   F1 0.7370042071945868   accuracy 0.7873867069486404   precision 0.7217785890580009   recall 0.7778753550429998
deviation 1/5   epoch 58/120   F1 0.73650019664033   accuracy 0.7866314199395771   precision 0.7214983545865898   recall 0.7762552557006064
deviation 1/5   epoch 59/120   F1 0.7404059727913641   accuracy 0.7885196374622356   precision 0.7257661456190868   recall 0.7768934855268967
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deviation 1/5   epoch 60/120   F1 0.7354946010662329   accuracy 0.7862537764350453   precision 0.7203594199917729   recall 0.7764157636738906
deviation 1/5   epoch 61/120   F1 0.7408190431446244   accuracy 0.7885196374622356   precision 0.7263368983957219   recall 0.7763838657826
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deviation 1/5   epoch 62/120   F1 0.7442038401368158   accuracy 0.790785498489426   precision 0.7297459893048128   recall 0.7787379715840859
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deviation 1/5   epoch 63/120   F1 0.7423097975969651   accuracy 0.7896525679758308   precision 0.7277560674619499   recall 0.7778152795581323
deviation 1/5   epoch 64/120   F1 0.7368594649909929   accuracy 0.7870090634441088   precision 0.7217811600164541   recall 0.7769238671237978
deviation 1/5   epoch 65/120   F1 0.739838526044466   accuracy 0.7881419939577039   precision 0.725197963800905   recall 0.7765002560830577
deviation 1/5   epoch 66/120   F1 0.7476307021356086   accuracy 0.7922960725075529   precision 0.7337309749074454   recall 0.7788549133639451
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deviation 1/5   epoch 67/120   F1 0.7432350766002076   accuracy 0.7904078549848943   precision 0.7286070547099959   recall 0.7788533079314306
deviation 1/5   epoch 68/120   F1 0.7425596565566458   accuracy 0.7892749244712991   precision 0.7283293911970383   recall 0.7764286603585657
deviation 1/5   epoch 69/120   F1 0.7447661018851671   accuracy 0.7911631419939577   precision 0.7303141711229946   recall 0.7791288964916094
deviation 1/5   epoch 70/120   F1 0.7453278322925959   accuracy 0.7915407854984894   precision 0.7308823529411765   recall 0.7795194223107569
deviation 1/5   epoch 71/120   F1 0.7441603556034502   accuracy 0.7911631419939577   precision 0.7294580419580419   recall 0.7798913363047287
deviation 1/5   epoch 72/120   F1 0.7426703356935915   accuracy 0.7900302114803626   precision 0.7280388728918141   recall 0.7784621760096444
deviation 1/5   epoch 73/120   F1 0.7360637407020827   accuracy 0.7854984894259819   precision 0.7215060674619498   recall 0.7734769539396209
deviation 1/5   epoch 74/120   F1 0.748978955873796   accuracy 0.7922960725075529   precision 0.7357286096256684   recall 0.7772908727998549
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deviation 1/5   epoch 75/120   F1 0.7440843244070071   accuracy 0.7900302114803626   precision 0.730036507610037   recall 0.7767356482526762
deviation 1/5   epoch 76/120   F1 0.7454346728423984   accuracy 0.7904078549848943   precision 0.7317461949814891   recall 0.7762033529567226
deviation 1/5   epoch 77/120   F1 0.7434384009678408   accuracy 0.7904078549848943   precision 0.7288924310983134   recall 0.7785985581906584
deviation 1/5   epoch 78/120   F1 0.741639858856264   accuracy 0.7900302114803626   precision 0.7266119909502262   recall 0.7797808553118146
deviation 1/5   epoch 79/120   F1 0.7459912455673758   accuracy 0.790785498489426   precision 0.7323143767996709   recall 0.7765972426290528
deviation 1/5   epoch 80/120   F1 0.7413330943171093   accuracy 0.7892749244712991   precision 0.7266171328671329   recall 0.777937188623321
deviation 1/5   epoch 81/120   F1 0.7446441630903748   accuracy 0.7904078549848943   precision 0.7306046894282188   recall 0.7771288235325923
deviation 1/5   epoch 82/120   F1 0.7471751949421277   accuracy 0.7904078549848943   precision 0.7343145824763472   recall 0.7742723870069781
deviation 1/5   epoch 83/120   F1 0.7433637909760896   accuracy 0.7892749244712991   precision 0.7294708967503085   recall 0.7754783950617283
deviation 1/5   epoch 84/120   F1 0.7404059727913641   accuracy 0.7885196374622356   precision 0.7257661456190868   recall 0.7768934855268967
deviation 1/5   epoch 85/120   F1 0.7472967926642048   accuracy 0.7915407854984894   precision 0.7337361168243521   recall 0.7771599292726054
deviation 1/5   epoch 86/120   F1 0.7484800706659982   accuracy 0.790785498489426   precision 0.7360242698477992   recall 0.7738758304669111
deviation 1/5   epoch 87/120   F1 0.7494161415194182   accuracy 0.7904078549848943   precision 0.737739099136158   recall 0.7720041298763758
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deviation 1/5   epoch 88/120   F1 0.7512182856268261   accuracy 0.7922960725075529   precision 0.7391531262854792   recall 0.7748944998049576
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deviation 1/5   epoch 89/120   F1 0.7469612764122466   accuracy 0.790785498489426   precision 0.7337412587412587   recall 0.7755005257527962
deviation 1/5   epoch 90/120   F1 0.7444051070472792   accuracy 0.790785498489426   precision 0.7300313656931303   recall 0.7784891683266932
deviation 1/5   epoch 91/120   F1 0.748380594445809   accuracy 0.7926737160120846   precision 0.7345845331139449   recall 0.7790150808012005
deviation 1/5   epoch 92/120   F1 0.7472396641432286   accuracy 0.7922960725075529   precision 0.7331602221308103   recall 0.7793254793254794
deviation 1/5   epoch 93/120   F1 0.7428743677029551   accuracy 0.7900302114803626   precision 0.7283242492801316   recall 0.7782071242626536
deviation 1/5   epoch 94/120   F1 0.7519173562101025   accuracy 0.7941842900302115   precision 0.7388548951048951   recall 0.7790411293198927
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deviation 1/5   epoch 95/120   F1 0.7453657985228078   accuracy 0.7911631419939577   precision 0.7311703002879473   recall 0.7783917147534511
deviation 1/5   epoch 96/120   F1 0.7460206637742797   accuracy 0.7904078549848943   precision 0.7326023241464418   recall 0.77553682902558
deviation 1/5   epoch 97/120   F1 0.7484469997356595   accuracy 0.7915407854984894   precision 0.7354483751542575   recall 0.7758699633699634
deviation 1/5   epoch 98/120   F1 0.7488079097941894   accuracy 0.7919184290030211   precision 0.7357311805841218   recall 0.7764730315166893
deviation 1/5   epoch 99/120   F1 0.7512041132219622   accuracy 0.7930513595166163   precision 0.7385772315919374   recall 0.7768382144551212
deviation 1/5   epoch 100/120   F1 0.748978955873796   accuracy 0.7922960725075529   precision 0.7357286096256684   recall 0.7772908727998549
deviation 1/5   epoch 101/120   F1 0.7461560957023263   accuracy 0.7911631419939577   precision 0.7323118058412176   recall 0.7774470632937627
deviation 1/5   epoch 102/120   F1 0.7465333866005621   accuracy 0.793429003021148   precision 0.7314402509255451   recall 0.7835416484573027
deviation 1/5   epoch 103/120   F1 0.7478511454768074   accuracy 0.7919184290030211   precision 0.7343042986425339   recall 0.7775529595928756
deviation 1/5   epoch 104/120   F1 0.7537511251029122   accuracy 0.7941842900302115   precision 0.7417086589880708   recall 0.7770576165795474
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deviation 1/5   epoch 105/120   F1 0.7511812714776632   accuracy 0.7938066465256798   precision 0.7380013368983958   recall 0.7788612155388471
deviation 1/5   epoch 106/120   F1 0.7519173562101025   accuracy 0.7941842900302115   precision 0.7388548951048951   recall 0.7790411293198927
deviation 1/5   epoch 107/120   F1 0.7508045634674411   accuracy 0.7938066465256798   precision 0.7374305841217605   recall 0.7792929292929294
deviation 1/5   epoch 108/120   F1 0.7500811187847682   accuracy 0.7930513595166163   precision 0.736864973262032   recall 0.7780767547500114
deviation 1/5   epoch 109/120   F1 0.7506152652005176   accuracy 0.7938066465256798   precision 0.737145207733443   recall 0.7795126104914197
deviation 1/5   epoch 110/120   F1 0.7462867178771557   accuracy 0.7919184290030211   precision 0.7320212875359935   recall 0.7794165341135584
deviation 1/5   epoch 111/120   F1 0.750977301414337   accuracy 0.7941842900302115   precision 0.7374280131633073   recall 0.7801254270320279
deviation 1/5   epoch 112/120   F1 0.7490135313619757   accuracy 0.7915407854984894   precision 0.7363045043192102   recall 0.7752586736145426
deviation 1/5   epoch 113/120   F1 0.747463948159637   accuracy 0.7919184290030211   precision 0.7337335458658988   recall 0.778002915708206
deviation 1/5   epoch 114/120   F1 0.7474900961672011   accuracy 0.7915407854984894   precision 0.7340214932126696   recall 0.7769385699899296
deviation 1/5   epoch 115/120   F1 0.7508574984217795   accuracy 0.7919184290030211   precision 0.738870320855615   recall 0.7743134671523418
deviation 1/5   epoch 116/120   F1 0.7492011200790645   accuracy 0.7915407854984894   precision 0.7365898807075277   recall 0.7750597800095649
deviation 1/5   epoch 117/120   F1 0.7482357671179811   accuracy 0.7919184290030211   precision 0.7348750514191691   recall 0.7771133582822412
deviation 1/5   epoch 118/120   F1 0.7480661520769734   accuracy 0.7915407854984894   precision 0.7348776223776223   recall 0.7762898445533176
deviation 1/5   epoch 119/120   F1 0.7479152633243061   accuracy 0.790785498489426   precision 0.7351681406828465   recall 0.7744667954919164
deviation 1/5   epoch 120/120   F1 0.7494161415194182   accuracy 0.7904078549848943   precision 0.737739099136158   recall 0.7720041298763758

deviation 2/5   epoch 1/120   F1 0.5971507386844548   accuracy 0.7118580060422961   precision 0.600437062937063   recall 0.6919669784954823
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deviation 2/5   epoch 2/120   F1 0.6057645710494473   accuracy 0.7186555891238671   precision 0.6075251953928424   recall 0.7074947255617695
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deviation 2/5   epoch 3/120   F1 0.6268841622254993   accuracy 0.7273413897280967   precision 0.6234471410942   recall 0.7162697787126326
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deviation 2/5   epoch 4/120   F1 0.6394262594559469   accuracy 0.7330060422960725   precision 0.633396750308515   recall 0.7222215084088994
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deviation 2/5   epoch 5/120   F1 0.6573333089716303   accuracy 0.7405589123867069   precision 0.6481849033319622   recall 0.7278958735932703
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deviation 2/5   epoch 6/120   F1 0.675739406411313   accuracy 0.7481117824773413   precision 0.6643999382969972   recall 0.7321627771671204
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deviation 2/5   epoch 7/120   F1 0.6958629748194567   accuracy 0.7609516616314199   precision 0.6825766145619087   recall 0.7485181734272954
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deviation 2/5   epoch 8/120   F1 0.6969851421356472   accuracy 0.7654833836858006   precision 0.6828311394487865   recall 0.7612681871245124
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deviation 2/5   epoch 9/120   F1 0.7061718462690971   accuracy 0.7692598187311178   precision 0.6916520979020979   recall 0.7615873327794773
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deviation 2/5   epoch 10/120   F1 0.712454372821747   accuracy 0.7737915407854985   precision 0.6973287741670094   recall 0.7678672233201149
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deviation 2/5   epoch 11/120   F1 0.7159405793477355   accuracy 0.7764350453172205   precision 0.7004499177293295   recall 0.7717349253981033
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deviation 2/5   epoch 12/120   F1 0.7166490621227597   accuracy 0.777190332326284   precision 0.701015528589058   recall 0.7732435417132633
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deviation 2/5   epoch 13/120   F1 0.7188195599624545   accuracy 0.7787009063444109   precision 0.7030028794734677   recall 0.7751957842347947
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deviation 2/5   epoch 14/120   F1 0.7241171461717104   accuracy 0.7817220543806647   precision 0.7081190867955574   recall 0.7776491571058634
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deviation 2/5   epoch 15/120   F1 0.7260167252985357   accuracy 0.7817220543806647   precision 0.710402097902098   recall 0.7749757239961158
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deviation 2/5   epoch 16/120   F1 0.7285312680229246   accuracy 0.7851208459214502   precision 0.7120912176059235   recall 0.7825773645237726
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deviation 2/5   epoch 17/120   F1 0.7322571423934929   accuracy 0.7858761329305136   precision 0.7163667215137803   recall 0.7796190697693736
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deviation 2/5   epoch 18/120   F1 0.732521570422977   accuracy 0.7866314199395771   precision 0.7163615795968737   recall 0.7817015030540593
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deviation 2/5   epoch 19/120   F1 0.7360603867818782   accuracy 0.7877643504531722   precision 0.7203491361579597   recall 0.78031908630637
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deviation 2/5   epoch 20/120   F1 0.7359800589168367   accuracy 0.7881419939577039   precision 0.7200611888111889   recall 0.7816349932178266
deviation 2/5   epoch 21/120   F1 0.7390949926670263   accuracy 0.7900302114803626   precision 0.7231874742904154   recall 0.7832563830655029
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deviation 2/5   epoch 22/120   F1 0.7300628295103433   accuracy 0.7854984894259819   precision 0.7138009049773756   recall 0.781554712892741
deviation 2/5   epoch 23/120   F1 0.7339208825374559   accuracy 0.7873867069486404   precision 0.717783319621555   recall 0.7821453760303498
deviation 2/5   epoch 24/120   F1 0.7353139423937824   accuracy 0.7881419939577039   precision 0.7192050596462362   recall 0.7825923578226051
deviation 2/5   epoch 25/120   F1 0.7378625540404242   accuracy 0.7896525679758308   precision 0.721763163307281   recall 0.7838131854663248
deviation 2/5   epoch 26/120   F1 0.7367806323030204   accuracy 0.7885196374622356   precision 0.7209147470176882   recall 0.7817103196850033
deviation 2/5   epoch 27/120   F1 0.738803801602218   accuracy 0.7904078549848943   precision 0.7226141505553271   recall 0.784902281590574
deviation 2/5   epoch 28/120   F1 0.7403242677824267   accuracy 0.7915407854984894   precision 0.7240333196215549   recall 0.7863734356925018
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deviation 2/5   epoch 29/120   F1 0.735811320316941   accuracy 0.7888972809667674   precision 0.7194852941176471   recall 0.7843503393628422
deviation 2/5   epoch 30/120   F1 0.7353620493211401   accuracy 0.7888972809667674   precision 0.718914541341012   recall 0.7850254442172879
deviation 2/5   epoch 31/120   F1 0.7410132282578104   accuracy 0.7900302114803626   precision 0.7257558617852735   recall 0.780607679721853
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deviation 2/5   epoch 32/120   F1 0.738223611451899   accuracy 0.7900302114803626   precision 0.7220459687371452   recall 0.7845184562929288
deviation 2/5   epoch 33/120   F1 0.737501705475714   accuracy 0.7892749244712991   precision 0.7214803578774167   recall 0.7831100799242823
deviation 2/5   epoch 34/120   F1 0.7440153661086468   accuracy 0.7922960725075529   precision 0.7285941999177293   recall 0.7834951456310679
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deviation 2/5   epoch 35/120   F1 0.7409529450024721   accuracy 0.7904078549848943   precision 0.7254679144385027   recall 0.7818496119658656
deviation 2/5   epoch 36/120   F1 0.7405919548492768   accuracy 0.7900302114803626   precision 0.7251851090086384   recall 0.7811741592511268
deviation 2/5   epoch 37/120   F1 0.746735126902932   accuracy 0.793429003021148   precision 0.7317256273138626   recall 0.7832720607011558
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deviation 2/5   epoch 38/120   F1 0.7431231761328849   accuracy 0.7926737160120846   precision 0.7271647470176883   recall 0.7859447498614498
deviation 2/5   epoch 39/120   F1 0.7388782474212177   accuracy 0.7900302114803626   precision 0.7229020979020979   recall 0.7835668589819067
deviation 2/5   epoch 40/120   F1 0.7458276233079288   accuracy 0.7941842900302115   precision 0.7300082270670506   recall 0.7868688650091586
deviation 2/5   epoch 41/120   F1 0.7471732827832294   accuracy 0.7930513595166163   precision 0.7325843274372685   recall 0.7815799302788844
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deviation 2/5   epoch 42/120   F1 0.7446869566060401   accuracy 0.793429003021148   precision 0.728871863430687   recall 0.7861047704215065
deviation 2/5   epoch 43/120   F1 0.7426676722671856   accuracy 0.7915407854984894   precision 0.7271724598930481   recall 0.7830096823063298
deviation 2/5   epoch 44/120   F1 0.7472985670660088   accuracy 0.7938066465256798   precision 0.7322938091320443   recall 0.7836579515772554
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deviation 2/5   epoch 45/120   F1 0.7469741956587999   accuracy 0.7930513595166163   precision 0.732298951048951   recall 0.7818353374194856
deviation 2/5   epoch 46/120   F1 0.7498766805554098   accuracy 0.7960725075528701   precision 0.7345613944878651   recall 0.7870514575172652
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deviation 2/5   epoch 47/120   F1 0.7484660849985927   accuracy 0.7960725075528701   precision 0.7325637597696422   recall 0.7890696901523673
deviation 2/5   epoch 48/120   F1 0.7497120296229051   accuracy 0.7956948640483383   precision 0.7345639654463183   recall 0.786119506544518
deviation 2/5   epoch 49/120   F1 0.7500435666569851   accuracy 0.7938066465256798   precision 0.7362890785684904   recall 0.7801871837083105
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deviation 2/5   epoch 50/120   F1 0.7499703952945472   accuracy 0.7949395770392749   precision 0.7354252365281777   recall 0.7835158115539869
deviation 2/5   epoch 51/120   F1 0.7438080495356036   accuracy 0.7922960725075529   precision 0.7283088235294117   recall 0.7837809336332959
deviation 2/5   epoch 52/120   F1 0.7478614716164202   accuracy 0.7941842900302115   precision 0.7328619909502263   recall 0.7840434497979216
deviation 2/5   epoch 53/120   F1 0.7514488042801868   accuracy 0.7960725075528701   precision 0.7368444055944056   recall 0.7849256007150744
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deviation 2/5   epoch 54/120   F1 0.7495131693866293   accuracy 0.7956948640483383   precision 0.7342785890580008   recall 0.7863929185127683
deviation 2/5   epoch 55/120   F1 0.7498766805554098   accuracy 0.7960725075528701   precision 0.7345613944878651   recall 0.7870514575172652
deviation 2/5   epoch 56/120   F1 0.7551989722717477   accuracy 0.7964501510574018   precision 0.742263986013986   recall 0.7813858921843306
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deviation 2/5   epoch 57/120   F1 0.7514488042801868   accuracy 0.7960725075528701   precision 0.7368444055944056   recall 0.7849256007150744
deviation 2/5   epoch 58/120   F1 0.7500409367878202   accuracy 0.7964501510574018   precision 0.7345588235294118   recall 0.7879936109447294
deviation 2/5   epoch 59/120   F1 0.7568331101201224   accuracy 0.7983383685800605   precision 0.7433926367749897   recall 0.7846199405325613
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deviation 2/5   epoch 60/120   F1 0.7526164853384089   accuracy 0.7956948640483383   precision 0.7388446112710818   recall 0.7823620593364259
deviation 2/5   epoch 61/120   F1 0.755924375258971   accuracy 0.7964501510574018   precision 0.7434054915672563   recall 0.7805702681457543
deviation 2/5   epoch 62/120   F1 0.75701382199692   accuracy 0.7987160120845922   precision 0.7433900658165364   recall 0.7854556158867212
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deviation 2/5   epoch 63/120   F1 0.7501653703749073   accuracy 0.7949395770392749   precision 0.7357106129164952   recall 0.7832648590696923
deviation 2/5   epoch 64/120   F1 0.7531801210281761   accuracy 0.7956948640483383   precision 0.7397007404360345   recall 0.7816841408783255
deviation 2/5   epoch 65/120   F1 0.7550116352895616   accuracy 0.7968277945619335   precision 0.7416906622788976   recall 0.7826296753943702
deviation 2/5   epoch 66/120   F1 0.7588192020642603   accuracy 0.7987160120845922   precision 0.746243829699712   recall 0.7833096820423475
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deviation 2/5   epoch 67/120   F1 0.7540821061237115   accuracy 0.7968277945619335   precision 0.7402637803373098   recall 0.7837549795958025
deviation 2/5   epoch 68/120   F1 0.7582469034424897   accuracy 0.7972054380664653   precision 0.7465394899218429   recall 0.7800202947113296
deviation 2/5   epoch 69/120   F1 0.7542785179293432   accuracy 0.7964501510574018   precision 0.7408371040723982   recall 0.7824614210967105
deviation 2/5   epoch 70/120   F1 0.7579240300943257   accuracy 0.7987160120845922   precision 0.7448169477581242   recall 0.7843511179692533
deviation 2/5   epoch 71/120   F1 0.7588359017362496   accuracy 0.7998489425981873   precision 0.7453799876593994   recall 0.7863851314857713
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deviation 2/5   epoch 72/120   F1 0.7525825236592295   accuracy 0.7964501510574018   precision 0.7382687165775401   recall 0.7845613267471896
deviation 2/5   epoch 73/120   F1 0.7564706528303959   accuracy 0.797583081570997   precision 0.7433977786918964   recall 0.7829746532759445
deviation 2/5   epoch 74/120   F1 0.7548269671336681   accuracy 0.7968277945619335   precision 0.74140528589058   recall 0.7828495517640255
deviation 2/5   epoch 75/120   F1 0.7557423419551559   accuracy 0.7972054380664653   precision 0.7425442204853969   recall 0.7828007587118087
deviation 2/5   epoch 76/120   F1 0.7598739230230163   accuracy 0.7987160120845922   precision 0.7479560880296174   recall 0.7821400754021508
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deviation 2/5   epoch 77/120   F1 0.759336150432266   accuracy 0.7983383685800605   precision 0.7473879062114357   recall 0.7817496918216342
deviation 2/5   epoch 78/120   F1 0.7599112069720593   accuracy 0.7998489425981873   precision 0.7470922459893048   recall 0.7850883958234456
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deviation 2/5   epoch 79/120   F1 0.7562885014674258   accuracy 0.797583081570997   precision 0.7431124023035788   recall 0.7831888354820837
deviation 2/5   epoch 80/120   F1 0.7602375131647294   accuracy 0.7990936555891238   precision 0.7482388934594817   recall 0.7827188798411819
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deviation 2/5   epoch 81/120   F1 0.7578701382862949   accuracy 0.7964501510574018   precision 0.7465446318387495   recall 0.7785231268792563
deviation 2/5   epoch 82/120   F1 0.7562179902663551   accuracy 0.7941842900302115   precision 0.7457039284245166   recall 0.7746679599791633
deviation 2/5   epoch 83/120   F1 0.7576961790350201   accuracy 0.7964501510574018   precision 0.7462592554504319   recall 0.7786977423547974
deviation 2/5   epoch 84/120   F1 0.7550069662138628   accuracy 0.7945619335347432   precision 0.7434183463595229   recall 0.7767255892255892
deviation 2/5   epoch 85/120   F1 0.7583691744280127   accuracy 0.7960725075528701   precision 0.7476887083504731   recall 0.7771262473284375
deviation 2/5   epoch 86/120   F1 0.7583478219358482   accuracy 0.7956948640483383   precision 0.7479766556972439   recall 0.7762574226657224
deviation 2/5   epoch 87/120   F1 0.7506742595448546   accuracy 0.7919184290030211   precision 0.7385849444672974   recall 0.7744979431141465
deviation 2/5   epoch 88/120   F1 0.7571932206358938   accuracy 0.797583081570997   precision 0.7445392842451666   recall 0.7821428571428571
deviation 2/5   epoch 89/120   F1 0.7567684563468885   accuracy 0.7949395770392749   precision 0.7459841628959276   recall 0.7759376502846893
deviation 2/5   epoch 90/120   F1 0.7560840644045099   accuracy 0.7953172205438066   precision 0.7445547099958865   recall 0.7775153677613977
deviation 2/5   epoch 91/120   F1 0.7559153014332758   accuracy 0.7956948640483383   precision 0.743981386260798   recall 0.7786330395030356
deviation 2/5   epoch 92/120   F1 0.7529398103244246   accuracy 0.7900302114803626   precision 0.7437345742492801   recall 0.7681360889007052
deviation 2/5   epoch 93/120   F1 0.7549281914696702   accuracy 0.7922960725075529   precision 0.745146030440148   recall 0.7714887292543968
deviation 2/5   epoch 94/120   F1 0.752304884518509   accuracy 0.7930513595166163   precision 0.7402894899218428   recall 0.7756866134346452
deviation 2/5   epoch 95/120   F1 0.7544722996609514   accuracy 0.7945619335347432   precision 0.7425622171945702   recall 0.7772669164646242
deviation 2/5   epoch 96/120   F1 0.7520819693773355   accuracy 0.7900302114803626   precision 0.7423076923076923   recall 0.76879770012663
deviation 2/5   epoch 97/120   F1 0.7515603748814573   accuracy 0.7900302114803626   precision 0.7414515631427396   recall 0.7692185309723858
deviation 2/5   epoch 98/120   F1 0.7494618719324206   accuracy 0.7851208459214502   precision 0.7420557383792679   recall 0.7606316753993734
deviation 2/5   epoch 99/120   F1 0.7509153012755512   accuracy 0.7870090634441088   precision 0.7428990127519539   recall 0.7633753345227475
deviation 2/5   epoch 100/120   F1 0.7544781966280489   accuracy 0.7885196374622356   precision 0.7477401275195392   recall 0.7641453058225947
deviation 2/5   epoch 101/120   F1 0.750503486761477   accuracy 0.7904078549848943   precision 0.7394513574660634   recall 0.7709930743821972
deviation 2/5   epoch 102/120   F1 0.7491676460785517   accuracy 0.7858761329305136   precision 0.740909090909091   recall 0.7622530549987231
deviation 2/5   epoch 103/120   F1 0.7503059464419597   accuracy 0.7919184290030211   precision 0.7380141916906623   recall 0.7748738686779388
deviation 2/5   epoch 104/120   F1 0.746734223729438   accuracy 0.7858761329305136   precision 0.736913821472645   recall 0.7639329154992206
deviation 2/5   epoch 105/120   F1 0.7507870713977585   accuracy 0.7877643504531722   precision 0.7420377416700946   recall 0.7649676329862088
deviation 2/5   epoch 106/120   F1 0.7506321368769593   accuracy 0.7881419939577039   precision 0.7414644179350062   recall 0.7658576577379879
deviation 2/5   epoch 107/120   F1 0.7520556409895645   accuracy 0.7851208459214502   precision 0.7466217605923489   recall 0.7593563676157375
deviation 2/5   epoch 108/120   F1 0.7518219567020591   accuracy 0.7881419939577039   precision 0.7434620526532292   recall 0.7650322029925518
deviation 2/5   epoch 109/120   F1 0.7493171516440029   accuracy 0.7854984894259819   precision 0.7414824146441794   recall 0.7614290127837944
deviation 2/5   epoch 110/120   F1 0.7429845343974011   accuracy 0.7824773413897281   precision 0.733512443438914   recall 0.7594797663090833
deviation 2/5   epoch 111/120   F1 0.7476980951370085   accuracy 0.7813444108761329   precision 0.7423668243521184   recall 0.7548817226977378
deviation 2/5   epoch 112/120   F1 0.7422753417053349   accuracy 0.7809667673716012   precision 0.7335227272727273   recall 0.7569018817014224
deviation 2/5   epoch 113/120   F1 0.742632689540099   accuracy 0.7768126888217523   precision 0.7375462772521596   recall 0.7494601882506995
deviation 2/5   epoch 114/120   F1 0.7429425356139563   accuracy 0.7794561933534743   precision 0.7358160222130811   recall 0.7537183795969737
deviation 2/5   epoch 115/120   F1 0.7412674740730159   accuracy 0.7760574018126888   precision 0.7358391608391608   recall 0.7487230951833829
deviation 2/5   epoch 116/120   F1 0.7455852116600372   accuracy 0.7753021148036254   precision 0.7444055944055944   recall 0.7468465485846714
deviation 2/5   epoch 117/120   F1 0.7469874663668317   accuracy 0.7805891238670695   precision 0.7418012134923899   recall 0.7539285268319682
deviation 2/5   epoch 118/120   F1 0.7456863434517066   accuracy 0.777190332326284   precision 0.7426804812834225   recall 0.749250081857262
deviation 2/5   epoch 119/120   F1 0.744513518024032   accuracy 0.7764350453172205   precision 0.7412587412587412   recall 0.7484327346662148
deviation 2/5   epoch 120/120   F1 0.7419747987485934   accuracy 0.7768126888217523   precision 0.7364047716988893   recall 0.7496770492860464

deviation 3/5   epoch 1/120   F1 0.5734675643365004   accuracy 0.7099697885196374   precision 0.5861810983134512   recall 0.7088340653521478
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deviation 3/5   epoch 2/120   F1 0.587916914338551   accuracy 0.7152567975830816   precision 0.5958479020979021   recall 0.7141995311638168
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deviation 3/5   epoch 3/120   F1 0.6066831294700195   accuracy 0.7197885196374623   precision 0.6083736116824352   recall 0.7106596701649175
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deviation 3/5   epoch 4/120   F1 0.6206091229890717   accuracy 0.7246978851963746   precision 0.6186137392019745   recall 0.7136601032502168
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deviation 3/5   epoch 5/120   F1 0.6482899388266492   accuracy 0.7348942598187311   precision 0.6405183052241876   recall 0.7194852601608712
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deviation 3/5   epoch 6/120   F1 0.6692970360385067   accuracy 0.7435800604229608   precision 0.6587232620320855   recall 0.7254707807770793
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deviation 3/5   epoch 7/120   F1 0.6850123720233365   accuracy 0.752643504531722   precision 0.6729303784450843   recall 0.736033922660755
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deviation 3/5   epoch 8/120   F1 0.6988671819612816   accuracy 0.7613293051359517   precision 0.6857131838749486   recall 0.7464660181586786
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deviation 3/5   epoch 9/120   F1 0.7059612378601385   accuracy 0.7643504531722054   precision 0.6928270259152612   recall 0.7476784888712766
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deviation 3/5   epoch 10/120   F1 0.708714244643771   accuracy 0.7654833836858006   precision 0.6956730769230769   recall 0.7480431433224888
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deviation 3/5   epoch 11/120   F1 0.7168980890210215   accuracy 0.7700151057401813   precision 0.7039181406828465   recall 0.752043467933303
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deviation 3/5   epoch 12/120   F1 0.7192342041281827   accuracy 0.7722809667673716   precision 0.7059003496503496   recall 0.7556388937434115
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deviation 3/5   epoch 13/120   F1 0.7308411448790437   accuracy 0.7790785498489426   precision 0.7178398807075278   recall 0.7617887346898421
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deviation 3/5   epoch 14/120   F1 0.7258851291541759   accuracy 0.7779456193353474   precision 0.7118546894282188   recall 0.7639269230892418
deviation 3/5   epoch 15/120   F1 0.7309197782984674   accuracy 0.779833836858006   precision 0.7175493624023036   recall 0.7636586066924194
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deviation 3/5   epoch 16/120   F1 0.7309037406397706   accuracy 0.7820996978851964   precision 0.7163924310983134   recall 0.7698870901154751
deviation 3/5   epoch 17/120   F1 0.7314869536128457   accuracy 0.7802114803625377   precision 0.7181175442204855   recall 0.7640656125498008
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deviation 3/5   epoch 18/120   F1 0.7332455175020287   accuracy 0.7809667673716012   precision 0.7201100370218018   recall 0.7642407407407408
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deviation 3/5   epoch 19/120   F1 0.7356842707766189   accuracy 0.783987915407855   precision 0.7218017276840807   recall 0.7696775322905335
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deviation 3/5   epoch 20/120   F1 0.7339822865677827   accuracy 0.7828549848942599   precision 0.7200971822295352   recall 0.7684730241984485
deviation 3/5   epoch 21/120   F1 0.7348787245655326   accuracy 0.7824773413897281   precision 0.7215266351295764   recall 0.7664982076746782
deviation 3/5   epoch 22/120   F1 0.7398866361910316   accuracy 0.7862537764350453   precision 0.7263523241464418   recall 0.7711696311696312
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deviation 3/5   epoch 23/120   F1 0.7407612017510683   accuracy 0.7873867069486404   precision 0.7269153640477171   recall 0.7732676179529155
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deviation 3/5   epoch 24/120   F1 0.7419250117229879   accuracy 0.7877643504531722   precision 0.7283396750308515   recall 0.7729846195458402
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deviation 3/5   epoch 25/120   F1 0.7410998067595755   accuracy 0.7836102719033232   precision 0.7297948375154257   recall 0.7634014447428232
deviation 3/5   epoch 26/120   F1 0.7402453546972495   accuracy 0.7866314199395771   precision 0.726635129576306   recall 0.7717907489954531
deviation 3/5   epoch 27/120   F1 0.7423597003692244   accuracy 0.7873867069486404   precision 0.7291983751542574   recall 0.7715045678909889
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deviation 3/5   epoch 28/120   F1 0.7434376667444087   accuracy 0.7885196374622356   precision 0.7300467914438502   recall 0.7733393410823113
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deviation 3/5   epoch 29/120   F1 0.741803244678644   accuracy 0.7870090634441088   precision 0.7286301933360757   recall 0.7711054204011951
deviation 3/5   epoch 30/120   F1 0.7408057646850561   accuracy 0.7870090634441088   precision 0.7272033113944878   recall 0.7721891121891122
deviation 3/5   epoch 31/120   F1 0.7413656499627442   accuracy 0.7873867069486404   precision 0.7277714932126698   recall 0.7725870680060029
deviation 3/5   epoch 32/120   F1 0.7390736953232122   accuracy 0.7862537764350453   precision 0.7252108185931716   recall 0.7720747415075645
deviation 3/5   epoch 33/120   F1 0.7380483792029823   accuracy 0.7847432024169184   precision 0.7246503496503496   recall 0.7691306691306692
deviation 3/5   epoch 34/120   F1 0.73651140469621   accuracy 0.7824773413897281   precision 0.7238096462361168   recall 0.7648539778449144
deviation 3/5   epoch 35/120   F1 0.7421489719155627   accuracy 0.7851208459214502   precision 0.7303553064582476   recall 0.766028902759561
deviation 3/5   epoch 36/120   F1 0.7386183618145137   accuracy 0.7832326283987915   precision 0.7263728918140683   recall 0.7647172891506498
deviation 3/5   epoch 37/120   F1 0.7396949016022291   accuracy 0.7817220543806647   precision 0.7289515631427396   recall 0.7602792976056865
deviation 3/5   epoch 38/120   F1 0.742549533322417   accuracy 0.7847432024169184   precision 0.7312140065816537   recall 0.7647829517618241
deviation 3/5   epoch 39/120   F1 0.7413505740603549   accuracy 0.7854984894259819   precision 0.7289258535582065   recall 0.7677026868579366
deviation 3/5   epoch 40/120   F1 0.7417912980642901   accuracy 0.7847432024169184   precision 0.7300725010283834   recall 0.7654514712861888
deviation 3/5   epoch 41/120   F1 0.7369946249123627   accuracy 0.7817220543806647   precision 0.7249562937062937   recall 0.7625484594980616
deviation 3/5   epoch 42/120   F1 0.7419818045683457   accuracy 0.7847432024169184   precision 0.730357877416701   recall 0.7652810469127029
deviation 3/5   epoch 43/120   F1 0.743434310638716   accuracy 0.7858761329305136   precision 0.7317770464829289   recall 0.7666652862890792
deviation 3/5   epoch 44/120   F1 0.7417660851608119   accuracy 0.7851208459214502   precision 0.7297845536816125   recall 0.7663805468316327
deviation 3/5   epoch 45/120   F1 0.7438407598859899   accuracy 0.7851208459214502   precision 0.7329236939531056   recall 0.764555432667915
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deviation 3/5   epoch 46/120   F1 0.7428402789216493   accuracy 0.7862537764350453   precision 0.7306329699712053   recall 0.7681342659014825
deviation 3/5   epoch 47/120   F1 0.7411219160705298   accuracy 0.7858761329305136   precision 0.728352529823118   recall 0.7688812080582627
deviation 3/5   epoch 48/120   F1 0.744219103648406   accuracy 0.7847432024169184   precision 0.7337823940765117   recall 0.7634038103348888
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deviation 3/5   epoch 49/120   F1 0.7470888457424565   accuracy 0.7873867069486404   precision 0.7363327848621966   recall 0.7669867347464833
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deviation 3/5   epoch 50/120   F1 0.7504910529742814   accuracy 0.7892749244712991   precision 0.7403151995063759   recall 0.7684123775283995
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deviation 3/5   epoch 51/120   F1 0.7474504476041806   accuracy 0.7873867069486404   precision 0.7369035376388318   recall 0.7666849963280382
deviation 3/5   epoch 52/120   F1 0.7441689135720368   accuracy 0.7862537764350453   precision 0.7326306046894282   recall 0.7668994953085225
deviation 3/5   epoch 53/120   F1 0.7479857040164424   accuracy 0.7870090634441088   precision 0.7380476141505553   recall 0.76542312730942
deviation 3/5   epoch 54/120   F1 0.744741143858271   accuracy 0.7858761329305136   precision 0.7337746812011517   recall 0.7655219865456284
deviation 3/5   epoch 55/120   F1 0.7463663560848761   accuracy 0.7870090634441088   precision 0.7354792266556972   recall 0.7667365600792125
deviation 3/5   epoch 56/120   F1 0.7474512987012987   accuracy 0.7870090634441088   precision 0.7371914849856026   recall 0.7658425541724296
deviation 3/5   epoch 57/120   F1 0.7461834175722205   accuracy 0.7870090634441088   precision 0.7351938502673796   recall 0.76689286766658
deviation 3/5   epoch 58/120   F1 0.746162873205611   accuracy 0.7877643504531722   precision 0.7346179555738379   recall 0.7686811051441492
deviation 3/5   epoch 59/120   F1 0.7501419170790915   accuracy 0.7896525679758308   precision 0.73945649938297   recall 0.7695588942872957
deviation 3/5   epoch 60/120   F1 0.7497551657339647   accuracy 0.7877643504531722   precision 0.7403254833401892   recall 0.7657045888666545
deviation 3/5   epoch 61/120   F1 0.7487064877949251   accuracy 0.7885196374622356   precision 0.738037330316742   recall 0.7681978685993529
deviation 3/5   epoch 62/120   F1 0.7519291125541125   accuracy 0.790785498489426   precision 0.7414464212258329   recall 0.7706114568925773
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deviation 3/5   epoch 63/120   F1 0.7514636525178029   accuracy 0.7877643504531722   precision 0.7431792472233649   recall 0.7645139098627471
deviation 3/5   epoch 64/120   F1 0.7515693422328231   accuracy 0.7904078549848943   precision 0.7411636157959687   recall 0.7700596746575958
deviation 3/5   epoch 65/120   F1 0.7503424980416212   accuracy 0.7858761329305136   precision 0.7429067256273139   recall 0.7615479694467149
deviation 3/5   epoch 66/120   F1 0.7503424980416212   accuracy 0.7858761329305136   precision 0.7429067256273139   recall 0.7615479694467149
deviation 3/5   epoch 67/120   F1 0.7519086825086023   accuracy 0.7900302114803626   precision 0.7420223159193747   recall 0.7689359635465025
deviation 3/5   epoch 68/120   F1 0.7530404217808901   accuracy 0.7888972809667674   precision 0.7448837926779104   recall 0.7657365191026894
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deviation 3/5   epoch 69/120   F1 0.7525390446394733   accuracy 0.7888972809667674   precision 0.7440276635129577   recall 0.7660723859180691
deviation 3/5   epoch 70/120   F1 0.7512164180506737   accuracy 0.7904078549848943   precision 0.7405928630193336   recall 0.7703623692423478
deviation 3/5   epoch 71/120   F1 0.7523708034057062   accuracy 0.7888972809667674   precision 0.7437422871246401   recall 0.7661880451789109
deviation 3/5   epoch 72/120   F1 0.7484092967775262   accuracy 0.7820996978851964   precision 0.7429324352118469   recall 0.7558389983152277
deviation 3/5   epoch 73/120   F1 0.7496745086368377   accuracy 0.7858761329305136   precision 0.7417652200740437   recall 0.7619402273108696
deviation 3/5   epoch 74/120   F1 0.7492314380752418   accuracy 0.7877643504531722   precision 0.7394693541752365   recall 0.7660991043752767
deviation 3/5   epoch 75/120   F1 0.7494142848539942   accuracy 0.7881419939577039   precision 0.7394667832167832   recall 0.7667770325376442
deviation 3/5   epoch 76/120   F1 0.7529737608543956   accuracy 0.790785498489426   precision 0.7431586795557383   recall 0.7697417205699488
deviation 3/5   epoch 77/120   F1 0.753447707646181   accuracy 0.7900302114803626   precision 0.7445907034142328   recall 0.7677624542640022
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deviation 3/5   epoch 78/120   F1 0.7524895120344812   accuracy 0.7881419939577039   precision 0.7446035582064994   recall 0.764601200760644
deviation 3/5   epoch 79/120   F1 0.752348123505284   accuracy 0.7885196374622356   precision 0.7440302344714109   recall 0.7654395561372305
deviation 3/5   epoch 80/120   F1 0.7529534179699822   accuracy 0.7877643504531722   precision 0.745747634718223   recall 0.7635989840576474
deviation 3/5   epoch 81/120   F1 0.7511264877129891   accuracy 0.7877643504531722   precision 0.7426084944467297   recall 0.7647370724481551
deviation 3/5   epoch 82/120   F1 0.7538480365335489   accuracy 0.7911631419939577   precision 0.7442976141505553   recall 0.7698708540926025
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deviation 3/5   epoch 83/120   F1 0.7528246753246753   accuracy 0.7915407854984894   precision 0.742297408473879   recall 0.7715652374366067
deviation 3/5   epoch 84/120   F1 0.7525152691910484   accuracy 0.7885196374622356   precision 0.7443156108597285   recall 0.7653292568859851
deviation 3/5   epoch 85/120   F1 0.7508311760322346   accuracy 0.7888972809667674   precision 0.741173899629782   recall 0.7673144807098409
deviation 3/5   epoch 86/120   F1 0.7540598212353734   accuracy 0.7892749244712991   precision 0.7463081036610448   recall 0.7658246462987267
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deviation 3/5   epoch 87/120   F1 0.7553610375334023   accuracy 0.7911631419939577   precision 0.7468660016454134   recall 0.7687377336509902
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deviation 3/5   epoch 88/120   F1 0.7544200870595996   accuracy 0.7854984894259819   precision 0.7506144590703414   recall 0.7590852188612147
deviation 3/5   epoch 89/120   F1 0.7529687891454265   accuracy 0.7862537764350453   precision 0.7471848004936241   recall 0.7608751098907063
deviation 3/5   epoch 90/120   F1 0.752883613791925   accuracy 0.7854984894259819   precision 0.7477606951871658   recall 0.7596406430597877
deviation 3/5   epoch 91/120   F1 0.7516520651745108   accuracy 0.7858761329305136   precision 0.7451897367338545   recall 0.7608463166388025
deviation 3/5   epoch 92/120   F1 0.7527271196828729   accuracy 0.7854984894259819   precision 0.7474753187988482   recall 0.7597047301453685
deviation 3/5   epoch 93/120   F1 0.7520290889883589   accuracy 0.7836102719033232   precision 0.74805892636775   recall 0.7569550092378369
deviation 3/5   epoch 94/120   F1 0.7497747631129292   accuracy 0.7794561933534743   precision 0.7480872069107363   recall 0.7516271695594126
deviation 3/5   epoch 95/120   F1 0.7456354439238437   accuracy 0.7737915407854985   precision 0.7461281365693131   recall 0.7451563917447233
deviation 3/5   epoch 96/120   F1 0.7462919204330731   accuracy 0.7760574018126888   precision 0.7449712052653229   recall 0.7477149785487782
deviation 3/5   epoch 97/120   F1 0.7471122884258089   accuracy 0.775679758308157   precision 0.7469714109419991   recall 0.7472542887661995
deviation 3/5   epoch 98/120   F1 0.7488905629860331   accuracy 0.7768126888217523   precision 0.7492467091731798   recall 0.7485414243184607
deviation 3/5   epoch 99/120   F1 0.7466297882740449   accuracy 0.7737915407854985   precision 0.748125771287536   recall 0.7452557007509941
deviation 3/5   epoch 100/120   F1 0.7451754218407941   accuracy 0.774546827794562   precision 0.744410736322501   recall 0.7459741608886699
deviation 3/5   epoch 101/120   F1 0.7454246562085561   accuracy 0.7719033232628398   precision 0.7478532496914849   recall 0.7433124105608262
deviation 3/5   epoch 102/120   F1 0.7444114126867688   accuracy 0.7734138972809668   precision 0.7441330728095434   recall 0.7446942288464908
deviation 3/5   epoch 103/120   F1 0.741728664724394   accuracy 0.7666163141993958   precision 0.7464623611682435   recall 0.7381578195531684
deviation 3/5   epoch 104/120   F1 0.7447266004065497   accuracy 0.7719033232628398   precision 0.7464263677498971   recall 0.7431852317934562
deviation 3/5   epoch 105/120   F1 0.7466942987085359   accuracy 0.7749244712990937   precision 0.7469765528589059   recall 0.7464165153240783
deviation 3/5   epoch 106/120   F1 0.7463481065805164   accuracy 0.7737915407854985   precision 0.7475550185109008   recall 0.7452212368533477
deviation 3/5   epoch 107/120   F1 0.740480625597323   accuracy 0.7688821752265861   precision 0.7413101604278074   recall 0.739690695322635
deviation 3/5   epoch 108/120   F1 0.7465567902298026   accuracy 0.7734138972809668   precision 0.7484137186343068   recall 0.7448861145114976
deviation 3/5   epoch 109/120   F1 0.742593030023045   accuracy 0.7681268882175226   precision 0.7464520773344303   recall 0.7395188634222762
deviation 3/5   epoch 110/120   F1 0.7381414335473313   accuracy 0.7624622356495468   precision 0.7439222542163719   recall 0.7340873188926522
deviation 3/5   epoch 111/120   F1 0.7430800654952545   accuracy 0.7685045317220544   precision 0.747020259152612   recall 0.7399542972737575
deviation 3/5   epoch 112/120   F1 0.7365654217283369   accuracy 0.7556646525679759   precision 0.7496760592348828   recall 0.731139196068106
deviation 3/5   epoch 113/120   F1 0.7478977484631975   accuracy 0.7760574018126888   precision 0.7481103455368161   recall 0.7476876730435452
deviation 3/5   epoch 114/120   F1 0.7395754227189952   accuracy 0.7624622356495468   precision 0.747061394487865   recall 0.7348562193933506
deviation 3/5   epoch 115/120   F1 0.7393830466588648   accuracy 0.7617069486404834   precision 0.7476372891814068   recall 0.7344410876132931
deviation 3/5   epoch 116/120   F1 0.7446730484705169   accuracy 0.7696374622356495   precision 0.7490101809954751   recall 0.7413049977577357
deviation 3/5   epoch 117/120   F1 0.7340056323347146   accuracy 0.7533987915407855   precision 0.7468377211024271   recall 0.7286585275091022
deviation 3/5   epoch 118/120   F1 0.7352858488354854   accuracy 0.7545317220543807   precision 0.7482568901686548   recall 0.7298991236110748
deviation 3/5   epoch 119/120   F1 0.7361104190542627   accuracy 0.7583081570996979   precision 0.7448066639243109   recall 0.7311165048543689
deviation 3/5   epoch 120/120   F1 0.7427300426798349   accuracy 0.7658610271903323   precision 0.7496066433566434   recall 0.7381807521239196

deviation 4/5   epoch 1/120   F1 0.4935780414154212   accuracy 0.6718277945619335   precision 0.5327900041135335   recall 0.6056566572848128
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deviation 4/5   epoch 2/120   F1 0.4871095675574605   accuracy 0.6729607250755287   precision 0.5307846565199507   recall 0.6112628810897704
deviation 4/5   epoch 3/120   F1 0.5134971981994987   accuracy 0.6827794561933535   precision 0.5464135129576306   recall 0.6435477843244833
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deviation 4/5   epoch 4/120   F1 0.5848731309377136   accuracy 0.7107250755287009   precision 0.5927396133278486   recall 0.6990783410138248
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deviation 4/5   epoch 5/120   F1 0.6215507527455784   accuracy 0.7258308157099698   precision 0.6194621554915672   recall 0.7166095611029533
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deviation 4/5   epoch 6/120   F1 0.6339722886169057   accuracy 0.7333836858006042   precision 0.6293989099136158   recall 0.7295912781680504
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deviation 4/5   epoch 7/120   F1 0.6636539907119097   accuracy 0.7466012084592145   precision 0.653565919374743   recall 0.740285215747208
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deviation 4/5   epoch 8/120   F1 0.675774136827304   accuracy 0.7518882175226587   precision 0.6640888523241465   recall 0.7433580698819413
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deviation 4/5   epoch 9/120   F1 0.6866667106276381   accuracy 0.7560422960725075   precision 0.6740487453722748   recall 0.7440068770882668
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deviation 4/5   epoch 10/120   F1 0.6922915828656437   accuracy 0.7594410876132931   precision 0.6791623817359111   recall 0.7479684234966333
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deviation 4/5   epoch 11/120   F1 0.6876936365155433   accuracy 0.7571752265861027   precision 0.6748971616618675   recall 0.7462661240181692
deviation 4/5   epoch 12/120   F1 0.690726977738515   accuracy 0.7601963746223565   precision 0.6774449814890992   recall 0.7520655007281409
deviation 4/5   epoch 13/120   F1 0.6968996642393058   accuracy 0.7620845921450151   precision 0.6834250308515014   recall 0.7507027900766041
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deviation 4/5   epoch 14/120   F1 0.6964298439912378   accuracy 0.7624622356495468   precision 0.682851707116413   recall 0.752363400884418
deviation 4/5   epoch 15/120   F1 0.7031165918592126   accuracy 0.7662386706948641   precision 0.6891042780748663   recall 0.7560076293433875
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deviation 4/5   epoch 16/120   F1 0.7008286845022407   accuracy 0.7654833836858006   precision 0.6868264088852324   recall 0.7564133778284714
deviation 4/5   epoch 17/120   F1 0.7085513734349367   accuracy 0.7685045317220544   precision 0.6945110037021802   recall 0.7564802737796491
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deviation 4/5   epoch 18/120   F1 0.7064332979694914   accuracy 0.7692598187311178   precision 0.6919374742904155   recall 0.7612599134744513
deviation 4/5   epoch 19/120   F1 0.7107525788582294   accuracy 0.7711480362537765   precision 0.6962052653229124   recall 0.7617550719418291
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deviation 4/5   epoch 20/120   F1 0.7152575958787941   accuracy 0.7722809667673716   precision 0.701048951048951   recall 0.7598233234625943
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deviation 4/5   epoch 21/120   F1 0.7115540839705481   accuracy 0.7722809667673716   precision 0.6967683052241876   recall 0.7642475194966056
deviation 4/5   epoch 22/120   F1 0.7178615350713206   accuracy 0.773036253776435   precision 0.70389757301522   recall 0.7590818549108291
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deviation 4/5   epoch 23/120   F1 0.7195062078877212   accuracy 0.774546827794562   precision 0.7053141711229947   recall 0.761503763707139
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deviation 4/5   epoch 24/120   F1 0.7186846234309623   accuracy 0.7741691842900302   precision 0.7044606129164952   recall 0.7613543748028184
deviation 4/5   epoch 25/120   F1 0.7204458855832399   accuracy 0.7753021148036254   precision 0.7061651583710407   recall 0.7625876458717924
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deviation 4/5   epoch 26/120   F1 0.7220936842234242   accuracy 0.7768126888217523   precision 0.7075817564788153   recall 0.7650254592303558
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deviation 4/5   epoch 27/120   F1 0.7266342914841202   accuracy 0.7794561933534743   precision 0.7121297819827231   recall 0.7673306463109602
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deviation 4/5   epoch 28/120   F1 0.7309834211105416   accuracy 0.7817220543806647   precision 0.7166803784450844   recall 0.7687200089275751
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deviation 4/5   epoch 29/120   F1 0.7271523103511006   accuracy 0.7809667673716012   precision 0.7121194981489098   recall 0.7711444421074771
deviation 4/5   epoch 30/120   F1 0.7324882266742732   accuracy 0.7817220543806647   precision 0.7186780131633073   recall 0.7670314697609002
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deviation 4/5   epoch 31/120   F1 0.7314793101918458   accuracy 0.7824773413897281   precision 0.7169606129164953   recall 0.7702878428282711
deviation 4/5   epoch 32/120   F1 0.7277943218066787   accuracy 0.7802114803625377   precision 0.7132661456190867   recall 0.7681380772749166
deviation 4/5   epoch 33/120   F1 0.732989000585403   accuracy 0.7824773413897281   precision 0.7189582476347183   recall 0.7685438607555023
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deviation 4/5   epoch 34/120   F1 0.7311223327077279   accuracy 0.7820996978851964   precision 0.716677807486631   recall 0.7696291675164662
deviation 4/5   epoch 35/120   F1 0.7351174842424735   accuracy 0.7836102719033232   precision 0.7212335458658988   recall 0.7692764745688458
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deviation 4/5   epoch 36/120   F1 0.7357053184254569   accuracy 0.7851208459214502   precision 0.7212232620320855   recall 0.7728240493034501
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deviation 4/5   epoch 37/120   F1 0.7401142041399001   accuracy 0.783987915407855   precision 0.7280800082270671   recall 0.7651661884265901
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deviation 4/5   epoch 38/120   F1 0.7390219655756416   accuracy 0.7866314199395771   precision 0.7249228712464006   recall 0.7731788350883328
deviation 4/5   epoch 39/120   F1 0.7401992301333489   accuracy 0.7870090634441088   precision 0.7263471822295351   recall 0.7728704082518194
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deviation 4/5   epoch 40/120   F1 0.7416419856122016   accuracy 0.7866314199395771   precision 0.728632764294529   recall 0.770289615555581
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deviation 4/5   epoch 41/120   F1 0.7394815244862698   accuracy 0.7862537764350453   precision 0.7257815713698066   recall 0.7716169279636772
deviation 4/5   epoch 42/120   F1 0.7403692124131378   accuracy 0.7854984894259819   precision 0.7274989716166187   recall 0.7686795569374272
deviation 4/5   epoch 43/120   F1 0.7442490696815611   accuracy 0.7881419939577039   precision 0.7314762443438914   recall 0.7714827068666716
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deviation 4/5   epoch 44/120   F1 0.741433484614832   accuracy 0.7885196374622356   precision 0.7271930275606746   recall 0.775640605748686
deviation 4/5   epoch 45/120   F1 0.7435814378134598   accuracy 0.7866314199395771   precision 0.7314865281777047   recall 0.7683535815273881
deviation 4/5   epoch 46/120   F1 0.7428134059792806   accuracy 0.7866314199395771   precision 0.7303450226244343   recall 0.7690995100523736
deviation 4/5   epoch 47/120   F1 0.7440555413989034   accuracy 0.7881419939577039   precision 0.7311908679555739   recall 0.7716837707739939
deviation 4/5   epoch 48/120   F1 0.7486528882765364   accuracy 0.7911631419939577   precision 0.736021698889346   recall 0.7746637685300359
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deviation 4/5   epoch 49/120   F1 0.7495744278418763   accuracy 0.7915407854984894   precision 0.7371606334841629   recall 0.7746691916485036
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deviation 4/5   epoch 50/120   F1 0.7495472107978789   accuracy 0.7922960725075529   precision 0.7365847387906211   recall 0.7766588799797967
deviation 4/5   epoch 51/120   F1 0.7473653810946916   accuracy 0.7904078549848943   precision 0.7345999588646648   recall 0.7740703196861332
deviation 4/5   epoch 52/120   F1 0.7478012887495645   accuracy 0.7885196374622356   precision 0.7366104483751543   recall 0.7689861578750468
deviation 4/5   epoch 53/120   F1 0.7492390075077324   accuracy 0.7900302114803626   precision 0.7377416700946113   recall 0.7712584335582282
deviation 4/5   epoch 54/120   F1 0.7490488414230265   accuracy 0.7904078549848943   precision 0.7371683463595229   recall 0.7723589567579338
deviation 4/5   epoch 55/120   F1 0.7497692659315871   accuracy 0.7911631419939577   precision 0.7377339572192514   recall 0.7735188610110132
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deviation 4/5   epoch 56/120   F1 0.7504904095875566   accuracy 0.7919184290030211   precision 0.7382995680789799   recall 0.7746847381479991
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deviation 4/5   epoch 57/120   F1 0.7502960990366409   accuracy 0.7922960725075529   precision 0.7377262443438914   recall 0.7758507531257178
deviation 4/5   epoch 58/120   F1 0.7510350745834915   accuracy 0.7922960725075529   precision 0.7388677498971616   recall 0.775081049873429
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deviation 4/5   epoch 59/120   F1 0.7515828830304023   accuracy 0.7922960725075529   precision 0.7397238790621143   recall 0.7745283352176371
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deviation 4/5   epoch 60/120   F1 0.7517416451515195   accuracy 0.7938066465256798   precision 0.7388574660633485   recall 0.7782324843148705
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deviation 4/5   epoch 61/120   F1 0.7555457515256458   accuracy 0.7949395770392749   precision 0.7439865281777047   recall 0.7771206330781893
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deviation 4/5   epoch 62/120   F1 0.7546453675533646   accuracy 0.7941842900302115   precision 0.7431355409296586   recall 0.776154079200476
deviation 4/5   epoch 63/120   F1 0.7542256552012243   accuracy 0.7919184290030211   precision 0.7442924722336487   recall 0.7712286282930394
deviation 4/5   epoch 64/120   F1 0.7550984718037022   accuracy 0.7922960725075529   precision 0.7454314068284656   recall 0.7713497134800801
deviation 4/5   epoch 65/120   F1 0.7526491673271958   accuracy 0.7915407854984894   precision 0.7420120320855614   recall 0.7717190815015804
deviation 4/5   epoch 66/120   F1 0.7542550790735493   accuracy 0.7926737160120846   precision 0.7437165775401069   recall 0.7729185305250521
deviation 4/5   epoch 67/120   F1 0.7565793164608128   accuracy 0.7945619335347432   precision 0.745986733854381   recall 0.7752219949776064
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deviation 4/5   epoch 68/120   F1 0.7574327182396953   accuracy 0.7945619335347432   precision 0.7474136157959688   recall 0.774461822786543
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deviation 4/5   epoch 69/120   F1 0.7537305430456396   accuracy 0.7926737160120846   precision 0.7428604483751543   recall 0.7733907582329724
deviation 4/5   epoch 70/120   F1 0.7553501266935633   accuracy 0.7941842900302115   precision 0.7442770464829289   recall 0.7754717664923477
deviation 4/5   epoch 71/120   F1 0.7558863024293558   accuracy 0.7945619335347432   precision 0.7448452283011107   recall 0.7758683618224953
deviation 4/5   epoch 72/120   F1 0.7567511340824538   accuracy 0.7945619335347432   precision 0.7462721102426985   recall 0.7750657584911729
deviation 4/5   epoch 73/120   F1 0.757022612093814   accuracy 0.793429003021148   precision 0.7477067050596462   recall 0.7722819809031274
deviation 4/5   epoch 74/120   F1 0.7570278761282601   accuracy 0.7915407854984894   precision 0.7494318181818183   recall 0.7683678408918025
deviation 4/5   epoch 75/120   F1 0.7587097166114873   accuracy 0.7960725075528701   precision 0.7482594611271083   recall 0.7768093382983177
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deviation 4/5   epoch 76/120   F1 0.7587313071414263   accuracy 0.7964501510574018   precision 0.7479715137803373   recall 0.7776832903041457
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deviation 4/5   epoch 77/120   F1 0.7617916385443716   accuracy 0.7972054380664653   precision 0.7525323940765116   recall 0.7766809830942215
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deviation 4/5   epoch 78/120   F1 0.7580072160258682   accuracy 0.7956948640483383   precision 0.7474059029206088   recall 0.7765705663630975
deviation 4/5   epoch 79/120   F1 0.7611663829595332   accuracy 0.797583081570997   precision 0.7511029411764706   recall 0.7780857527639451
deviation 4/5   epoch 80/120   F1 0.7614730194250816   accuracy 0.7956948640483383   precision 0.7533988070752777   recall 0.7736892526527339
deviation 4/5   epoch 81/120   F1 0.7600301398038876   accuracy 0.7983383685800605   precision 0.7485294117647059   recall 0.7810157124376809
deviation 4/5   epoch 82/120   F1 0.7571592771025409   accuracy 0.7960725075528701   precision 0.7456910736322502   recall 0.7783039198555536
deviation 4/5   epoch 83/120   F1 0.759326335898344   accuracy 0.7953172205438066   precision 0.7499768613739202   recall 0.7745521595735068
deviation 4/5   epoch 84/120   F1 0.7580772373907759   accuracy 0.7941842900302115   precision 0.7488430686960099   recall 0.7730834746973165
deviation 4/5   epoch 85/120   F1 0.7579082099104041   accuracy 0.7922960725075529   precision 0.7502828054298643   recall 0.7692834322227293
deviation 4/5   epoch 86/120   F1 0.7564685466682681   accuracy 0.7926737160120846   precision 0.7474264705882353   recall 0.7710868020565516
deviation 4/5   epoch 87/120   F1 0.7586662443544763   accuracy 0.793429003021148   precision 0.7505604689428218   recall 0.7710451206496762
deviation 4/5   epoch 88/120   F1 0.7546691711619145   accuracy 0.790785498489426   precision 0.746012443438914   recall 0.7684514992369154
deviation 4/5   epoch 89/120   F1 0.7520326367715153   accuracy 0.7888972809667674   precision 0.743171534348005   recall 0.7664249845251601
deviation 4/5   epoch 90/120   F1 0.7537835002996832   accuracy 0.7900302114803626   precision 0.7451614561908679   recall 0.7675228925397253
deviation 4/5   epoch 91/120   F1 0.7509749177545418   accuracy 0.7881419939577039   precision 0.7420351707116413   recall 0.7656124028820619
deviation 4/5   epoch 92/120   F1 0.7510305839577082   accuracy 0.7862537764350453   precision 0.7437602838338133   recall 0.7618651744976082
deviation 4/5   epoch 93/120   F1 0.7522020013918037   accuracy 0.7888972809667674   precision 0.7434569107363225   recall 0.7663055743624464
deviation 4/5   epoch 94/120   F1 0.7532991728461896   accuracy 0.7904078549848943   precision 0.7440173796791444   recall 0.7686685250094297
deviation 4/5   epoch 95/120   F1 0.7503896928554613   accuracy 0.7866314199395771   precision 0.7423308309337722   recall 0.7629661635807055
deviation 4/5   epoch 96/120   F1 0.753761966282616   accuracy 0.7877643504531722   precision 0.7471745166598107   recall 0.7631519882631164
deviation 4/5   epoch 97/120   F1 0.7548356303482724   accuracy 0.790785498489426   precision 0.7462978198272316   recall 0.7683330579044813
deviation 4/5   epoch 98/120   F1 0.7574249534524553   accuracy 0.790785498489426   precision 0.7508638420403126   recall 0.7666863450884572
deviation 4/5   epoch 99/120   F1 0.7546238700328269   accuracy 0.7870090634441088   precision 0.7494626696832579   recall 0.7614242260139077
deviation 4/5   epoch 100/120   F1 0.7555536882914085   accuracy 0.7896525679758308   precision 0.748588543809132   recall 0.7656435553119576
deviation 4/5   epoch 101/120   F1 0.7540413500187007   accuracy 0.7873867069486404   precision 0.7480332167832169   recall 0.7623358701304881
deviation 4/5   epoch 102/120   F1 0.7579458182335854   accuracy 0.7926737160120846   precision 0.7499948580830933   recall 0.7700127386766354
deviation 4/5   epoch 103/120   F1 0.7568289143381897   accuracy 0.7930513595166163   precision 0.7477092760180996   recall 0.7716175720209855
deviation 4/5   epoch 104/120   F1 0.7589730043778247   accuracy 0.7919184290030211   precision 0.7525683874948581   recall 0.7679091406789564
deviation 4/5   epoch 105/120   F1 0.7592663375272071   accuracy 0.7930513595166163   precision 0.751989921842863   recall 0.7698861133139483
deviation 4/5   epoch 106/120   F1 0.7561599435870945   accuracy 0.7881419939577039   precision 0.7511672151378034   recall 0.7626622331290653
deviation 4/5   epoch 107/120   F1 0.7545986487403986   accuracy 0.7881419939577039   precision 0.7483134512546277   recall 0.7633957638344886
deviation 4/5   epoch 108/120   F1 0.7536698357178738   accuracy 0.7885196374622356   precision 0.7463132455779515   recall 0.7646077532397229
deviation 4/5   epoch 109/120   F1 0.7559146917290591   accuracy 0.7919184290030211   precision 0.7471462361168244   recall 0.7699054572816986
deviation 4/5   epoch 110/120   F1 0.7553772362484255   accuracy 0.7858761329305136   precision 0.7520387700534759   recall 0.759364572275191
deviation 4/5   epoch 111/120   F1 0.7549822841137155   accuracy 0.7843655589123867   precision 0.7529051830522419   recall 0.7573031040767122
deviation 4/5   epoch 112/120   F1 0.7544200870595996   accuracy 0.7854984894259819   precision 0.7506144590703414   recall 0.7590852188612147
deviation 4/5   epoch 113/120   F1 0.7569262617894343   accuracy 0.7892749244712991   precision 0.751444878650761   recall 0.7642418871564318
deviation 4/5   epoch 114/120   F1 0.756830270252699   accuracy 0.7866314199395771   precision 0.7540312628547923   recall 0.7600746074685116
deviation 4/5   epoch 115/120   F1 0.7578789590728446   accuracy 0.7885196374622356   precision 0.7540184080625256   recall 0.7626042212081022
deviation 4/5   epoch 116/120   F1 0.7552906385731448   accuracy 0.7873867069486404   precision 0.7503162278897573   recall 0.7617722992624438
deviation 4/5   epoch 117/120   F1 0.7522318916443105   accuracy 0.783987915407855   precision 0.7480563554092965   recall 0.7574691786305171
deviation 4/5   epoch 118/120   F1 0.7483952702702703   accuracy 0.775679758308157   precision 0.7495397984368573   recall 0.7473219381930855
deviation 4/5   epoch 119/120   F1 0.7485042146729923   accuracy 0.7832326283987915   precision 0.7420685931715343   recall 0.7577160155907856
deviation 4/5   epoch 120/120   F1 0.7507975316371822   accuracy 0.7779456193353474   precision 0.751807383792678   recall 0.7498424821245909

deviation 5/5   epoch 1/120   F1 0.48271076124319595   accuracy 0.6756042296072508   precision 0.5304812834224599   recall 0.6257774229737938
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deviation 5/5   epoch 2/120   F1 0.4902305711729913   accuracy 0.679380664652568   precision 0.5353069724393253   recall 0.6421580425190534
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deviation 5/5   epoch 3/120   F1 0.524742606386004   accuracy 0.6937311178247734   precision 0.5563271287535994   recall 0.6885654899074989
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deviation 5/5   epoch 4/120   F1 0.5960309535897947   accuracy 0.7145015105740181   precision 0.6004190662278898   recall 0.7021488569964651
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deviation 5/5   epoch 5/120   F1 0.6463935008325987   accuracy 0.736404833836858   precision 0.6390811394487865   recall 0.7260370704639658
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deviation 5/5   epoch 6/120   F1 0.6764514346037134   accuracy 0.752643504531722   precision 0.664654463183875   recall 0.7449815672830031
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deviation 5/5   epoch 7/120   F1 0.6893869535471205   accuracy 0.7632175226586103   precision 0.6757121554915673   recall 0.7639906447385829
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deviation 5/5   epoch 8/120   F1 0.6976539833900175   accuracy 0.7677492447129909   precision 0.6831010900863842   recall 0.7681400394384492
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deviation 5/5   epoch 9/120   F1 0.7041280084873982   accuracy 0.7696374622356495   precision 0.6893665158371041   recall 0.7654815583741525
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deviation 5/5   epoch 10/120   F1 0.7096015164982468   accuracy 0.7696374622356495   precision 0.695359419991773   recall 0.7585963980887818
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deviation 5/5   epoch 11/120   F1 0.7105561737449966   accuracy 0.7734138972809668   precision 0.6953337104072399   recall 0.7692129162104606
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deviation 5/5   epoch 12/120   F1 0.7134674897153539   accuracy 0.7737915407854985   precision 0.6984702797202798   recall 0.7665331647295939
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deviation 5/5   epoch 13/120   F1 0.7186819078909842   accuracy 0.7749244712990937   precision 0.704170094611271   recall 0.7635327068068387
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deviation 5/5   epoch 14/120   F1 0.7211532993452275   accuracy 0.7783232628398792   precision 0.7058592143150967   recall 0.7707500141595045
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deviation 5/5   epoch 15/120   F1 0.7187129870865478   accuracy 0.7783232628398792   precision 0.703005450431921   recall 0.7740866281193838
deviation 5/5   epoch 16/120   F1 0.7230533074291002   accuracy 0.7790785498489426   precision 0.707851707116413   recall 0.7706216991766299
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deviation 5/5   epoch 17/120   F1 0.726338404190924   accuracy 0.7805891238670695   precision 0.7112659399424105   recall 0.7710333778327125
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deviation 5/5   epoch 18/120   F1 0.7247165501122812   accuracy 0.7813444108761329   precision 0.7089777869189634   recall 0.7755560301611879
deviation 5/5   epoch 19/120   F1 0.7311402172809423   accuracy 0.783987915407855   precision 0.7158088235294118   recall 0.7751992498827942
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deviation 5/5   epoch 20/120   F1 0.7275692283494596   accuracy 0.7836102719033232   precision 0.7115307486631016   recall 0.7789223401108712
deviation 5/5   epoch 21/120   F1 0.7319906230372386   accuracy 0.7851208459214502   precision 0.7163718634306869   recall 0.7775837744104107
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deviation 5/5   epoch 22/120   F1 0.7317220179294621   accuracy 0.7843655589123867   precision 0.7163770053475935   recall 0.7755942318476343
deviation 5/5   epoch 23/120   F1 0.7300912592386967   accuracy 0.7870090634441088   precision 0.7132198683669272   recall 0.7867228122579932
deviation 5/5   epoch 24/120   F1 0.7391500140726147   accuracy 0.7885196374622356   precision 0.7240538872891814   recall 0.7784921771142244
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deviation 5/5   epoch 25/120   F1 0.7381448093200522   accuracy 0.7904078549848943   precision 0.7217580213903744   recall 0.7858835568481715
deviation 5/5   epoch 26/120   F1 0.7395938511821099   accuracy 0.7896525679758308   precision 0.7240461744138215   recall 0.7813654514092084
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deviation 5/5   epoch 27/120   F1 0.7420371374356194   accuracy 0.7915407854984894   precision 0.7263163307280954   recall 0.7838880288957688
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deviation 5/5   epoch 28/120   F1 0.7429116666038867   accuracy 0.7926737160120846   precision 0.7268793706293706   recall 0.7862525189861613
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deviation 5/5   epoch 29/120   F1 0.7441506432843089   accuracy 0.7941842900302115   precision 0.7277252159605101   recall 0.7893583797420387
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deviation 5/5   epoch 30/120   F1 0.7445840023627375   accuracy 0.7926737160120846   precision 0.7291623817359112   recall 0.783880501707471
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deviation 5/5   epoch 31/120   F1 0.7438601757809242   accuracy 0.7919184290030211   precision 0.7285967708761827   recall 0.7825463330386004
deviation 5/5   epoch 32/120   F1 0.7456712637207994   accuracy 0.7938066465256798   precision 0.730010798025504   recall 0.7858964362409244
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deviation 5/5   epoch 33/120   F1 0.7463468641326121   accuracy 0.7949395770392749   precision 0.7302884615384615   recall 0.7885377181093473
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deviation 5/5   epoch 34/120   F1 0.7482153955202172   accuracy 0.7964501510574018   precision 0.7319904360345537   recall 0.7906701907226168
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deviation 5/5   epoch 35/120   F1 0.7473294897985772   accuracy 0.7953172205438066   precision 0.7314273961332785   recall 0.788310448755521
deviation 5/5   epoch 36/120   F1 0.7489502978908003   accuracy 0.7953172205438066   precision 0.7337104072398191   recall 0.7860100366542389
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deviation 5/5   epoch 37/120   F1 0.7507690447124724   accuracy 0.7972054380664653   precision 0.7351244343891403   recall 0.7893255561047948
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deviation 5/5   epoch 38/120   F1 0.7495131693866293   accuracy 0.7956948640483383   precision 0.7342785890580008   recall 0.7863929185127683
deviation 5/5   epoch 39/120   F1 0.7508347713903895   accuracy 0.7964501510574018   precision 0.735700329082682   recall 0.7868848547433807
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deviation 5/5   epoch 40/120   F1 0.7508030632200194   accuracy 0.7968277945619335   precision 0.7354123817359111   recall 0.7880928783802916
deviation 5/5   epoch 41/120   F1 0.7522912118703265   accuracy 0.7979607250755287   precision 0.736831550802139   recall 0.7895137763243807
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deviation 5/5   epoch 42/120   F1 0.750304631319847   accuracy 0.7956948640483383   precision 0.735420094611271   recall 0.7853170124112854
deviation 5/5   epoch 43/120   F1 0.7521234911668775   accuracy 0.797583081570997   precision 0.7368341217605923   recall 0.7885761812423446
deviation 5/5   epoch 44/120   F1 0.7511671455292538   accuracy 0.7972054380664653   precision 0.7356951871657753   recall 0.7887544480062616
deviation 5/5   epoch 45/120   F1 0.7508960185880228   accuracy 0.7979607250755287   precision 0.7348339160839161   recall 0.7915618289287518
deviation 5/5   epoch 46/120   F1 0.7526006072178226   accuracy 0.7960725075528701   precision 0.738556663924311   recall 0.7834506880909105
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deviation 5/5   epoch 47/120   F1 0.7523909153284533   accuracy 0.7964501510574018   precision 0.7379833401892225   recall 0.7848081646278942
deviation 5/5   epoch 48/120   F1 0.751812234003243   accuracy 0.7964501510574018   precision 0.7371272110242698   recall 0.7855654502742011
deviation 5/5   epoch 49/120   F1 0.7521508077980738   accuracy 0.7972054380664653   precision 0.7371220691073632   recall 0.7873797177178441
deviation 5/5   epoch 50/120   F1 0.7516423783639576   accuracy 0.7960725075528701   precision 0.7371297819827232   recall 0.7846728395061728
deviation 5/5   epoch 51/120   F1 0.7530484035132696   accuracy 0.7983383685800605   precision 0.7376851090086384   recall 0.7896130869403137
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deviation 5/5   epoch 52/120   F1 0.7515314311003056   accuracy 0.797583081570997   precision 0.7359779925956396   recall 0.7894179226839881
deviation 5/5   epoch 53/120   F1 0.7547037372618768   accuracy 0.7998489425981873   precision 0.739101707116413   recall 0.791971192485433
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deviation 5/5   epoch 54/120   F1 0.7520057728030847   accuracy 0.7964501510574018   precision 0.7374125874125874   recall 0.7853102042487257
deviation 5/5   epoch 55/120   F1 0.7531181512786247   accuracy 0.7972054380664653   precision 0.738548951048951   recall 0.7860783242160372
deviation 5/5   epoch 56/120   F1 0.7521508077980738   accuracy 0.7972054380664653   precision 0.7371220691073632   recall 0.7873797177178441
deviation 5/5   epoch 57/120   F1 0.7553217505363435   accuracy 0.7990936555891238   precision 0.7405337309749074   recall 0.7887592592592593
update
deviation 5/5   epoch 58/120   F1 0.7543829667859845   accuracy 0.7987160120845922   precision 0.7393947963800904   recall 0.7889044883902219
deviation 5/5   epoch 59/120   F1 0.7515625876293901   accuracy 0.7972054380664653   precision 0.7362659399424105   recall 0.7881955632911144
deviation 5/5   epoch 60/120   F1 0.7528792063415366   accuracy 0.7979607250755287   precision 0.7376876799670917   recall 0.7886822632507082
deviation 5/5   epoch 61/120   F1 0.751759317693208   accuracy 0.7972054380664653   precision 0.736551316330728   recall 0.7879206418124709
deviation 5/5   epoch 62/120   F1 0.7575269800876172   accuracy 0.8009818731117825   precision 0.7425185109008638   recall 0.7914462397858257
update
deviation 5/5   epoch 63/120   F1 0.756208714065413   accuracy 0.8006042296072508   precision 0.7408088235294117   recall 0.7921598902041517
deviation 5/5   epoch 64/120   F1 0.7526838639960267   accuracy 0.7979607250755287   precision 0.7374023035787741   recall 0.7889564288815611
deviation 5/5   epoch 65/120   F1 0.7511985788204854   accuracy 0.7968277945619335   precision 0.7359831345125463   recall 0.7875392755443755
deviation 5/5   epoch 66/120   F1 0.7545749920662868   accuracy 0.7987160120845922   precision 0.739680172768408   recall 0.7886399083545225
deviation 5/5   epoch 67/120   F1 0.756226246584964   accuracy 0.800226586102719   precision 0.7410967708761826   recall 0.7909584514607726
deviation 5/5   epoch 68/120   F1 0.755112661154434   accuracy 0.7994712990936556   precision 0.7399604072398189   recall 0.7902011446676103
deviation 5/5   epoch 69/120   F1 0.7523930450360002   accuracy 0.7990936555891238   precision 0.736253085150144   recall 0.7929934477975991
deviation 5/5   epoch 70/120   F1 0.7552852622247517   accuracy 0.7998489425981873   precision 0.7399578362813657   recall 0.7911274349256852
deviation 5/5   epoch 71/120   F1 0.7560162499476484   accuracy 0.8006042296072508   precision 0.7405234471410942   recall 0.7924403265938957
deviation 5/5   epoch 72/120   F1 0.7567480528988388   accuracy 0.8013595166163142   precision 0.7410890580008227   recall 0.7937607097321902
deviation 5/5   epoch 73/120   F1 0.7567662489936404   accuracy 0.8009818731117825   precision 0.7413770053475935   recall 0.7925364809842408
deviation 5/5   epoch 74/120   F1 0.7582459857270294   accuracy 0.8021148036253777   precision 0.7427961744138214   recall 0.7939429780876494
update
deviation 5/5   epoch 75/120   F1 0.7557497290354047   accuracy 0.801737160120846   precision 0.739374228712464   recall 0.796530676754109
deviation 5/5   epoch 76/120   F1 0.7504042227684367   accuracy 0.7987160120845922   precision 0.7336872686137392   recall 0.7948420083770228
deviation 5/5   epoch 77/120   F1 0.7509295715069926   accuracy 0.7994712990936556   precision 0.7339675030851502   recall 0.7965867139880931
deviation 5/5   epoch 78/120   F1 0.753088482714068   accuracy 0.800226586102719   precision 0.7365307486631016   recall 0.7956788769466989
deviation 5/5   epoch 79/120   F1 0.7554102170641955   accuracy 0.8009818731117825   precision 0.7393793706293706   recall 0.7945613445378151
deviation 5/5   epoch 80/120   F1 0.7561889826456025   accuracy 0.8009818731117825   precision 0.7405208761826408   recall 0.7933857051576054
deviation 5/5   epoch 81/120   F1 0.755016901336746   accuracy 0.8009818731117825   precision 0.7388086178527355   recall 0.7951682082545857
deviation 5/5   epoch 82/120   F1 0.7550442031346908   accuracy 0.8006042296072508   precision 0.7390965651995064   recall 0.7938886308118682
deviation 5/5   epoch 83/120   F1 0.754726838443656   accuracy 0.7994712990936556   precision 0.7393896544631838   recall 0.7907493870056916
deviation 5/5   epoch 84/120   F1 0.7552852622247517   accuracy 0.7998489425981873   precision 0.7399578362813657   recall 0.7911274349256852
deviation 5/5   epoch 85/120   F1 0.7537509043308582   accuracy 0.7994712990936556   precision 0.737962772521596   recall 0.7921730127126101
deviation 5/5   epoch 86/120   F1 0.752958297367238   accuracy 0.7994712990936556   precision 0.7368212669683258   recall 0.7933681329924496
deviation 5/5   epoch 87/120   F1 0.7543829667859845   accuracy 0.7987160120845922   precision 0.7393947963800904   recall 0.7889044883902219
deviation 5/5   epoch 88/120   F1 0.7506940173286558   accuracy 0.7979607250755287   precision 0.7345485396955985   recall 0.7918671193598311
deviation 5/5   epoch 89/120   F1 0.7551310442167766   accuracy 0.7990936555891238   precision 0.7402483545865899   recall 0.7890205769462735
deviation 5/5   epoch 90/120   F1 0.753973315859662   accuracy 0.7990936555891238   precision 0.7385360962566845   recall 0.7906499926382828
deviation 5/5   epoch 91/120   F1 0.750933389113233   accuracy 0.797583081570997   precision 0.7351218634306869   recall 0.790287357598804
deviation 5/5   epoch 92/120   F1 0.7526255136531617   accuracy 0.7987160120845922   precision 0.7368264088852323   recall 0.791419871478003
deviation 5/5   epoch 93/120   F1 0.752592904812083   accuracy 0.7990936555891238   precision 0.7365384615384616   recall 0.7926894445504867
deviation 5/5   epoch 94/120   F1 0.7558231405524467   accuracy 0.8006042296072508   precision 0.7402380707527766   recall 0.792723804034221
deviation 5/5   epoch 95/120   F1 0.7500388898159592   accuracy 0.7983383685800605   precision 0.733404463183875   recall 0.7941414704319539
deviation 5/5   epoch 96/120   F1 0.7559952685152562   accuracy 0.8009818731117825   precision 0.7402354997943232   recall 0.7936749200731972
deviation 5/5   epoch 97/120   F1 0.7547037372618768   accuracy 0.7998489425981873   precision 0.739101707116413   recall 0.791971192485433
deviation 5/5   epoch 98/120   F1 0.7531884774008626   accuracy 0.7990936555891238   precision 0.7373945907034143   recall 0.7917966268806704
deviation 5/5   epoch 99/120   F1 0.7539474008864688   accuracy 0.7994712990936556   precision 0.7382481489099135   recall 0.791882127735637
deviation 5/5   epoch 100/120   F1 0.7571614366225365   accuracy 0.8006042296072508   precision 0.7422357054709996   recall 0.7908024691358024
deviation 5/5   epoch 101/120   F1 0.7541678882048275   accuracy 0.7990936555891238   precision 0.738821472645002   recall 0.7903709816572264
deviation 5/5   epoch 102/120   F1 0.7546215233116191   accuracy 0.797583081570997   precision 0.7405440148087207   recall 0.7852326077678191
deviation 5/5   epoch 103/120   F1 0.7478614716164202   accuracy 0.7941842900302115   precision 0.7328619909502263   recall 0.7840434497979216
deviation 5/5   epoch 104/120   F1 0.7582776082665657   accuracy 0.8009818731117825   precision 0.743660016454134   recall 0.7904026688830754
update
deviation 5/5   epoch 105/120   F1 0.7485491630662924   accuracy 0.7953172205438066   precision 0.7331396544631839   recall 0.7865666170526762
deviation 5/5   epoch 106/120   F1 0.7525825236592295   accuracy 0.7964501510574018   precision 0.7382687165775401   recall 0.7845613267471896
deviation 5/5   epoch 107/120   F1 0.755910491951788   accuracy 0.7983383685800605   precision 0.7419657548334019   recall 0.7857650359502526
deviation 5/5   epoch 108/120   F1 0.7514721432146442   accuracy 0.7956948640483383   precision 0.7371323529411764   recall 0.7837897399094034
deviation 5/5   epoch 109/120   F1 0.7480239152261906   accuracy 0.7945619335347432   precision 0.7328594199917728   recall 0.7849686157912125
deviation 5/5   epoch 110/120   F1 0.7436535251400151   accuracy 0.7919184290030211   precision 0.7283113944878651   recall 0.7828263204535846
deviation 5/5   epoch 111/120   F1 0.7429819858648081   accuracy 0.790785498489426   precision 0.7280337309749074   recall 0.780290605259083
deviation 5/5   epoch 112/120   F1 0.7401678413300804   accuracy 0.7900302114803626   precision 0.7246143562320033   recall 0.7817530959752322
deviation 5/5   epoch 113/120   F1 0.7523909153284533   accuracy 0.7964501510574018   precision 0.7379833401892225   recall 0.7848081646278942
deviation 5/5   epoch 114/120   F1 0.7560604213235792   accuracy 0.7945619335347432   precision 0.7451306046894283   recall 0.7757035289218919
deviation 5/5   epoch 115/120   F1 0.7564706528303959   accuracy 0.797583081570997   precision 0.7433977786918964   recall 0.7829746532759445
deviation 5/5   epoch 116/120   F1 0.7550050369540307   accuracy 0.7972054380664653   precision 0.7414027149321267   recall 0.7836842148991918
deviation 5/5   epoch 117/120   F1 0.7560604213235792   accuracy 0.7945619335347432   precision 0.7451306046894283   recall 0.7757035289218919
deviation 5/5   epoch 118/120   F1 0.754285635731273   accuracy 0.7960725075528701   precision 0.7411250514191691   recall 0.7814191581549983
deviation 5/5   epoch 119/120   F1 0.7548269671336681   accuracy 0.7968277945619335   precision 0.74140528589058   recall 0.7828495517640255
deviation 5/5   epoch 120/120   F1 0.7570028928551935   accuracy 0.7968277945619335   precision 0.7448298025503908   recall 0.780375565291125

