deviation 1/5   epoch 1/120   F1 0.4194471682078978   accuracy 0.6706948640483383   precision 0.5071138420403126   recall 0.6623540456492402
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deviation 1/5   epoch 2/120   F1 0.4835571894138292   accuracy 0.6744712990936556   precision 0.5302036199095023   recall 0.6194448680799145
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deviation 1/5   epoch 3/120   F1 0.5404950235162168   accuracy 0.6861782477341389   precision 0.5603738173591115   recall 0.6430218022525492
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deviation 1/5   epoch 4/120   F1 0.6025895206149462   accuracy 0.7163897280966768   precision 0.6049722336487042   recall 0.7025681956025883
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deviation 1/5   epoch 5/120   F1 0.6589953250345009   accuracy 0.7390483383685801   precision 0.6496220691073632   recall 0.7219025694553669
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deviation 1/5   epoch 6/120   F1 0.689875159418728   accuracy 0.7537764350453172   precision 0.677774064171123   recall 0.7347124774696796
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deviation 1/5   epoch 7/120   F1 0.7077761262690327   accuracy 0.7647280966767371   precision 0.6948220896750309   recall 0.7469643973076976
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deviation 1/5   epoch 8/120   F1 0.7135850444352232   accuracy 0.7715256797583081   precision 0.6993418346359522   recall 0.7595418952992008
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deviation 1/5   epoch 9/120   F1 0.7208932300820818   accuracy 0.774546827794562   precision 0.7070264294529001   recall 0.7599914277896209
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deviation 1/5   epoch 10/120   F1 0.7189189959357268   accuracy 0.7749244712990937   precision 0.7044554709995886   recall 0.7632554629025798
deviation 1/5   epoch 11/120   F1 0.716864985412498   accuracy 0.7753021148036254   precision 0.7018845125462773   recall 0.7668887198942982
deviation 1/5   epoch 12/120   F1 0.7234020101075784   accuracy 0.7787009063444109   precision 0.7084250308515014   recall 0.7690247690347244
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deviation 1/5   epoch 13/120   F1 0.7210097132218165   accuracy 0.7794561933534743   precision 0.7052807486631016   recall 0.7745849209733552
deviation 1/5   epoch 14/120   F1 0.7257820853507165   accuracy 0.7817220543806647   precision 0.7101167215137804   recall 0.7752974385922362
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deviation 1/5   epoch 15/120   F1 0.7238622439668733   accuracy 0.7824773413897281   precision 0.7075431921020157   recall 0.7805908932916232
deviation 1/5   epoch 16/120   F1 0.7283956461706744   accuracy 0.783987915407855   precision 0.712384306869601   recall 0.7789760734849636
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deviation 1/5   epoch 17/120   F1 0.7300394917582418   accuracy 0.7847432024169184   precision 0.7140914232825998   recall 0.7790949431574432
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deviation 1/5   epoch 18/120   F1 0.7282855574294729   accuracy 0.7843655589123867   precision 0.7120963595228301   recall 0.7803886497945867
deviation 1/5   epoch 19/120   F1 0.7345410510160176   accuracy 0.7866314199395771   precision 0.7189299670917317   recall 0.7788458783415948
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deviation 1/5   epoch 20/120   F1 0.733822779343492   accuracy 0.7858761329305136   precision 0.7183643562320032   recall 0.7774640307012064
deviation 1/5   epoch 21/120   F1 0.7346824171303769   accuracy 0.7888972809667674   precision 0.7180584121760593   recall 0.7860652952400868
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deviation 1/5   epoch 22/120   F1 0.7361190596180731   accuracy 0.7885196374622356   precision 0.7200586178527355   recall 0.7826563635162802
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deviation 1/5   epoch 23/120   F1 0.7379389605414379   accuracy 0.7892749244712991   precision 0.7220511106540519   recall 0.7824842680900611
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deviation 1/5   epoch 24/120   F1 0.7359478637922272   accuracy 0.7892749244712991   precision 0.7194827231591938   recall 0.7854086221018672
deviation 1/5   epoch 25/120   F1 0.74112626013098   accuracy 0.7892749244712991   precision 0.7263317564788153   recall 0.7781986013278852
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deviation 1/5   epoch 26/120   F1 0.7421241996713694   accuracy 0.7922960725075529   precision 0.7260258124228713   recall 0.786181640625
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deviation 1/5   epoch 27/120   F1 0.7354507548916134   accuracy 0.7885196374622356   precision 0.7192024886877828   recall 0.783633230539948
deviation 1/5   epoch 28/120   F1 0.740250871305929   accuracy 0.7919184290030211   precision 0.7237453722747841   recall 0.7877417637689318
deviation 1/5   epoch 29/120   F1 0.7403157791507307   accuracy 0.7904078549848943   precision 0.72461178527355   recall 0.7827311966278727
deviation 1/5   epoch 30/120   F1 0.7403950563967392   accuracy 0.7911631419939577   precision 0.7243212669683259   recall 0.7850331619090087
deviation 1/5   epoch 31/120   F1 0.7456491047421319   accuracy 0.7922960725075529   precision 0.7308772110242698   recall 0.7813178413565609
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deviation 1/5   epoch 32/120   F1 0.7466493571698798   accuracy 0.7941842900302115   precision 0.7311497326203209   recall 0.7857018018425967
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deviation 1/5   epoch 33/120   F1 0.7448775056667214   accuracy 0.7949395770392749   precision 0.7282908268202386   recall 0.7907685821527832
deviation 1/5   epoch 34/120   F1 0.7450496743044364   accuracy 0.7938066465256798   precision 0.7291546688605512   recall 0.7867871104747503
deviation 1/5   epoch 35/120   F1 0.7465539624078241   accuracy 0.7949395770392749   precision 0.7305738379267792   recall 0.7882323496493271
deviation 1/5   epoch 36/120   F1 0.7487867506196626   accuracy 0.7949395770392749   precision 0.7337129781982723   recall 0.7850814781712199
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deviation 1/5   epoch 37/120   F1 0.7459835582813432   accuracy 0.7945619335347432   precision 0.7300056561085972   recall 0.7878521211731205
deviation 1/5   epoch 38/120   F1 0.7429116666038867   accuracy 0.7926737160120846   precision 0.7268793706293706   recall 0.7862525189861613
deviation 1/5   epoch 39/120   F1 0.7473294897985772   accuracy 0.7953172205438066   precision 0.7314273961332785   recall 0.788310448755521
deviation 1/5   epoch 40/120   F1 0.7438080495356036   accuracy 0.7922960725075529   precision 0.7283088235294117   recall 0.7837809336332959
deviation 1/5   epoch 41/120   F1 0.7501077581883576   accuracy 0.7956948640483383   precision 0.7351347182229535   recall 0.7855815776182331
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deviation 1/5   epoch 42/120   F1 0.7425494183497707   accuracy 0.7922960725075529   precision 0.7265965651995063   recall 0.785562006713236
deviation 1/5   epoch 43/120   F1 0.7446869566060401   accuracy 0.793429003021148   precision 0.728871863430687   recall 0.7861047704215065
deviation 1/5   epoch 44/120   F1 0.7432381374730642   accuracy 0.7919184290030211   precision 0.72774064171123   recall 0.7833955186575968
deviation 1/5   epoch 45/120   F1 0.743274122541641   accuracy 0.7930513595166163   precision 0.7271621760592348   recall 0.7869451129016021
deviation 1/5   epoch 46/120   F1 0.7484907440652633   accuracy 0.7938066465256798   precision 0.7340060674619497   recall 0.7821034948736068
deviation 1/5   epoch 47/120   F1 0.7414639132921126   accuracy 0.7911631419939577   precision 0.7257481489099136   recall 0.7835028537711672
deviation 1/5   epoch 48/120   F1 0.744894880641169   accuracy 0.793429003021148   precision 0.7291572398190045   recall 0.7858075040783035
deviation 1/5   epoch 49/120   F1 0.74110248938285   accuracy 0.790785498489426   precision 0.7254653434800493   recall 0.7828205624355005
deviation 1/5   epoch 50/120   F1 0.7478614716164202   accuracy 0.7941842900302115   precision 0.7328619909502263   recall 0.7840434497979216
deviation 1/5   epoch 51/120   F1 0.747822944997325   accuracy 0.7945619335347432   precision 0.7325740436034553   recall 0.7852431102982911
deviation 1/5   epoch 52/120   F1 0.7473861573818831   accuracy 0.7964501510574018   precision 0.7308489304812835   recall 0.7919446257540153
deviation 1/5   epoch 53/120   F1 0.7492157071657728   accuracy 0.7945619335347432   precision 0.7345716783216782   recall 0.7833834943766831
deviation 1/5   epoch 54/120   F1 0.7471710992398062   accuracy 0.7949395770392749   precision 0.7314299670917317   recall 0.7873356012598882
deviation 1/5   epoch 55/120   F1 0.7467929152876853   accuracy 0.7904078549848943   precision 0.7337438296997121   recall 0.7746838818052935
deviation 1/5   epoch 56/120   F1 0.7463205356492039   accuracy 0.7915407854984894   precision 0.7323092348827642   recall 0.7783059983059983
deviation 1/5   epoch 57/120   F1 0.7508960185880228   accuracy 0.7979607250755287   precision 0.7348339160839161   recall 0.7915618289287518
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deviation 1/5   epoch 58/120   F1 0.7483059112536266   accuracy 0.7956948640483383   precision 0.7325663307280954   recall 0.7880972267230171
deviation 1/5   epoch 59/120   F1 0.7502534181491708   accuracy 0.793429003021148   precision 0.7368624023035788   recall 0.778901437721321
deviation 1/5   epoch 60/120   F1 0.7480611324819337   accuracy 0.7941842900302115   precision 0.7331473673385438   recall 0.7837774935361097
deviation 1/5   epoch 61/120   F1 0.7506152652005176   accuracy 0.7938066465256798   precision 0.737145207733443   recall 0.7795126104914197
deviation 1/5   epoch 62/120   F1 0.7491040829635891   accuracy 0.793429003021148   precision 0.7351501439736734   recall 0.780260300364252
deviation 1/5   epoch 63/120   F1 0.7512122769448927   accuracy 0.7926737160120846   precision 0.7388651789387084   recall 0.7758566426688698
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deviation 1/5   epoch 64/120   F1 0.749313641957777   accuracy 0.7956948640483383   precision 0.7339932126696833   recall 0.7866693281866781
deviation 1/5   epoch 65/120   F1 0.7480958989980313   accuracy 0.7847432024169184   precision 0.7400606746194982   recall 0.7607083525289331
deviation 1/5   epoch 66/120   F1 0.7461834175722205   accuracy 0.7870090634441088   precision 0.7351938502673796   recall 0.76689286766658
deviation 1/5   epoch 67/120   F1 0.7487882708063821   accuracy 0.7922960725075529   precision 0.7354432332373508   recall 0.777506568122108
deviation 1/5   epoch 68/120   F1 0.7446977855728893   accuracy 0.7870090634441088   precision 0.7329108391608392   recall 0.7682210478009208
deviation 1/5   epoch 69/120   F1 0.744576554291078   accuracy 0.7851208459214502   precision 0.7340651995063759   recall 0.7639558440334722
deviation 1/5   epoch 70/120   F1 0.7472401844242735   accuracy 0.7888972809667674   precision 0.7354663718634307   recall 0.7704044463635256
deviation 1/5   epoch 71/120   F1 0.7469071406247055   accuracy 0.7873867069486404   precision 0.7360474084738791   recall 0.7671407403958972
deviation 1/5   epoch 72/120   F1 0.7470122936424306   accuracy 0.7945619335347432   precision 0.7314325380501852   recall 0.786371444932239
deviation 1/5   epoch 73/120   F1 0.7479423955040394   accuracy 0.7953172205438066   precision 0.7322835252982312   recall 0.7874244448686136
deviation 1/5   epoch 74/120   F1 0.746162873205611   accuracy 0.7877643504531722   precision 0.7346179555738379   recall 0.7686811051441492
deviation 1/5   epoch 75/120   F1 0.7463205356492039   accuracy 0.7915407854984894   precision 0.7323092348827642   recall 0.7783059983059983
deviation 1/5   epoch 76/120   F1 0.7487882708063821   accuracy 0.7922960725075529   precision 0.7354432332373508   recall 0.777506568122108
deviation 1/5   epoch 77/120   F1 0.7484049871231171   accuracy 0.7922960725075529   precision 0.7348724804607157   recall 0.7779456193353473
deviation 1/5   epoch 78/120   F1 0.7444419538063669   accuracy 0.7881419939577039   precision 0.731761620732209   recall 0.7712840671845318
deviation 1/5   epoch 79/120   F1 0.7456309356733114   accuracy 0.7870090634441088   precision 0.734337721102427   recall 0.7673745966559109
deviation 1/5   epoch 80/120   F1 0.7407274439683509   accuracy 0.7858761329305136   precision 0.727781777046483   recall 0.7692835785738439
deviation 1/5   epoch 81/120   F1 0.7429646651459954   accuracy 0.7836102719033232   precision 0.7326486013986013   recall 0.7618951663959423
deviation 1/5   epoch 82/120   F1 0.7458358568908796   accuracy 0.7843655589123867   precision 0.7366387289181406   recall 0.7614102315594853
deviation 1/5   epoch 83/120   F1 0.7397811528048702   accuracy 0.7885196374622356   precision 0.7249100164541341   recall 0.7776795548544166
deviation 1/5   epoch 84/120   F1 0.7496280676216517   accuracy 0.7851208459214502   precision 0.7423411147675854   recall 0.7605393848809432
deviation 1/5   epoch 85/120   F1 0.7478961417716637   accuracy 0.7911631419939577   precision 0.7348801933360757   recall 0.7754749665866858
deviation 1/5   epoch 86/120   F1 0.7485812458232199   accuracy 0.7843655589123867   precision 0.7412047511312218   recall 0.759715381352032
deviation 1/5   epoch 87/120   F1 0.7433216268191021   accuracy 0.783987915407855   precision 0.7329314068284656   recall 0.7624449986819961
deviation 1/5   epoch 88/120   F1 0.746684646171656   accuracy 0.7836102719033232   precision 0.7386415055532702   recall 0.7593722471807289
deviation 1/5   epoch 89/120   F1 0.7488534850834934   accuracy 0.790785498489426   precision 0.7365950226244344   recall 0.7734937574855194
deviation 1/5   epoch 90/120   F1 0.7490133138988101   accuracy 0.7862537764350453   precision 0.7403357671740025   recall 0.7631044188010132
deviation 1/5   epoch 91/120   F1 0.7457952890602311   accuracy 0.790785498489426   precision 0.7320290004113533   recall 0.7768243568626368
deviation 1/5   epoch 92/120   F1 0.749542273320875   accuracy 0.7866314199395771   precision 0.7409039489921843   recall 0.7635130147199953
deviation 1/5   epoch 93/120   F1 0.7525152691910484   accuracy 0.7885196374622356   precision 0.7443156108597285   recall 0.7653292568859851
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deviation 1/5   epoch 94/120   F1 0.7490133138988101   accuracy 0.7862537764350453   precision 0.7403357671740025   recall 0.7631044188010132
deviation 1/5   epoch 95/120   F1 0.7465541936418814   accuracy 0.7854984894259819   precision 0.7369163924310983   recall 0.763262245204051
deviation 1/5   epoch 96/120   F1 0.7436228704267676   accuracy 0.7858761329305136   precision 0.7320624228712465   recall 0.7664954255747094
deviation 1/5   epoch 97/120   F1 0.7490386496127376   accuracy 0.7870090634441088   precision 0.7397598724804607   recall 0.7646376934973538
deviation 1/5   epoch 98/120   F1 0.7549281914696702   accuracy 0.7922960725075529   precision 0.745146030440148   recall 0.7714887292543968
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deviation 1/5   epoch 99/120   F1 0.7453964119837014   accuracy 0.7813444108761329   precision 0.7383715549156726   recall 0.7558813281586891
deviation 1/5   epoch 100/120   F1 0.751974035357943   accuracy 0.7858761329305136   precision 0.7457604895104895   recall 0.760687737727808
deviation 1/5   epoch 101/120   F1 0.7510162676974821   accuracy 0.7892749244712991   precision 0.7411713286713286   recall 0.7679903438227607
deviation 1/5   epoch 102/120   F1 0.7504029640936325   accuracy 0.7817220543806647   precision 0.7469302756067462   recall 0.7546052195581003
deviation 1/5   epoch 103/120   F1 0.7470412975803974   accuracy 0.783987915407855   precision 0.7389243109831345   recall 0.7598856784903296
deviation 1/5   epoch 104/120   F1 0.7462953500255494   accuracy 0.7824773413897281   precision 0.7389345948169478   recall 0.7574689716312056
deviation 1/5   epoch 105/120   F1 0.7481264351493359   accuracy 0.7854984894259819   precision 0.7394847799259564   recall 0.7621728117084154
deviation 1/5   epoch 106/120   F1 0.7440755980147868   accuracy 0.7787009063444109   precision 0.7383895516248458   recall 0.751954382790019
deviation 1/5   epoch 107/120   F1 0.7405529264847157   accuracy 0.7832326283987915   precision 0.729226655697244   recall 0.7629941094746902
deviation 1/5   epoch 108/120   F1 0.7420825105406416   accuracy 0.7794561933534743   precision 0.7343891402714933   recall 0.7541480820695807
deviation 1/5   epoch 109/120   F1 0.7387449329410551   accuracy 0.7817220543806647   precision 0.7275246812011518   recall 0.7610414165577741
deviation 1/5   epoch 110/120   F1 0.7436356893671625   accuracy 0.777190332326284   precision 0.7389705882352942   recall 0.7497346820886901
deviation 1/5   epoch 111/120   F1 0.7448672018859019   accuracy 0.7768126888217523   precision 0.7415415466886055   recall 0.7488862044323996
deviation 1/5   epoch 112/120   F1 0.739575644858175   accuracy 0.7711480362537765   precision 0.7372994652406417   recall 0.742179034065118
deviation 1/5   epoch 113/120   F1 0.7417362148121758   accuracy 0.7813444108761329   precision 0.7323786507610037   recall 0.75800116603762
deviation 1/5   epoch 114/120   F1 0.7398068094858068   accuracy 0.7737915407854985   precision 0.7352838338132456   recall 0.7457123640847438
deviation 1/5   epoch 115/120   F1 0.7426300460204238   accuracy 0.7749244712990937   precision 0.7392713903743315   recall 0.74670828528636
deviation 1/5   epoch 116/120   F1 0.7388769201676626   accuracy 0.7753021148036254   precision 0.7324197860962567   recall 0.748365501311514
deviation 1/5   epoch 117/120   F1 0.7453039201792229   accuracy 0.779833836858006   precision 0.739523344302756   recall 0.7533352821011342
deviation 1/5   epoch 118/120   F1 0.7414136276305503   accuracy 0.7737915407854985   precision 0.7381375976964213   recall 0.7453787500985147
deviation 1/5   epoch 119/120   F1 0.7423701711284312   accuracy 0.7779456193353474   precision 0.7361116824352119   recall 0.7513740474730665
deviation 1/5   epoch 120/120   F1 0.7411818680496683   accuracy 0.7779456193353474   precision 0.734114047716989   recall 0.7518871969351202

deviation 2/5   epoch 1/120   F1 0.4407304962821227   accuracy 0.6706948640483383   precision 0.513392122583299   recall 0.6154604898592486
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deviation 2/5   epoch 2/120   F1 0.5461225260621139   accuracy 0.6846676737160121   precision 0.5626671122994653   recall 0.6364371024957494
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deviation 2/5   epoch 3/120   F1 0.61981510621331   accuracy 0.7179003021148036   precision 0.6169477581242286   recall 0.6933243020692219
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deviation 2/5   epoch 4/120   F1 0.667682424156774   accuracy 0.7424471299093656   precision 0.6573040929658577   recall 0.7237864290730337
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deviation 2/5   epoch 5/120   F1 0.6991261761550855   accuracy 0.7601963746223565   precision 0.6862916495269437   recall 0.7431594622370435
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deviation 2/5   epoch 6/120   F1 0.7096947448112332   accuracy 0.7681268882175226   precision 0.6959404566022213   recall 0.7541619422397119
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deviation 2/5   epoch 7/120   F1 0.721494135645079   accuracy 0.775679758308157   precision 0.7073040929658576   recall 0.7624772135416666
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deviation 2/5   epoch 8/120   F1 0.7262114562488631   accuracy 0.7802114803625377   precision 0.7112685109008638   recall 0.7700566568514039
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deviation 2/5   epoch 9/120   F1 0.7268943987989376   accuracy 0.7802114803625377   precision 0.7121246400658165   recall 0.7692160861407945
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deviation 2/5   epoch 10/120   F1 0.7327692259732903   accuracy 0.7836102719033232   precision 0.7180944055944056   recall 0.7720098119771855
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deviation 2/5   epoch 11/120   F1 0.7344184846036448   accuracy 0.783987915407855   precision 0.7200894693541753   recall 0.7711247086247086
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deviation 2/5   epoch 12/120   F1 0.7401506606896007   accuracy 0.7873867069486404   precision 0.7260592348827644   recall 0.7739721332252127
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deviation 2/5   epoch 13/120   F1 0.7313152111504881   accuracy 0.7832326283987915   precision 0.7163847182229535   recall 0.772692811135159
deviation 2/5   epoch 14/120   F1 0.7353519275971201   accuracy 0.7858761329305136   precision 0.7203619909502262   recall 0.775466874282404
deviation 2/5   epoch 15/120   F1 0.7429630681106538   accuracy 0.7892749244712991   precision 0.7289001439736733   recall 0.7759481037924152
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deviation 2/5   epoch 16/120   F1 0.739270534397152   accuracy 0.7877643504531722   precision 0.7246297819827232   recall 0.7761065973966876
deviation 2/5   epoch 17/120   F1 0.739838526044466   accuracy 0.7881419939577039   precision 0.725197963800905   recall 0.7765002560830577
deviation 2/5   epoch 18/120   F1 0.7398705817483506   accuracy 0.7892749244712991   precision 0.7246194981489099   recall 0.7798292224368152
deviation 2/5   epoch 19/120   F1 0.7442449278915972   accuracy 0.7904078549848943   precision 0.7300339366515838   recall 0.7776076915021932
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deviation 2/5   epoch 20/120   F1 0.7458502603621336   accuracy 0.7922960725075529   precision 0.7311625874125873   recall 0.7810589294422146
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deviation 2/5   epoch 21/120   F1 0.745287493573478   accuracy 0.7919184290030211   precision 0.7305944055944056   recall 0.780670132328839
deviation 2/5   epoch 22/120   F1 0.7427172297798803   accuracy 0.7896525679758308   precision 0.7283268202385849   recall 0.7773130825982997
deviation 2/5   epoch 23/120   F1 0.7468149985520376   accuracy 0.7900302114803626   precision 0.7340317770464829   recall 0.77367348227251
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deviation 2/5   epoch 24/120   F1 0.7476827557254437   accuracy 0.7915407854984894   precision 0.7343068696009872   recall 0.7767197823552273
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deviation 2/5   epoch 25/120   F1 0.7450048843911545   accuracy 0.790785498489426   precision 0.730887494858083   recall 0.777759392310476
deviation 2/5   epoch 26/120   F1 0.7510185032668972   accuracy 0.7930513595166163   precision 0.73829185520362   recall 0.7770384983261598
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deviation 2/5   epoch 27/120   F1 0.7496816271793352   accuracy 0.793429003021148   precision 0.7360062731386261   recall 0.7795690901601713
deviation 2/5   epoch 28/120   F1 0.7476578699185389   accuracy 0.7919184290030211   precision 0.7340189222542164   recall 0.7777766333956639
deviation 2/5   epoch 29/120   F1 0.7480191369811157   accuracy 0.7922960725075529   precision 0.7343017276840806   recall 0.7783950145866109
deviation 2/5   epoch 30/120   F1 0.7533779330596957   accuracy 0.7926737160120846   precision 0.7422896955985192   recall 0.7737162968239342
update
deviation 2/5   epoch 31/120   F1 0.749719677816715   accuracy 0.7926737160120846   precision 0.7365821678321678   recall 0.7774710964466929
deviation 2/5   epoch 32/120   F1 0.7484646463709519   accuracy 0.7911631419939577   precision 0.7357363225010284   recall 0.7748629125270634
deviation 2/5   epoch 33/120   F1 0.7479321514115398   accuracy 0.7904078549848943   precision 0.7354560880296175   recall 0.7734786234245372
deviation 2/5   epoch 34/120   F1 0.7482123839951316   accuracy 0.7922960725075529   precision 0.7345871040723981   recall 0.778169014084507
deviation 2/5   epoch 35/120   F1 0.7523016598298629   accuracy 0.7919184290030211   precision 0.7411533319621555   recall 0.7729192413753472
deviation 2/5   epoch 36/120   F1 0.7457127279936558   accuracy 0.7892749244712991   precision 0.7328954134101193   recall 0.7728787112010796
deviation 2/5   epoch 37/120   F1 0.7522963951121406   accuracy 0.7915407854984894   precision 0.7414412793089264   recall 0.7720331152109241
deviation 2/5   epoch 38/120   F1 0.7521232350404328   accuracy 0.7919184290030211   precision 0.740867955573838   recall 0.7730857320662514
deviation 2/5   epoch 39/120   F1 0.7528246753246753   accuracy 0.7915407854984894   precision 0.742297408473879   recall 0.7715652374366067
deviation 2/5   epoch 40/120   F1 0.7530229692145147   accuracy 0.7926737160120846   precision 0.741718942821884   recall 0.7740505448204348
deviation 2/5   epoch 41/120   F1 0.7560805252170837   accuracy 0.7919184290030211   precision 0.7474316125051419   recall 0.7697838373857253
update
deviation 2/5   epoch 42/120   F1 0.7540370212568326   accuracy 0.7915407854984894   precision 0.744295043192102   recall 0.7705462973244613
deviation 2/5   epoch 43/120   F1 0.751943793911007   accuracy 0.7926737160120846   precision 0.7400066844919786   recall 0.7751067348885868
deviation 2/5   epoch 44/120   F1 0.7526491673271958   accuracy 0.7915407854984894   precision 0.7420120320855614   recall 0.7717190815015804
deviation 2/5   epoch 45/120   F1 0.7560287134627262   accuracy 0.7938066465256798   precision 0.74570649938297   recall 0.7739627855510932
deviation 2/5   epoch 46/120   F1 0.7548858623909334   accuracy 0.7915407854984894   precision 0.7457219251336898   recall 0.7698789193096593
deviation 2/5   epoch 47/120   F1 0.7545021571127823   accuracy 0.790785498489426   precision 0.7457270670505964   recall 0.7685718299964875
deviation 2/5   epoch 48/120   F1 0.7554959542443267   accuracy 0.790785498489426   precision 0.7474393253805018   recall 0.7678779680641723
deviation 2/5   epoch 49/120   F1 0.7541910091517946   accuracy 0.7888972809667674   precision 0.7468814273961333   recall 0.7650163001293662
deviation 2/5   epoch 50/120   F1 0.7502983864232157   accuracy 0.7885196374622356   precision 0.7406057178116001   recall 0.7669096592399922
deviation 2/5   epoch 51/120   F1 0.7551668913068585   accuracy 0.790785498489426   precision 0.7468685726038667   recall 0.7681017995002164
deviation 2/5   epoch 52/120   F1 0.7521568454724139   accuracy 0.7881419939577039   precision 0.7440328054298643   recall 0.7648130672620281
deviation 2/5   epoch 53/120   F1 0.7532991728461896   accuracy 0.7904078549848943   precision 0.7440173796791444   recall 0.7686685250094297
deviation 2/5   epoch 54/120   F1 0.7553004173399634   accuracy 0.7904078549848943   precision 0.7474418963389551   recall 0.7672553531945616
deviation 2/5   epoch 55/120   F1 0.7555813646889176   accuracy 0.7919184290030211   precision 0.7465754833401892   recall 0.7701544385502733
deviation 2/5   epoch 56/120   F1 0.7536365495305584   accuracy 0.7881419939577039   precision 0.7466011929247223   recall 0.76391574440746
deviation 2/5   epoch 57/120   F1 0.7530404217808901   accuracy 0.7888972809667674   precision 0.7448837926779104   recall 0.7657365191026894
deviation 2/5   epoch 58/120   F1 0.7527862515486183   accuracy 0.7904078549848943   precision 0.7431612505141917   recall 0.7690648658836248
deviation 2/5   epoch 59/120   F1 0.7526262072175401   accuracy 0.7877643504531722   precision 0.7451768819415878   recall 0.7637898842371686
deviation 2/5   epoch 60/120   F1 0.7519387584125734   accuracy 0.7873867069486404   precision 0.7443233237350885   recall 0.7634788147723027
deviation 2/5   epoch 61/120   F1 0.7514201210668574   accuracy 0.7851208459214502   precision 0.7454802550390787   recall 0.7596356937216819
deviation 2/5   epoch 62/120   F1 0.7544396328780538   accuracy 0.7881419939577039   precision 0.7480280748663102   recall 0.7634781890295486
deviation 2/5   epoch 63/120   F1 0.7534841869329747   accuracy 0.7866314199395771   precision 0.7477529823118059   recall 0.7612877707936365
deviation 2/5   epoch 64/120   F1 0.7576923985170143   accuracy 0.7892749244712991   precision 0.7528717605923488   recall 0.7638982796183608
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deviation 2/5   epoch 65/120   F1 0.7520093824127416   accuracy 0.7862537764350453   precision 0.7454725421637187   recall 0.7613399973723395
deviation 2/5   epoch 66/120   F1 0.7491487431285692   accuracy 0.7854984894259819   precision 0.7411970382558618   recall 0.7615298840321142
deviation 2/5   epoch 67/120   F1 0.7477550709359481   accuracy 0.7847432024169184   precision 0.739489921842863   recall 0.7609160856985202
deviation 2/5   epoch 68/120   F1 0.7489797730366347   accuracy 0.7854984894259819   precision 0.7409116618675442   recall 0.7616325334003434
deviation 2/5   epoch 69/120   F1 0.7467312205149759   accuracy 0.7854984894259819   precision 0.7372017688194159   recall 0.763133577466717
deviation 2/5   epoch 70/120   F1 0.7497937105677481   accuracy 0.7851208459214502   precision 0.742626491155903   recall 0.7604488141440275
deviation 2/5   epoch 71/120   F1 0.744233641017446   accuracy 0.7836102719033232   precision 0.7346462361168243   recall 0.7609612488214383
deviation 2/5   epoch 72/120   F1 0.7490270124917824   accuracy 0.7866314199395771   precision 0.7400478198272316   recall 0.76386324858787
deviation 2/5   epoch 73/120   F1 0.7501534264359142   accuracy 0.7836102719033232   precision 0.7446344097079391   recall 0.7576313956534364
deviation 2/5   epoch 74/120   F1 0.7498636470752382   accuracy 0.7862537764350453   precision 0.7417626491155903   recall 0.7625567142717539
deviation 2/5   epoch 75/120   F1 0.7468553876215565   accuracy 0.7836102719033232   precision 0.7389268819415878   recall 0.7592723562180601
deviation 2/5   epoch 76/120   F1 0.7417344716555107   accuracy 0.7794561933534743   precision 0.7338183874948581   recall 0.7543318008434288
deviation 2/5   epoch 77/120   F1 0.7471118156130314   accuracy 0.7802114803625377   precision 0.7423745372274784   recall 0.7532919571729872
deviation 2/5   epoch 78/120   F1 0.7436871806361521   accuracy 0.783987915407855   precision 0.7335021596051008   recall 0.7621646196256151
deviation 2/5   epoch 79/120   F1 0.7480870708594558   accuracy 0.7820996978851964   precision 0.742361682435212   recall 0.7559683939353827
deviation 2/5   epoch 80/120   F1 0.7446440105762606   accuracy 0.779833836858006   precision 0.7383818387494858   recall 0.7536037006266859
deviation 2/5   epoch 81/120   F1 0.7449490601376032   accuracy 0.7794561933534743   precision 0.7392405388728918   recall 0.7528537928748243
deviation 2/5   epoch 82/120   F1 0.7446745386578058   accuracy 0.7741691842900302   precision 0.7438425545043192   recall 0.7455470408533112
deviation 2/5   epoch 83/120   F1 0.745330086537165   accuracy 0.7802114803625377   precision 0.7392353969559853   recall 0.7539517493586595
deviation 2/5   epoch 84/120   F1 0.740844685308331   accuracy 0.7783232628398792   precision 0.7332553475935829   recall 0.7527202165449054
deviation 2/5   epoch 85/120   F1 0.7438577812404791   accuracy 0.7779456193353474   precision 0.73868006993007   recall 0.75082742763892
deviation 2/5   epoch 86/120   F1 0.7423820754716981   accuracy 0.775679758308157   precision 0.7381247429041546   recall 0.7478299726003939
deviation 2/5   epoch 87/120   F1 0.7436990464130087   accuracy 0.7824773413897281   precision 0.7346539489921843   recall 0.759001972218675
deviation 2/5   epoch 88/120   F1 0.7421628272970204   accuracy 0.777190332326284   precision 0.736402200740436   recall 0.7502149730059213
deviation 2/5   epoch 89/120   F1 0.7478584217321783   accuracy 0.7813444108761329   precision 0.742652200740436   recall 0.7548221945482219
deviation 2/5   epoch 90/120   F1 0.7411218379567396   accuracy 0.7764350453172205   precision 0.7352658371040723   recall 0.7493739014320557
deviation 2/5   epoch 91/120   F1 0.7457616864345031   accuracy 0.7794561933534743   precision 0.7406674208144797   recall 0.752560408370296
deviation 2/5   epoch 92/120   F1 0.7452133752272464   accuracy 0.7787009063444109   precision 0.7403871863430687   recall 0.75156317262161
deviation 2/5   epoch 93/120   F1 0.7463960242258232   accuracy 0.7813444108761329   precision 0.740083813245578   recall 0.7554143546297151
deviation 2/5   epoch 94/120   F1 0.7401430129339694   accuracy 0.7790785498489426   precision 0.7315379473467709   recall 0.7545091015709173
deviation 2/5   epoch 95/120   F1 0.7392935198281564   accuracy 0.7700151057401813   precision 0.7378779308926369   recall 0.7408327699152302
deviation 2/5   epoch 96/120   F1 0.7402945197079723   accuracy 0.7737915407854985   precision 0.7361399629781983   recall 0.7455975458695512
deviation 2/5   epoch 97/120   F1 0.741557555555016   accuracy 0.7722809667673716   precision 0.7398601398601399   recall 0.7434314080423219
deviation 2/5   epoch 98/120   F1 0.7440527531418499   accuracy 0.7824773413897281   precision 0.7352247017688194   recall 0.7587742495679695
deviation 2/5   epoch 99/120   F1 0.7397546448057546   accuracy 0.7760574018126888   precision 0.7332707733443028   recall 0.7492748725746952
deviation 2/5   epoch 100/120   F1 0.7373214676519736   accuracy 0.7802114803625377   precision 0.7263934594816948   recall 0.758784806406583
deviation 2/5   epoch 101/120   F1 0.7387249186148761   accuracy 0.7764350453172205   precision 0.7312705676676265   recall 0.7503736608745752
deviation 2/5   epoch 102/120   F1 0.7444821572318858   accuracy 0.7749244712990937   precision 0.7426959070341423   recall 0.7464603583634233
deviation 2/5   epoch 103/120   F1 0.7369545745701582   accuracy 0.7741691842900302   precision 0.7301444878650761   recall 0.7472380878729963
deviation 2/5   epoch 104/120   F1 0.7439752377474429   accuracy 0.779833836858006   precision 0.7372403331962156   recall 0.7538976328393752
deviation 2/5   epoch 105/120   F1 0.736745347963952   accuracy 0.7696374622356495   precision 0.7335998560263266   recall 0.740546107251779
deviation 2/5   epoch 106/120   F1 0.7396127665039814   accuracy 0.7779456193353474   precision 0.7315456602221309   recall 0.7526651853846844
deviation 2/5   epoch 107/120   F1 0.7399639930000378   accuracy 0.7790785498489426   precision 0.7312525709584533   recall 0.7546141886522203
deviation 2/5   epoch 108/120   F1 0.7388867086728992   accuracy 0.775679758308157   precision 0.7321318387494858   recall 0.7489941233084862
deviation 2/5   epoch 109/120   F1 0.733939441236148   accuracy 0.7666163141993958   precision 0.7313374125874126   recall 0.7369916772018542
deviation 2/5   epoch 110/120   F1 0.7387270957896138   accuracy 0.7768126888217523   precision 0.7309826203208556   recall 0.7510480360631986
deviation 2/5   epoch 111/120   F1 0.7364190618389946   accuracy 0.7643504531722054   precision 0.7382018716577541   recall 0.7348192810780534
deviation 2/5   epoch 112/120   F1 0.7418479200897632   accuracy 0.7775679758308157   precision 0.7355435006170301   recall 0.7509547728369953
deviation 2/5   epoch 113/120   F1 0.7431383490436789   accuracy 0.7802114803625377   precision 0.7355255039078569   recall 0.7549800575034165
deviation 2/5   epoch 114/120   F1 0.7361782783096521   accuracy 0.7669939577039275   precision 0.7350447346770876   recall 0.7373921990580705
deviation 2/5   epoch 115/120   F1 0.7376544905245812   accuracy 0.774546827794562   precision 0.7309980460715755   recall 0.7475903759709281
deviation 2/5   epoch 116/120   F1 0.7393357564264644   accuracy 0.7741691842900302   precision 0.734139757301522   recall 0.7464042207792208
deviation 2/5   epoch 117/120   F1 0.7390196248374914   accuracy 0.774546827794562   precision 0.733281057178116   recall 0.7470904841556907
deviation 2/5   epoch 118/120   F1 0.7360431293333358   accuracy 0.7658610271903323   precision 0.7359085767174003   recall 0.7361787833159594
deviation 2/5   epoch 119/120   F1 0.7329856668503731   accuracy 0.7647280966767371   precision 0.7313502673796792   recall 0.7347948324054233
deviation 2/5   epoch 120/120   F1 0.728215041908846   accuracy 0.7575528700906344   precision 0.7294014808720691   recall 0.7271154947502386

deviation 3/5   epoch 1/120   F1 0.46166356877323417   accuracy 0.6722054380664653   precision 0.52108700123406   recall 0.615508111762055
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deviation 3/5   epoch 2/120   F1 0.5210471407162368   accuracy 0.6891993957703928   precision 0.5526480872069107   recall 0.6680759863014543
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deviation 3/5   epoch 3/120   F1 0.6045805630376297   accuracy 0.7205438066465257   precision 0.6072269642122583   recall 0.7158535133708382
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deviation 3/5   epoch 4/120   F1 0.6463571542578315   accuracy 0.7367824773413897   precision 0.6390785684903332   recall 0.72730581721118
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deviation 3/5   epoch 5/120   F1 0.6768973738056354   accuracy 0.7545317220543807   precision 0.664926984779926   recall 0.7506691674970205
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deviation 3/5   epoch 6/120   F1 0.6967959246964772   accuracy 0.7590634441087614   precision 0.6840163512957631   recall 0.74233139219935
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deviation 3/5   epoch 7/120   F1 0.7116389279076037   accuracy 0.7681268882175226   precision 0.6982234677087618   recall 0.7521717231183851
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deviation 3/5   epoch 8/120   F1 0.7115859842587169   accuracy 0.7696374622356495   precision 0.6976424310983135   recall 0.7563696391649436
deviation 3/5   epoch 9/120   F1 0.7153960754267229   accuracy 0.7711480362537765   precision 0.7016274167009461   recall 0.7565020866857675
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deviation 3/5   epoch 10/120   F1 0.7230983823058317   accuracy 0.7737915407854985   precision 0.7101707116412999   recall 0.7558112426706721
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deviation 3/5   epoch 11/120   F1 0.715751150507394   accuracy 0.7707703927492447   precision 0.7022007404360345   recall 0.7551156199442883
deviation 3/5   epoch 12/120   F1 0.7140919300239085   accuracy 0.7707703927492447   precision 0.7002031057178115   recall 0.7568408519143666
deviation 3/5   epoch 13/120   F1 0.716089321398167   accuracy 0.7726586102719033   precision 0.7019025092554504   recall 0.7599682868615579
deviation 3/5   epoch 14/120   F1 0.7184262211039494   accuracy 0.7719033232628398   precision 0.7050467914438503   recall 0.7554456967705361
deviation 3/5   epoch 15/120   F1 0.7113408546832591   accuracy 0.7696374622356495   precision 0.6973570547099959   recall 0.7566370793841833
deviation 3/5   epoch 16/120   F1 0.7131260669631185   accuracy 0.7707703927492447   precision 0.6990616001645413   recall 0.7578907793729344
deviation 3/5   epoch 17/120   F1 0.713410021199909   accuracy 0.7726586102719033   precision 0.6987633689839572   recall 0.7631021902778345
deviation 3/5   epoch 18/120   F1 0.7217025748817656   accuracy 0.7749244712990937   precision 0.7078799876593994   recall 0.7601618430154925
deviation 3/5   epoch 19/120   F1 0.7136922181320338   accuracy 0.7719033232628398   precision 0.699339263677499   recall 0.7605176416828227
deviation 3/5   epoch 20/120   F1 0.7251324176317443   accuracy 0.7764350453172205   precision 0.7115795968737145   recall 0.7606415323806628
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deviation 3/5   epoch 21/120   F1 0.7215071857376751   accuracy 0.7764350453172205   precision 0.7070135746606334   recall 0.764617730571038
deviation 3/5   epoch 22/120   F1 0.7266342914841202   accuracy 0.7794561933534743   precision 0.7121297819827231   recall 0.7673306463109602
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deviation 3/5   epoch 23/120   F1 0.730408962172832   accuracy 0.7813444108761329   precision 0.7161121966269025   recall 0.7683175767500021
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deviation 3/5   epoch 24/120   F1 0.7297754511176946   accuracy 0.7802114803625377   precision 0.7158345331139448   recall 0.7658831205026857
deviation 3/5   epoch 25/120   F1 0.7373813959722606   accuracy 0.7851208459214502   precision 0.7235062731386261   recall 0.7708780752653747
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deviation 3/5   epoch 26/120   F1 0.732346328599295   accuracy 0.7824773413897281   precision 0.7181021184697656   recall 0.7692743530248252
deviation 3/5   epoch 27/120   F1 0.7274766121385361   accuracy 0.7805891238670695   precision 0.7126928218839983   recall 0.769618063618313
deviation 3/5   epoch 28/120   F1 0.7355590829294958   accuracy 0.7847432024169184   precision 0.7212258329905389   recall 0.7719225895342922
deviation 3/5   epoch 29/120   F1 0.7401992301333489   accuracy 0.7870090634441088   precision 0.7263471822295351   recall 0.7728704082518194
update
deviation 3/5   epoch 30/120   F1 0.7337759807529927   accuracy 0.783987915407855   precision 0.7192333401892226   recall 0.7718861096497521
deviation 3/5   epoch 31/120   F1 0.7370233050847458   accuracy 0.7847432024169184   precision 0.7232234677087619   recall 0.7702471364541832
deviation 3/5   epoch 32/120   F1 0.739478851265619   accuracy 0.7877643504531722   precision 0.7249151583710407   recall 0.7758497824304724
deviation 3/5   epoch 33/120   F1 0.7411205094591171   accuracy 0.7877643504531722   precision 0.7271981694775813   recall 0.7738963067653513
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deviation 3/5   epoch 34/120   F1 0.7392779508075806   accuracy 0.7862537764350453   precision 0.7254961949814891   recall 0.7718445097382873
deviation 3/5   epoch 35/120   F1 0.7413330943171093   accuracy 0.7892749244712991   precision 0.7266171328671329   recall 0.777937188623321
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deviation 3/5   epoch 36/120   F1 0.7443199734289254   accuracy 0.7896525679758308   precision 0.7306098313451255   recall 0.7754144165927837
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deviation 3/5   epoch 37/120   F1 0.7402919532520453   accuracy 0.7892749244712991   precision 0.725190250925545   recall 0.7792736780014986
deviation 3/5   epoch 38/120   F1 0.7445500186714245   accuracy 0.7892749244712991   precision 0.7311831550802139   recall 0.7741326748369002
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deviation 3/5   epoch 39/120   F1 0.7475549344229264   accuracy 0.7904078549848943   precision 0.7348853352529823   recall 0.7738706817539702
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deviation 3/5   epoch 40/120   F1 0.7457952890602311   accuracy 0.790785498489426   precision 0.7320290004113533   recall 0.7768243568626368
deviation 3/5   epoch 41/120   F1 0.7428434280513758   accuracy 0.7885196374622356   precision 0.7291906622788975   recall 0.7740019917134884
deviation 3/5   epoch 42/120   F1 0.7423569364554934   accuracy 0.7892749244712991   precision 0.7280440148087206   recall 0.7766730610271526
deviation 3/5   epoch 43/120   F1 0.7451272919774772   accuracy 0.7915407854984894   precision 0.7305969765528588   recall 0.7797704268625525
deviation 3/5   epoch 44/120   F1 0.7430038111075442   accuracy 0.7888972809667674   precision 0.7291880913204443   recall 0.7748523722570069
deviation 3/5   epoch 45/120   F1 0.7417934137288206   accuracy 0.7888972809667674   precision 0.7274758329905389   recall 0.776279520720808
deviation 3/5   epoch 46/120   F1 0.7449100427307189   accuracy 0.7896525679758308   precision 0.7314659605100782   recall 0.7747463095584135
deviation 3/5   epoch 47/120   F1 0.7447745169019863   accuracy 0.7888972809667674   precision 0.7317564788153024   recall 0.772889299923486
deviation 3/5   epoch 48/120   F1 0.7441303936645258   accuracy 0.7870090634441088   precision 0.7320547099958865   recall 0.7687557318278725
deviation 3/5   epoch 49/120   F1 0.7407976322920191   accuracy 0.7851208459214502   precision 0.7283576717400246   recall 0.7672996407546033
deviation 3/5   epoch 50/120   F1 0.7406887846023844   accuracy 0.7862537764350453   precision 0.727493829699712   recall 0.7703059369797315
deviation 3/5   epoch 51/120   F1 0.7394143883550791   accuracy 0.7851208459214502   precision 0.7263600370218017   recall 0.7686856618839124
deviation 3/5   epoch 52/120   F1 0.7499154124475637   accuracy 0.7873867069486404   precision 0.7408988070752777   recall 0.7647986632895653
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deviation 3/5   epoch 53/120   F1 0.7402453546972495   accuracy 0.7866314199395771   precision 0.726635129576306   recall 0.7717907489954531
deviation 3/5   epoch 54/120   F1 0.7398143361856468   accuracy 0.7828549848942599   precision 0.7283730974907445   recall 0.7627489578765454
deviation 3/5   epoch 55/120   F1 0.7386183618145137   accuracy 0.7832326283987915   precision 0.7263728918140683   recall 0.7647172891506498
deviation 3/5   epoch 56/120   F1 0.7374262956521258   accuracy 0.7832326283987915   precision 0.724660633484163   recall 0.7658610271903323
deviation 3/5   epoch 57/120   F1 0.7381408793549369   accuracy 0.783987915407855   precision 0.7252262443438915   recall 0.7670690811535882
deviation 3/5   epoch 58/120   F1 0.7334790692692835   accuracy 0.7820996978851964   precision 0.7198169477581242   recall 0.7669774638233826
deviation 3/5   epoch 59/120   F1 0.7329759525582247   accuracy 0.7813444108761329   precision 0.7195367132867133   recall 0.7655013225940099
deviation 3/5   epoch 60/120   F1 0.7353437950091242   accuracy 0.7820996978851964   precision 0.7223853352529823   recall 0.7650467475860168
deviation 3/5   epoch 61/120   F1 0.7332683916368363   accuracy 0.7820996978851964   precision 0.7195315713698067   recall 0.7672049004306652
deviation 3/5   epoch 62/120   F1 0.7304876225479012   accuracy 0.7809667673716012   precision 0.7164001439736734   recall 0.7671730525674273
deviation 3/5   epoch 63/120   F1 0.7327408484391084   accuracy 0.7802114803625377   precision 0.7198298025503909   recall 0.7628108978693584
deviation 3/5   epoch 64/120   F1 0.7289023360540388   accuracy 0.7802114803625377   precision 0.7146930275606747   recall 0.7668569127722671
deviation 3/5   epoch 65/120   F1 0.732061879059658   accuracy 0.7817220543806647   precision 0.7181072603866722   recall 0.7675001576590781
deviation 3/5   epoch 66/120   F1 0.7345501565854249   accuracy 0.7832326283987915   precision 0.720665364047717   recall 0.7688749729809317
deviation 3/5   epoch 67/120   F1 0.7297509101917683   accuracy 0.7813444108761329   precision 0.7152560674619498   recall 0.7690841365989425
deviation 3/5   epoch 68/120   F1 0.7361547357490978   accuracy 0.7820996978851964   precision 0.7235268408062525   recall 0.7642533936651583
deviation 3/5   epoch 69/120   F1 0.7341281752570468   accuracy 0.7832326283987915   precision 0.7200946112710819   recall 0.7693473028458162
deviation 3/5   epoch 70/120   F1 0.7285958159503639   accuracy 0.7805891238670695   precision 0.7141197038255862   recall 0.7682792282832871
deviation 3/5   epoch 71/120   F1 0.7359264522399053   accuracy 0.7805891238670695   precision 0.7241078774167009   recall 0.7607993860657571
deviation 3/5   epoch 72/120   F1 0.7331325897759249   accuracy 0.7828549848942599   precision 0.7189556766762649   recall 0.7694295600593178
deviation 3/5   epoch 73/120   F1 0.737380839011746   accuracy 0.7836102719033232   precision 0.724372686137392   recall 0.7668690996852656
deviation 3/5   epoch 74/120   F1 0.7431116212479244   accuracy 0.7847432024169184   precision 0.7320701357466063   recall 0.7643043074697751
deviation 3/5   epoch 75/120   F1 0.7382236536176222   accuracy 0.7832326283987915   precision 0.7258021390374332   recall 0.7650891145888354
deviation 3/5   epoch 76/120   F1 0.7272600082539402   accuracy 0.7787009063444109   precision 0.7132764294529   recall 0.7644985412980057
deviation 3/5   epoch 77/120   F1 0.7352868989214576   accuracy 0.7809667673716012   precision 0.7229638009049775   recall 0.7622754491017965
deviation 3/5   epoch 78/120   F1 0.743310794487934   accuracy 0.7843655589123867   precision 0.7326434594816947   recall 0.763288406409597
deviation 3/5   epoch 79/120   F1 0.7382968209520672   accuracy 0.7824773413897281   precision 0.7263780337309749   recall 0.7631874701099952
deviation 3/5   epoch 80/120   F1 0.741076477566831   accuracy 0.783987915407855   precision 0.7295068901686549   recall 0.7643010466166305
deviation 3/5   epoch 81/120   F1 0.7372252880240101   accuracy 0.7832326283987915   precision 0.7243752570958453   recall 0.7660599963416865
deviation 3/5   epoch 82/120   F1 0.7376266336710231   accuracy 0.7832326283987915   precision 0.7249460098724805   recall 0.765664472405752
deviation 3/5   epoch 83/120   F1 0.7332756816249919   accuracy 0.7832326283987915   precision 0.7189531057178116   recall 0.770325003253524
deviation 3/5   epoch 84/120   F1 0.7358328445742677   accuracy 0.7843655589123867   precision 0.7217991567256273   recall 0.7705490809450448
deviation 3/5   epoch 85/120   F1 0.7353267013714029   accuracy 0.7836102719033232   precision 0.7215189222542164   recall 0.769044587578366
deviation 3/5   epoch 86/120   F1 0.7250173843576933   accuracy 0.7787009063444109   precision 0.7104226655697243   recall 0.7670560404600701
deviation 3/5   epoch 87/120   F1 0.7191509420486523   accuracy 0.775679758308157   precision 0.704450329082682   recall 0.7652004268658708
deviation 3/5   epoch 88/120   F1 0.7217380289009311   accuracy 0.7794561933534743   precision 0.7061368778280543   recall 0.7735709679510583
deviation 3/5   epoch 89/120   F1 0.7365141128302759   accuracy 0.783987915407855   precision 0.7229432332373509   recall 0.7687668141976916
deviation 3/5   epoch 90/120   F1 0.718744043468233   accuracy 0.7775679758308157   precision 0.7032959687371452   recall 0.7715716754801933
deviation 3/5   epoch 91/120   F1 0.7307655502392345   accuracy 0.7817220543806647   precision 0.7163950020567668   recall 0.7689724153798957
deviation 3/5   epoch 92/120   F1 0.7416981994705374   accuracy 0.7828549848942599   precision 0.7312268613739201   recall 0.7612185386800967
deviation 3/5   epoch 93/120   F1 0.7344856133859636   accuracy 0.7836102719033232   precision 0.7203774167009461   recall 0.7699883696300094
deviation 3/5   epoch 94/120   F1 0.7393713432964102   accuracy 0.7854984894259819   precision 0.7260720896750308   recall 0.7697174091080581
deviation 3/5   epoch 95/120   F1 0.7397724905550431   accuracy 0.7854984894259819   precision 0.726642842451666   recall 0.7692948022788715
deviation 3/5   epoch 96/120   F1 0.7345501565854249   accuracy 0.7832326283987915   precision 0.720665364047717   recall 0.7688749729809317
deviation 3/5   epoch 97/120   F1 0.73651140469621   accuracy 0.7824773413897281   precision 0.7238096462361168   recall 0.7648539778449144
deviation 3/5   epoch 98/120   F1 0.7074733310284942   accuracy 0.7726586102719033   precision 0.6921997120526533   recall 0.771024344263781
deviation 3/5   epoch 99/120   F1 0.7360431574788304   accuracy 0.7813444108761329   precision 0.7238173591114767   recall 0.7625001224966398
deviation 3/5   epoch 100/120   F1 0.7332072918565857   accuracy 0.779833836858006   precision 0.7206885026737968   recall 0.7614239150545109
deviation 3/5   epoch 101/120   F1 0.7282225988983614   accuracy 0.777190332326284   precision 0.7152843480049362   recall 0.7595337275759041
deviation 3/5   epoch 102/120   F1 0.7504453888835227   accuracy 0.7877643504531722   precision 0.7414669888934595   recall 0.7652056790458119
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deviation 3/5   epoch 103/120   F1 0.7338642171116398   accuracy 0.7794561933534743   precision 0.7218325791855205   recall 0.7599166184692501
deviation 3/5   epoch 104/120   F1 0.7293403582718652   accuracy 0.7802114803625377   precision 0.7152637803373098   recall 0.7663644461411211
deviation 3/5   epoch 105/120   F1 0.7374228358721463   accuracy 0.7813444108761329   precision 0.7258149938296997   recall 0.7612804027798952
deviation 3/5   epoch 106/120   F1 0.7321317285612977   accuracy 0.7813444108761329   precision 0.718395207733443   recall 0.766396967451852
deviation 3/5   epoch 107/120   F1 0.7232887885229904   accuracy 0.7790785498489426   precision 0.7081370835047305   recall 0.7703182350530198
deviation 3/5   epoch 108/120   F1 0.7230533074291002   accuracy 0.7790785498489426   precision 0.707851707116413   recall 0.7706216991766299
deviation 3/5   epoch 109/120   F1 0.7148279948241811   accuracy 0.7760574018126888   precision 0.6993109831345126   recall 0.7720410005553182
deviation 3/5   epoch 110/120   F1 0.7299966900593541   accuracy 0.7790785498489426   precision 0.7166983751542575   recall 0.76262725403914
deviation 3/5   epoch 111/120   F1 0.7217486704732865   accuracy 0.777190332326284   precision 0.7070084327437268   recall 0.7665426389436016
deviation 3/5   epoch 112/120   F1 0.740239223996865   accuracy 0.7820996978851964   precision 0.7295197449609214   recall 0.7606892171570614
deviation 3/5   epoch 113/120   F1 0.7238496573447409   accuracy 0.7779456193353474   precision 0.7092863019333607   recall 0.7662454047123775
deviation 3/5   epoch 114/120   F1 0.7332828516280778   accuracy 0.7775679758308157   precision 0.7221308103661044   recall 0.7560472264884412
deviation 3/5   epoch 115/120   F1 0.7393168099630745   accuracy 0.7817220543806647   precision 0.7283808103661045   recall 0.7605778820768554
deviation 3/5   epoch 116/120   F1 0.7146090424098722   accuracy 0.7734138972809668   precision 0.6998997326203208   recall 0.763924671507079
deviation 3/5   epoch 117/120   F1 0.7330556691008319   accuracy 0.7794561933534743   precision 0.72069107363225   recall 0.7606393315196269
deviation 3/5   epoch 118/120   F1 0.7362101222149331   accuracy 0.7832326283987915   precision 0.7229483751542576   recall 0.7670917070917072
deviation 3/5   epoch 119/120   F1 0.7151460965523138   accuracy 0.7719033232628398   precision 0.7010515220074043   recall 0.7588725615145506
deviation 3/5   epoch 120/120   F1 0.7265951178807126   accuracy 0.7787009063444109   precision 0.7124203002879473   recall 0.765235563773643

deviation 4/5   epoch 1/120   F1 0.43114930182599354   accuracy 0.6703172205438066   precision 0.5102555532702592   recall 0.6204708298413705
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deviation 4/5   epoch 2/120   F1 0.5239517645757275   accuracy 0.6858006042296072   precision 0.552385849444673   recall 0.650106082036775
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deviation 4/5   epoch 3/120   F1 0.5939705260831958   accuracy 0.7148791540785498   precision 0.5992749897161662   recall 0.7056739571889876
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deviation 4/5   epoch 4/120   F1 0.6287130448194393   accuracy 0.7280966767371602   precision 0.6248688811188812   recall 0.7169469570072585
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deviation 4/5   epoch 5/120   F1 0.6689157420301575   accuracy 0.7477341389728097   precision 0.658124228712464   recall 0.7379559558630082
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deviation 4/5   epoch 6/120   F1 0.6947739417275247   accuracy 0.7609516616314199   precision 0.6814351090086384   recall 0.7497083032938066
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deviation 4/5   epoch 7/120   F1 0.7077272724809369   accuracy 0.7692598187311178   precision 0.6933643562320033   recall 0.7596762290306291
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deviation 4/5   epoch 8/120   F1 0.7114942872552086   accuracy 0.773036253776435   precision 0.6964777869189634   recall 0.7667120365401981
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deviation 4/5   epoch 9/120   F1 0.7197346145931888   accuracy 0.7768126888217523   precision 0.7047279925956396   recall 0.7678979793519629
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deviation 4/5   epoch 10/120   F1 0.7116139324502188   accuracy 0.774546827794562   precision 0.6961821266968327   recall 0.7715244807748591
deviation 4/5   epoch 11/120   F1 0.7196990721831116   accuracy 0.7783232628398792   precision 0.7041469559851913   recall 0.7727084615866753
deviation 4/5   epoch 12/120   F1 0.7210270306032338   accuracy 0.7787009063444109   precision 0.7055712669683258   recall 0.7721137746559399
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deviation 4/5   epoch 13/120   F1 0.7194235965066872   accuracy 0.7790785498489426   precision 0.7035710612916495   recall 0.7755926271724007
deviation 4/5   epoch 14/120   F1 0.7283512443942595   accuracy 0.7824773413897281   precision 0.7129653434800494   recall 0.7742127163726525
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deviation 4/5   epoch 15/120   F1 0.7267158998385875   accuracy 0.7817220543806647   precision 0.7112582270670506   recall 0.7740312145667978
deviation 4/5   epoch 16/120   F1 0.7234036422314429   accuracy 0.7809667673716012   precision 0.7075534759358288   recall 0.7761699507389163
deviation 4/5   epoch 17/120   F1 0.7302693232286191   accuracy 0.7847432024169184   precision 0.7143767996709174   recall 0.7787690353208632
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deviation 4/5   epoch 18/120   F1 0.7381524362997962   accuracy 0.7881419939577039   precision 0.7229149526943645   recall 0.7786582431241347
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deviation 4/5   epoch 19/120   F1 0.7317220179294621   accuracy 0.7843655589123867   precision 0.7163770053475935   recall 0.7755942318476343
deviation 4/5   epoch 20/120   F1 0.7380838835253265   accuracy 0.7885196374622356   precision 0.7226270053475936   recall 0.7799074226717481
deviation 4/5   epoch 21/120   F1 0.7349815591364421   accuracy 0.7866314199395771   precision 0.719500719868367   recall 0.7782480317366425
deviation 4/5   epoch 22/120   F1 0.7312157466558872   accuracy 0.7854984894259819   precision 0.7152277869189634   recall 0.7798756331176973
deviation 4/5   epoch 23/120   F1 0.7451520899192132   accuracy 0.7930513595166163   precision 0.7297305635540929   recall 0.7842654450594897
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deviation 4/5   epoch 24/120   F1 0.7314439984572971   accuracy 0.7854984894259819   precision 0.715513163307281   recall 0.7795504568798772
deviation 4/5   epoch 25/120   F1 0.7454647627860205   accuracy 0.7938066465256798   precision 0.7297254216371863   recall 0.7861901421758446
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deviation 4/5   epoch 26/120   F1 0.7444783327450071   accuracy 0.793429003021148   precision 0.7285864870423695   recall 0.7864052454960777
deviation 4/5   epoch 27/120   F1 0.7435440670512046   accuracy 0.7926737160120846   precision 0.7277354997943233   recall 0.785339009189443
deviation 4/5   epoch 28/120   F1 0.738223611451899   accuracy 0.7900302114803626   precision 0.7220459687371452   recall 0.7845184562929288
deviation 4/5   epoch 29/120   F1 0.7435440670512046   accuracy 0.7926737160120846   precision 0.7277354997943233   recall 0.785339009189443
deviation 4/5   epoch 30/120   F1 0.7506043095745605   accuracy 0.7968277945619335   precision 0.7351270053475936   recall 0.7883742195875638
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deviation 4/5   epoch 31/120   F1 0.7386607706437129   accuracy 0.7900302114803626   precision 0.7226167215137804   recall 0.7838806762857395
deviation 4/5   epoch 32/120   F1 0.7395262995130518   accuracy 0.7900302114803626   precision 0.7237582270670506   recall 0.78264533665884
deviation 4/5   epoch 33/120   F1 0.750273666474093   accuracy 0.7960725075528701   precision 0.7351321472645003   recall 0.7865023698464064
deviation 4/5   epoch 34/120   F1 0.7477820525571583   accuracy 0.7949395770392749   precision 0.7322860962566844   recall 0.7864673126845412
deviation 4/5   epoch 35/120   F1 0.7468530730085658   accuracy 0.7941842900302115   precision 0.7314351090086384   recall 0.7854178308859957
deviation 4/5   epoch 36/120   F1 0.7398124964000258   accuracy 0.7919184290030211   precision 0.723174619498149   recall 0.7884171792390533
deviation 4/5   epoch 37/120   F1 0.7517869090098127   accuracy 0.7968277945619335   precision 0.736839263677499   recall 0.7867312001992032
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deviation 4/5   epoch 38/120   F1 0.7463971262922988   accuracy 0.7945619335347432   precision 0.7305764088852325   recall 0.7872502954656828
deviation 4/5   epoch 39/120   F1 0.7508347713903895   accuracy 0.7964501510574018   precision 0.735700329082682   recall 0.7868848547433807
deviation 4/5   epoch 40/120   F1 0.7500755058894594   accuracy 0.7960725075528701   precision 0.7348467708761826   recall 0.786775416917822
deviation 4/5   epoch 41/120   F1 0.7491134449020607   accuracy 0.7956948640483383   precision 0.7337078362813656   recall 0.7869487605027593
deviation 4/5   epoch 42/120   F1 0.7474189783643056   accuracy 0.7945619335347432   precision 0.7320032908268201   recall 0.7858011553663728
deviation 4/5   epoch 43/120   F1 0.7477820525571583   accuracy 0.7949395770392749   precision 0.7322860962566844   recall 0.7864673126845412
deviation 4/5   epoch 44/120   F1 0.752219234824052   accuracy 0.7960725075528701   precision 0.7379859111476759   recall 0.7839313046172156
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deviation 4/5   epoch 45/120   F1 0.7537059319806924   accuracy 0.7968277945619335   precision 0.7396930275606746   recall 0.7842235229559174
update
deviation 4/5   epoch 46/120   F1 0.7539969842763004   accuracy 0.7987160120845922   precision 0.7388240436034553   recall 0.7894424230244027
update
deviation 4/5   epoch 47/120   F1 0.754285635731273   accuracy 0.7960725075528701   precision 0.7411250514191691   recall 0.7814191581549983
update
deviation 4/5   epoch 48/120   F1 0.7538943328586127   accuracy 0.7968277945619335   precision 0.7399784039489922   recall 0.7839879154078551
deviation 4/5   epoch 49/120   F1 0.7523693642643341   accuracy 0.7968277945619335   precision 0.7376953928424517   recall 0.7859493447728741
deviation 4/5   epoch 50/120   F1 0.7554102170641955   accuracy 0.8009818731117825   precision 0.7393793706293706   recall 0.7945613445378151
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deviation 4/5   epoch 51/120   F1 0.7525396869870049   accuracy 0.7972054380664653   precision 0.7376928218839983   recall 0.7868505253196713
deviation 4/5   epoch 52/120   F1 0.7538030223925963   accuracy 0.7987160120845922   precision 0.7385386672151377   recall 0.7897158251281999
deviation 4/5   epoch 53/120   F1 0.7570092148377258   accuracy 0.7972054380664653   precision 0.7445418552036199   recall 0.7813515178360806
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deviation 4/5   epoch 54/120   F1 0.7546215233116191   accuracy 0.797583081570997   precision 0.7405440148087207   recall 0.7852326077678191
deviation 4/5   epoch 55/120   F1 0.7586431805878728   accuracy 0.8013595166163142   precision 0.7439428218839983   recall 0.7910382523717943
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deviation 4/5   epoch 56/120   F1 0.7524878666326327   accuracy 0.7979607250755287   precision 0.7371169271904565   recall 0.7892335916644126
deviation 4/5   epoch 57/120   F1 0.7541902982962586   accuracy 0.7987160120845922   precision 0.7391094199917729   recall 0.7891719854145436
deviation 4/5   epoch 58/120   F1 0.756051604200924   accuracy 0.7998489425981873   precision 0.7410993418346359   recall 0.7900443210040733
deviation 4/5   epoch 59/120   F1 0.747822944997325   accuracy 0.7945619335347432   precision 0.7325740436034553   recall 0.7852431102982911
deviation 4/5   epoch 60/120   F1 0.7541008978742811   accuracy 0.7960725075528701   precision 0.7408396750308515   recall 0.7816345428252747
deviation 4/5   epoch 61/120   F1 0.7544557786547312   accuracy 0.7968277945619335   precision 0.7408345331139449   recall 0.7832970422790781
deviation 4/5   epoch 62/120   F1 0.7535429748579088   accuracy 0.7960725075528701   precision 0.7399835458658988   recall 0.782296014032541
deviation 4/5   epoch 63/120   F1 0.7498408102421279   accuracy 0.7964501510574018   precision 0.7342734471410941   recall 0.7882783984181908
deviation 4/5   epoch 64/120   F1 0.7475344779059949   accuracy 0.7953172205438066   precision 0.7317127725215959   recall 0.788011938848553
deviation 4/5   epoch 65/120   F1 0.746034092418911   accuracy 0.7941842900302115   precision 0.7302936034553682   recall 0.7865723689209346
deviation 4/5   epoch 66/120   F1 0.7464903716671154   accuracy 0.7938066465256798   precision 0.7311523035787741   recall 0.7847528377419681
deviation 4/5   epoch 67/120   F1 0.747056106831094   accuracy 0.7941842900302115   precision 0.7317204853969559   recall 0.7851369253583786
deviation 4/5   epoch 68/120   F1 0.7469741956587999   accuracy 0.7930513595166163   precision 0.732298951048951   recall 0.7818353374194856
deviation 4/5   epoch 69/120   F1 0.7508030632200194   accuracy 0.7968277945619335   precision 0.7354123817359111   recall 0.7880928783802916
deviation 4/5   epoch 70/120   F1 0.7416132344164972   accuracy 0.7915407854984894   precision 0.7257455779514603   recall 0.7844895737483962
deviation 4/5   epoch 71/120   F1 0.7451272919774772   accuracy 0.7915407854984894   precision 0.7305969765528588   recall 0.7797704268625525
deviation 4/5   epoch 72/120   F1 0.7440661343627886   accuracy 0.7919184290030211   precision 0.7288821472645002   recall 0.7822693854903593
deviation 4/5   epoch 73/120   F1 0.7448056267621901   accuracy 0.790785498489426   precision 0.7306021184697655   recall 0.777999900819479
deviation 4/5   epoch 74/120   F1 0.7512041132219622   accuracy 0.7930513595166163   precision 0.7385772315919374   recall 0.7768382144551212
deviation 4/5   epoch 75/120   F1 0.7448427820477407   accuracy 0.7904078549848943   precision 0.7308900658165365   recall 0.7768934544313759
deviation 4/5   epoch 76/120   F1 0.7422480223737158   accuracy 0.7915407854984894   precision 0.726601707116413   recall 0.7835920783796393
deviation 4/5   epoch 77/120   F1 0.7301675054205151   accuracy 0.7851208459214502   precision 0.7140888523241464   recall 0.7801471856010429
deviation 4/5   epoch 78/120   F1 0.728628638097941   accuracy 0.783987915407855   precision 0.7126696832579186   recall 0.7786423595672151
deviation 4/5   epoch 79/120   F1 0.7237053216585649   accuracy 0.7836102719033232   precision 0.7069647264500205   recall 0.7848445979716132
deviation 4/5   epoch 80/120   F1 0.7249479241841876   accuracy 0.7828549848942599   precision 0.7086821266968326   recall 0.7802470361275231
deviation 4/5   epoch 81/120   F1 0.7248210556197661   accuracy 0.7832326283987915   precision 0.7083941793500617   recall 0.7817413972888425
deviation 4/5   epoch 82/120   F1 0.7302949773163341   accuracy 0.7854984894259819   precision 0.7140862813656932   recall 0.7812116914036776
deviation 4/5   epoch 83/120   F1 0.7332917638282668   accuracy 0.7862537764350453   precision 0.7175056561085973   recall 0.7793771877683112
deviation 4/5   epoch 84/120   F1 0.715153764182745   accuracy 0.7783232628398792   precision 0.6990101809954752   recall 0.7794055408616211
deviation 4/5   epoch 85/120   F1 0.707959911770366   accuracy 0.7749244712990937   precision 0.6921842863019334   recall 0.7784059590316574
deviation 4/5   epoch 86/120   F1 0.7122449505833122   accuracy 0.777190332326284   precision 0.6961641299876594   recall 0.7799024193400466
deviation 4/5   epoch 87/120   F1 0.7328451275388423   accuracy 0.7832326283987915   precision 0.7183823529411765   recall 0.7708307427423597
deviation 4/5   epoch 88/120   F1 0.7218638718751027   accuracy 0.7790785498489426   precision 0.7064248251748252   recall 0.7721897202115047
deviation 4/5   epoch 89/120   F1 0.7117977337975856   accuracy 0.7753021148036254   precision 0.696176984779926   recall 0.7738442904246013
deviation 4/5   epoch 90/120   F1 0.7178166997472458   accuracy 0.7760574018126888   precision 0.7027354997943233   recall 0.7680137140526555
deviation 4/5   epoch 91/120   F1 0.7251759076836476   accuracy 0.777190332326284   precision 0.7112890785684903   recall 0.7626259075570099
deviation 4/5   epoch 92/120   F1 0.7169002395526417   accuracy 0.777190332326284   precision 0.7013009049773755   recall 0.7728885450103338
deviation 4/5   epoch 93/120   F1 0.7049448054845824   accuracy 0.7722809667673716   precision 0.6896338955162484   recall 0.7734548420433112
deviation 4/5   epoch 94/120   F1 0.7217380289009311   accuracy 0.7794561933534743   precision 0.7061368778280543   recall 0.7735709679510583
deviation 4/5   epoch 95/120   F1 0.7250577488337839   accuracy 0.7802114803625377   precision 0.7098416289592759   recall 0.7715209096382937
deviation 4/5   epoch 96/120   F1 0.7107387532734755   accuracy 0.7741691842900302   precision 0.6953285684903332   recall 0.7714944253859348
deviation 4/5   epoch 97/120   F1 0.7100359269047891   accuracy 0.774546827794562   precision 0.6944698683669273   recall 0.7738257171584985
deviation 4/5   epoch 98/120   F1 0.7284914174242019   accuracy 0.7790785498489426   precision 0.7147007404360346   recall 0.7641937716262976
deviation 4/5   epoch 99/120   F1 0.7184643609391888   accuracy 0.7783232628398792   precision 0.7027200740436035   recall 0.7744405684765765
deviation 4/5   epoch 100/120   F1 0.7228025930517232   accuracy 0.7775679758308157   precision 0.7081473673385438   recall 0.7663876474783394
deviation 4/5   epoch 101/120   F1 0.7115209864991798   accuracy 0.7741691842900302   precision 0.6961846976552859   recall 0.7703857642469146

deviation 5/5   epoch 1/120   F1 0.4006270335671424   accuracy 0.6654078549848943   precision 0.49858854380913203   recall 0.39602272727272725
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deviation 5/5   epoch 2/120   F1 0.42546561287323925   accuracy 0.6706948640483383   precision 0.508826100370218   recall 0.6384553337366404
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deviation 5/5   epoch 3/120   F1 0.5036774082871709   accuracy 0.6880664652567976   precision 0.5449506375976965   recall 0.6820889615596912
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deviation 5/5   epoch 4/120   F1 0.641370273055569   accuracy 0.7322507552870091   precision 0.6348287741670094   recall 0.7179098430902036
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deviation 5/5   epoch 5/120   F1 0.704471364759425   accuracy 0.7624622356495468   precision 0.6916983751542575   recall 0.7441616490726832
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deviation 5/5   epoch 6/120   F1 0.7206640002756508   accuracy 0.774546827794562   precision 0.7067410530645825   recall 0.7602363239928318
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deviation 5/5   epoch 7/120   F1 0.7290861912221136   accuracy 0.7813444108761329   precision 0.7143999382969971   recall 0.7698769836935636
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deviation 5/5   epoch 8/120   F1 0.735622956968143   accuracy 0.7843655589123867   precision 0.7215137803373097   recall 0.7707886294547064
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deviation 5/5   epoch 9/120   F1 0.7398933968701411   accuracy 0.7877643504531722   precision 0.7254859111476759   recall 0.7753447106690778
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deviation 5/5   epoch 10/120   F1 0.7422432044387122   accuracy 0.7885196374622356   precision 0.7283345331139448   recall 0.7746881601370765
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deviation 5/5   epoch 11/120   F1 0.7420541229978941   accuracy 0.7900302114803626   precision 0.7271827437268614   recall 0.7792446032934841
deviation 5/5   epoch 12/120   F1 0.7475355758216583   accuracy 0.790785498489426   precision 0.7345973879062114   recall 0.7748728793136688
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deviation 5/5   epoch 13/120   F1 0.7423061524911152   accuracy 0.7911631419939577   precision 0.7268896544631839   recall 0.7823365685698176
deviation 5/5   epoch 14/120   F1 0.7503838217486747   accuracy 0.7945619335347432   precision 0.7362839366515836   recall 0.7819007481159074
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deviation 5/5   epoch 15/120   F1 0.7477970547594078   accuracy 0.7926737160120846   precision 0.7337284039489922   recall 0.7797160410354396
deviation 5/5   epoch 16/120   F1 0.7504253344675585   accuracy 0.7938066465256798   precision 0.7368598313451254   recall 0.7797348668869024
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deviation 5/5   epoch 17/120   F1 0.7524549818842918   accuracy 0.7949395770392749   precision 0.739135129576306   recall 0.7804652912367034
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deviation 5/5   epoch 18/120   F1 0.7520645509467809   accuracy 0.7953172205438066   precision 0.7382764294529001   recall 0.7819738167170192
deviation 5/5   epoch 19/120   F1 0.7544697589410632   accuracy 0.7960725075528701   precision 0.7414104278074867   recall 0.7812062950151984
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deviation 5/5   epoch 20/120   F1 0.7546416823105936   accuracy 0.7968277945619335   precision 0.7411199095022625   recall 0.7830720009658483
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deviation 5/5   epoch 21/120   F1 0.7544697589410632   accuracy 0.7960725075528701   precision 0.7414104278074867   recall 0.7812062950151984
deviation 5/5   epoch 22/120   F1 0.7557323193963552   accuracy 0.7979607250755287   precision 0.7419683257918552   recall 0.7849135755191561
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deviation 5/5   epoch 23/120   F1 0.7559251374403255   accuracy 0.7972054380664653   precision 0.7428295968737145   recall 0.7825862727953381
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deviation 5/5   epoch 24/120   F1 0.7550161062948518   accuracy 0.7964501510574018   precision 0.7419786096256684   recall 0.7815959597621753
deviation 5/5   epoch 25/120   F1 0.7557423419551559   accuracy 0.7972054380664653   precision 0.7425442204853969   recall 0.7828007587118087
deviation 5/5   epoch 26/120   F1 0.7544735537293483   accuracy 0.7956948640483383   precision 0.7416983751542575   recall 0.7801917897019213
deviation 5/5   epoch 27/120   F1 0.7568083855799373   accuracy 0.7960725075528701   precision 0.745120320855615   recall 0.7786604470632248
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deviation 5/5   epoch 28/120   F1 0.7551956889322684   accuracy 0.7968277945619335   precision 0.7419760386672152   recall 0.782412352821153
deviation 5/5   epoch 29/120   F1 0.7550187143137352   accuracy 0.7956948640483383   precision 0.7425545043192102   recall 0.7795893464794618
deviation 5/5   epoch 30/120   F1 0.7569841232074452   accuracy 0.7960725075528701   precision 0.7454056972439326   recall 0.7784810495881995
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deviation 5/5   epoch 31/120   F1 0.7555584562948174   accuracy 0.7956948640483383   precision 0.7434106334841629   recall 0.779008498270508
deviation 5/5   epoch 32/120   F1 0.7568248683776604   accuracy 0.7968277945619335   precision 0.7445444261620733   recall 0.7805683457269357
deviation 5/5   epoch 33/120   F1 0.7551962229135964   accuracy 0.7953172205438066   precision 0.7431278280542987   recall 0.7784264885999623
deviation 5/5   epoch 34/120   F1 0.7566097224784831   accuracy 0.7953172205438066   precision 0.7454108391608392   recall 0.7769958909833783
deviation 5/5   epoch 35/120   F1 0.7571708152146452   accuracy 0.7964501510574018   precision 0.7454031262854792   recall 0.7792351545159013
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deviation 5/5   epoch 36/120   F1 0.7553687433423976   accuracy 0.7949395770392749   precision 0.7437011517893871   recall 0.777298540591735
deviation 5/5   epoch 37/120   F1 0.7601590323952125   accuracy 0.797583081570997   precision 0.7493906828465653   recall 0.7790304996792686
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deviation 5/5   epoch 38/120   F1 0.7639288000509433   accuracy 0.7990936555891238   precision 0.7545171740024681   recall 0.779082551737553
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deviation 5/5   epoch 39/120   F1 0.761780303030303   accuracy 0.7990936555891238   precision 0.7508072809543398   recall 0.7811030428769018
deviation 5/5   epoch 40/120   F1 0.7620575531723708   accuracy 0.7983383685800605   precision 0.7519539284245167   recall 0.7790281846938805
deviation 5/5   epoch 41/120   F1 0.761694855096416   accuracy 0.7979607250755287   precision 0.7516711229946524   recall 0.778481282737873
deviation 5/5   epoch 42/120   F1 0.7655681906281495   accuracy 0.7994712990936556   precision 0.757082990538873   recall 0.7785362466896053
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deviation 5/5   epoch 43/120   F1 0.7605427376419743   accuracy 0.7960725075528701   precision 0.7513986013986014   recall 0.7752153110047847
deviation 5/5   epoch 44/120   F1 0.7646378934403036   accuracy 0.7983383685800605   precision 0.7565199506375977   recall 0.776845642239382
deviation 5/5   epoch 45/120   F1 0.7605427376419743   accuracy 0.7960725075528701   precision 0.7513986013986014   recall 0.7752153110047847
deviation 5/5   epoch 46/120   F1 0.7591300926063199   accuracy 0.7949395770392749   precision 0.7499794323323735   recall 0.7738838925753866
deviation 5/5   epoch 47/120   F1 0.7618761848656525   accuracy 0.7964501510574018   precision 0.753393665158371   recall 0.7749710375093025
deviation 5/5   epoch 48/120   F1 0.7612305242140888   accuracy 0.7964501510574018   precision 0.7522521596051008   recall 0.7754815754358799
deviation 5/5   epoch 49/120   F1 0.7629856063198879   accuracy 0.7964501510574018   precision 0.7553912998765939   recall 0.7741512721000432
deviation 5/5   epoch 50/120   F1 0.7619543376518759   accuracy 0.7972054380664653   precision 0.7528177704648293   recall 0.7765449597181004
deviation 5/5   epoch 51/120   F1 0.767247508809352   accuracy 0.7968277945619335   precision 0.763093891402715   recall 0.7723476622381196
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deviation 5/5   epoch 52/120   F1 0.7656681743710111   accuracy 0.7979607250755287   precision 0.7588055327025915   recall 0.7753315486630358
deviation 5/5   epoch 53/120   F1 0.7636407005412558   accuracy 0.7994712990936556   precision 0.7536584738790622   recall 0.7802116149664124
deviation 5/5   epoch 54/120   F1 0.7629192436295976   accuracy 0.7972054380664653   precision 0.7545300287947347   recall 0.7757702434598159
deviation 5/5   epoch 55/120   F1 0.7659355355986895   accuracy 0.7968277945619335   precision 0.7605255039078569   recall 0.7730175152156868
deviation 5/5   epoch 56/120   F1 0.7665235173690074   accuracy 0.7968277945619335   precision 0.7616670094611271   recall 0.7727031581993414
deviation 5/5   epoch 57/120   F1 0.7651894144173841   accuracy 0.7968277945619335   precision 0.759098621966269   recall 0.7734487773641425
deviation 5/5   epoch 58/120   F1 0.76717764271651   accuracy 0.8009818731117825   precision 0.7584995886466475   recall 0.7805117485532704
deviation 5/5   epoch 59/120   F1 0.7710113819598435   accuracy 0.8013595166163142   precision 0.7653460510078157   recall 0.7784585748049342
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deviation 5/5   epoch 60/120   F1 0.7700185471531946   accuracy 0.7979607250755287   precision 0.7673668243521184   recall 0.7730360641534326
deviation 5/5   epoch 61/120   F1 0.7675337254809813   accuracy 0.7968277945619335   precision 0.7636646441793501   recall 0.7722169135212613
deviation 5/5   epoch 62/120   F1 0.7690740098359912   accuracy 0.7968277945619335   precision 0.7668037844508433   recall 0.7716115945822155
deviation 5/5   epoch 63/120   F1 0.7677527701779002   accuracy 0.7979607250755287   precision 0.7628008021390374   recall 0.7740722121117669
deviation 5/5   epoch 64/120   F1 0.7673810462285984   accuracy 0.7983383685800605   precision 0.7616567256273139   recall 0.7749734547704412
deviation 5/5   epoch 65/120   F1 0.7690539507780638   accuracy 0.7994712990936556   precision 0.7636466474701769   recall 0.7760958398370585
deviation 5/5   epoch 66/120   F1 0.760230363354916   accuracy 0.7945619335347432   precision 0.7522650143973673   recall 0.7722535605974423
deviation 5/5   epoch 67/120   F1 0.7678256886736897   accuracy 0.797583081570997   precision 0.7633741258741259   recall 0.7733682019533543
deviation 5/5   epoch 68/120   F1 0.7620348286511178   accuracy 0.7930513595166163   precision 0.7571266968325792   recall 0.7683387531257714
deviation 5/5   epoch 69/120   F1 0.7617937075777228   accuracy 0.793429003021148   precision 0.7562679967091732   recall 0.769120878008282
deviation 5/5   epoch 70/120   F1 0.7580472523169299   accuracy 0.7938066465256798   precision 0.7491310160427808   recall 0.7722922374429224
deviation 5/5   epoch 71/120   F1 0.7626792865906693   accuracy 0.7953172205438066   precision 0.7559697655285891   recall 0.7721143097656902
deviation 5/5   epoch 72/120   F1 0.7615257736355725   accuracy 0.7926737160120846   precision 0.7565585150143974   recall 0.7679300070411805
deviation 5/5   epoch 73/120   F1 0.761031119834056   accuracy 0.7960725075528701   precision 0.7522547305635541   recall 0.7748229085846972
deviation 5/5   epoch 74/120   F1 0.7602077103477085   accuracy 0.7930513595166163   precision 0.7537021801727684   recall 0.7693084438622346
deviation 5/5   epoch 75/120   F1 0.7621061466030786   accuracy 0.7956948640483383   precision 0.7545403126285479   recall 0.7732377749029755
deviation 5/5   epoch 76/120   F1 0.7571894474362467   accuracy 0.793429003021148   precision 0.7479920814479638   recall 0.7721495907204097
deviation 5/5   epoch 77/120   F1 0.7580772373907759   accuracy 0.7941842900302115   precision 0.7488430686960099   recall 0.7730834746973165
deviation 5/5   epoch 78/120   F1 0.7589754152748186   accuracy 0.7888972809667674   precision 0.7557280954339778   recall 0.762820415429483
deviation 5/5   epoch 79/120   F1 0.7550204021533833   accuracy 0.7854984894259819   precision 0.7517559646236116   recall 0.7589055547182981
deviation 5/5   epoch 80/120   F1 0.7574885471991124   accuracy 0.7900302114803626   precision 0.7517251131221719   recall 0.7652875431822801
deviation 5/5   epoch 81/120   F1 0.7580472523169299   accuracy 0.7938066465256798   precision 0.7491310160427808   recall 0.7722922374429224
deviation 5/5   epoch 82/120   F1 0.755136298094256   accuracy 0.7873867069486404   precision 0.7500308515014398   recall 0.7618371164316575
deviation 5/5   epoch 83/120   F1 0.7617515838131204   accuracy 0.7941842900302115   precision 0.7554067256273138   recall 0.7705259151997397
deviation 5/5   epoch 84/120   F1 0.7597393781288764   accuracy 0.7930513595166163   precision 0.7528460510078157   recall 0.7695893399999452
deviation 5/5   epoch 85/120   F1 0.7575926508763612   accuracy 0.7896525679758308   precision 0.7522984368572604   recall 0.7645807706177141
deviation 5/5   epoch 86/120   F1 0.7580472523169299   accuracy 0.7938066465256798   precision 0.7491310160427808   recall 0.7722922374429224
deviation 5/5   epoch 87/120   F1 0.7548361699632473   accuracy 0.7960725075528701   precision 0.7419811805841218   recall 0.7807880597727348
deviation 5/5   epoch 88/120   F1 0.7549814406524082   accuracy 0.7873867069486404   precision 0.7497454751131222   recall 0.7619035261843538
deviation 5/5   epoch 89/120   F1 0.7563040677342168   accuracy 0.7892749244712991   precision 0.7503033730974907   recall 0.7645461239772946
deviation 5/5   epoch 90/120   F1 0.7532041147786763   accuracy 0.7768126888217523   precision 0.7583787535993418   recall 0.7493228831687393
deviation 5/5   epoch 91/120   F1 0.75356923885434   accuracy 0.7945619335347432   precision 0.7411353352529824   recall 0.7782154722354058
deviation 5/5   epoch 92/120   F1 0.753447707646181   accuracy 0.7900302114803626   precision 0.7445907034142328   recall 0.7677624542640022
deviation 5/5   epoch 93/120   F1 0.752847895987045   accuracy 0.7885196374622356   precision 0.7448863636363636   recall 0.7651141300868675
deviation 5/5   epoch 94/120   F1 0.7464020801683446   accuracy 0.7794561933534743   precision 0.7418089263677499   recall 0.7523530484990931
deviation 5/5   epoch 95/120   F1 0.7496374570005225   accuracy 0.7832326283987915   precision 0.7440662278897574   recall 0.7572160130054867
