deviation 1/5   epoch 1/120   F1 0.42637059386268306   accuracy 0.6442598187311178   precision 0.49302498971616615   recall 0.4682348257774447
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deviation 1/5   epoch 2/120   F1 0.427104978486732   accuracy 0.6476586102719033   precision 0.4952848621966269   recall 0.476738803012287
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deviation 1/5   epoch 3/120   F1 0.43118931683610506   accuracy 0.6563444108761329   precision 0.5017893870835047   recall 0.5107203918488055
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deviation 1/5   epoch 4/120   F1 0.44030943239204856   accuracy 0.6623867069486404   precision 0.5083119086795558   recall 0.5507535321821037
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deviation 1/5   epoch 5/120   F1 0.4671510186512379   accuracy 0.6688066465256798   precision 0.5211101398601399   recall 0.5941760740470996
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deviation 1/5   epoch 6/120   F1 0.512226490983553   accuracy 0.6839123867069486   precision 0.5464058000822707   recall 0.6495297682288592
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deviation 1/5   epoch 7/120   F1 0.5722796675323114   accuracy 0.7077039274924471   precision 0.5847696421225833   recall 0.7001760616822997
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deviation 1/5   epoch 8/120   F1 0.6367757495368872   accuracy 0.7277190332326284   precision 0.6308643562320033   recall 0.7084366026320235
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deviation 1/5   epoch 9/120   F1 0.6555891238670695   accuracy 0.7416918429003021   precision 0.6467503085150144   recall 0.733318618073609
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deviation 1/5   epoch 10/120   F1 0.6759032118788835   accuracy 0.7537764350453172   precision 0.66407599753188   recall 0.7493757692983999
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deviation 1/5   epoch 11/120   F1 0.6724043913416832   accuracy 0.7564199395770392   precision 0.6609188605512135   recall 0.7639948458771763
deviation 1/5   epoch 12/120   F1 0.6928464889685108   accuracy 0.7647280966767371   precision 0.6788410119292472   recall 0.7643920080349142
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deviation 1/5   epoch 13/120   F1 0.6961526568536505   accuracy 0.7673716012084593   precision 0.6816767791032496   recall 0.7690124598851087
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deviation 1/5   epoch 14/120   F1 0.6996204615468304   accuracy 0.7692598187311178   precision 0.6848030645824763   recall 0.7706324741273419
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deviation 1/5   epoch 15/120   F1 0.7040399105860757   accuracy 0.7719033232628398   precision 0.6887803373097491   recall 0.7734748603351955
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deviation 1/5   epoch 16/120   F1 0.7069020538727444   accuracy 0.7737915407854985   precision 0.6913358700123406   recall 0.7759091140800882
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deviation 1/5   epoch 17/120   F1 0.7081772096098744   accuracy 0.7734138972809668   precision 0.6927653229123818   recall 0.7726195151039167
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deviation 1/5   epoch 18/120   F1 0.7078251622986493   accuracy 0.773036253776435   precision 0.6924825174825175   recall 0.7718205145194772
deviation 1/5   epoch 19/120   F1 0.7097697535645484   accuracy 0.774546827794562   precision 0.6941844919786097   recall 0.7742240137529532
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deviation 1/5   epoch 20/120   F1 0.7118885853139583   accuracy 0.775679758308157   precision 0.6961744138214727   recall 0.7750258611678795
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deviation 1/5   epoch 21/120   F1 0.7160895429203269   accuracy 0.7779456193353474   precision 0.7001542575071987   recall 0.776632033770627
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deviation 1/5   epoch 22/120   F1 0.7185700854304022   accuracy 0.7787009063444109   precision 0.7027175030851501   recall 0.7755570621784835
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deviation 1/5   epoch 23/120   F1 0.7178666049687645   accuracy 0.779833836858006   precision 0.70156828465652   recall 0.7805665223611002
deviation 1/5   epoch 24/120   F1 0.722055228487131   accuracy 0.7813444108761329   precision 0.7058386466474702   recall 0.7794190911192835
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deviation 1/5   epoch 25/120   F1 0.7173529475845217   accuracy 0.779833836858006   precision 0.7009975318798848   recall 0.7813811719716568
deviation 1/5   epoch 26/120   F1 0.7193927838075682   accuracy 0.7817220543806647   precision 0.7026969354175236   recall 0.784994939271255
deviation 1/5   epoch 27/120   F1 0.7235950364829704   accuracy 0.7832326283987915   precision 0.7069672974084739   recall 0.783662502862982
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deviation 1/5   epoch 28/120   F1 0.7200560986257809   accuracy 0.7813444108761329   precision 0.7035556355409297   recall 0.7825279606334264
deviation 1/5   epoch 29/120   F1 0.7251790099116783   accuracy 0.7836102719033232   precision 0.7086769847799259   recall 0.7825049793473466
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deviation 1/5   epoch 30/120   F1 0.7269809820245994   accuracy 0.783987915407855   precision 0.7106720485396956   recall 0.7810550324981564
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deviation 1/5   epoch 31/120   F1 0.7279355939755623   accuracy 0.7847432024169184   precision 0.7115230357877417   recall 0.7821903242955874
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deviation 1/5   epoch 32/120   F1 0.7268606701463802   accuracy 0.7836102719033232   precision 0.7106746194981489   recall 0.7799573285776391
deviation 1/5   epoch 33/120   F1 0.7287538908451873   accuracy 0.7843655589123867   precision 0.7126671122994652   recall 0.7797038930606592
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deviation 1/5   epoch 34/120   F1 0.7303683038918598   accuracy 0.7843655589123867   precision 0.7146647470176882   recall 0.7774195424019537
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deviation 1/5   epoch 35/120   F1 0.7269809820245994   accuracy 0.783987915407855   precision 0.7106720485396956   recall 0.7810550324981564
deviation 1/5   epoch 36/120   F1 0.7274557406358435   accuracy 0.783987915407855   precision 0.7112428013163308   recall 0.7803472053991531
deviation 1/5   epoch 37/120   F1 0.7276978365349922   accuracy 0.7847432024169184   precision 0.7112376593994241   recall 0.7825529251550958
deviation 1/5   epoch 38/120   F1 0.7318029796453599   accuracy 0.7858761329305136   precision 0.7157959687371452   recall 0.7802652195290125
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deviation 1/5   epoch 39/120   F1 0.7324525447082209   accuracy 0.7877643504531722   precision 0.7157831139448787   recall 0.785631151223098
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deviation 1/5   epoch 40/120   F1 0.7295774890136824   accuracy 0.7847432024169184   precision 0.7135206705059647   recall 0.7797573332255413
deviation 1/5   epoch 41/120   F1 0.7276978365349922   accuracy 0.7847432024169184   precision 0.7112376593994241   recall 0.7825529251550958
deviation 1/5   epoch 42/120   F1 0.7288608423369591   accuracy 0.783987915407855   precision 0.7129550596462362   recall 0.7783122045299528
deviation 1/5   epoch 43/120   F1 0.730421906586638   accuracy 0.7858761329305136   precision 0.7140837104072398   recall 0.7822886500605546
deviation 1/5   epoch 44/120   F1 0.7302949773163341   accuracy 0.7854984894259819   precision 0.7140862813656932   recall 0.7812116914036776
deviation 1/5   epoch 45/120   F1 0.7336950221169976   accuracy 0.7873867069486404   precision 0.7174979432332373   recall 0.7824756605236776
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deviation 1/5   epoch 46/120   F1 0.737141065111496   accuracy 0.7888972809667674   precision 0.7211975524475525   recall 0.7824091283957608
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deviation 1/5   epoch 47/120   F1 0.7315747441235895   accuracy 0.7858761329305136   precision 0.7155105923488276   recall 0.7805935226663163
deviation 1/5   epoch 48/120   F1 0.7340550169376912   accuracy 0.7877643504531722   precision 0.7177807486631016   recall 0.7831954265081992
deviation 1/5   epoch 49/120   F1 0.7359800589168367   accuracy 0.7881419939577039   precision 0.7200611888111889   recall 0.7816349932178266
deviation 1/5   epoch 50/120   F1 0.7343703200850258   accuracy 0.7873867069486404   precision 0.71835407239819   recall 0.7814952914807496
deviation 1/5   epoch 51/120   F1 0.7360603867818782   accuracy 0.7877643504531722   precision 0.7203491361579597   recall 0.78031908630637
deviation 1/5   epoch 52/120   F1 0.7353620493211401   accuracy 0.7888972809667674   precision 0.718914541341012   recall 0.7850254442172879
deviation 1/5   epoch 53/120   F1 0.7348152444837528   accuracy 0.7892749244712991   precision 0.7180558412176059   recall 0.7871580444203683
deviation 1/5   epoch 54/120   F1 0.7378625540404242   accuracy 0.7896525679758308   precision 0.721763163307281   recall 0.7838131854663248
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deviation 1/5   epoch 55/120   F1 0.7390884316288087   accuracy 0.7911631419939577   precision 0.7226090086384205   recall 0.7869806231900269
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deviation 1/5   epoch 56/120   F1 0.7386469769861688   accuracy 0.7911631419939577   precision 0.7220382558617853   recall 0.7876577843615806
deviation 1/5   epoch 57/120   F1 0.741193699359265   accuracy 0.7926737160120846   precision 0.7245963595228302   recall 0.7888361532046021
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deviation 1/5   epoch 58/120   F1 0.7412651218846643   accuracy 0.7922960725075529   precision 0.7248843068696009   recall 0.787461220948575
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deviation 1/5   epoch 59/120   F1 0.7423371667844938   accuracy 0.7922960725075529   precision 0.7263111888111888   recall 0.7858701688409115
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deviation 1/5   epoch 60/120   F1 0.7420584725801658   accuracy 0.7926737160120846   precision 0.7257378650761004   recall 0.7875169356588227
deviation 1/5   epoch 61/120   F1 0.7440661343627886   accuracy 0.7919184290030211   precision 0.7288821472645002   recall 0.7822693854903593
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deviation 1/5   epoch 62/120   F1 0.7444279179333546   accuracy 0.7922960725075529   precision 0.7291649526943644   recall 0.7829328059979115
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deviation 1/5   epoch 63/120   F1 0.7384251282960919   accuracy 0.7911631419939577   precision 0.7217528794734678   recall 0.7880017630103402
deviation 1/5   epoch 64/120   F1 0.7412228064661958   accuracy 0.7900302114803626   precision 0.7260412381735911   recall 0.7803290449088909
deviation 1/5   epoch 65/120   F1 0.7399316162491261   accuracy 0.7888972809667674   precision 0.7249074454956808   recall 0.7786095954380385
deviation 1/5   epoch 66/120   F1 0.7412515781447819   accuracy 0.7911631419939577   precision 0.7254627725215961   recall 0.7838023810390651
deviation 1/5   epoch 67/120   F1 0.7432918861959958   accuracy 0.7915407854984894   precision 0.7280285890580008   recall 0.7821594451867404
deviation 1/5   epoch 68/120   F1 0.7429630681106538   accuracy 0.7892749244712991   precision 0.7289001439736733   recall 0.7759481037924152
deviation 1/5   epoch 69/120   F1 0.744940176983329   accuracy 0.7892749244712991   precision 0.731753907856849   recall 0.7737046978235522
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deviation 1/5   epoch 70/120   F1 0.7413741675091663   accuracy 0.7904078549848943   precision 0.7260386672151378   recall 0.7812776184820382
deviation 1/5   epoch 71/120   F1 0.7426676722671856   accuracy 0.7915407854984894   precision 0.7271724598930481   recall 0.7830096823063298
deviation 1/5   epoch 72/120   F1 0.7459687019458348   accuracy 0.7930513595166163   precision 0.7308720691073631   recall 0.7831557041054424
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deviation 1/5   epoch 73/120   F1 0.747569464739495   accuracy 0.7930513595166163   precision 0.7331550802139037   recall 0.7810775963600749
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deviation 1/5   epoch 74/120   F1 0.746574017088524   accuracy 0.7930513595166163   precision 0.7317281982723158   recall 0.78235474705453
deviation 1/5   epoch 75/120   F1 0.7461865488864328   accuracy 0.790785498489426   precision 0.7325997531879884   recall 0.776372745184891
deviation 1/5   epoch 76/120   F1 0.7457560281100344   accuracy 0.7885196374622356   precision 0.733471308103661   recall 0.770913446478701
deviation 1/5   epoch 77/120   F1 0.748380594445809   accuracy 0.7926737160120846   precision 0.7345845331139449   recall 0.7790150808012005
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deviation 1/5   epoch 78/120   F1 0.7466122783633937   accuracy 0.7926737160120846   precision 0.7320161456190868   recall 0.7811916017981679
deviation 1/5   epoch 79/120   F1 0.7488405040190658   accuracy 0.7911631419939577   precision 0.7363070752776635   recall 0.7744670320195113
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deviation 1/5   epoch 80/120   F1 0.749634598987026   accuracy 0.7941842900302115   precision 0.7354303784450843   recall 0.7817528904724214
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deviation 1/5   epoch 81/120   F1 0.7507225353208613   accuracy 0.7953172205438066   precision 0.7362787947346771   recall 0.7836512345679012
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deviation 1/5   epoch 82/120   F1 0.7483068634007619   accuracy 0.7904078549848943   precision 0.7360268408062526   recall 0.7730960729703902
deviation 1/5   epoch 83/120   F1 0.7470741568390267   accuracy 0.7919184290030211   precision 0.7331627930892637   recall 0.7784633866442523
deviation 1/5   epoch 84/120   F1 0.7496816271793352   accuracy 0.793429003021148   precision 0.7360062731386261   recall 0.7795690901601713
deviation 1/5   epoch 85/120   F1 0.7528174569002635   accuracy 0.7953172205438066   precision 0.7394179350061703   recall 0.7810739024795135
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deviation 1/5   epoch 86/120   F1 0.7524842467713891   accuracy 0.793429003021148   precision 0.7402869189633896   recall 0.7764561073204135
deviation 1/5   epoch 87/120   F1 0.7486871243277444   accuracy 0.7938066465256798   precision 0.7342914438502673   recall 0.781854368541675
deviation 1/5   epoch 88/120   F1 0.7515432138617661   accuracy 0.7941842900302115   precision 0.73828414232826   recall 0.7794672263067
deviation 1/5   epoch 89/120   F1 0.7519053441950985   accuracy 0.7945619335347432   precision 0.7385669477581243   recall 0.7800748532363461
deviation 1/5   epoch 90/120   F1 0.7476213001993783   accuracy 0.7945619335347432   precision 0.7322886672151379   recall 0.7855206150870773
deviation 1/5   epoch 91/120   F1 0.7532088812903392   accuracy 0.7938066465256798   precision 0.741140477169889   recall 0.7766629598931034
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deviation 1/5   epoch 92/120   F1 0.7518561405544821   accuracy 0.7956948640483383   precision 0.7377031057178116   recall 0.7833030109198991
deviation 1/5   epoch 93/120   F1 0.7455277028593872   accuracy 0.7915407854984894   precision 0.731167729329494   recall 0.7792712206060946
deviation 1/5   epoch 94/120   F1 0.7519348725769672   accuracy 0.793429003021148   precision 0.7394307897984369   recall 0.7770346297005553
deviation 1/5   epoch 95/120   F1 0.7475139675255784   accuracy 0.7911631419939577   precision 0.7343094405594406   recall 0.7758953688224035
deviation 1/5   epoch 96/120   F1 0.7527544351073763   accuracy 0.7968277945619335   precision 0.7382661456190868   recall 0.7854423654423655
deviation 1/5   epoch 97/120   F1 0.7504579482131593   accuracy 0.7930513595166163   precision 0.7374357260386672   recall 0.7776540125488922
deviation 1/5   epoch 98/120   F1 0.750864183764496   accuracy 0.7960725075528701   precision 0.7359882764294529   recall 0.7857009462151394
deviation 1/5   epoch 99/120   F1 0.7516843131704812   accuracy 0.7953172205438066   precision 0.7377056766762649   recall 0.7824395533900506
deviation 1/5   epoch 100/120   F1 0.7521186074478257   accuracy 0.793429003021148   precision 0.7397161661867544   recall 0.7768394166598006
deviation 1/5   epoch 101/120   F1 0.7551956889322684   accuracy 0.7968277945619335   precision 0.7419760386672152   recall 0.782412352821153
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deviation 1/5   epoch 102/120   F1 0.7516180470875152   accuracy 0.7964501510574018   precision 0.7368418346359522   recall 0.7858235437843959
deviation 1/5   epoch 103/120   F1 0.750304631319847   accuracy 0.7956948640483383   precision 0.735420094611271   recall 0.7853170124112854
deviation 1/5   epoch 104/120   F1 0.7542785179293432   accuracy 0.7964501510574018   precision 0.7408371040723982   recall 0.7824614210967105
deviation 1/5   epoch 105/120   F1 0.7606608940870225   accuracy 0.801737160120846   precision 0.7467940148087207   recall 0.7894478756067352
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deviation 1/5   epoch 106/120   F1 0.7566520539031811   accuracy 0.7979607250755287   precision 0.743395207733443   recall 0.7837929894849018
deviation 1/5   epoch 107/120   F1 0.7561083438946035   accuracy 0.7922960725075529   precision 0.747143665158371   recall 0.7705572755417956
deviation 1/5   epoch 108/120   F1 0.7600767842745806   accuracy 0.7994712990936556   precision 0.7476655697243932   recall 0.7838857024979096
deviation 1/5   epoch 109/120   F1 0.7589728870868926   accuracy 0.7979607250755287   precision 0.7471051007815714   recall 0.7811717684400676
deviation 1/5   epoch 110/120   F1 0.755701256648807   accuracy 0.7990936555891238   precision 0.7411044837515426   recall 0.7882452020605628
deviation 1/5   epoch 111/120   F1 0.750004036087536   accuracy 0.7968277945619335   precision 0.7342708761826409   recall 0.789236707370105
deviation 1/5   epoch 112/120   F1 0.7541678882048275   accuracy 0.7990936555891238   precision 0.738821472645002   recall 0.7903709816572264
deviation 1/5   epoch 113/120   F1 0.7517869090098127   accuracy 0.7968277945619335   precision 0.736839263677499   recall 0.7867312001992032
deviation 1/5   epoch 114/120   F1 0.7548191691884911   accuracy 0.7972054380664653   precision 0.7411173385438091   recall 0.7839115525528503
deviation 1/5   epoch 115/120   F1 0.7551748151503355   accuracy 0.7941842900302115   precision 0.7439916700946113   recall 0.7756390288460631
deviation 1/5   epoch 116/120   F1 0.7551612367021276   accuracy 0.7983383685800605   precision 0.7408242492801316   recall 0.7867292340092076
deviation 1/5   epoch 117/120   F1 0.7554958554571151   accuracy 0.793429003021148   precision 0.7451383175647881   recall 0.7735639356608747
deviation 1/5   epoch 118/120   F1 0.7555584562948174   accuracy 0.7956948640483383   precision 0.7434106334841629   recall 0.779008498270508
deviation 1/5   epoch 119/120   F1 0.7495472107978789   accuracy 0.7922960725075529   precision 0.7365847387906211   recall 0.7766588799797967
deviation 1/5   epoch 120/120   F1 0.7559153014332758   accuracy 0.7956948640483383   precision 0.743981386260798   recall 0.7786330395030356

deviation 2/5   epoch 1/120   F1 0.4721276784410621   accuracy 0.6612537764350453   precision 0.5188785479226655   recall 0.5651126702800963
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deviation 2/5   epoch 2/120   F1 0.5171644622368748   accuracy 0.6631419939577039   precision 0.5394127930892637   recall 0.5841346153846154
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deviation 2/5   epoch 3/120   F1 0.5800540558416687   accuracy 0.6812688821752266   precision 0.5820958453311394   recall 0.6251940719830629
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deviation 2/5   epoch 4/120   F1 0.6299468046657689   accuracy 0.7043051359516617   precision 0.6241747223364871   recall 0.6608723927432725
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deviation 2/5   epoch 5/120   F1 0.6514727347714597   accuracy 0.722809667673716   precision 0.6434543397778691   recall 0.688433547777046
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deviation 2/5   epoch 6/120   F1 0.672537494165271   accuracy 0.7386706948640483   precision 0.662466577540107   recall 0.7112665697139896
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deviation 2/5   epoch 7/120   F1 0.6923083544031416   accuracy 0.7552870090634441   precision 0.6800467914438503   recall 0.7364993330293974
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deviation 2/5   epoch 8/120   F1 0.7091697532370176   accuracy 0.7662386706948641   precision 0.6959533113944879   recall 0.7495810598959506
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deviation 2/5   epoch 9/120   F1 0.7155092847799662   accuracy 0.7692598187311178   precision 0.7024964006581653   recall 0.7514126660745479
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deviation 2/5   epoch 10/120   F1 0.714348012697072   accuracy 0.7692598187311178   precision 0.7010695187165775   recall 0.7525105195227653
deviation 2/5   epoch 11/120   F1 0.7187308330284118   accuracy 0.7707703927492447   precision 0.7059106334841629   recall 0.7522648511635488
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deviation 2/5   epoch 12/120   F1 0.7170193952468671   accuracy 0.7741691842900302   precision 0.7024629781982723   recall 0.7632766661651873
deviation 2/5   epoch 13/120   F1 0.7225560186807828   accuracy 0.7768126888217523   precision 0.7081525092554504   recall 0.7644883772021165
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deviation 2/5   epoch 14/120   F1 0.7244338121245677   accuracy 0.7783232628398792   precision 0.7098544837515426   recall 0.7666509861186315
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deviation 2/5   epoch 15/120   F1 0.7212740611142523   accuracy 0.7764350453172205   precision 0.7067281982723159   recall 0.7648910411622276
deviation 2/5   epoch 16/120   F1 0.7321317285612977   accuracy 0.7813444108761329   precision 0.718395207733443   recall 0.766396967451852
update
deviation 2/5   epoch 17/120   F1 0.7353437950091242   accuracy 0.7820996978851964   precision 0.7223853352529823   recall 0.7650467475860168
update
deviation 2/5   epoch 18/120   F1 0.7359501687961897   accuracy 0.7836102719033232   precision 0.7223750514191691   recall 0.7683648576847151
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deviation 2/5   epoch 19/120   F1 0.7325612712092646   accuracy 0.7824773413897281   precision 0.7183874948580831   recall 0.7690280733758994
deviation 2/5   epoch 20/120   F1 0.7339822865677827   accuracy 0.7828549848942599   precision 0.7200971822295352   recall 0.7684730241984485
deviation 2/5   epoch 21/120   F1 0.7340608242462696   accuracy 0.7836102719033232   precision 0.719806663924311   recall 0.770476717745922
deviation 2/5   epoch 22/120   F1 0.733332404103479   accuracy 0.7817220543806647   precision 0.7198195187165776   recall 0.7661261205179283
deviation 2/5   epoch 23/120   F1 0.7346121312549206   accuracy 0.7828549848942599   precision 0.7209533113944879   recall 0.7677840173055367
deviation 2/5   epoch 24/120   F1 0.7398129023245004   accuracy 0.7851208459214502   precision 0.726930789798437   recall 0.7682775415921068
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deviation 2/5   epoch 25/120   F1 0.7337019686400501   accuracy 0.7843655589123867   precision 0.7189453928424516   recall 0.7730711729080408
deviation 2/5   epoch 26/120   F1 0.73360174852131   accuracy 0.7813444108761329   precision 0.720392842451666   recall 0.7648567524583921
deviation 2/5   epoch 27/120   F1 0.7422613114756353   accuracy 0.7862537764350453   precision 0.7297768408062526   recall 0.7686978194270322
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deviation 2/5   epoch 28/120   F1 0.7407274439683509   accuracy 0.7858761329305136   precision 0.727781777046483   recall 0.7692835785738439
deviation 2/5   epoch 29/120   F1 0.7440827863061963   accuracy 0.7877643504531722   precision 0.7314788153023447   recall 0.7706880845652233
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deviation 2/5   epoch 30/120   F1 0.7384009994518401   accuracy 0.7866314199395771   precision 0.724066742081448   recall 0.7739094872663187
deviation 2/5   epoch 31/120   F1 0.7406042618468003   accuracy 0.7870090634441088   precision 0.7269179350061703   recall 0.7724135802469136
deviation 2/5   epoch 32/120   F1 0.7395722517730496   accuracy 0.7854984894259819   precision 0.7263574660633485   recall 0.7695048486629444
deviation 2/5   epoch 33/120   F1 0.7421244629094763   accuracy 0.7877643504531722   precision 0.728625051419169   recall 0.7727632438600205
deviation 2/5   epoch 34/120   F1 0.7467071268331418   accuracy 0.7881419939577039   precision 0.7351861373920198   recall 0.7690832130379374
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deviation 2/5   epoch 35/120   F1 0.7462641145635407   accuracy 0.7896525679758308   precision 0.7334635952283011   recall 0.7732762803994959
deviation 2/5   epoch 36/120   F1 0.7481332661820094   accuracy 0.7900302114803626   precision 0.7360294117647059   recall 0.7723243948742288
update
deviation 2/5   epoch 37/120   F1 0.7442836340191861   accuracy 0.7900302114803626   precision 0.7303218839983545   recall 0.7765
deviation 2/5   epoch 38/120   F1 0.7467419275225988   accuracy 0.7911631419939577   precision 0.7331679350061703   recall 0.7767665254499139
deviation 2/5   epoch 39/120   F1 0.7462405444833282   accuracy 0.7900302114803626   precision 0.7331756478815302   recall 0.7742877880602431
deviation 2/5   epoch 40/120   F1 0.7411790419355375   accuracy 0.7888972809667674   precision 0.7266197038255862   recall 0.777030345077931
deviation 2/5   epoch 41/120   F1 0.746381201333278   accuracy 0.790785498489426   precision 0.732885129576306   recall 0.7761508444607036
deviation 2/5   epoch 42/120   F1 0.7480191369811157   accuracy 0.7922960725075529   precision 0.7343017276840806   recall 0.7783950145866109
deviation 2/5   epoch 43/120   F1 0.746834825985589   accuracy 0.7896525679758308   precision 0.7343197243932538   recall 0.7726831424637104
deviation 2/5   epoch 44/120   F1 0.7448679634243617   accuracy 0.7873867069486404   precision 0.7329082682023859   recall 0.7689772247323536
deviation 2/5   epoch 45/120   F1 0.746285417572432   accuracy 0.7892749244712991   precision 0.733751542575072   recall 0.7722848629142147
deviation 2/5   epoch 46/120   F1 0.746834825985589   accuracy 0.7896525679758308   precision 0.7343197243932538   recall 0.7726831424637104
deviation 2/5   epoch 47/120   F1 0.7526395387473291   accuracy 0.7911631419939577   precision 0.7422999794323324   recall 0.770862747211295
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deviation 2/5   epoch 48/120   F1 0.7493880848513195   accuracy 0.7915407854984894   precision 0.7368752570958453   recall 0.7748632917963145
deviation 2/5   epoch 49/120   F1 0.7472401844242735   accuracy 0.7888972809667674   precision 0.7354663718634307   recall 0.7704044463635256
deviation 2/5   epoch 50/120   F1 0.7490488414230265   accuracy 0.7904078549848943   precision 0.7371683463595229   recall 0.7723589567579338
deviation 2/5   epoch 51/120   F1 0.746475045297315   accuracy 0.7892749244712991   precision 0.7340369189633895   recall 0.7720917025346724
deviation 2/5   epoch 52/120   F1 0.7491690060796032   accuracy 0.7922960725075529   precision 0.736013986013986   recall 0.777077705506844
deviation 2/5   epoch 53/120   F1 0.7490614917895313   accuracy 0.7896525679758308   precision 0.7377442410530646   recall 0.7705203918571528
deviation 2/5   epoch 54/120   F1 0.7481604558534074   accuracy 0.7888972809667674   precision 0.7368932538050186   recall 0.7695520848950697
deviation 2/5   epoch 55/120   F1 0.7486364733825985   accuracy 0.7915407854984894   precision 0.735733751542575   recall 0.7756637474107011
deviation 2/5   epoch 56/120   F1 0.7478961417716637   accuracy 0.7911631419939577   precision 0.7348801933360757   recall 0.7754749665866858
deviation 2/5   epoch 57/120   F1 0.7501434476919586   accuracy 0.7904078549848943   precision 0.7388806046894283   recall 0.7713213098119089
deviation 2/5   epoch 58/120   F1 0.7468677658066136   accuracy 0.7888972809667674   precision 0.7348956190867956   recall 0.7707610514828291
deviation 2/5   epoch 59/120   F1 0.7483068634007619   accuracy 0.7904078549848943   precision 0.7360268408062526   recall 0.7730960729703902
deviation 2/5   epoch 60/120   F1 0.7485969486394821   accuracy 0.7922960725075529   precision 0.7351578568490333   recall 0.7777248105324523
deviation 2/5   epoch 61/120   F1 0.7471947888356133   accuracy 0.7900302114803626   precision 0.734602529823118   recall 0.7732761331476574
deviation 2/5   epoch 62/120   F1 0.7512182856268261   accuracy 0.7922960725075529   precision 0.7391531262854792   recall 0.7748944998049576
deviation 2/5   epoch 63/120   F1 0.7512221513102694   accuracy 0.7919184290030211   precision 0.7394410736322501   recall 0.773951407768668
deviation 2/5   epoch 64/120   F1 0.7521232350404328   accuracy 0.7919184290030211   precision 0.740867955573838   recall 0.7730857320662514
deviation 2/5   epoch 65/120   F1 0.7492430637196773   accuracy 0.7896525679758308   precision 0.7380296174413822   recall 0.7703547559341954
deviation 2/5   epoch 66/120   F1 0.7478252437943262   accuracy 0.7922960725075529   precision 0.734016351295763   recall 0.7786236409050837
deviation 2/5   epoch 67/120   F1 0.7457127279936558   accuracy 0.7892749244712991   precision 0.7328954134101193   recall 0.7728787112010796
deviation 2/5   epoch 68/120   F1 0.7473653810946916   accuracy 0.7904078549848943   precision 0.7345999588646648   recall 0.7740703196861332
deviation 2/5   epoch 69/120   F1 0.7508045634674411   accuracy 0.7938066465256798   precision 0.7374305841217605   recall 0.7792929292929294
deviation 2/5   epoch 70/120   F1 0.7517572479635631   accuracy 0.7930513595166163   precision 0.7394333607568901   recall 0.7762517797816801
deviation 2/5   epoch 71/120   F1 0.7484049871231171   accuracy 0.7922960725075529   precision 0.7348724804607157   recall 0.7779456193353473
deviation 2/5   epoch 72/120   F1 0.7485197976427049   accuracy 0.7892749244712991   precision 0.7371760592348828   recall 0.7701194355870615
deviation 2/5   epoch 73/120   F1 0.7494211603751684   accuracy 0.7900302114803626   precision 0.7380270464829288   recall 0.7710886236066092
deviation 2/5   epoch 74/120   F1 0.7457269060879586   accuracy 0.7915407854984894   precision 0.7314531057178115   recall 0.779025799333011
deviation 2/5   epoch 75/120   F1 0.7471292354753052   accuracy 0.7911631419939577   precision 0.7337386877828054   recall 0.7763258374460034
deviation 2/5   epoch 76/120   F1 0.747212143118756   accuracy 0.7896525679758308   precision 0.734890477169889   recall 0.7722996509188992
deviation 2/5   epoch 77/120   F1 0.7453277406865056   accuracy 0.7892749244712991   precision 0.7323246606334841   recall 0.7732867598137059
deviation 2/5   epoch 78/120   F1 0.7492972407319809   accuracy 0.793429003021148   precision 0.7354355203619909   recall 0.7800272458941951
deviation 2/5   epoch 79/120   F1 0.7395714787495609   accuracy 0.7885196374622356   precision 0.7246246400658165   recall 0.777947445441242
deviation 2/5   epoch 80/120   F1 0.7458890325726801   accuracy 0.7919184290030211   precision 0.7314505347593583   recall 0.7799095521369435
deviation 2/5   epoch 81/120   F1 0.7455643643044636   accuracy 0.7911631419939577   precision 0.731455676676265   recall 0.778151496122109
deviation 2/5   epoch 82/120   F1 0.7537381462562669   accuracy 0.7956948640483383   precision 0.7405568696009872   recall 0.7810294531733963
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deviation 2/5   epoch 83/120   F1 0.7481535720786964   accuracy 0.7892749244712991   precision 0.7366053064582476   recall 0.7704577180221879
deviation 2/5   epoch 84/120   F1 0.7502534181491708   accuracy 0.793429003021148   precision 0.7368624023035788   recall 0.778901437721321
deviation 2/5   epoch 85/120   F1 0.7470542850917852   accuracy 0.7888972809667674   precision 0.7351809954751132   recall 0.7705816147016129
deviation 2/5   epoch 86/120   F1 0.7503237666922691   accuracy 0.7904078549848943   precision 0.7391659810777458   recall 0.7711561065578847
deviation 2/5   epoch 87/120   F1 0.7515828830304023   accuracy 0.7922960725075529   precision 0.7397238790621143   recall 0.7745283352176371
deviation 2/5   epoch 88/120   F1 0.749603964624229   accuracy 0.7892749244712991   precision 0.7388883175647881   recall 0.7691566802522456
deviation 2/5   epoch 89/120   F1 0.7504817668714348   accuracy 0.7922960725075529   precision 0.7380116207322089   recall 0.7756547682852752
deviation 2/5   epoch 90/120   F1 0.7488405040190658   accuracy 0.7911631419939577   precision 0.7363070752776635   recall 0.7744670320195113
deviation 2/5   epoch 91/120   F1 0.7567970925008272   accuracy 0.7956948640483383   precision 0.7454082682023859   recall 0.7777346588582223
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deviation 2/5   epoch 92/120   F1 0.7543574122264702   accuracy 0.7911631419939577   precision 0.745153743315508   recall 0.7694757367980416
deviation 2/5   epoch 93/120   F1 0.7510425045905501   accuracy 0.790785498489426   precision 0.7400195392842452   recall 0.7713934795563889
deviation 2/5   epoch 94/120   F1 0.7523016598298629   accuracy 0.7919184290030211   precision 0.7411533319621555   recall 0.7729192413753472
deviation 2/5   epoch 95/120   F1 0.750682609923736   accuracy 0.7904078549848943   precision 0.739736733854381   recall 0.7708321987907409
deviation 2/5   epoch 96/120   F1 0.7492327971231493   accuracy 0.7904078549848943   precision 0.7374537227478404   recall 0.7721804123521459
deviation 2/5   epoch 97/120   F1 0.7525390446394733   accuracy 0.7888972809667674   precision 0.7440276635129577   recall 0.7660723859180691
deviation 2/5   epoch 98/120   F1 0.7504910529742814   accuracy 0.7892749244712991   precision 0.7403151995063759   recall 0.7684123775283995
deviation 2/5   epoch 99/120   F1 0.7501419170790915   accuracy 0.7896525679758308   precision 0.73945649938297   recall 0.7695588942872957
deviation 2/5   epoch 100/120   F1 0.7510430434249431   accuracy 0.7915407854984894   precision 0.7394436445907034   recall 0.7732003520093869
deviation 2/5   epoch 101/120   F1 0.7467929152876853   accuracy 0.7904078549848943   precision 0.7337438296997121   recall 0.7746838818052935
deviation 2/5   epoch 102/120   F1 0.7483291315271966   accuracy 0.7896525679758308   precision 0.7366027354997944   recall 0.7712049715066656
deviation 2/5   epoch 103/120   F1 0.7505014414535328   accuracy 0.7900302114803626   precision 0.7397393048128342   recall 0.7701154919051385
deviation 2/5   epoch 104/120   F1 0.74811981944508   accuracy 0.7904078549848943   precision 0.735741464417935   recall 0.7732861682667769
deviation 2/5   epoch 105/120   F1 0.7478062271588983   accuracy 0.7881419939577039   precision 0.7368983957219251   recall 0.7681038238924722
deviation 2/5   epoch 106/120   F1 0.7529996005264129   accuracy 0.7915407854984894   precision 0.7425827848621966   recall 0.771413490275944
deviation 2/5   epoch 107/120   F1 0.7468524107532011   accuracy 0.7892749244712991   precision 0.7346076717400247   recall 0.771712461738188
deviation 2/5   epoch 108/120   F1 0.748342679747396   accuracy 0.7888972809667674   precision 0.7371786301933361   recall 0.7693882020564822
deviation 2/5   epoch 109/120   F1 0.7515362677572106   accuracy 0.7892749244712991   precision 0.7420274578362813   recall 0.7675862970711297
deviation 2/5   epoch 110/120   F1 0.748701998432602   accuracy 0.7892749244712991   precision 0.7374614356232003   recall 0.7699535867938645
deviation 2/5   epoch 111/120   F1 0.7497730394489499   accuracy 0.7885196374622356   precision 0.7397495886466474   recall 0.7673208291409029
deviation 2/5   epoch 112/120   F1 0.7510045308390589   accuracy 0.7888972809667674   precision 0.7414592760180996   recall 0.767181582512775
deviation 2/5   epoch 113/120   F1 0.7521706203142414   accuracy 0.7862537764350453   precision 0.7457579185520362   recall 0.7612583804112243
deviation 2/5   epoch 114/120   F1 0.7543345863956551   accuracy 0.790785498489426   precision 0.7454416906622789   recall 0.7686940613566
deviation 2/5   epoch 115/120   F1 0.7527504976636004   accuracy 0.7896525679758308   precision 0.7437371452077335   recall 0.7674801708358756
deviation 2/5   epoch 116/120   F1 0.7546132681585662   accuracy 0.7900302114803626   precision 0.7465883381324558   recall 0.766956688738404
deviation 2/5   epoch 117/120   F1 0.7517529686580914   accuracy 0.790785498489426   precision 0.7411610448375154   recall 0.770763635313984
deviation 2/5   epoch 118/120   F1 0.7501136704842791   accuracy 0.7881419939577039   precision 0.7406082887700535   recall 0.7662399408273503
deviation 2/5   epoch 119/120   F1 0.754694182709567   accuracy 0.7911631419939577   precision 0.7457244960921432   recall 0.769222075043995
deviation 2/5   epoch 120/120   F1 0.7532567754865445   accuracy 0.7896525679758308   precision 0.7445932743726862   recall 0.7671173982046079

deviation 3/5   epoch 1/120   F1 0.42217426943230335   accuracy 0.6465256797583081   precision 0.4930095639654463   recall 0.46356937093856776
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deviation 3/5   epoch 2/120   F1 0.43600486040204584   accuracy 0.6518126888217523   precision 0.5006787330316742   recall 0.503226003543716
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deviation 3/5   epoch 3/120   F1 0.49557858702897956   accuracy 0.6672960725075529   precision 0.5313939736733855   recall 0.5903222227358883
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deviation 3/5   epoch 4/120   F1 0.5556974316324559   accuracy 0.6861782477341389   precision 0.5683643562320033   recall 0.6379746917543894
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deviation 3/5   epoch 5/120   F1 0.6383391713374411   accuracy 0.7220543806646526   precision 0.6317590497737556   recall 0.6926516527014988
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deviation 3/5   epoch 6/120   F1 0.6621061894983866   accuracy 0.7371601208459214   precision 0.6524886877828054   recall 0.7144013880855986
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deviation 3/5   epoch 7/120   F1 0.6865390528698777   accuracy 0.7503776435045317   precision 0.6749434389140272   recall 0.7289232321957988
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deviation 3/5   epoch 8/120   F1 0.690646529481732   accuracy 0.7564199395770392   precision 0.6780414438502673   recall 0.7410308662976715
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deviation 3/5   epoch 9/120   F1 0.6892930478146084   accuracy 0.7583081570996979   precision 0.6763163307280954   recall 0.7479034123770966
deviation 3/5   epoch 10/120   F1 0.6985214966009152   accuracy 0.7609516616314199   precision 0.6854303784450844   recall 0.7457714112901508
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deviation 3/5   epoch 11/120   F1 0.7008595870832577   accuracy 0.7632175226586103   precision 0.6874125874125874   recall 0.7496970672686214
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deviation 3/5   epoch 12/120   F1 0.7036110560418662   accuracy 0.7639728096676737   precision 0.6902612093788565   recall 0.7489673878761118
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deviation 3/5   epoch 13/120   F1 0.7036319417403752   accuracy 0.7651057401812689   precision 0.6899681201151789   recall 0.7521128826987578
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deviation 3/5   epoch 14/120   F1 0.7079040866388971   accuracy 0.7669939577039275   precision 0.6942359111476759   recall 0.7528940129727432
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deviation 3/5   epoch 15/120   F1 0.7071539380490921   accuracy 0.7669939577039275   precision 0.6933797819827232   recall 0.7536900267882665
deviation 3/5   epoch 16/120   F1 0.7123388338740151   accuracy 0.7688821752265861   precision 0.6987890785684903   recall 0.7534956838754308
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deviation 3/5   epoch 17/120   F1 0.717493857597671   accuracy 0.7711480362537765   precision 0.7041958041958042   recall 0.7543855434806979
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deviation 3/5   epoch 18/120   F1 0.7159850053053936   accuracy 0.7707703927492447   precision 0.7024861168243521   recall 0.7548804019368697
deviation 3/5   epoch 19/120   F1 0.7142189722147079   accuracy 0.770392749244713   precision 0.7004910530645825   recall 0.755666040476167
deviation 3/5   epoch 20/120   F1 0.7173272645094178   accuracy 0.7692598187311178   precision 0.7047794117647059   recall 0.7497885134790807
deviation 3/5   epoch 21/120   F1 0.7155092847799662   accuracy 0.7692598187311178   precision 0.7024964006581653   recall 0.7514126660745479
deviation 3/5   epoch 22/120   F1 0.7152830437520734   accuracy 0.7700151057401813   precision 0.7019205059646236   recall 0.7535792207037446
deviation 3/5   epoch 23/120   F1 0.7175787207862385   accuracy 0.7700151057401813   precision 0.7047742698477992   recall 0.751423845475774
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deviation 3/5   epoch 24/120   F1 0.717249034070952   accuracy 0.770392749244713   precision 0.7042009461127108   recall 0.752675446968251
deviation 3/5   epoch 25/120   F1 0.7169126006383721   accuracy 0.7707703927492447   precision 0.7036276223776223   recall 0.7539666761526468
deviation 3/5   epoch 26/120   F1 0.7253226007219618   accuracy 0.7734138972809668   precision 0.7133124228712464   recall 0.7529418937869643
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deviation 3/5   epoch 27/120   F1 0.7241238464855542   accuracy 0.7719033232628398   precision 0.7124665775401069   recall 0.7504249961363987
deviation 3/5   epoch 28/120   F1 0.7216391327381564   accuracy 0.7715256797583081   precision 0.709330008227067   recall 0.7515620087946753
deviation 3/5   epoch 29/120   F1 0.7220278936393449   accuracy 0.774546827794562   precision 0.7084533113944879   recall 0.7588085644950592
deviation 3/5   epoch 30/120   F1 0.7241226284215156   accuracy 0.773036253776435   precision 0.711888111888112   recall 0.7530553028820136
deviation 3/5   epoch 31/120   F1 0.7254587609210567   accuracy 0.7749244712990937   precision 0.712731386260798   recall 0.7564560320353082
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deviation 3/5   epoch 32/120   F1 0.7268733273862622   accuracy 0.7764350453172205   precision 0.713862607980255   recall 0.758914342629482
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deviation 3/5   epoch 33/120   F1 0.725886773157257   accuracy 0.7749244712990937   precision 0.7133021390374332   recall 0.7560679012345679
deviation 3/5   epoch 34/120   F1 0.7275817070049122   accuracy 0.777190332326284   precision 0.7144282188399835   recall 0.760153776571687
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deviation 3/5   epoch 35/120   F1 0.7297650992610201   accuracy 0.7753021148036254   precision 0.718436343068696   recall 0.7537104515250532
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deviation 3/5   epoch 36/120   F1 0.7327990607253765   accuracy 0.7783232628398792   precision 0.7209841628959277   recall 0.7581637288581029
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deviation 3/5   epoch 37/120   F1 0.7331993588034844   accuracy 0.7783232628398792   precision 0.7215549156725627   recall 0.7578284469662688
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deviation 3/5   epoch 38/120   F1 0.728838402598293   accuracy 0.7760574018126888   precision 0.7167189428218841   recall 0.7562050978112618
deviation 3/5   epoch 39/120   F1 0.7310220589607143   accuracy 0.7779456193353474   precision 0.7187037227478403   recall 0.7588116817724069
deviation 3/5   epoch 40/120   F1 0.7332423253098248   accuracy 0.7779456193353474   precision 0.7218428630193336   recall 0.7569288121866105
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deviation 3/5   epoch 41/120   F1 0.7339092552025441   accuracy 0.7790785498489426   precision 0.7221205265322912   recall 0.7589872201575729
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deviation 3/5   epoch 42/120   F1 0.7348189671505695   accuracy 0.779833836858006   precision 0.7229715137803374   recall 0.759979450930666
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deviation 3/5   epoch 43/120   F1 0.7298396798273381   accuracy 0.7775679758308157   precision 0.7172794117647059   recall 0.7589613264747226
deviation 3/5   epoch 44/120   F1 0.7378409361692249   accuracy 0.7809667673716012   precision 0.7266736939531058   recall 0.7600650700993159
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deviation 3/5   epoch 45/120   F1 0.7387707200182377   accuracy 0.7813444108761329   precision 0.7278126285479227   recall 0.7601679009300834
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deviation 3/5   epoch 46/120   F1 0.7340185038067035   accuracy 0.779833836858006   precision 0.721830008227067   recall 0.7606833636592291
deviation 3/5   epoch 47/120   F1 0.7389361934392227   accuracy 0.7817220543806647   precision 0.7278100575894693   recall 0.7608847983794989
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deviation 3/5   epoch 48/120   F1 0.7333078534112537   accuracy 0.7790785498489426   precision 0.7212643973673385   recall 0.7595059277066292
deviation 3/5   epoch 49/120   F1 0.7325979088847367   accuracy 0.7783232628398792   precision 0.72069878650761   recall 0.7583346812872647
deviation 3/5   epoch 50/120   F1 0.7360845717113675   accuracy 0.7809667673716012   precision 0.7241053064582477   recall 0.761555264831907
deviation 3/5   epoch 51/120   F1 0.7367968869839527   accuracy 0.7817220543806647   precision 0.7246709173179762   recall 0.7627270240124587
deviation 3/5   epoch 52/120   F1 0.7371533107776715   accuracy 0.7820996978851964   precision 0.7249537227478404   recall 0.7633152143246751
deviation 3/5   epoch 53/120   F1 0.7391012279298852   accuracy 0.7820996978851964   precision 0.727807486631016   recall 0.7616091495886892
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deviation 3/5   epoch 54/120   F1 0.7365561650312094   accuracy 0.7820996978851964   precision 0.7240975935828877   recall 0.7638710932267334
deviation 3/5   epoch 55/120   F1 0.7425831823604789   accuracy 0.783987915407855   precision 0.7317899012751954   recall 0.7630301403593737
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deviation 3/5   epoch 56/120   F1 0.7400055564292616   accuracy 0.7828549848942599   precision 0.728658473879062   recall 0.7625864047858932
deviation 3/5   epoch 57/120   F1 0.7400478790279523   accuracy 0.7847432024169184   precision 0.7275041135335253   recall 0.7670872130751701
deviation 3/5   epoch 58/120   F1 0.7456499234625475   accuracy 0.7862537764350453   precision 0.7349136157959687   recall 0.7656201398276138
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deviation 3/5   epoch 59/120   F1 0.7420228638388904   accuracy 0.783987915407855   precision 0.7309337721102427   recall 0.7634907597535934
deviation 3/5   epoch 60/120   F1 0.7389381141087479   accuracy 0.783987915407855   precision 0.7263677498971617   recall 0.7662795620879452
deviation 3/5   epoch 61/120   F1 0.7382968209520672   accuracy 0.7824773413897281   precision 0.7263780337309749   recall 0.7631874701099952
deviation 3/5   epoch 62/120   F1 0.741456923256546   accuracy 0.783987915407855   precision 0.73007764294529   recall 0.7639704559331483
deviation 3/5   epoch 63/120   F1 0.7419578473424028   accuracy 0.7851208459214502   precision 0.73006993006993   recall 0.7662035986926015
deviation 3/5   epoch 64/120   F1 0.7416243234121813   accuracy 0.7843655589123867   precision 0.7300750719868367   recall 0.7647071220828123
deviation 3/5   epoch 65/120   F1 0.7388147313143533   accuracy 0.7832326283987915   precision 0.7266582682023859   recall 0.7645348488303707
deviation 3/5   epoch 66/120   F1 0.7438407598859899   accuracy 0.7851208459214502   precision 0.7329236939531056   recall 0.764555432667915
deviation 3/5   epoch 67/120   F1 0.7451089675563198   accuracy 0.7858761329305136   precision 0.7343454339777868   recall 0.7652145734027471
deviation 3/5   epoch 68/120   F1 0.7411869507867479   accuracy 0.7851208459214502   precision 0.7289284245166598   recall 0.7669250663423182
deviation 3/5   epoch 69/120   F1 0.7445271989261442   accuracy 0.7866314199395771   precision 0.7329134101192925   recall 0.7674726807719134
deviation 3/5   epoch 70/120   F1 0.7438108035474336   accuracy 0.7858761329305136   precision 0.732347799259564   recall 0.7663277672792641
deviation 3/5   epoch 71/120   F1 0.7454315274255205   accuracy 0.7873867069486404   precision 0.7337643973673386   recall 0.7684499359691176
deviation 3/5   epoch 72/120   F1 0.744714469143386   accuracy 0.7866314199395771   precision 0.7331987865076101   recall 0.7673032081247444
deviation 3/5   epoch 73/120   F1 0.7426737614871359   accuracy 0.7858761329305136   precision 0.7306355409296585   recall 0.7673670641795104
deviation 3/5   epoch 74/120   F1 0.7426197930491931   accuracy 0.7866314199395771   precision 0.7300596462361169   recall 0.7692918539695676
deviation 3/5   epoch 75/120   F1 0.7427542402366649   accuracy 0.7843655589123867   precision 0.731787330316742   recall 0.7637422431225706
deviation 3/5   epoch 76/120   F1 0.74385239641988   accuracy 0.7847432024169184   precision 0.7332116412998766   recall 0.7636956932513554
deviation 3/5   epoch 77/120   F1 0.7447289177147063   accuracy 0.7862537764350453   precision 0.7334867338543809   recall 0.7664036374303315
deviation 3/5   epoch 78/120   F1 0.7438268997561008   accuracy 0.7854984894259819   precision 0.7326357466063348   recall 0.7654326782047521
deviation 3/5   epoch 79/120   F1 0.7443393042519832   accuracy 0.7866314199395771   precision 0.732628033730975   recall 0.7676443683922126
deviation 3/5   epoch 80/120   F1 0.7461834175722205   accuracy 0.7870090634441088   precision 0.7351938502673796   recall 0.76689286766658
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deviation 3/5   epoch 81/120   F1 0.7476163412559171   accuracy 0.7858761329305136   precision 0.7383407034142329   recall 0.7632903699001781
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deviation 3/5   epoch 82/120   F1 0.7467248299959414   accuracy 0.7873867069486404   precision 0.7357620320855615   recall 0.7672968555411515
deviation 3/5   epoch 83/120   F1 0.7470888457424565   accuracy 0.7873867069486404   precision 0.7363327848621966   recall 0.7669867347464833
deviation 3/5   epoch 84/120   F1 0.7481664743485468   accuracy 0.7873867069486404   precision 0.738045043192102   recall 0.7661062312514595
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deviation 3/5   epoch 85/120   F1 0.7497551657339647   accuracy 0.7877643504531722   precision 0.7403254833401892   recall 0.7657045888666545
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deviation 3/5   epoch 86/120   F1 0.7465560329875397   accuracy 0.7858761329305136   precision 0.7366284450843275   recall 0.7640672799325766
deviation 3/5   epoch 87/120   F1 0.7414777591890331   accuracy 0.7836102719033232   precision 0.7303655902920608   recall 0.7630834491258127
deviation 3/5   epoch 88/120   F1 0.7446788542245567   accuracy 0.7873867069486404   precision 0.7326228918140683   recall 0.7691575162402252
deviation 3/5   epoch 89/120   F1 0.7450564439161422   accuracy 0.7873867069486404   precision 0.7331936445907035   recall 0.7687992081502439
deviation 3/5   epoch 90/120   F1 0.7479883597785213   accuracy 0.7873867069486404   precision 0.7377596668037845   recall 0.7662478668343209
deviation 3/5   epoch 91/120   F1 0.7484694751262951   accuracy 0.7854984894259819   precision 0.7400555327025915   recall 0.761951252356585
deviation 3/5   epoch 92/120   F1 0.7413655237396135   accuracy 0.7817220543806647   precision 0.7315199506375977   recall 0.7590358499955414
deviation 3/5   epoch 93/120   F1 0.7439981121468652   accuracy 0.7858761329305136   precision 0.7326331756478816   recall 0.7661622961994989
deviation 3/5   epoch 94/120   F1 0.7447693640196412   accuracy 0.783987915407855   precision 0.7352144179350062   recall 0.7613710057565672
deviation 3/5   epoch 95/120   F1 0.7411703521627213   accuracy 0.7820996978851964   precision 0.7309466269025092   recall 0.759979234423104
deviation 3/5   epoch 96/120   F1 0.7461904046971366   accuracy 0.7866314199395771   precision 0.7354817976141506   recall 0.7660253687354188
deviation 3/5   epoch 97/120   F1 0.7417912980642901   accuracy 0.7847432024169184   precision 0.7300725010283834   recall 0.7654514712861888
deviation 3/5   epoch 98/120   F1 0.7477988297669698   accuracy 0.7862537764350453   precision 0.7383381324557795   recall 0.7639492738149132
deviation 3/5   epoch 99/120   F1 0.7492379797284123   accuracy 0.7881419939577039   precision 0.7391814068284657   recall 0.766916276651066
deviation 3/5   epoch 100/120   F1 0.7446576621094823   accuracy 0.7877643504531722   precision 0.7323349444672974   recall 0.7701129842180774
deviation 3/5   epoch 101/120   F1 0.7479872867877764   accuracy 0.7881419939577039   precision 0.7371837721102427   recall 0.7679481007575477
deviation 3/5   epoch 102/120   F1 0.7472699473916993   accuracy 0.7873867069486404   precision 0.7366181612505142   recall 0.7668348246481911
deviation 3/5   epoch 103/120   F1 0.7499001926482842   accuracy 0.7870090634441088   precision 0.7411867544220485   recall 0.764036025893611
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deviation 3/5   epoch 104/120   F1 0.7413806391127471   accuracy 0.7851208459214502   precision 0.7292138009049773   recall 0.7667412642647338
deviation 3/5   epoch 105/120   F1 0.7470759345287197   accuracy 0.7881419939577039   precision 0.7357568901686549   recall 0.7687480721282312
deviation 3/5   epoch 106/120   F1 0.7470759345287197   accuracy 0.7881419939577039   precision 0.7357568901686549   recall 0.7687480721282312
deviation 3/5   epoch 107/120   F1 0.7531287674933056   accuracy 0.7904078549848943   precision 0.7437320032908268   recall 0.768798675315488
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deviation 3/5   epoch 108/120   F1 0.742864849636454   accuracy 0.7858761329305136   precision 0.7309209173179761   recall 0.7671882378751427
deviation 3/5   epoch 109/120   F1 0.7508417780943439   accuracy 0.7892749244712991   precision 0.7408859522830111   recall 0.7681290064102564
deviation 3/5   epoch 110/120   F1 0.7515603748814573   accuracy 0.7900302114803626   precision 0.7414515631427396   recall 0.7692185309723858
deviation 3/5   epoch 111/120   F1 0.7463358559248969   accuracy 0.7881419939577039   precision 0.7346153846153847   recall 0.7694271911663215
deviation 3/5   epoch 112/120   F1 0.7496014127033345   accuracy 0.7888972809667674   precision 0.739176264911559   recall 0.7683007546769858
deviation 3/5   epoch 113/120   F1 0.7492424242424243   accuracy 0.7885196374622356   precision 0.7388934594816947   recall 0.7677501152604886
deviation 3/5   epoch 114/120   F1 0.7550539429100014   accuracy 0.7915407854984894   precision 0.7460073015220074   recall 0.7697513270918435
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deviation 3/5   epoch 115/120   F1 0.7419030109561984   accuracy 0.7858761329305136   precision 0.7294940353763884   recall 0.7681053481256218
deviation 3/5   epoch 116/120   F1 0.7417912980642901   accuracy 0.7847432024169184   precision 0.7300725010283834   recall 0.7654514712861888
deviation 3/5   epoch 117/120   F1 0.7458157094453147   accuracy 0.7870090634441088   precision 0.7346230974907446   recall 0.7672118715284183
deviation 3/5   epoch 118/120   F1 0.7532789714818129   accuracy 0.7900302114803626   precision 0.7443053270259152   recall 0.7678850821627017
deviation 3/5   epoch 119/120   F1 0.7452595382348126   accuracy 0.7870090634441088   precision 0.7337669683257919   recall 0.767706566798568
deviation 3/5   epoch 120/120   F1 0.7449253616477776   accuracy 0.7858761329305136   precision 0.7340600575894694   recall 0.7653672300327847

deviation 4/5   epoch 1/120   F1 0.4382607677902622   accuracy 0.649546827794562   precision 0.5001234060057589   recall 0.5005324813631523
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deviation 4/5   epoch 2/120   F1 0.4584752098394035   accuracy 0.6544561933534743   precision 0.5100781571369807   recall 0.5362312980186009
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deviation 4/5   epoch 3/120   F1 0.5244842620215944   accuracy 0.6680513595166163   precision 0.5450868983957219   recall 0.5959807348926942
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deviation 4/5   epoch 4/120   F1 0.5531230629571421   accuracy 0.6812688821752266   precision 0.5652586384204031   recall 0.6262364789257739
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deviation 4/5   epoch 5/120   F1 0.594587800834687   accuracy 0.7058157099697885   precision 0.5973390580008227   recall 0.6753378092846467
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deviation 4/5   epoch 6/120   F1 0.6276703464408183   accuracy 0.7186555891238671   precision 0.622935520361991   recall 0.6903635826189772
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deviation 4/5   epoch 7/120   F1 0.6487998241555181   accuracy 0.7311178247734139   precision 0.6408293911970382   recall 0.7085289112732838
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deviation 4/5   epoch 8/120   F1 0.6547136537541847   accuracy 0.736404833836858   precision 0.645930172768408   recall 0.7181772755227552
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deviation 4/5   epoch 9/120   F1 0.6822906789822705   accuracy 0.7515105740181269   precision 0.6703697038255861   recall 0.7354669755674631
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deviation 4/5   epoch 10/120   F1 0.6902344410362669   accuracy 0.7556646525679759   precision 0.6777612093788564   recall 0.7393601783552166
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deviation 4/5   epoch 11/120   F1 0.6975490706362701   accuracy 0.7613293051359517   precision 0.6842863019333607   recall 0.747815023785817
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deviation 4/5   epoch 12/120   F1 0.7062077941474552   accuracy 0.7643504531722054   precision 0.6931124023035787   recall 0.7474444499349377
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deviation 4/5   epoch 13/120   F1 0.7055079452831983   accuracy 0.7654833836858006   precision 0.6919631838749486   recall 0.7511945162850354
deviation 4/5   epoch 14/120   F1 0.7133901174337852   accuracy 0.7700151057401813   precision 0.699637494858083   recall 0.7554966862358485
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deviation 4/5   epoch 15/120   F1 0.7162138601191668   accuracy 0.7722809667673716   precision 0.7021904566022212   recall 0.7587639746085958
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deviation 4/5   epoch 16/120   F1 0.7168029152264872   accuracy 0.7726586102719033   precision 0.7027586384204031   recall 0.759178804290672
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deviation 4/5   epoch 17/120   F1 0.7162020151296107   accuracy 0.773036253776435   precision 0.701899938296997   recall 0.7609230871463043
deviation 4/5   epoch 18/120   F1 0.7240204021416192   accuracy 0.7764350453172205   precision 0.7101527149321267   recall 0.7618066165095654
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deviation 4/5   epoch 19/120   F1 0.7146402571448416   accuracy 0.7726586102719033   precision 0.700190250925545   recall 0.7616298018607683
deviation 4/5   epoch 20/120   F1 0.7183287408361642   accuracy 0.774546827794562   precision 0.7038872891814068   recall 0.7628451636692064
deviation 4/5   epoch 21/120   F1 0.7238257396842995   accuracy 0.777190332326284   precision 0.7095768202385849   recall 0.764113347416441
deviation 4/5   epoch 22/120   F1 0.7289251026715335   accuracy 0.7790785498489426   precision 0.7152714932126697   recall 0.7637330101712585
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deviation 4/5   epoch 23/120   F1 0.7261481205385378   accuracy 0.7787009063444109   precision 0.7118495475113122   recall 0.7657410990712075
deviation 4/5   epoch 24/120   F1 0.7258777193062166   accuracy 0.7805891238670695   precision 0.7106951871657754   recall 0.7716216944040502
deviation 4/5   epoch 25/120   F1 0.7273058787432065   accuracy 0.7794561933534743   precision 0.7129859111476758   recall 0.7665519072057143
deviation 4/5   epoch 26/120   F1 0.7254998022588641   accuracy 0.7794561933534743   precision 0.7107029000411353   recall 0.7686881800805851
deviation 4/5   epoch 27/120   F1 0.7329183797796796   accuracy 0.7828549848942599   precision 0.7186703002879473   recall 0.7696756039078136
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deviation 4/5   epoch 28/120   F1 0.7269899847542186   accuracy 0.779833836858006   precision 0.7124125874125874   recall 0.7679998540305806
deviation 4/5   epoch 29/120   F1 0.7276152726616698   accuracy 0.7790785498489426   precision 0.7135592348827643   recall 0.7651479059983546
deviation 4/5   epoch 30/120   F1 0.7293528488880127   accuracy 0.7820996978851964   precision 0.7143947963800905   recall 0.7717755556478954
deviation 4/5   epoch 31/120   F1 0.7291736466970202   accuracy 0.7809667673716012   precision 0.714687885643768   recall 0.7686819286024551
deviation 4/5   epoch 32/120   F1 0.7303478863648911   accuracy 0.7805891238670695   precision 0.7164027149321267   recall 0.7662880869995057
deviation 4/5   epoch 33/120   F1 0.7319894002310872   accuracy 0.7820996978851964   precision 0.7178193130399013   recall 0.7686261221092682
deviation 4/5   epoch 34/120   F1 0.7319752986277408   accuracy 0.7832326283987915   precision 0.7172408473879062   recall 0.771876960697566
deviation 4/5   epoch 35/120   F1 0.7373813959722606   accuracy 0.7851208459214502   precision 0.7235062731386261   recall 0.7708780752653747
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deviation 4/5   epoch 36/120   F1 0.7366342979740492   accuracy 0.7858761329305136   precision 0.7220742492801316   recall 0.7738735311019955
deviation 4/5   epoch 37/120   F1 0.7359809405862658   accuracy 0.7847432024169184   precision 0.721796585767174   recall 0.771430144571869
deviation 4/5   epoch 38/120   F1 0.7374353921560441   accuracy 0.7847432024169184   precision 0.7237942204853969   recall 0.7697927127112235
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deviation 4/5   epoch 39/120   F1 0.7336253049606939   accuracy 0.7847432024169184   precision 0.7186574454956808   recall 0.774280830753354
deviation 4/5   epoch 40/120   F1 0.7383566714818124   accuracy 0.7854984894259819   precision 0.7246452077334431   recall 0.7708186112247555
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deviation 4/5   epoch 41/120   F1 0.7349932200618512   accuracy 0.7854984894259819   precision 0.720079185520362   recall 0.7747987210601333
deviation 4/5   epoch 42/120   F1 0.7404020844704173   accuracy 0.7870090634441088   precision 0.7266325586178528   recall 0.772640672021477
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deviation 4/5   epoch 43/120   F1 0.738304484211374   accuracy 0.7858761329305136   precision 0.7243572603866721   recall 0.771909427918654
deviation 4/5   epoch 44/120   F1 0.7393258692271514   accuracy 0.7858761329305136   precision 0.72578414232826   recall 0.7707702079082684
deviation 4/5   epoch 45/120   F1 0.7388116066087227   accuracy 0.7851208459214502   precision 0.725503907856849   recall 0.7693164764898464
deviation 4/5   epoch 46/120   F1 0.7395339605872375   accuracy 0.7873867069486404   precision 0.7252031057178117   recall 0.7747011944382377
deviation 4/5   epoch 47/120   F1 0.7388983606806496   accuracy 0.7843655589123867   precision 0.7260798025503907   recall 0.7672715046103695
deviation 4/5   epoch 48/120   F1 0.7394324925654523   accuracy 0.7866314199395771   precision 0.7254936240230359   recall 0.7727054373654767
deviation 4/5   epoch 49/120   F1 0.7404892508865248   accuracy 0.7862537764350453   precision 0.7272084533113945   recall 0.7705180478009599
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deviation 4/5   epoch 50/120   F1 0.740330330751019   accuracy 0.7858761329305136   precision 0.7272110242698477   recall 0.7696957698296625
deviation 4/5   epoch 51/120   F1 0.7412834053271762   accuracy 0.7862537764350453   precision 0.7283499588646647   recall 0.7696845851146522
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deviation 4/5   epoch 52/120   F1 0.7409176974764051   accuracy 0.7877643504531722   precision 0.7269127930892636   recall 0.7741308783928588
deviation 4/5   epoch 53/120   F1 0.7432031941903623   accuracy 0.7888972809667674   precision 0.7294734677087618   recall 0.7746239174429848
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deviation 4/5   epoch 54/120   F1 0.7394815244862698   accuracy 0.7862537764350453   precision 0.7257815713698066   recall 0.7716169279636772
deviation 4/5   epoch 55/120   F1 0.7432749412204881   accuracy 0.7881419939577039   precision 0.7300493624023036   recall 0.7725126331746366
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deviation 4/5   epoch 56/120   F1 0.7454942328216252   accuracy 0.7896525679758308   precision 0.7323220896750309   recall 0.7741012895324544
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deviation 4/5   epoch 57/120   F1 0.7428037606621973   accuracy 0.7888972809667674   precision 0.7289027149321268   recall 0.775083478353559
deviation 4/5   epoch 58/120   F1 0.7445803880561731   accuracy 0.7888972809667674   precision 0.7314711024269848   recall 0.7730972666158589
deviation 4/5   epoch 59/120   F1 0.7471751949421277   accuracy 0.7904078549848943   precision 0.7343145824763472   recall 0.7742723870069781
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deviation 4/5   epoch 60/120   F1 0.7450048843911545   accuracy 0.790785498489426   precision 0.730887494858083   recall 0.777759392310476
deviation 4/5   epoch 61/120   F1 0.7480191369811157   accuracy 0.7922960725075529   precision 0.7343017276840806   recall 0.7783950145866109
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deviation 4/5   epoch 62/120   F1 0.7478252437943262   accuracy 0.7922960725075529   precision 0.734016351295763   recall 0.7786236409050837
deviation 4/5   epoch 63/120   F1 0.7506572092341177   accuracy 0.7926737160120846   precision 0.7380090497737557   recall 0.7764438492094597
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deviation 4/5   epoch 64/120   F1 0.7515554761282872   accuracy 0.7938066465256798   precision 0.7385720896750309   recall 0.7784395741565346
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deviation 4/5   epoch 65/120   F1 0.7502840702670028   accuracy 0.7926737160120846   precision 0.7374382969971205   recall 0.7768473740732498
deviation 4/5   epoch 66/120   F1 0.7497353697262965   accuracy 0.7922960725075529   precision 0.7368701151789387   recall 0.7764531848242255
deviation 4/5   epoch 67/120   F1 0.7482357671179811   accuracy 0.7919184290030211   precision 0.7348750514191691   recall 0.7771133582822412
deviation 4/5   epoch 68/120   F1 0.7504709505674837   accuracy 0.7926737160120846   precision 0.7377236733854381   recall 0.7766443945963615
deviation 4/5   epoch 69/120   F1 0.749872860406857   accuracy 0.793429003021148   precision 0.7362916495269436   recall 0.7793439483912146
deviation 4/5   epoch 70/120   F1 0.7478252437943262   accuracy 0.7922960725075529   precision 0.734016351295763   recall 0.7786236409050837
deviation 4/5   epoch 71/120   F1 0.7519173562101025   accuracy 0.7941842900302115   precision 0.7388548951048951   recall 0.7790411293198927
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deviation 4/5   epoch 72/120   F1 0.7466122783633937   accuracy 0.7926737160120846   precision 0.7320161456190868   recall 0.7811916017981679
deviation 4/5   epoch 73/120   F1 0.7515432138617661   accuracy 0.7941842900302115   precision 0.73828414232826   recall 0.7794672263067
deviation 4/5   epoch 74/120   F1 0.7520471795904966   accuracy 0.7956948640483383   precision 0.7379884821061291   recall 0.7830637411731789
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deviation 4/5   epoch 75/120   F1 0.7540694666901187   accuracy 0.7972054380664653   precision 0.7399758329905388   recall 0.7848473890159153
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deviation 4/5   epoch 76/120   F1 0.754285635731273   accuracy 0.7960725075528701   precision 0.7411250514191691   recall 0.7814191581549983
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deviation 4/5   epoch 77/120   F1 0.7506680030214452   accuracy 0.7960725075528701   precision 0.7357029000411353   recall 0.785965158533352
deviation 4/5   epoch 78/120   F1 0.7528174569002635   accuracy 0.7953172205438066   precision 0.7394179350061703   recall 0.7810739024795135
deviation 4/5   epoch 79/120   F1 0.7508045634674411   accuracy 0.7938066465256798   precision 0.7374305841217605   recall 0.7792929292929294
deviation 4/5   epoch 80/120   F1 0.7524273497331269   accuracy 0.7956948640483383   precision 0.7385592348827643   recall 0.7825932860111147
deviation 4/5   epoch 81/120   F1 0.7515432138617661   accuracy 0.7941842900302115   precision 0.73828414232826   recall 0.7794672263067
deviation 4/5   epoch 82/120   F1 0.7477337582890309   accuracy 0.793429003021148   precision 0.7331525092554505   recall 0.7819678706430768
deviation 4/5   epoch 83/120   F1 0.7485738123144788   accuracy 0.7926737160120846   precision 0.7348699095022624   recall 0.7787867413414142
deviation 4/5   epoch 84/120   F1 0.7472985670660088   accuracy 0.7938066465256798   precision 0.7322938091320443   recall 0.7836579515772554
deviation 4/5   epoch 85/120   F1 0.746908244680851   accuracy 0.7915407854984894   precision 0.7331653640477169   recall 0.7776104417670683
deviation 4/5   epoch 86/120   F1 0.7473717050125801   accuracy 0.7930513595166163   precision 0.7328697038255862   recall 0.7813273574913888
deviation 4/5   epoch 87/120   F1 0.752480149558822   accuracy 0.7938066465256798   precision 0.7399989716166187   recall 0.7774285773724081
deviation 4/5   epoch 88/120   F1 0.7480437771191559   accuracy 0.7919184290030211   precision 0.7345896750308515   recall 0.7773318744277404
deviation 4/5   epoch 89/120   F1 0.746412493984119   accuracy 0.7926737160120846   precision 0.7317307692307693   recall 0.7814473301082664
deviation 4/5   epoch 90/120   F1 0.750553371100835   accuracy 0.7949395770392749   precision 0.7362813656931304   recall 0.7827713151909124
deviation 4/5   epoch 91/120   F1 0.7515655618416437   accuracy 0.793429003021148   precision 0.7388600370218017   recall 0.7774322578044339
deviation 4/5   epoch 92/120   F1 0.7513216395022987   accuracy 0.7949395770392749   precision 0.7374228712464006   recall 0.7818170651786648
deviation 4/5   epoch 93/120   F1 0.7531980440039046   accuracy 0.7949395770392749   precision 0.7402766351295763   recall 0.7796153336958498
deviation 4/5   epoch 94/120   F1 0.750596868030599   accuracy 0.7941842900302115   precision 0.7368572603866721   recall 0.780577155443819
deviation 4/5   epoch 95/120   F1 0.7544697589410632   accuracy 0.7960725075528701   precision 0.7414104278074867   recall 0.7812062950151984
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deviation 4/5   epoch 96/120   F1 0.7492451691608185   accuracy 0.7941842900302115   precision 0.7348596256684492   recall 0.7822421864801756
deviation 4/5   epoch 97/120   F1 0.7511305333043247   accuracy 0.7949395770392749   precision 0.7371374948580831   recall 0.7820515760801843
deviation 4/5   epoch 98/120   F1 0.7555619612364795   accuracy 0.7968277945619335   precision 0.7425467914438503   recall 0.7819852941176471
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deviation 4/5   epoch 99/120   F1 0.7506314458392407   accuracy 0.793429003021148   precision 0.7374331550802139   recall 0.7784691613766963
deviation 4/5   epoch 100/120   F1 0.7568083855799373   accuracy 0.7960725075528701   precision 0.745120320855615   recall 0.7786604470632248
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deviation 4/5   epoch 101/120   F1 0.7498517250757983   accuracy 0.7938066465256798   precision 0.7360037021801727   recall 0.7804172839883308
deviation 4/5   epoch 102/120   F1 0.7509932314899332   accuracy 0.7938066465256798   precision 0.7377159605100782   recall 0.7790758039931787
deviation 4/5   epoch 103/120   F1 0.7489102791124276   accuracy 0.793429003021148   precision 0.7348647675853558   recall 0.7804960333452313
deviation 4/5   epoch 104/120   F1 0.7490779211312778   accuracy 0.7938066465256798   precision 0.7348621966269024   recall 0.7813644413644414
deviation 4/5   epoch 105/120   F1 0.7537381462562669   accuracy 0.7956948640483383   precision 0.7405568696009872   recall 0.7810294531733963
deviation 4/5   epoch 106/120   F1 0.7490494759401993   accuracy 0.7941842900302115   precision 0.7345742492801316   recall 0.7824909921938797
deviation 4/5   epoch 107/120   F1 0.7540925789911034   accuracy 0.7964501510574018   precision 0.7405517276840806   recall 0.7826841778887588
deviation 4/5   epoch 108/120   F1 0.7570134801529829   accuracy 0.797583081570997   precision 0.7442539078568491   recall 0.7823471022310191
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deviation 4/5   epoch 109/120   F1 0.7587097166114873   accuracy 0.7960725075528701   precision 0.7482594611271083   recall 0.7768093382983177
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deviation 4/5   epoch 110/120   F1 0.7575565904654236   accuracy 0.7979607250755287   precision 0.7448220896750308   recall 0.7827360606053858
deviation 4/5   epoch 111/120   F1 0.7551992276111911   accuracy 0.7956948640483383   precision 0.7428398807075278   recall 0.7793933536298138
deviation 4/5   epoch 112/120   F1 0.7544697589410632   accuracy 0.7960725075528701   precision 0.7414104278074867   recall 0.7812062950151984
deviation 4/5   epoch 113/120   F1 0.7605654614222546   accuracy 0.7987160120845922   precision 0.7490975935828877   recall 0.7814072249124496
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deviation 4/5   epoch 114/120   F1 0.754285635731273   accuracy 0.7960725075528701   precision 0.7411250514191691   recall 0.7814191581549983
deviation 4/5   epoch 115/120   F1 0.7544735537293483   accuracy 0.7956948640483383   precision 0.7416983751542575   recall 0.7801917897019213
deviation 4/5   epoch 116/120   F1 0.7551956889322684   accuracy 0.7968277945619335   precision 0.7419760386672152   recall 0.782412352821153
deviation 4/5   epoch 117/120   F1 0.7564706528303959   accuracy 0.797583081570997   precision 0.7433977786918964   recall 0.7829746532759445
deviation 4/5   epoch 118/120   F1 0.7575565904654236   accuracy 0.7979607250755287   precision 0.7448220896750308   recall 0.7827360606053858
deviation 4/5   epoch 119/120   F1 0.7518561405544821   accuracy 0.7956948640483383   precision 0.7377031057178116   recall 0.7833030109198991
deviation 4/5   epoch 120/120   F1 0.7555537950157587   accuracy 0.797583081570997   precision 0.7419708967503085   recall 0.7840710502090156

deviation 5/5   epoch 1/120   F1 0.42170779646210965   accuracy 0.6555891238670695   precision 0.4983700123406006   recall 0.4882252432954461
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deviation 5/5   epoch 2/120   F1 0.4287400061500615   accuracy 0.6608761329305136   precision 0.503756170300288   recall 0.528446261682243
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deviation 5/5   epoch 3/120   F1 0.4932909645470676   accuracy 0.6759818731117825   precision 0.5347593582887701   recall 0.6230041395623891
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deviation 5/5   epoch 4/120   F1 0.6119447301400724   accuracy 0.7107250755287009   precision 0.61014757301522   recall 0.6790137384677095
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deviation 5/5   epoch 5/120   F1 0.6602585102126989   accuracy 0.7379154078549849   precision 0.6507712875359934   recall 0.7177459778778641
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deviation 5/5   epoch 6/120   F1 0.682106329588344   accuracy 0.7522658610271903   precision 0.6700791855203619   recall 0.7377553514181797
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deviation 5/5   epoch 7/120   F1 0.6977848517558265   accuracy 0.7624622356495468   precision 0.6842785890580008   recall 0.7508348534358692
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deviation 5/5   epoch 8/120   F1 0.7043371601914823   accuracy 0.7669939577039275   precision 0.6902406417112299   recall 0.7568522958716571
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deviation 5/5   epoch 9/120   F1 0.7146090424098722   accuracy 0.7734138972809668   precision 0.6998997326203208   recall 0.763924671507079
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deviation 5/5   epoch 10/120   F1 0.7155104550848927   accuracy 0.7715256797583081   precision 0.7016248457424927   recall 0.7574201039704911
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deviation 5/5   epoch 11/120   F1 0.7147745974006208   accuracy 0.7722809667673716   precision 0.7004781982723159   recall 0.7603712505770269
deviation 5/5   epoch 12/120   F1 0.7222828869846323   accuracy 0.7753021148036254   precision 0.7084481694775813   recall 0.7605738196876604
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deviation 5/5   epoch 13/120   F1 0.7266840428246155   accuracy 0.7783232628398792   precision 0.7127082476347182   recall 0.7640913490811386
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deviation 5/5   epoch 14/120   F1 0.7261448473143185   accuracy 0.7768126888217523   precision 0.7127185314685315   recall 0.7606053304418832
deviation 5/5   epoch 15/120   F1 0.7321779288246535   accuracy 0.779833836858006   precision 0.719261620732209   recall 0.7624028208210933
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deviation 5/5   epoch 16/120   F1 0.7270391218688432   accuracy 0.7787009063444109   precision 0.7129910530645824   recall 0.7647414101646386
deviation 5/5   epoch 17/120   F1 0.7302811705548127   accuracy 0.779833836858006   precision 0.7166932332373509   recall 0.7643209107052557
deviation 5/5   epoch 18/120   F1 0.737690561507508   accuracy 0.7843655589123867   precision 0.7243675442204853   recall 0.7685133691320392
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deviation 5/5   epoch 19/120   F1 0.7413656499627442   accuracy 0.7873867069486404   precision 0.7277714932126698   recall 0.7725870680060029
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deviation 5/5   epoch 20/120   F1 0.7325514188944442   accuracy 0.7836102719033232   precision 0.717809029206088   recall 0.7722755054406731
deviation 5/5   epoch 21/120   F1 0.7399457816267012   accuracy 0.7873867069486404   precision 0.7257738584944466   recall 0.7742123969658246
deviation 5/5   epoch 22/120   F1 0.7387600885800947   accuracy 0.7870090634441088   precision 0.7243495475113122   recall 0.7745544071609483
deviation 5/5   epoch 23/120   F1 0.7430038111075442   accuracy 0.7888972809667674   precision 0.7291880913204443   recall 0.7748523722570069
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deviation 5/5   epoch 24/120   F1 0.7407274439683509   accuracy 0.7858761329305136   precision 0.727781777046483   recall 0.7692835785738439
deviation 5/5   epoch 25/120   F1 0.7446084425537778   accuracy 0.7885196374622356   precision 0.7317590497737556   recall 0.772082459291007
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deviation 5/5   epoch 26/120   F1 0.7364869457964098   accuracy 0.7854984894259819   precision 0.722076820238585   recall 0.772968591499891
deviation 5/5   epoch 27/120   F1 0.7459257948401153   accuracy 0.7888972809667674   precision 0.7334687371452078   recall 0.7716928294305476
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deviation 5/5   epoch 28/120   F1 0.7424439479329932   accuracy 0.7885196374622356   precision 0.7286199095022625   recall 0.7744567901234568
deviation 5/5   epoch 29/120   F1 0.7483190935789478   accuracy 0.7900302114803626   precision 0.7363147881530234   recall 0.7721410489852112
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deviation 5/5   epoch 30/120   F1 0.7480862753207146   accuracy 0.7911631419939577   precision 0.7351655697243933   recall 0.77526849361446
deviation 5/5   epoch 31/120   F1 0.7506795480596037   accuracy 0.7915407854984894   precision 0.7388728918140683   recall 0.7735537968720558
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deviation 5/5   epoch 32/120   F1 0.7434823818019626   accuracy 0.7900302114803626   precision 0.7291803784450843   recall 0.7774589143426295
deviation 5/5   epoch 33/120   F1 0.7497601512023255   accuracy 0.7915407854984894   precision 0.7374460098724804   recall 0.7744774624572415
deviation 5/5   epoch 34/120   F1 0.7476578699185389   accuracy 0.7919184290030211   precision 0.7340189222542164   recall 0.7777766333956639
deviation 5/5   epoch 35/120   F1 0.7517642735542706   accuracy 0.7922960725075529   precision 0.740009255450432   recall 0.7743486885607229
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deviation 5/5   epoch 36/120   F1 0.7528457285865207   accuracy 0.7938066465256798   precision 0.7405697243932539   recall 0.7770410504655741
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deviation 5/5   epoch 37/120   F1 0.7513799817129573   accuracy 0.793429003021148   precision 0.7385746606334842   recall 0.7776347076295242
deviation 5/5   epoch 38/120   F1 0.747463948159637   accuracy 0.7919184290030211   precision 0.7337335458658988   recall 0.778002915708206
deviation 5/5   epoch 39/120   F1 0.7512182856268261   accuracy 0.7922960725075529   precision 0.7391531262854792   recall 0.7748944998049576
deviation 5/5   epoch 40/120   F1 0.7530229692145147   accuracy 0.7926737160120846   precision 0.741718942821884   recall 0.7740505448204348
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deviation 5/5   epoch 41/120   F1 0.7515734834399899   accuracy 0.7930513595166163   precision 0.7391479843685727   recall 0.7764448724006858
deviation 5/5   epoch 42/120   F1 0.7506795480596037   accuracy 0.7915407854984894   precision 0.7388728918140683   recall 0.7735537968720558
deviation 5/5   epoch 43/120   F1 0.7501410254663379   accuracy 0.790785498489426   precision 0.7385926573426573   recall 0.7722293927838075
deviation 5/5   epoch 44/120   F1 0.7569223811789798   accuracy 0.7945619335347432   precision 0.7465574866310161   recall 0.7749116364668347
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deviation 5/5   epoch 45/120   F1 0.7526661554205325   accuracy 0.793429003021148   precision 0.7405722953517071   recall 0.7762679775467499
deviation 5/5   epoch 46/120   F1 0.7574742454444127   accuracy 0.7953172205438066   precision 0.7468377211024271   recall 0.776174121153022
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deviation 5/5   epoch 47/120   F1 0.7575078415837286   accuracy 0.7960725075528701   precision 0.7462618264088853   recall 0.7779564026371993
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deviation 5/5   epoch 48/120   F1 0.7565955225252539   accuracy 0.7949395770392749   precision 0.7456987865076101   recall 0.7761000688321715
deviation 5/5   epoch 49/120   F1 0.760245775998003   accuracy 0.7964501510574018   precision 0.7505399012751954   recall 0.7763067330804656
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deviation 5/5   epoch 50/120   F1 0.7537511251029122   accuracy 0.7941842900302115   precision 0.7417086589880708   recall 0.7770576165795474
deviation 5/5   epoch 51/120   F1 0.7590717844449453   accuracy 0.7964501510574018   precision 0.7485422665569725   recall 0.777362597952194
deviation 5/5   epoch 52/120   F1 0.7603519781686654   accuracy 0.7979607250755287   precision 0.7493881118881118   recall 0.779756098088541
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deviation 5/5   epoch 53/120   F1 0.7600797318111805   accuracy 0.7964501510574018   precision 0.7502545248868778   recall 0.776451338285027
deviation 5/5   epoch 54/120   F1 0.7584213742590062   accuracy 0.7972054380664653   precision 0.7468248663101604   recall 0.7798394213455349
deviation 5/5   epoch 55/120   F1 0.7612305242140888   accuracy 0.7964501510574018   precision 0.7522521596051008   recall 0.7754815754358799
update
deviation 5/5   epoch 56/120   F1 0.7573024891774891   accuracy 0.7953172205438066   precision 0.7465523447141095   recall 0.7763341401567543
deviation 5/5   epoch 57/120   F1 0.7573338492398863   accuracy 0.7960725075528701   precision 0.7459764500205677   recall 0.7781290425732932
deviation 5/5   epoch 58/120   F1 0.7569841232074452   accuracy 0.7960725075528701   precision 0.7454056972439326   recall 0.7784810495881995
deviation 5/5   epoch 59/120   F1 0.7519173562101025   accuracy 0.7941842900302115   precision 0.7388548951048951   recall 0.7790411293198927
deviation 5/5   epoch 60/120   F1 0.7551911451855522   accuracy 0.7949395770392749   precision 0.7434157754010695   recall 0.7774787210581113
deviation 5/5   epoch 61/120   F1 0.7555584562948174   accuracy 0.7956948640483383   precision 0.7434106334841629   recall 0.779008498270508
deviation 5/5   epoch 62/120   F1 0.7566401806828223   accuracy 0.7964501510574018   precision 0.7445469971205265   recall 0.779793241445545
deviation 5/5   epoch 63/120   F1 0.7553749750298449   accuracy 0.7953172205438066   precision 0.7434132044426163   recall 0.778239659099258
deviation 5/5   epoch 64/120   F1 0.7577090952629746   accuracy 0.7968277945619335   precision 0.7459713081036611   recall 0.7796278759820426
deviation 5/5   epoch 65/120   F1 0.7578962154044964   accuracy 0.7972054380664653   precision 0.7459687371452077   recall 0.7803889373680712
deviation 5/5   epoch 66/120   F1 0.7604970520439949   accuracy 0.797583081570997   precision 0.7499614356232003   recall 0.7787070401298004
deviation 5/5   epoch 67/120   F1 0.7591612050523906   accuracy 0.7983383685800605   precision 0.7471025298231181   recall 0.781938985039601
deviation 5/5   epoch 68/120   F1 0.7610539613788125   accuracy 0.7983383685800605   precision 0.7502416700946113   recall 0.7799826258546843
deviation 5/5   epoch 69/120   F1 0.7636407005412558   accuracy 0.7994712990936556   precision 0.7536584738790622   recall 0.7802116149664124
update
deviation 5/5   epoch 70/120   F1 0.7596265527550017   accuracy 0.7972054380664653   precision 0.7488225010283833   recall 0.7786362422599644
deviation 5/5   epoch 71/120   F1 0.7594100043776675   accuracy 0.7964501510574018   precision 0.7491130193336075   recall 0.7770504470849944
deviation 5/5   epoch 72/120   F1 0.758405960688974   accuracy 0.7968277945619335   precision 0.7471128136569314   recall 0.7789169142910205
deviation 5/5   epoch 73/120   F1 0.7598187566800307   accuracy 0.797583081570997   precision 0.7488199300699301   recall 0.7793626510023526
deviation 5/5   epoch 74/120   F1 0.7592411756440336   accuracy 0.7964501510574018   precision 0.74882764294529   recall 0.7772054616785302
deviation 5/5   epoch 75/120   F1 0.7601590323952125   accuracy 0.797583081570997   precision 0.7493906828465653   recall 0.7790304996792686
deviation 5/5   epoch 76/120   F1 0.7617252454309238   accuracy 0.7983383685800605   precision 0.7513831756478815   recall 0.7793377805076636
deviation 5/5   epoch 77/120   F1 0.759349195369099   accuracy 0.7987160120845922   precision 0.7470999588646647   recall 0.7827141582839834
deviation 5/5   epoch 78/120   F1 0.7568248683776604   accuracy 0.7968277945619335   precision 0.7445444261620733   recall 0.7805683457269357
deviation 5/5   epoch 79/120   F1 0.760134529352219   accuracy 0.7972054380664653   precision 0.749678630193336   recall 0.778153500691338
deviation 5/5   epoch 80/120   F1 0.7595105146290491   accuracy 0.7983383685800605   precision 0.7476732825997532   recall 0.7815627338196782
deviation 5/5   epoch 81/120   F1 0.756285998727997   accuracy 0.7979607250755287   precision 0.7428244549568079   recall 0.7842334530817989
deviation 5/5   epoch 82/120   F1 0.757836061527851   accuracy 0.7956948640483383   precision 0.7471205265322913   recall 0.776730338348327
deviation 5/5   epoch 83/120   F1 0.7585787329172673   accuracy 0.7968277945619335   precision 0.7473981900452489   recall 0.7787447967811737
deviation 5/5   epoch 84/120   F1 0.7611663829595332   accuracy 0.797583081570997   precision 0.7511029411764706   recall 0.7780857527639451
deviation 5/5   epoch 85/120   F1 0.7602021988994649   accuracy 0.7983383685800605   precision 0.7488147881530235   recall 0.7808379375986628
deviation 5/5   epoch 86/120   F1 0.761974626999834   accuracy 0.7994712990936556   precision 0.7508047099958866   recall 0.7818377684219954
deviation 5/5   epoch 87/120   F1 0.7575216400849243   accuracy 0.7964501510574018   precision 0.7459738790621144   recall 0.7788746085913515
deviation 5/5   epoch 88/120   F1 0.7570028928551935   accuracy 0.7968277945619335   precision 0.7448298025503908   recall 0.780375565291125
deviation 5/5   epoch 89/120   F1 0.7542906196642218   accuracy 0.7956948640483383   precision 0.7414129987659399   recall 0.7803974835893566
deviation 5/5   epoch 90/120   F1 0.7531801210281761   accuracy 0.7956948640483383   precision 0.7397007404360345   recall 0.7816841408783255
deviation 5/5   epoch 91/120   F1 0.7571708152146452   accuracy 0.7964501510574018   precision 0.7454031262854792   recall 0.7792351545159013
deviation 5/5   epoch 92/120   F1 0.7558568367812861   accuracy 0.7938066465256798   precision 0.7454211229946524   recall 0.774115275496491
deviation 5/5   epoch 93/120   F1 0.7587509313825103   accuracy 0.7968277945619335   precision 0.7476835664335665   recall 0.7785748985044589
deviation 5/5   epoch 94/120   F1 0.757180325767632   accuracy 0.7968277945619335   precision 0.7451151789387084   recall 0.7801851443685255
deviation 5/5   epoch 95/120   F1 0.7553791409186619   accuracy 0.7956948640483383   precision 0.7431252570958453   recall 0.779199743138362
deviation 5/5   epoch 96/120   F1 0.7513891059009932   accuracy 0.7930513595166163   precision 0.738862607980255   recall 0.7766403449220471
deviation 5/5   epoch 97/120   F1 0.750645422927292   accuracy 0.7930513595166163   precision 0.7377211024269847   recall 0.7774463794903801
deviation 5/5   epoch 98/120   F1 0.7574920399376839   accuracy 0.7956948640483383   precision 0.7465497737556561   recall 0.7770563520971423
deviation 5/5   epoch 99/120   F1 0.7548293367699489   accuracy 0.7945619335347432   precision 0.7431329699712053   recall 0.7769037517238957
deviation 5/5   epoch 100/120   F1 0.7592411756440336   accuracy 0.7964501510574018   precision 0.74882764294529   recall 0.7772054616785302
deviation 5/5   epoch 101/120   F1 0.7560732561956551   accuracy 0.7949395770392749   precision 0.7448426573426574   recall 0.7766003948571275
deviation 5/5   epoch 102/120   F1 0.7641644873779154   accuracy 0.7983383685800605   precision 0.755663821472645   recall 0.7772162132024978
update
deviation 5/5   epoch 103/120   F1 0.7658820209144515   accuracy 0.7994712990936556   precision 0.7576537433155079   recall 0.778284895122857
update
deviation 5/5   epoch 104/120   F1 0.7576245498647003   accuracy 0.7949395770392749   precision 0.7474110448375154   recall 0.7751576002304584
deviation 5/5   epoch 105/120   F1 0.7528358864547302   accuracy 0.7945619335347432   precision 0.7399938296997121   recall 0.7790172166427547
deviation 5/5   epoch 106/120   F1 0.7579630207254087   accuracy 0.7949395770392749   precision 0.7479817976141505   recall 0.7748602794766669
deviation 5/5   epoch 107/120   F1 0.7544752342997285   accuracy 0.7953172205438066   precision 0.7419863225010284   recall 0.7791973184622687
deviation 5/5   epoch 108/120   F1 0.7641184203187035   accuracy 0.7979607250755287   precision 0.755951768819416   recall 0.7764466381348079
deviation 5/5   epoch 109/120   F1 0.7570930596475323   accuracy 0.7945619335347432   precision 0.7468428630193336   recall 0.7747596153846154
deviation 5/5   epoch 110/120   F1 0.7617906374612294   accuracy 0.7956948640483383   precision 0.7539695598519127   recall 0.773459792062153
deviation 5/5   epoch 111/120   F1 0.75735716913518   accuracy 0.7968277945619335   precision 0.745400555327026   recall 0.7799970665884424
deviation 5/5   epoch 112/120   F1 0.7632978613136737   accuracy 0.7964501510574018   precision 0.7559620526532291   recall 0.7739338559755449
deviation 5/5   epoch 113/120   F1 0.7604970520439949   accuracy 0.797583081570997   precision 0.7499614356232003   recall 0.7787070401298004
deviation 5/5   epoch 114/120   F1 0.7606696587804171   accuracy 0.7956948640483383   precision 0.7519719251336898   recall 0.7742960296386479
deviation 5/5   epoch 115/120   F1 0.7607723017621145   accuracy 0.7938066465256798   precision 0.7539824146441794   recall 0.7703999518262241
deviation 5/5   epoch 116/120   F1 0.7655706319369794   accuracy 0.7983383685800605   precision 0.7582322089675031   recall 0.7761557813122912
deviation 5/5   epoch 117/120   F1 0.7648468461303961   accuracy 0.797583081570997   precision 0.7576665981077746   recall 0.7751386372371383
deviation 5/5   epoch 118/120   F1 0.764950880167556   accuracy 0.7983383685800605   precision 0.7570907034142328   recall 0.7766081628701438
deviation 5/5   epoch 119/120   F1 0.7614431371096957   accuracy 0.7941842900302115   precision 0.7548359728506787   recall 0.7707101632041906
deviation 5/5   epoch 120/120   F1 0.7611056433373835   accuracy 0.7919184290030211   precision 0.756563656931304   recall 0.7668392241065238

