deviation 1/5   epoch 1/120   F1 0.5072729428524199   accuracy 0.675226586102719   precision 0.5401866515837104   recall 0.6160921845175761
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deviation 1/5   epoch 2/120   F1 0.5489820422935032   accuracy 0.6805135951661632   precision 0.5626953928424516   recall 0.6249314787776327
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deviation 1/5   epoch 3/120   F1 0.5814074396158647   accuracy 0.6941087613293051   precision 0.5860037021801727   recall 0.6506717893513618
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deviation 1/5   epoch 4/120   F1 0.611885973756684   accuracy 0.7126132930513596   precision 0.610420094611271   recall 0.6839454104123235
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deviation 1/5   epoch 5/120   F1 0.6303760088551732   accuracy 0.725453172205438   precision 0.625743006993007   recall 0.7070715249662618
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deviation 1/5   epoch 6/120   F1 0.6559879640097984   accuracy 0.7333836858006042   precision 0.6470922459893048   recall 0.7092586903089888
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deviation 1/5   epoch 7/120   F1 0.6712128242159675   accuracy 0.7416918429003021   precision 0.6607337515425751   recall 0.7190858660723359
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deviation 1/5   epoch 8/120   F1 0.688673579239617   accuracy 0.7492447129909365   precision 0.6775195392842452   recall 0.7247656250000001
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deviation 1/5   epoch 9/120   F1 0.6909392818246457   accuracy 0.7537764350453172   precision 0.6789155697243933   recall 0.7338257974121276
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deviation 1/5   epoch 10/120   F1 0.6983204140217201   accuracy 0.7624622356495468   precision 0.684849341834636   recall 0.7502473358642658
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deviation 1/5   epoch 11/120   F1 0.7046860109090172   accuracy 0.7673716012084593   precision 0.6905234471410941   recall 0.7575808133472367
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deviation 1/5   epoch 12/120   F1 0.7117233846748681   accuracy 0.7692598187311178   precision 0.6979303784450843   recall 0.7551656992762179
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deviation 1/5   epoch 13/120   F1 0.7113557419224417   accuracy 0.7715256797583081   precision 0.6967734471410942   recall 0.7621689041585065
deviation 1/5   epoch 14/120   F1 0.7131614612985626   accuracy 0.7726586102719033   precision 0.6984779925956397   recall 0.7634066117789159
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deviation 1/5   epoch 15/120   F1 0.7182803770619732   accuracy 0.7768126888217523   precision 0.7030157342657343   recall 0.7697797331242469
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deviation 1/5   epoch 16/120   F1 0.7142196834256311   accuracy 0.775679758308157   precision 0.6987428013163307   recall 0.7716389064586409
deviation 1/5   epoch 17/120   F1 0.7218693943354886   accuracy 0.7783232628398792   precision 0.7067153434800493   recall 0.7698177394660123
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deviation 1/5   epoch 18/120   F1 0.7264398714292104   accuracy 0.7802114803625377   precision 0.7115538872891813   recall 0.7697733583809534
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deviation 1/5   epoch 19/120   F1 0.728863123795356   accuracy 0.7813444108761329   precision 0.7141145619086795   recall 0.770147226378296
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deviation 1/5   epoch 20/120   F1 0.7228147646208288   accuracy 0.779833836858006   precision 0.7072758124228713   recall 0.7733118235280657
deviation 1/5   epoch 21/120   F1 0.7322754099278275   accuracy 0.7817220543806647   precision 0.7183926367749898   recall 0.7672644611197634
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deviation 1/5   epoch 22/120   F1 0.7311223327077279   accuracy 0.7820996978851964   precision 0.716677807486631   recall 0.7696291675164662
deviation 1/5   epoch 23/120   F1 0.7234094485475702   accuracy 0.7802114803625377   precision 0.707843994241053   recall 0.7737100487540629
deviation 1/5   epoch 24/120   F1 0.7281503922280621   accuracy 0.7805891238670695   precision 0.713548951048951   recall 0.7688057992823711
deviation 1/5   epoch 25/120   F1 0.7355928335045077   accuracy 0.7832326283987915   precision 0.7220922459893049   recall 0.7677409156841597
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deviation 1/5   epoch 26/120   F1 0.7329183797796796   accuracy 0.7828549848942599   precision 0.7186703002879473   recall 0.7696756039078136
deviation 1/5   epoch 27/120   F1 0.7363076920934228   accuracy 0.783987915407855   precision 0.7226578568490334   recall 0.7689905361796232
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deviation 1/5   epoch 28/120   F1 0.7333440372044024   accuracy 0.783987915407855   precision 0.7186625874125874   recall 0.7724081494079476
deviation 1/5   epoch 29/120   F1 0.7319752986277408   accuracy 0.7832326283987915   precision 0.7172408473879062   recall 0.771876960697566
deviation 1/5   epoch 30/120   F1 0.7352010666156686   accuracy 0.7843655589123867   precision 0.7209430275606746   recall 0.7712760038732069
deviation 1/5   epoch 31/120   F1 0.7348432436368932   accuracy 0.783987915407855   precision 0.7206602221308104   recall 0.7706312669483508
deviation 1/5   epoch 32/120   F1 0.7364583077331474   accuracy 0.7843655589123867   precision 0.72265528589058   recall 0.7698467226120953
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deviation 1/5   epoch 33/120   F1 0.7367811731647349   accuracy 0.7862537764350453   precision 0.7220716783216783   recall 0.7747884456321181
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deviation 1/5   epoch 34/120   F1 0.7391500140726147   accuracy 0.7885196374622356   precision 0.7240538872891814   recall 0.7784921771142244
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deviation 1/5   epoch 35/120   F1 0.7401992301333489   accuracy 0.7870090634441088   precision 0.7263471822295351   recall 0.7728704082518194
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deviation 1/5   epoch 36/120   F1 0.7409176974764051   accuracy 0.7877643504531722   precision 0.7269127930892636   recall 0.7741308783928588
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deviation 1/5   epoch 37/120   F1 0.7416050786497258   accuracy 0.7870090634441088   precision 0.7283448169477582   recall 0.7713170716805914
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deviation 1/5   epoch 38/120   F1 0.7429199254069405   accuracy 0.7896525679758308   precision 0.7286121966269026   recall 0.7770661911850507
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deviation 1/5   epoch 39/120   F1 0.7440843244070071   accuracy 0.7900302114803626   precision 0.730036507610037   recall 0.7767356482526762
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deviation 1/5   epoch 40/120   F1 0.745762267517839   accuracy 0.7911631419939577   precision 0.7317410530645825   recall 0.7779139955185606
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deviation 1/5   epoch 41/120   F1 0.7418835594481087   accuracy 0.7881419939577039   precision 0.7280517276840806   recall 0.7740608057640423
deviation 1/5   epoch 42/120   F1 0.7411205094591171   accuracy 0.7877643504531722   precision 0.7271981694775813   recall 0.7738963067653513
deviation 1/5   epoch 43/120   F1 0.7450048843911545   accuracy 0.790785498489426   precision 0.730887494858083   recall 0.777759392310476
deviation 1/5   epoch 44/120   F1 0.7461711498969714   accuracy 0.7930513595166163   precision 0.7311574454956808   recall 0.7828857740651596
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deviation 1/5   epoch 45/120   F1 0.7457269060879586   accuracy 0.7915407854984894   precision 0.7314531057178115   recall 0.779025799333011
deviation 1/5   epoch 46/120   F1 0.7465084395759185   accuracy 0.7885196374622356   precision 0.7346128136569313   recall 0.770181048393066
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deviation 1/5   epoch 47/120   F1 0.7479314874895563   accuracy 0.793429003021148   precision 0.733437885643768   recall 0.7817156176432946
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deviation 1/5   epoch 48/120   F1 0.742153536876492   accuracy 0.7892749244712991   precision 0.7277586384204031   recall 0.7769202395688761
deviation 1/5   epoch 49/120   F1 0.7486528882765364   accuracy 0.7911631419939577   precision 0.736021698889346   recall 0.7746637685300359
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deviation 1/5   epoch 50/120   F1 0.7466806244302278   accuracy 0.7888972809667674   precision 0.734610242698478   recall 0.7709427727142154
deviation 1/5   epoch 51/120   F1 0.7445803880561731   accuracy 0.7888972809667674   precision 0.7314711024269848   recall 0.7730972666158589
deviation 1/5   epoch 52/120   F1 0.7475869549331606   accuracy 0.7896525679758308   precision 0.7354612299465241   recall 0.7719255467051462
deviation 1/5   epoch 53/120   F1 0.7492244205804623   accuracy 0.790785498489426   precision 0.7371657754010695   recall 0.7731210492812838
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deviation 1/5   epoch 54/120   F1 0.7452702548390915   accuracy 0.7900302114803626   precision 0.7317487659399424   recall 0.7753616104840311
deviation 1/5   epoch 55/120   F1 0.7435999677818032   accuracy 0.7888972809667674   precision 0.730044220485397   recall 0.7741748792529579
deviation 1/5   epoch 56/120   F1 0.7474900961672011   accuracy 0.7915407854984894   precision 0.7340214932126696   recall 0.7769385699899296
deviation 1/5   epoch 57/120   F1 0.7453278322925959   accuracy 0.7915407854984894   precision 0.7308823529411765   recall 0.7795194223107569
deviation 1/5   epoch 58/120   F1 0.7458502603621336   accuracy 0.7922960725075529   precision 0.7311625874125873   recall 0.7810589294422146
deviation 1/5   epoch 59/120   F1 0.7465170933649277   accuracy 0.7915407854984894   precision 0.7325946112710818   recall 0.778071480384081
deviation 1/5   epoch 60/120   F1 0.7450407384179806   accuracy 0.7904078549848943   precision 0.731175442204854   recall 0.7766607668799667
deviation 1/5   epoch 61/120   F1 0.7505282442960394   accuracy 0.7953172205438066   precision 0.7359934183463595   recall 0.7839018566572746
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deviation 1/5   epoch 62/120   F1 0.7488531273890461   accuracy 0.7941842900302115   precision 0.734288872891814   recall 0.7827425991785699
deviation 1/5   epoch 63/120   F1 0.7497353697262965   accuracy 0.7922960725075529   precision 0.7368701151789387   recall 0.7764531848242255
deviation 1/5   epoch 64/120   F1 0.7517305968350623   accuracy 0.7941842900302115   precision 0.7385695187165775   recall 0.7792529200443885
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deviation 1/5   epoch 65/120   F1 0.7488253165253014   accuracy 0.7915407854984894   precision 0.7360191279308926   recall 0.775459990158071
deviation 1/5   epoch 66/120   F1 0.74811981944508   accuracy 0.7904078549848943   precision 0.735741464417935   recall 0.7732861682667769
deviation 1/5   epoch 67/120   F1 0.7471028429337742   accuracy 0.7915407854984894   precision 0.7334507404360345   recall 0.7773838798857509
deviation 1/5   epoch 68/120   F1 0.7454942328216252   accuracy 0.7896525679758308   precision 0.7323220896750309   recall 0.7741012895324544
deviation 1/5   epoch 69/120   F1 0.749186171140856   accuracy 0.7919184290030211   precision 0.7363019333607569   recall 0.776058643539637
deviation 1/5   epoch 70/120   F1 0.755737175787397   accuracy 0.7956948640483383   precision 0.7436960098724805   recall 0.7788196024993987
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deviation 1/5   epoch 71/120   F1 0.7467129955979197   accuracy 0.7915407854984894   precision 0.7328799876593994   recall 0.7778396351132909
deviation 1/5   epoch 72/120   F1 0.7513891059009932   accuracy 0.7930513595166163   precision 0.738862607980255   recall 0.7766403449220471
deviation 1/5   epoch 73/120   F1 0.7493880848513195   accuracy 0.7915407854984894   precision 0.7368752570958453   recall 0.7748632917963145
deviation 1/5   epoch 74/120   F1 0.7507874020507077   accuracy 0.7941842900302115   precision 0.7371426367749897   recall 0.7803499853729517
deviation 1/5   epoch 75/120   F1 0.7498917596706185   accuracy 0.7930513595166163   precision 0.7365795968737145   recall 0.778291901046392
deviation 1/5   epoch 76/120   F1 0.7503059464419597   accuracy 0.7919184290030211   precision 0.7380141916906623   recall 0.7748738686779388
deviation 1/5   epoch 77/120   F1 0.7542763741050154   accuracy 0.793429003021148   precision 0.7431406828465652   recall 0.7746776628349987
deviation 1/5   epoch 78/120   F1 0.7546453675533646   accuracy 0.7941842900302115   precision 0.7431355409296586   recall 0.776154079200476
deviation 1/5   epoch 79/120   F1 0.757543185578248   accuracy 0.7972054380664653   precision 0.7453979843685726   recall 0.7807668803916912
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deviation 1/5   epoch 80/120   F1 0.7517416451515195   accuracy 0.7938066465256798   precision 0.7388574660633485   recall 0.7782324843148705
deviation 1/5   epoch 81/120   F1 0.7573191690121877   accuracy 0.7956948640483383   precision 0.7462643973673386   recall 0.7772226221786491
deviation 1/5   epoch 82/120   F1 0.7548369287449813   accuracy 0.7953172205438066   precision 0.7425570752776636   recall 0.7788071681028879
deviation 1/5   epoch 83/120   F1 0.7541128780621695   accuracy 0.7945619335347432   precision 0.7419914644179351   recall 0.7776393063515614
deviation 1/5   epoch 84/120   F1 0.7580772373907759   accuracy 0.7941842900302115   precision 0.7488430686960099   recall 0.7730834746973165
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deviation 1/5   epoch 85/120   F1 0.7562697792785213   accuracy 0.7956948640483383   precision 0.7445521390374332   recall 0.7782668475538181
deviation 1/5   epoch 86/120   F1 0.7582469034424897   accuracy 0.7972054380664653   precision 0.7465394899218429   recall 0.7800202947113296
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deviation 1/5   epoch 87/120   F1 0.7530201415926047   accuracy 0.7945619335347432   precision 0.7402792060880297   recall 0.778813137113928
deviation 1/5   epoch 88/120   F1 0.7536935121308426   accuracy 0.7915407854984894   precision 0.7437242904154668   recall 0.7708272029939862
deviation 1/5   epoch 89/120   F1 0.7547117566321173   accuracy 0.7892749244712991   precision 0.747449609214315   recall 0.7654245916512924
deviation 1/5   epoch 90/120   F1 0.7530266113050221   accuracy 0.7930513595166163   precision 0.7414309954751132   recall 0.7749653756848001
deviation 1/5   epoch 91/120   F1 0.757071540138762   accuracy 0.7941842900302115   precision 0.7471308103661045   recall 0.7739170546308136
deviation 1/5   epoch 92/120   F1 0.7539239980893663   accuracy 0.7896525679758308   precision 0.7457347799259564   recall 0.7666599709433506
deviation 1/5   epoch 93/120   F1 0.7531096729879692   accuracy 0.7900302114803626   precision 0.7440199506375977   recall 0.7680096232041204
deviation 1/5   epoch 94/120   F1 0.753955109289604   accuracy 0.7866314199395771   precision 0.7486091114767586   recall 0.7610778685619982
deviation 1/5   epoch 95/120   F1 0.7550725247004415   accuracy 0.7881419939577039   precision 0.7491695804195804   recall 0.7631585021060527
deviation 1/5   epoch 96/120   F1 0.7571497538153276   accuracy 0.7911631419939577   precision 0.7500051419169067   recall 0.7675586940685819
deviation 1/5   epoch 97/120   F1 0.757080515463104   accuracy 0.7892749244712991   precision 0.7517302550390785   recall 0.7641699312547889
deviation 1/5   epoch 98/120   F1 0.7551692255602869   accuracy 0.7854984894259819   precision 0.7520413410119292   recall 0.7588643493139833
deviation 1/5   epoch 99/120   F1 0.7529843763692232   accuracy 0.7881419939577039   precision 0.7454596873714521   recall 0.764296851588739
deviation 1/5   epoch 100/120   F1 0.7607465474537287   accuracy 0.7915407854984894   precision 0.7562808515014398   recall 0.7663647173567412
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deviation 1/5   epoch 101/120   F1 0.7557505740375298   accuracy 0.7873867069486404   precision 0.75117235705471   recall 0.7615873270879145
deviation 1/5   epoch 102/120   F1 0.7572846960126316   accuracy 0.7896525679758308   precision 0.7517276840806253   recall 0.7647259415173373
deviation 1/5   epoch 103/120   F1 0.7516533085120256   accuracy 0.7794561933534743   precision 0.7517970999588647   recall 0.7515106457834172
deviation 1/5   epoch 104/120   F1 0.7561581205457095   accuracy 0.7930513595166163   precision 0.7465677704648293   recall 0.7721519885355921
deviation 1/5   epoch 105/120   F1 0.7590480009975634   accuracy 0.7960725075528701   precision 0.7488302139037433   recall 0.7765009213364378
deviation 1/5   epoch 106/120   F1 0.7541106086527454   accuracy 0.7941842900302115   precision 0.7422794117647059   recall 0.7766893407058827
deviation 1/5   epoch 107/120   F1 0.7518800628702695   accuracy 0.7892749244712991   precision 0.7425982106129165   recall 0.7673267607229871
deviation 1/5   epoch 108/120   F1 0.7521568454724139   accuracy 0.7881419939577039   precision 0.7440328054298643   recall 0.7648130672620281
deviation 1/5   epoch 109/120   F1 0.7567704784426899   accuracy 0.7922960725075529   precision 0.7482851707116414   recall 0.770067787509648
deviation 1/5   epoch 110/120   F1 0.7562578802402723   accuracy 0.7888972809667674   precision 0.7505913204442616   recall 0.763904786337167
deviation 1/5   epoch 111/120   F1 0.7536698357178738   accuracy 0.7885196374622356   precision 0.7463132455779515   recall 0.7646077532397229
deviation 1/5   epoch 112/120   F1 0.7496280676216517   accuracy 0.7851208459214502   precision 0.7423411147675854   recall 0.7605393848809432
deviation 1/5   epoch 113/120   F1 0.7520290889883589   accuracy 0.7836102719033232   precision 0.74805892636775   recall 0.7569550092378369
deviation 1/5   epoch 114/120   F1 0.7515672116739034   accuracy 0.7836102719033232   precision 0.7472027972027973   recall 0.7571034549145781
deviation 1/5   epoch 115/120   F1 0.7483115666753671   accuracy 0.7828549848942599   precision 0.7420711641299877   recall 0.7571502116267368
deviation 1/5   epoch 116/120   F1 0.7494773630946653   accuracy 0.7817220543806647   precision 0.7452180172768408   recall 0.7548665945194865
deviation 1/5   epoch 117/120   F1 0.7520958873402867   accuracy 0.7854984894259819   precision 0.7463338132455779   recall 0.7599769907854608
deviation 1/5   epoch 118/120   F1 0.7511635709743565   accuracy 0.7828549848942599   precision 0.7472079391197037   recall 0.7560735032207593
deviation 1/5   epoch 119/120   F1 0.7509570619086348   accuracy 0.7877643504531722   precision 0.7423231180584122   recall 0.7648514225500527
deviation 1/5   epoch 120/120   F1 0.7539140239112456   accuracy 0.7832326283987915   precision 0.7520567667626491   recall 0.7559664141987734

deviation 2/5   epoch 1/120   F1 0.4564511544015107   accuracy 0.6703172205438066   precision 0.518246092143151   recall 0.6044110236973448
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deviation 2/5   epoch 2/120   F1 0.4478640230845115   accuracy 0.6740936555891238   precision 0.5176496297819827   recall 0.6460832557520947
deviation 2/5   epoch 3/120   F1 0.4717719102877369   accuracy 0.6771148036253777   precision 0.5273318593171534   recall 0.6436005497641215
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deviation 2/5   epoch 4/120   F1 0.49798737798479037   accuracy 0.6812688821752266   precision 0.5392893870835047   recall 0.6467165898617511
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deviation 2/5   epoch 5/120   F1 0.5730330544651944   accuracy 0.7005287009063444   precision 0.5828208556149732   recall 0.6725056126977497
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deviation 2/5   epoch 6/120   F1 0.6141942647514408   accuracy 0.7129909365558912   precision 0.6121297819827232   recall 0.6836069714574388
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deviation 2/5   epoch 7/120   F1 0.6271427172103046   accuracy 0.7220543806646526   precision 0.6229123817359111   recall 0.6997593261131168
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deviation 2/5   epoch 8/120   F1 0.6392052105762108   accuracy 0.7318731117824774   precision 0.6331190867955574   recall 0.7188021619063314
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deviation 2/5   epoch 9/120   F1 0.6655706190694399   accuracy 0.7439577039274925   precision 0.6552961744138215   recall 0.7299501680733052
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deviation 2/5   epoch 10/120   F1 0.6706617068892519   accuracy 0.7515105740181269   precision 0.6595254010695187   recall 0.7483072416442567
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deviation 2/5   epoch 11/120   F1 0.6795782719162533   accuracy 0.7533987915407855   precision 0.667503085150144   recall 0.7437759986230728
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deviation 2/5   epoch 12/120   F1 0.6968239132876416   accuracy 0.7617069486404834   precision 0.6834276018099548   recall 0.7496765134315823
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deviation 2/5   epoch 13/120   F1 0.6954648679552811   accuracy 0.7632175226586103   precision 0.6817050596462362   recall 0.7558520694582836
deviation 2/5   epoch 14/120   F1 0.6993504836751498   accuracy 0.7662386706948641   precision 0.6851090086384204   recall 0.760645042178341
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deviation 2/5   epoch 15/120   F1 0.7047736882894398   accuracy 0.7677492447129909   precision 0.6905208761826409   recall 0.7586257290807802
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deviation 2/5   epoch 16/120   F1 0.7106534498758338   accuracy 0.7707703927492447   precision 0.6962078362813657   recall 0.7607329816101203
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deviation 2/5   epoch 17/120   F1 0.7076617354824465   accuracy 0.7711480362537765   precision 0.6927807486631017   recall 0.7656943721010987
deviation 2/5   epoch 18/120   F1 0.7146090424098722   accuracy 0.7734138972809668   precision 0.6998997326203208   recall 0.763924671507079
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deviation 2/5   epoch 19/120   F1 0.7142741274379453   accuracy 0.7749244712990937   precision 0.6990333196215549   recall 0.76908585331943
deviation 2/5   epoch 20/120   F1 0.7140615283482181   accuracy 0.7760574018126888   precision 0.6984548539695599   recall 0.7731324997456777
deviation 2/5   epoch 21/120   F1 0.7213967460513528   accuracy 0.7775679758308157   precision 0.7064351090086384   recall 0.7681077940583547
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deviation 2/5   epoch 22/120   F1 0.7217515123832072   accuracy 0.7779456193353474   precision 0.7067179144385026   recall 0.7688096551493573
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deviation 2/5   epoch 23/120   F1 0.7208977008671544   accuracy 0.7790785498489426   precision 0.7052833196215549   recall 0.7735069376947654
deviation 2/5   epoch 24/120   F1 0.7214771504909955   accuracy 0.7802114803625377   precision 0.7055609831345125   recall 0.7764236917800642
deviation 2/5   epoch 25/120   F1 0.7243561126373628   accuracy 0.7802114803625377   precision 0.7089854997943232   recall 0.7724387333762334
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deviation 2/5   epoch 26/120   F1 0.7228170284263387   accuracy 0.7790785498489426   precision 0.7075663307280954   recall 0.7709285010172193
deviation 2/5   epoch 27/120   F1 0.7299748726578132   accuracy 0.7832326283987915   precision 0.7146724598930481   recall 0.7744077978756967
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deviation 2/5   epoch 28/120   F1 0.7270512785592249   accuracy 0.7813444108761329   precision 0.711831550802139   recall 0.7724203116695474
deviation 2/5   epoch 29/120   F1 0.7255372060922791   accuracy 0.7809667673716012   precision 0.710121863430687   recall 0.7732360463366932
deviation 2/5   epoch 30/120   F1 0.7303325735460737   accuracy 0.7836102719033232   precision 0.7149552653229123   recall 0.7751004164723321
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deviation 2/5   epoch 31/120   F1 0.7315869349020485   accuracy 0.783987915407855   precision 0.7163795763060469   recall 0.7746162003426055
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deviation 2/5   epoch 32/120   F1 0.7290340185555757   accuracy 0.7824773413897281   precision 0.7138214726450021   recall 0.7733200126196236
deviation 2/5   epoch 33/120   F1 0.7300671924559222   accuracy 0.7828549848942599   precision 0.714960407239819   recall 0.7731388128681764
deviation 2/5   epoch 34/120   F1 0.7329676092130208   accuracy 0.7847432024169184   precision 0.7178013163307281   recall 0.7751207282340065
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deviation 2/5   epoch 35/120   F1 0.7392115401326651   accuracy 0.7881419939577039   precision 0.7243418346359523   recall 0.7772872183652733
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deviation 2/5   epoch 36/120   F1 0.7375786024891817   accuracy 0.7877643504531722   precision 0.7223467708761826   recall 0.7782670248877878
deviation 2/5   epoch 37/120   F1 0.7291947880887428   accuracy 0.7836102719033232   precision 0.7135283833813246   recall 0.776632967699119
deviation 2/5   epoch 38/120   F1 0.7391193723146554   accuracy 0.7873867069486404   precision 0.7246323529411764   recall 0.7752011691789684
deviation 2/5   epoch 39/120   F1 0.7397402157565665   accuracy 0.7873867069486404   precision 0.7254884821061292   recall 0.7744554099142973
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deviation 2/5   epoch 40/120   F1 0.7371401845809593   accuracy 0.7866314199395771   precision 0.7223544837515425   recall 0.7754470516763791
deviation 2/5   epoch 41/120   F1 0.7349186959071028   accuracy 0.7858761329305136   precision 0.7197912381735911   recall 0.7760219455043116
deviation 2/5   epoch 42/120   F1 0.7358537269621042   accuracy 0.7866314199395771   precision 0.7206422254216371   recall 0.7770906466852909
deviation 2/5   epoch 43/120   F1 0.7418396985530016   accuracy 0.7885196374622356   precision 0.7277637803373098   recall 0.775158946835506
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deviation 2/5   epoch 44/120   F1 0.7387019965979926   accuracy 0.7873867069486404   precision 0.7240616001645414   recall 0.7757125061789422
deviation 2/5   epoch 45/120   F1 0.7389382182420723   accuracy 0.7885196374622356   precision 0.7237685109008638   recall 0.778769069146977
deviation 2/5   epoch 46/120   F1 0.740802945254629   accuracy 0.7900302114803626   precision 0.725470485396956   recall 0.7808893757266534
deviation 2/5   epoch 47/120   F1 0.7405015806111697   accuracy 0.7892749244712991   precision 0.7254756273138626   recall 0.7790004453776166
deviation 2/5   epoch 48/120   F1 0.7447140093011212   accuracy 0.7896525679758308   precision 0.7311805841217606   recall 0.7749664204292221
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deviation 2/5   epoch 49/120   F1 0.7471028429337742   accuracy 0.7915407854984894   precision 0.7334507404360345   recall 0.7773838798857509
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deviation 2/5   epoch 50/120   F1 0.7453277406865056   accuracy 0.7892749244712991   precision 0.7323246606334841   recall 0.7732867598137059
deviation 2/5   epoch 51/120   F1 0.7439598759848537   accuracy 0.7892749244712991   precision 0.7303270259152612   recall 0.7747938003613286
deviation 2/5   epoch 52/120   F1 0.7456306555872931   accuracy 0.7904078549848943   precision 0.7320315713698067   recall 0.7759785855222168
deviation 2/5   epoch 53/120   F1 0.7459595105317898   accuracy 0.7911631419939577   precision 0.7320264294529   recall 0.7776791915984576
deviation 2/5   epoch 54/120   F1 0.7481587926372533   accuracy 0.7930513595166163   precision 0.7340112093788564   recall 0.7803449603449604
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deviation 2/5   epoch 55/120   F1 0.7414316824727782   accuracy 0.7900302114803626   precision 0.7263266145619087   recall 0.7800534453139911
deviation 2/5   epoch 56/120   F1 0.7445648618819996   accuracy 0.7911631419939577   precision 0.7300287947346771   recall 0.779380206353283
deviation 2/5   epoch 57/120   F1 0.7515432138617661   accuracy 0.7941842900302115   precision 0.73828414232826   recall 0.7794672263067
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deviation 2/5   epoch 58/120   F1 0.7442038401368158   accuracy 0.790785498489426   precision 0.7297459893048128   recall 0.7787379715840859
deviation 2/5   epoch 59/120   F1 0.7474355096933155   accuracy 0.7922960725075529   precision 0.7334455985191279   recall 0.7790888525517292
deviation 2/5   epoch 60/120   F1 0.750977301414337   accuracy 0.7941842900302115   precision 0.7374280131633073   recall 0.7801254270320279
deviation 2/5   epoch 61/120   F1 0.7487663863280714   accuracy 0.7926737160120846   precision 0.73515528589058   recall 0.7785610248765233
deviation 2/5   epoch 62/120   F1 0.750269847563662   accuracy 0.7930513595166163   precision 0.7371503496503496   recall 0.7778641314825525
deviation 2/5   epoch 63/120   F1 0.7519271948608137   accuracy 0.7938066465256798   precision 0.739142842451666   recall 0.7780278574844572
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deviation 2/5   epoch 64/120   F1 0.7495111415535203   accuracy 0.7930513595166163   precision 0.7360088440970793   recall 0.7787298387096775
deviation 2/5   epoch 65/120   F1 0.748380594445809   accuracy 0.7926737160120846   precision 0.7345845331139449   recall 0.7790150808012005
deviation 2/5   epoch 66/120   F1 0.749802692277765   accuracy 0.7945619335347432   precision 0.735427807486631   recall 0.7826296296296297
deviation 2/5   epoch 67/120   F1 0.7507874020507077   accuracy 0.7941842900302115   precision 0.7371426367749897   recall 0.7803499853729517
deviation 2/5   epoch 68/120   F1 0.7469361926131777   accuracy 0.793429003021148   precision 0.7320110037021801   recall 0.7830054214246234
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 0.7453657985228078   accuracy 0.7911631419939577   precision 0.7311703002879473   recall 0.7783917147534511
deviation 2/5   epoch 71/120   F1 0.7436410458309399   accuracy 0.7904078549848943   precision 0.7291778074866311   recall 0.7783466444757913
deviation 2/5   epoch 72/120   F1 0.7450048843911545   accuracy 0.790785498489426   precision 0.730887494858083   recall 0.777759392310476
deviation 2/5   epoch 73/120   F1 0.7468113954308554   accuracy 0.7926737160120846   precision 0.7323015220074043   recall 0.7809387113900101
deviation 2/5   epoch 74/120   F1 0.7470741568390267   accuracy 0.7919184290030211   precision 0.7331627930892637   recall 0.7784633866442523
deviation 2/5   epoch 75/120   F1 0.7489583187630064   accuracy 0.7926737160120846   precision 0.7354406622788976   recall 0.7783379114094775
deviation 2/5   epoch 76/120   F1 0.7484800706659982   accuracy 0.790785498489426   precision 0.7360242698477992   recall 0.7738758304669111
deviation 2/5   epoch 77/120   F1 0.7480661520769734   accuracy 0.7915407854984894   precision 0.7348776223776223   recall 0.7762898445533176
deviation 2/5   epoch 78/120   F1 0.749922902625157   accuracy 0.7922960725075529   precision 0.7371554915672562   recall 0.7762499438479853
deviation 2/5   epoch 79/120   F1 0.750861598185377   accuracy 0.7915407854984894   precision 0.7391582682023858   recall 0.7733759459260892
deviation 2/5   epoch 80/120   F1 0.7482123839951316   accuracy 0.7922960725075529   precision 0.7345871040723981   recall 0.778169014084507
deviation 2/5   epoch 81/120   F1 0.7476578699185389   accuracy 0.7919184290030211   precision 0.7340189222542164   recall 0.7777766333956639
deviation 2/5   epoch 82/120   F1 0.74956191942201   accuracy 0.7919184290030211   precision 0.736872686137392   recall 0.7756540815631987
deviation 2/5   epoch 83/120   F1 0.7469741956587999   accuracy 0.7930513595166163   precision 0.732298951048951   recall 0.7818353374194856
deviation 2/5   epoch 84/120   F1 0.7463520253726961   accuracy 0.7911631419939577   precision 0.7325971822295352   recall 0.7772175898086049
deviation 2/5   epoch 85/120   F1 0.7457903209495933   accuracy 0.7877643504531722   precision 0.7340472027972028   recall 0.7690254973580624
deviation 2/5   epoch 86/120   F1 0.7488642723183199   accuracy 0.7904078549848943   precision 0.7368829699712053   recall 0.7725397789078798
deviation 2/5   epoch 87/120   F1 0.7534883189458451   accuracy 0.790785498489426   precision 0.744014808720691   recall 0.7693341278962529
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deviation 2/5   epoch 88/120   F1 0.7508512525181746   accuracy 0.7922960725075529   precision 0.7385823735088441   recall 0.7752699335548172
deviation 2/5   epoch 89/120   F1 0.7488835939810268   accuracy 0.7892749244712991   precision 0.7377468120115179   recall 0.769789913146985
deviation 2/5   epoch 90/120   F1 0.750322888741765   accuracy 0.7900302114803626   precision 0.7394539284245166   recall 0.7702723094066302
deviation 2/5   epoch 91/120   F1 0.7486965303111546   accuracy 0.7896525679758308   precision 0.7371734882764295   recall 0.7708582443144241
deviation 2/5   epoch 92/120   F1 0.7538810533949212   accuracy 0.7919184290030211   precision 0.7437217194570136   recall 0.7715172276016833
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deviation 2/5   epoch 93/120   F1 0.7476245641700232   accuracy 0.7881419939577039   precision 0.7366130193336076   recall 0.7682616682953347
deviation 2/5   epoch 94/120   F1 0.7506742595448546   accuracy 0.7919184290030211   precision 0.7385849444672974   recall 0.7744979431141465
deviation 2/5   epoch 95/120   F1 0.7561342121380328   accuracy 0.7926737160120846   precision 0.7468557178116002   recall 0.771346566201432
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deviation 2/5   epoch 96/120   F1 0.7512164180506737   accuracy 0.7904078549848943   precision 0.7405928630193336   recall 0.7703623692423478
deviation 2/5   epoch 97/120   F1 0.7483476040958177   accuracy 0.7881419939577039   precision 0.7377545248868778   recall 0.7676429623144574
deviation 2/5   epoch 98/120   F1 0.7550539429100014   accuracy 0.7915407854984894   precision 0.7460073015220074   recall 0.7697513270918435
deviation 2/5   epoch 99/120   F1 0.7494065949461557   accuracy 0.7877643504531722   precision 0.7397547305635541   recall 0.7659656387966733
deviation 2/5   epoch 100/120   F1 0.7491993378454833   accuracy 0.7866314199395771   precision 0.7403331962155492   recall 0.7637446349282482
deviation 2/5   epoch 101/120   F1 0.750137987012987   accuracy 0.7892749244712991   precision 0.7397444467297408   recall 0.7687038958045183
deviation 2/5   epoch 102/120   F1 0.7487480256800759   accuracy 0.7843655589123867   precision 0.7414901275195394   recall 0.7596244939250273
deviation 2/5   epoch 103/120   F1 0.748826915082353   accuracy 0.7858761329305136   precision 0.7403383381324558   recall 0.7624706330761234
deviation 2/5   epoch 104/120   F1 0.747623011992036   accuracy 0.7862537764350453   precision 0.7380527560674619   recall 0.7640775979100357
deviation 2/5   epoch 105/120   F1 0.7508550958772622   accuracy 0.7828549848942599   precision 0.7466371863430687   recall 0.7561685929646564
deviation 2/5   epoch 106/120   F1 0.7477838494829159   accuracy 0.7805891238670695   precision 0.7432280954339778   recall 0.7536600406876003
deviation 2/5   epoch 107/120   F1 0.7460650392903961   accuracy 0.7813444108761329   precision 0.7395130604689428   recall 0.7555634728662182
deviation 2/5   epoch 108/120   F1 0.7471595264015298   accuracy 0.7779456193353474   precision 0.7446729740847389   recall 0.7500183898866132
deviation 2/5   epoch 109/120   F1 0.7436010751315983   accuracy 0.7790785498489426   precision 0.7372454751131222   recall 0.7527681050746595
deviation 2/5   epoch 110/120   F1 0.7449472166826517   accuracy 0.7775679758308157   precision 0.7409656519950638   recall 0.7499414987129717
deviation 2/5   epoch 111/120   F1 0.7464020801683446   accuracy 0.7794561933534743   precision 0.7418089263677499   recall 0.7523530484990931
deviation 2/5   epoch 112/120   F1 0.7423521578537946   accuracy 0.7737915407854985   precision 0.7398498560263267   recall 0.7452446906740535
deviation 2/5   epoch 113/120   F1 0.7405845990066193   accuracy 0.7734138972809668   precision 0.7369986631016043   recall 0.7450092094736647
deviation 2/5   epoch 114/120   F1 0.7472705661951653   accuracy 0.7802114803625377   precision 0.742659913615796   recall 0.7532411432005752
deviation 2/5   epoch 115/120   F1 0.7429192771708176   accuracy 0.7734138972809668   precision 0.7412793089263678   recall 0.744722129506008
deviation 2/5   epoch 116/120   F1 0.742767272381093   accuracy 0.7734138972809668   precision 0.7409939325380501   recall 0.7447319845751776
deviation 2/5   epoch 117/120   F1 0.7416210656786086   accuracy 0.7764350453172205   precision 0.736121966269025   recall 0.7491995615225153
deviation 2/5   epoch 118/120   F1 0.7404902907863973   accuracy 0.7779456193353474   precision 0.7329725421637187   recall 0.7522162195261117
deviation 2/5   epoch 119/120   F1 0.7423701711284312   accuracy 0.7779456193353474   precision 0.7361116824352119   recall 0.7513740474730665
deviation 2/5   epoch 120/120   F1 0.738510192764922   accuracy 0.7790785498489426   precision 0.7289695598519128   recall 0.7555202897771083

deviation 3/5   epoch 1/120   F1 0.40253442893302105   accuracy 0.6676737160120846   precision 0.5005707527766351   recall 0.5839636913767019
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deviation 3/5   epoch 2/120   F1 0.4416131497498413   accuracy 0.6744712990936556   precision 0.5159348004936241   recall 0.6650379443482892
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deviation 3/5   epoch 3/120   F1 0.4667492247637026   accuracy 0.6816465256797583   precision 0.5281571369806665   recall 0.6966185981589448
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deviation 3/5   epoch 4/120   F1 0.516860753380663   accuracy 0.6952416918429003   precision 0.553748457424928   recall 0.7113045829321972
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deviation 3/5   epoch 5/120   F1 0.5478202245197575   accuracy 0.709214501510574   precision 0.5733443027560674   recall 0.7491898360455265
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deviation 3/5   epoch 6/120   F1 0.5835080535911424   accuracy 0.7209214501510574   precision 0.5952385849444672   recall 0.7498554077501446
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deviation 3/5   epoch 7/120   F1 0.6085589341661297   accuracy 0.7277190332326284   precision 0.6114587618264089   recall 0.7412900191599403
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deviation 3/5   epoch 8/120   F1 0.6301208728232734   accuracy 0.7390483383685801   precision 0.6276480872069108   recall 0.7589555459646093
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deviation 3/5   epoch 9/120   F1 0.6235755171500423   accuracy 0.7375377643504532   precision 0.623092348827643   recall 0.7634977373635642
deviation 3/5   epoch 10/120   F1 0.6436867361863641   accuracy 0.7447129909365559   precision 0.6378830728095435   recall 0.7616720743577858
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deviation 3/5   epoch 11/120   F1 0.6549126698589158   accuracy 0.75   precision 0.6466937474290415   recall 0.7659860615807752
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deviation 3/5   epoch 12/120   F1 0.6493508994953581   accuracy 0.7507552870090635   precision 0.642693336075689   recall 0.780109415374677
deviation 3/5   epoch 13/120   F1 0.6592093691684006   accuracy 0.7552870090634441   precision 0.6503676470588236   recall 0.7827056838889614
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deviation 3/5   epoch 14/120   F1 0.6642957090470419   accuracy 0.756797583081571   precision 0.6543526326614562   recall 0.7798732023401627
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deviation 3/5   epoch 15/120   F1 0.6678701376645786   accuracy 0.7575528700906344   precision 0.6572012546277253   recall 0.7765640830800405
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deviation 3/5   epoch 16/120   F1 0.6723979738328367   accuracy 0.7586858006042296   precision 0.6609034348004936   recall 0.7733712548498446
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deviation 3/5   epoch 17/120   F1 0.6706467661691542   accuracy 0.7590634441087614   precision 0.6594739819004525   recall 0.7782218275113479
deviation 3/5   epoch 18/120   F1 0.6808889847332602   accuracy 0.7632175226586103   precision 0.668006993006993   recall 0.7777294339522406
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deviation 3/5   epoch 19/120   F1 0.6832699125493156   accuracy 0.7651057401812689   precision 0.6699917729329494   recall 0.7815498013566511
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deviation 3/5   epoch 20/120   F1 0.6788878348230475   accuracy 0.7632175226586103   precision 0.6662947346770877   recall 0.781407472425161
deviation 3/5   epoch 21/120   F1 0.6822808641975309   accuracy 0.7651057401812689   precision 0.6691356437679967   recall 0.7834082919768404
deviation 3/5   epoch 22/120   F1 0.6819488246603129   accuracy 0.7651057401812689   precision 0.6688502673796792   recall 0.7840424013597499
deviation 3/5   epoch 23/120   F1 0.6902774815436588   accuracy 0.7688821752265861   precision 0.6759589675030852   recall 0.7849108521807184
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deviation 3/5   epoch 24/120   F1 0.6952563868056826   accuracy 0.7719033232628398   precision 0.6802190456602222   recall 0.7886116600790514
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deviation 3/5   epoch 25/120   F1 0.6916039162377235   accuracy 0.7696374622356495   precision 0.6770953311394488   recall 0.7856935481195149
deviation 3/5   epoch 26/120   F1 0.6967850791881367   accuracy 0.7719033232628398   precision 0.6816459276018099   recall 0.7857264179557173
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deviation 3/5   epoch 27/120   F1 0.7001719111478926   accuracy 0.7726586102719033   precision 0.6847799259563965   recall 0.7827346648151281
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deviation 3/5   epoch 28/120   F1 0.7002289937291847   accuracy 0.773036253776435   precision 0.6847773549979432   recall 0.7841719756241011
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deviation 3/5   epoch 29/120   F1 0.7015198260475207   accuracy 0.7737915407854985   precision 0.6859137186343068   recall 0.7849506696417576
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deviation 3/5   epoch 30/120   F1 0.7011086292936637   accuracy 0.773036253776435   precision 0.6856334841628959   recall 0.7826123757401284
deviation 3/5   epoch 31/120   F1 0.6980906234185751   accuracy 0.7726586102719033   precision 0.6827822912381736   recall 0.786502409852185
deviation 3/5   epoch 32/120   F1 0.698742248014691   accuracy 0.773036253776435   precision 0.6833504730563553   recall 0.7868892274736381
deviation 3/5   epoch 33/120   F1 0.689058289058289   accuracy 0.7696374622356495   precision 0.6748123200329083   recall 0.7906514490895101
deviation 3/5   epoch 34/120   F1 0.7045096107615689   accuracy 0.7760574018126888   precision 0.688466680378445   recall 0.7888636038991425
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deviation 3/5   epoch 35/120   F1 0.7031628315089329   accuracy 0.7768126888217523   precision 0.6870346565199507   recall 0.7947239634132137
deviation 3/5   epoch 36/120   F1 0.696040258595357   accuracy 0.7734138972809668   precision 0.680779514603044   recall 0.7938059901056291
deviation 3/5   epoch 37/120   F1 0.6904267885286559   accuracy 0.7707703927492447   precision 0.6759461127108186   recall 0.7931031713655213
deviation 3/5   epoch 38/120   F1 0.7105490918347483   accuracy 0.7794561933534743   precision 0.693865693130399   recall 0.7917421112091245
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deviation 3/5   epoch 39/120   F1 0.7089213500610013   accuracy 0.7783232628398792   precision 0.6924465240641711   recall 0.7900825925836219
deviation 3/5   epoch 40/120   F1 0.7151683519729397   accuracy 0.7817220543806647   precision 0.6981309132044426   recall 0.7924445962355798
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deviation 3/5   epoch 41/120   F1 0.7046351338879512   accuracy 0.7768126888217523   precision 0.6884615384615385   recall 0.7918295179601712
deviation 3/5   epoch 42/120   F1 0.7065689105789605   accuracy 0.7779456193353474   precision 0.6901660839160839   recall 0.7929583377890789
deviation 3/5   epoch 43/120   F1 0.7046966672715176   accuracy 0.777190332326284   precision 0.6884589675030851   recall 0.7933434178511973
deviation 3/5   epoch 44/120   F1 0.7094832276493103   accuracy 0.7783232628398792   precision 0.6930172768408063   recall 0.789045392901109
deviation 3/5   epoch 45/120   F1 0.7086389400771789   accuracy 0.7783232628398792   precision 0.6921611476758536   recall 0.7906097057179655
deviation 3/5   epoch 46/120   F1 0.7050508374251953   accuracy 0.7775679758308157   precision 0.6887417729329495   recall 0.7942950346507118
deviation 3/5   epoch 47/120   F1 0.7073618659229093   accuracy 0.7775679758308157   precision 0.6910247840394899   recall 0.7898513410320402
deviation 3/5   epoch 48/120   F1 0.7089939628167121   accuracy 0.7787009063444109   precision 0.6924439531057178   recall 0.791519971335992
deviation 3/5   epoch 49/120   F1 0.705374510173659   accuracy 0.7760574018126888   precision 0.6893228095433978   recall 0.7872688510552808
deviation 3/5   epoch 50/120   F1 0.7140127686391178   accuracy 0.7802114803625377   precision 0.6972850678733031   recall 0.7884605986790417
deviation 3/5   epoch 51/120   F1 0.7103187493418986   accuracy 0.7783232628398792   precision 0.693873406005759   recall 0.7875311589954769
deviation 3/5   epoch 52/120   F1 0.7082119866654768   accuracy 0.7775679758308157   precision 0.6918809132044426   recall 0.7882826509535357
deviation 3/5   epoch 53/120   F1 0.717045272194438   accuracy 0.7817220543806647   precision 0.7001285479226655   recall 0.7890284156941665
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deviation 3/5   epoch 54/120   F1 0.7193927838075682   accuracy 0.7817220543806647   precision 0.7026969354175236   recall 0.784994939271255
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deviation 3/5   epoch 55/120   F1 0.7134425703729994   accuracy 0.7813444108761329   precision 0.6964212258329905   recall 0.7941428421552124
deviation 3/5   epoch 56/120   F1 0.711617076975879   accuracy 0.7805891238670695   precision 0.6947141094199918   recall 0.7944706082476732
deviation 3/5   epoch 57/120   F1 0.7226155705555468   accuracy 0.7851208459214502   precision 0.7052421842863019   recall 0.7924193709380984
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deviation 3/5   epoch 58/120   F1 0.7261056946386499   accuracy 0.7858761329305136   precision 0.7089469354175236   recall 0.7891915237335283
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deviation 3/5   epoch 59/120   F1 0.7223583669487654   accuracy 0.7851208459214502   precision 0.7049568078979843   recall 0.7928860685317396
deviation 3/5   epoch 60/120   F1 0.7158830038112056   accuracy 0.7824773413897281   precision 0.6986965240641712   recall 0.7942139384733691
deviation 3/5   epoch 61/120   F1 0.7204373251066307   accuracy 0.7847432024169184   precision 0.7029617441382148   recall 0.7949248155412347
deviation 3/5   epoch 62/120   F1 0.7185682687626069   accuracy 0.7836102719033232   precision 0.7012571986836693   recall 0.7938103749994135
deviation 3/5   epoch 63/120   F1 0.7248910537445066   accuracy 0.7851208459214502   precision 0.70781057178116   recall 0.7884336603473301
deviation 3/5   epoch 64/120   F1 0.7191919791172283   accuracy 0.783987915407855   precision 0.7018253805018511   recall 0.7941824559299676
deviation 3/5   epoch 65/120   F1 0.7185682687626069   accuracy 0.7836102719033232   precision 0.7012571986836693   recall 0.7938103749994135
deviation 3/5   epoch 66/120   F1 0.7208228638601131   accuracy 0.7832326283987915   precision 0.7038281571369807   recall 0.7882651948165278
deviation 3/5   epoch 67/120   F1 0.7262541786609713   accuracy 0.7847432024169184   precision 0.7095254010695187   recall 0.7848111440393648
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deviation 3/5   epoch 68/120   F1 0.7174945601077533   accuracy 0.7824773413897281   precision 0.7004087823940766   recall 0.7912150929298589
deviation 3/5   epoch 69/120   F1 0.7255212034761204   accuracy 0.7847432024169184   precision 0.708669271904566   recall 0.7859951725717507
deviation 3/5   epoch 70/120   F1 0.7235294505537982   accuracy 0.7847432024169184   precision 0.7063862607980255   recall 0.78934231535847
deviation 3/5   epoch 71/120   F1 0.7261056946386499   accuracy 0.7858761329305136   precision 0.7089469354175236   recall 0.7891915237335283
deviation 3/5   epoch 72/120   F1 0.7197499662044611   accuracy 0.7820996978851964   precision 0.7029797408473879   recall 0.7858081489586416
deviation 3/5   epoch 73/120   F1 0.7306881414186047   accuracy 0.7873867069486404   precision 0.713788050185109   recall 0.7871039718264878
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deviation 3/5   epoch 74/120   F1 0.7278157418863614   accuracy 0.7858761329305136   precision 0.7109445701357466   recall 0.7863502117987846
deviation 3/5   epoch 75/120   F1 0.7291357136224348   accuracy 0.7870090634441088   precision 0.7120783628136569   recall 0.7882814247371952
deviation 3/5   epoch 76/120   F1 0.7291357136224348   accuracy 0.7870090634441088   precision 0.7120783628136569   recall 0.7882814247371952
deviation 3/5   epoch 77/120   F1 0.7336351062492141   accuracy 0.7885196374622356   precision 0.7169194775812423   recall 0.7863955899973862
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deviation 3/5   epoch 78/120   F1 0.737501705475714   accuracy 0.7892749244712991   precision 0.7214803578774167   recall 0.7831100799242823
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deviation 3/5   epoch 79/120   F1 0.7358581731445113   accuracy 0.7896525679758308   precision 0.7191947758124229   recall 0.7868285708278139
deviation 3/5   epoch 80/120   F1 0.7396008398140594   accuracy 0.790785498489426   precision 0.7234677087618264   recall 0.7849658545861078
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deviation 3/5   epoch 81/120   F1 0.7380838835253265   accuracy 0.7885196374622356   precision 0.7226270053475936   recall 0.7799074226717481
deviation 3/5   epoch 82/120   F1 0.731880044075166   accuracy 0.7881419939577039   precision 0.7149244138214726   recall 0.787864740038653
deviation 3/5   epoch 83/120   F1 0.7398070042759943   accuracy 0.7896525679758308   precision 0.7243315508021391   recall 0.7810740639629039
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deviation 3/5   epoch 84/120   F1 0.7316274996377174   accuracy 0.7873867069486404   precision 0.7149295557383792   recall 0.7856115482739683
deviation 3/5   epoch 85/120   F1 0.745102107436962   accuracy 0.793429003021148   precision 0.7294426162073221   recall 0.7855134188331554
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deviation 3/5   epoch 86/120   F1 0.7361720970760066   accuracy 0.7892749244712991   precision 0.7197680995475113   recall 0.7850696991929567
deviation 3/5   epoch 87/120   F1 0.7498283402491281   accuracy 0.7941842900302115   precision 0.7357157548334019   recall 0.7815123566957209
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deviation 3/5   epoch 88/120   F1 0.7522375818982386   accuracy 0.7956948640483383   precision 0.7382738584944467   recall 0.782827173124415
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deviation 3/5   epoch 89/120   F1 0.7482601260862383   accuracy 0.7941842900302115   precision 0.7334327437268613   recall 0.7835144538632497
deviation 3/5   epoch 90/120   F1 0.7482937060891764   accuracy 0.7938066465256798   precision 0.7337206910736322   recall 0.782355425934036
deviation 3/5   epoch 91/120   F1 0.7365809329290862   accuracy 0.7904078549848943   precision 0.7197603866721514   recall 0.7882980723746951
deviation 3/5   epoch 92/120   F1 0.7485484086732972   accuracy 0.7930513595166163   precision 0.7345819621554915   recall 0.7798701916145991
deviation 3/5   epoch 93/120   F1 0.7507874020507077   accuracy 0.7941842900302115   precision 0.7371426367749897   recall 0.7803499853729517
deviation 3/5   epoch 94/120   F1 0.7460882076905768   accuracy 0.7919184290030211   precision 0.7317359111476758   recall 0.779661654572744
deviation 3/5   epoch 95/120   F1 0.7498283402491281   accuracy 0.7941842900302115   precision 0.7357157548334019   recall 0.7815123566957209
deviation 3/5   epoch 96/120   F1 0.7499351720977281   accuracy 0.7919184290030211   precision 0.7374434389140272   recall 0.7752592029625325
deviation 3/5   epoch 97/120   F1 0.7528358864547302   accuracy 0.7945619335347432   precision 0.7399938296997121   recall 0.7790172166427547
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deviation 3/5   epoch 98/120   F1 0.7470741568390267   accuracy 0.7919184290030211   precision 0.7331627930892637   recall 0.7784633866442523
deviation 3/5   epoch 99/120   F1 0.7536735636014009   accuracy 0.797583081570997   precision 0.7391171328671329   recall 0.7864618464618465
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deviation 3/5   epoch 100/120   F1 0.7485207239281336   accuracy 0.793429003021148   precision 0.7342940148087207   recall 0.7809756187801142
deviation 3/5   epoch 101/120   F1 0.747569464739495   accuracy 0.7930513595166163   precision 0.7331550802139037   recall 0.7810775963600749
deviation 3/5   epoch 102/120   F1 0.7526416772136493   accuracy 0.7949395770392749   precision 0.7394205059646236   recall 0.7802490266518705
deviation 3/5   epoch 103/120   F1 0.7512041132219622   accuracy 0.7930513595166163   precision 0.7385772315919374   recall 0.7768382144551212
deviation 3/5   epoch 104/120   F1 0.7470098475900666   accuracy 0.7926737160120846   precision 0.732586898395722   recall 0.7806886361080192
deviation 3/5   epoch 105/120   F1 0.748935431028457   accuracy 0.7930513595166163   precision 0.7351527149321266   recall 0.7794061492874708
deviation 3/5   epoch 106/120   F1 0.7530229692145147   accuracy 0.7926737160120846   precision 0.741718942821884   recall 0.7740505448204348
deviation 3/5   epoch 107/120   F1 0.7504427471393943   accuracy 0.793429003021148   precision 0.7371477786918963   recall 0.7786840298470261
deviation 3/5   epoch 108/120   F1 0.7469359046255437   accuracy 0.7911631419939577   precision 0.7334533113944879   recall 0.7765448943092278
deviation 3/5   epoch 109/120   F1 0.7507874020507077   accuracy 0.7941842900302115   precision 0.7371426367749897   recall 0.7803499853729517
deviation 3/5   epoch 110/120   F1 0.744789902910576   accuracy 0.7926737160120846   precision 0.7294477581242287   recall 0.7835981559732659
deviation 3/5   epoch 111/120   F1 0.746735126902932   accuracy 0.793429003021148   precision 0.7317256273138626   recall 0.7832720607011558
deviation 3/5   epoch 112/120   F1 0.748622802976365   accuracy 0.7945619335347432   precision 0.7337155491567255   recall 0.7841629468472187
deviation 3/5   epoch 113/120   F1 0.7475790842995316   accuracy 0.7949395770392749   precision 0.7320007198683669   recall 0.7867536247772622
deviation 3/5   epoch 114/120   F1 0.7470431631484754   accuracy 0.7922960725075529   precision 0.7328748457424927   recall 0.7795648148148149
deviation 3/5   epoch 115/120   F1 0.7467744412335442   accuracy 0.7930513595166163   precision 0.7320135746606335   recall 0.7820936019105493
deviation 3/5   epoch 116/120   F1 0.7511985788204854   accuracy 0.7968277945619335   precision 0.7359831345125463   recall 0.7875392755443755
deviation 3/5   epoch 117/120   F1 0.7472985670660088   accuracy 0.7938066465256798   precision 0.7322938091320443   recall 0.7836579515772554
deviation 3/5   epoch 118/120   F1 0.7452575671721315   accuracy 0.7938066465256798   precision 0.7294400452488687   recall 0.7864870244102881
deviation 3/5   epoch 119/120   F1 0.7399624490280095   accuracy 0.7911631419939577   precision 0.7237505141916907   recall 0.7856685663642742
deviation 3/5   epoch 120/120   F1 0.7381448093200522   accuracy 0.7904078549848943   precision 0.7217580213903744   recall 0.7858835568481715

deviation 4/5   epoch 1/120   F1 0.5181777100604258   accuracy 0.6563444108761329   precision 0.5371760592348828   recall 0.5719134651249533
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deviation 4/5   epoch 2/120   F1 0.511765487326559   accuracy 0.6703172205438066   precision 0.5399346976552859   recall 0.6004151912481758
deviation 4/5   epoch 3/120   F1 0.5266512474630407   accuracy 0.6797583081570997   precision 0.5510001028383381   recall 0.6269299923856082
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deviation 4/5   epoch 4/120   F1 0.5576008381775301   accuracy 0.6880664652567976   precision 0.5700637597696422   recall 0.6425052945329045
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deviation 4/5   epoch 5/120   F1 0.5855144965154876   accuracy 0.6993957703927492   precision 0.5899629781982723   recall 0.662406015037594
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deviation 4/5   epoch 6/120   F1 0.6369265948556041   accuracy 0.7145015105740181   precision 0.630383587001234   recall 0.6772324424066205
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deviation 4/5   epoch 7/120   F1 0.6562210020005959   accuracy 0.7235649546827795   precision 0.6480152200740437   recall 0.6882988604994963
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deviation 4/5   epoch 8/120   F1 0.669527071554433   accuracy 0.7333836858006042   precision 0.6602195598519127   recall 0.7019122354557354
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deviation 4/5   epoch 9/120   F1 0.685116802701942   accuracy 0.7447129909365559   precision 0.6746966269025092   recall 0.7171426014929951
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deviation 4/5   epoch 10/120   F1 0.7010927278169407   accuracy 0.7571752265861027   precision 0.6894513574660633   recall 0.7341624780439906
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deviation 4/5   epoch 11/120   F1 0.7080419706867083   accuracy 0.7639728096676737   precision 0.6953979843685726   recall 0.7448220295373227
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deviation 4/5   epoch 12/120   F1 0.7151460998573866   accuracy 0.7681268882175226   precision 0.7025041135335253   recall 0.7489105462911172
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deviation 4/5   epoch 13/120   F1 0.720039339655778   accuracy 0.7726586102719033   precision 0.706753907856849   recall 0.7558344467773748
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deviation 4/5   epoch 14/120   F1 0.7239244874813513   accuracy 0.7768126888217523   precision 0.7098647675853558   recall 0.7629480467501133
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deviation 4/5   epoch 15/120   F1 0.715697259143284   accuracy 0.7737915407854985   precision 0.7010386672151377   recall 0.7637375238940038
deviation 4/5   epoch 16/120   F1 0.7279707289614411   accuracy 0.7794561933534743   precision 0.7138420403126285   recall 0.7657991614684528
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deviation 4/5   epoch 17/120   F1 0.7262787942399592   accuracy 0.7790785498489426   precision 0.7118469765528589   recall 0.7666634304599863
deviation 4/5   epoch 18/120   F1 0.7276068048638601   accuracy 0.7809667673716012   precision 0.712690250925545   recall 0.7705757682797598
deviation 4/5   epoch 19/120   F1 0.7348206782745754   accuracy 0.7828549848942599   precision 0.7212386877828054   recall 0.7675596411001433
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deviation 4/5   epoch 20/120   F1 0.7309577892102164   accuracy 0.7828549848942599   precision 0.7161019127930892   recall 0.7720193525159484
deviation 4/5   epoch 21/120   F1 0.7305139897858679   accuracy 0.7828549848942599   precision 0.7155311600164541   recall 0.7725729060912159
deviation 4/5   epoch 22/120   F1 0.7305139897858679   accuracy 0.7828549848942599   precision 0.7155311600164541   recall 0.7725729060912159
deviation 4/5   epoch 23/120   F1 0.7387600885800947   accuracy 0.7870090634441088   precision 0.7243495475113122   recall 0.7745544071609483
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deviation 4/5   epoch 24/120   F1 0.7333440372044024   accuracy 0.783987915407855   precision 0.7186625874125874   recall 0.7724081494079476
deviation 4/5   epoch 25/120   F1 0.7391229558058424   accuracy 0.7858761329305136   precision 0.7254987659399423   recall 0.7709927879954922
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deviation 4/5   epoch 26/120   F1 0.7348502726355237   accuracy 0.7851208459214502   precision 0.7200817564788153   recall 0.7738649678675833
deviation 4/5   epoch 27/120   F1 0.7382498059709938   accuracy 0.7862537764350453   precision 0.7240693130399013   recall 0.7730225957728081
deviation 4/5   epoch 28/120   F1 0.7345599530134634   accuracy 0.7854984894259819   precision 0.7195084327437269   recall 0.7753482972136223
deviation 4/5   epoch 29/120   F1 0.7387019965979926   accuracy 0.7873867069486404   precision 0.7240616001645414   recall 0.7757125061789422
deviation 4/5   epoch 30/120   F1 0.7413226444545646   accuracy 0.7877643504531722   precision 0.7274835458658988   recall 0.7736644160792767
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deviation 4/5   epoch 31/120   F1 0.7408190431446244   accuracy 0.7885196374622356   precision 0.7263368983957219   recall 0.7763838657826
deviation 4/5   epoch 32/120   F1 0.7397402157565665   accuracy 0.7873867069486404   precision 0.7254884821061292   recall 0.7744554099142973
deviation 4/5   epoch 33/120   F1 0.7389382182420723   accuracy 0.7885196374622356   precision 0.7237685109008638   recall 0.778769069146977
deviation 4/5   epoch 34/120   F1 0.7433920019031427   accuracy 0.790785498489426   precision 0.7286044837515426   recall 0.7797615114760803
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deviation 4/5   epoch 35/120   F1 0.7423569364554934   accuracy 0.7892749244712991   precision 0.7280440148087206   recall 0.7766730610271526
deviation 4/5   epoch 36/120   F1 0.7428743677029551   accuracy 0.7900302114803626   precision 0.7283242492801316   recall 0.7782071242626536
deviation 4/5   epoch 37/120   F1 0.7442038401368158   accuracy 0.790785498489426   precision 0.7297459893048128   recall 0.7787379715840859
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deviation 4/5   epoch 38/120   F1 0.7445173203121007   accuracy 0.7896525679758308   precision 0.730895207733443   recall 0.7751891161048402
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deviation 4/5   epoch 39/120   F1 0.7441219663041714   accuracy 0.7896525679758308   precision 0.730324454956808   recall 0.7756423421614758
deviation 4/5   epoch 40/120   F1 0.7415392365739234   accuracy 0.7892749244712991   precision 0.7269025092554504   recall 0.7776786697500275
deviation 4/5   epoch 41/120   F1 0.7379224467534764   accuracy 0.7870090634441088   precision 0.723208041958042   recall 0.7755782543970189
deviation 4/5   epoch 42/120   F1 0.7459912455673758   accuracy 0.790785498489426   precision 0.7323143767996709   recall 0.7765972426290528
update
deviation 4/5   epoch 43/120   F1 0.7345410510160176   accuracy 0.7866314199395771   precision 0.7189299670917317   recall 0.7788458783415948
deviation 4/5   epoch 44/120   F1 0.7434376667444087   accuracy 0.7885196374622356   precision 0.7300467914438502   recall 0.7733393410823113
deviation 4/5   epoch 45/120   F1 0.7407105058305671   accuracy 0.7892749244712991   precision 0.7257610037021802   recall 0.7787302050831156
deviation 4/5   epoch 46/120   F1 0.7420541229978941   accuracy 0.7900302114803626   precision 0.7271827437268614   recall 0.7792446032934841
deviation 4/5   epoch 47/120   F1 0.7414867000090265   accuracy 0.7896525679758308   precision 0.7266145619086796   recall 0.7788539792387543
deviation 4/5   epoch 48/120   F1 0.7400461241003937   accuracy 0.7881419939577039   precision 0.7254833401892226   recall 0.7762437290887602
deviation 4/5   epoch 49/120   F1 0.741073748928714   accuracy 0.7881419939577039   precision 0.7269102221308104   recall 0.775003485878492
deviation 4/5   epoch 50/120   F1 0.7271978021978022   accuracy 0.7824773413897281   precision 0.7115384615384616   recall 0.7757668382668382
deviation 4/5   epoch 51/120   F1 0.7301400069784854   accuracy 0.7843655589123867   precision 0.7143793706293706   recall 0.7777354493653652
deviation 4/5   epoch 52/120   F1 0.7408190431446244   accuracy 0.7885196374622356   precision 0.7263368983957219   recall 0.7763838657826
deviation 4/5   epoch 53/120   F1 0.7392331932773109   accuracy 0.7892749244712991   precision 0.7237633689839572   recall 0.7806856295149638
deviation 4/5   epoch 54/120   F1 0.7322933693348399   accuracy 0.7866314199395771   precision 0.7160762032085561   recall 0.7820361165292896
deviation 4/5   epoch 55/120   F1 0.7336010374009982   accuracy 0.7877643504531722   precision 0.7172099958864665   recall 0.7838730054196809
deviation 4/5   epoch 56/120   F1 0.7301889860989685   accuracy 0.7858761329305136   precision 0.7137983340189222   recall 0.7826386381113013
deviation 4/5   epoch 57/120   F1 0.7416755356635993   accuracy 0.7911631419939577   precision 0.7260335252982312   recall 0.7832065365761735
deviation 4/5   epoch 58/120   F1 0.7401678413300804   accuracy 0.7900302114803626   precision 0.7246143562320033   recall 0.7817530959752322
deviation 4/5   epoch 59/120   F1 0.7376523879987572   accuracy 0.7885196374622356   precision 0.7220562525709584   recall 0.780495448537459
deviation 4/5   epoch 60/120   F1 0.7424149344793711   accuracy 0.7904078549848943   precision 0.7274655491567257   recall 0.7799011369253583
deviation 4/5   epoch 61/120   F1 0.7373600841025733   accuracy 0.7888972809667674   precision 0.7214829288358701   recall 0.7820975248355553
deviation 4/5   epoch 62/120   F1 0.7358970431610856   accuracy 0.7885196374622356   precision 0.719773241464418   recall 0.7829785191487107
deviation 4/5   epoch 63/120   F1 0.7351210999020985   accuracy 0.7870090634441088   precision 0.7194981489099136   recall 0.7792364954145243
deviation 4/5   epoch 64/120   F1 0.7362006038059914   accuracy 0.7881419939577039   precision 0.7203465651995065   recall 0.7813226490729229
deviation 4/5   epoch 65/120   F1 0.7330441291032124   accuracy 0.7881419939577039   precision 0.7163512957630604   recall 0.7860136205863735
deviation 4/5   epoch 66/120   F1 0.7388046826166765   accuracy 0.7892749244712991   precision 0.7231926162073221   recall 0.781272274853877
deviation 4/5   epoch 67/120   F1 0.7392394394936103   accuracy 0.7904078549848943   precision 0.7231849033319622   recall 0.7842652891648623
deviation 4/5   epoch 68/120   F1 0.7393711495319106   accuracy 0.7919184290030211   precision 0.7226038667215138   recall 0.7891069835076727
deviation 4/5   epoch 69/120   F1 0.7383412324650375   accuracy 0.7915407854984894   precision 0.7214649321266968   recall 0.7894338063094091
deviation 4/5   epoch 70/120   F1 0.7409529450024721   accuracy 0.7904078549848943   precision 0.7254679144385027   recall 0.7818496119658656
deviation 4/5   epoch 71/120   F1 0.7377550623858433   accuracy 0.7911631419939577   precision 0.7208967503085151   recall 0.7890556992367376
deviation 4/5   epoch 72/120   F1 0.7429318198790232   accuracy 0.7938066465256798   precision 0.7263009049773756   recall 0.789970516051457
deviation 4/5   epoch 73/120   F1 0.7355724895832658   accuracy 0.790785498489426   precision 0.7183309337721102   recall 0.7912726586750356
deviation 4/5   epoch 74/120   F1 0.7427609570338028   accuracy 0.7922960725075529   precision 0.726881941587824   recall 0.7852571251248534
deviation 4/5   epoch 75/120   F1 0.7362575647025389   accuracy 0.7888972809667674   precision 0.7200560468942823   recall 0.7836894241644605
deviation 4/5   epoch 76/120   F1 0.7358027893038266   accuracy 0.790785498489426   precision 0.7186163101604278   recall 0.7908901204159824
deviation 4/5   epoch 77/120   F1 0.7345490764138061   accuracy 0.7885196374622356   precision 0.7180609831345126   recall 0.7849851655976265
deviation 4/5   epoch 78/120   F1 0.7368577958859187   accuracy 0.7881419939577039   precision 0.721202694364459   recall 0.7804055237662251
deviation 4/5   epoch 79/120   F1 0.7342341957582021   accuracy 0.7870090634441088   precision 0.7183566433566434   recall 0.7804702463509676
deviation 4/5   epoch 80/120   F1 0.7370315397890906   accuracy 0.7904078549848943   precision 0.7203311394487866   recall 0.7875899242853248
deviation 4/5   epoch 81/120   F1 0.7376523879987572   accuracy 0.7885196374622356   precision 0.7220562525709584   recall 0.780495448537459
deviation 4/5   epoch 82/120   F1 0.7396008398140594   accuracy 0.790785498489426   precision 0.7234677087618264   recall 0.7849658545861078
deviation 4/5   epoch 83/120   F1 0.7400816211652124   accuracy 0.7892749244712991   precision 0.7249048745372275   recall 0.7795499284180387
deviation 4/5   epoch 84/120   F1 0.738156485446404   accuracy 0.7892749244712991   precision 0.7223364870423694   recall 0.7821763602251408
deviation 4/5   epoch 85/120   F1 0.745287493573478   accuracy 0.7919184290030211   precision 0.7305944055944056   recall 0.780670132328839
deviation 4/5   epoch 86/120   F1 0.7487663863280714   accuracy 0.7926737160120846   precision 0.73515528589058   recall 0.7785610248765233
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deviation 4/5   epoch 87/120   F1 0.74110248938285   accuracy 0.790785498489426   precision 0.7254653434800493   recall 0.7828205624355005
deviation 4/5   epoch 88/120   F1 0.7492723423500914   accuracy 0.7938066465256798   precision 0.73514757301522   recall 0.7811235968870256
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deviation 4/5   epoch 89/120   F1 0.7484049871231171   accuracy 0.7922960725075529   precision 0.7348724804607157   recall 0.7779456193353473
deviation 4/5   epoch 90/120   F1 0.7497017680034497   accuracy 0.7930513595166163   precision 0.7362942204853969   recall 0.778509589306764
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deviation 4/5   epoch 91/120   F1 0.7476578699185389   accuracy 0.7919184290030211   precision 0.7340189222542164   recall 0.7777766333956639
deviation 4/5   epoch 92/120   F1 0.7457269060879586   accuracy 0.7915407854984894   precision 0.7314531057178115   recall 0.779025799333011
deviation 4/5   epoch 93/120   F1 0.7504056971063588   accuracy 0.7941842900302115   precision 0.7365718839983546   recall 0.7808069572329146
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deviation 4/5   epoch 94/120   F1 0.745447274517042   accuracy 0.7922960725075529   precision 0.7305918346359523   recall 0.781579641350211
deviation 4/5   epoch 95/120   F1 0.752480149558822   accuracy 0.7938066465256798   precision 0.7399989716166187   recall 0.7774285773724081
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deviation 4/5   epoch 96/120   F1 0.7544610468481248   accuracy 0.7938066465256798   precision 0.743138111888112   recall 0.7754120799114683
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deviation 4/5   epoch 97/120   F1 0.750682609923736   accuracy 0.7904078549848943   precision 0.739736733854381   recall 0.7708321987907409
deviation 4/5   epoch 98/120   F1 0.7505012230916848   accuracy 0.7911631419939577   precision 0.7388754627725216   recall 0.7728019431115769
deviation 4/5   epoch 99/120   F1 0.7491496118834331   accuracy 0.7926737160120846   precision 0.7357260386672151   recall 0.7781173811988367
deviation 4/5   epoch 100/120   F1 0.7490392616273978   accuracy 0.790785498489426   precision 0.7368803990127519   recall 0.7733062411010916
deviation 4/5   epoch 101/120   F1 0.7563496929677375   accuracy 0.793429003021148   precision 0.746565199506376   recall 0.772831432625324
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deviation 4/5   epoch 102/120   F1 0.7506740966192476   accuracy 0.7896525679758308   precision 0.7403126285479227   recall 0.7691067227017772
deviation 4/5   epoch 103/120   F1 0.7575768978087414   accuracy 0.7941842900302115   precision 0.7479869395310572   recall 0.773491211418599
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deviation 4/5   epoch 104/120   F1 0.7539977676894513   accuracy 0.790785498489426   precision 0.7448709378856437   recall 0.7689442712568899
deviation 4/5   epoch 105/120   F1 0.7532991728461896   accuracy 0.7904078549848943   precision 0.7440173796791444   recall 0.7686685250094297
deviation 4/5   epoch 106/120   F1 0.7521252485725587   accuracy 0.7922960725075529   precision 0.740580008227067   recall 0.7739961876652525
deviation 4/5   epoch 107/120   F1 0.7510162676974821   accuracy 0.7892749244712991   precision 0.7411713286713286   recall 0.7679903438227607
deviation 4/5   epoch 108/120   F1 0.75901971789224   accuracy 0.7922960725075529   precision 0.7522804401480871   recall 0.7685879609354471
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deviation 4/5   epoch 109/120   F1 0.7524540425977111   accuracy 0.790785498489426   precision 0.7423025503907856   recall 0.7701673818881274
deviation 4/5   epoch 110/120   F1 0.7578273489999603   accuracy 0.7915407854984894   precision 0.7508587001234059   recall 0.7678691044858068
deviation 4/5   epoch 111/120   F1 0.7517529686580914   accuracy 0.790785498489426   precision 0.7411610448375154   recall 0.770763635313984
deviation 4/5   epoch 112/120   F1 0.7533335523162923   accuracy 0.7911631419939577   precision 0.7434414849856026   recall 0.7702838095605095
deviation 4/5   epoch 113/120   F1 0.7524268187688334   accuracy 0.7900302114803626   precision 0.7428784450843274   recall 0.7685271511733673
deviation 4/5   epoch 114/120   F1 0.7493402679413066   accuracy 0.7926737160120846   precision 0.7360114150555327   recall 0.7778994147550152
deviation 4/5   epoch 115/120   F1 0.7470052101233108   accuracy 0.7900302114803626   precision 0.7343171534348005   recall 0.7734736008257619
deviation 4/5   epoch 116/120   F1 0.7542667479509585   accuracy 0.7930513595166163   precision 0.7434286301933362   recall 0.7737892825335138
deviation 4/5   epoch 117/120   F1 0.7495847486423208   accuracy 0.7911631419939577   precision 0.7374485808309338   recall 0.7737038164817067
deviation 4/5   epoch 118/120   F1 0.7519450613835483   accuracy 0.7922960725075529   precision 0.7402946318387496   recall 0.7741713112349663
deviation 4/5   epoch 119/120   F1 0.7521252485725587   accuracy 0.7922960725075529   precision 0.740580008227067   recall 0.7739961876652525
deviation 4/5   epoch 120/120   F1 0.759828089824927   accuracy 0.7938066465256798   precision 0.752270156314274   recall 0.7710071036379906
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deviation 5/5   epoch 1/120   F1 0.4218340611353712   accuracy 0.6691842900302115   precision 0.5068387494858083   recall 0.6131529692019738
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deviation 5/5   epoch 2/120   F1 0.42077871140008144   accuracy 0.6714501510574018   precision 0.5079648292883587   recall 0.6817755090066302
deviation 5/5   epoch 3/120   F1 0.45124689303709226   accuracy 0.6808912386706949   precision 0.5227401275195392   recall 0.7480804964414682
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deviation 5/5   epoch 4/120   F1 0.5026264040170801   accuracy 0.6910876132930514   precision 0.5460715754833402   recall 0.7069403545239332
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deviation 5/5   epoch 5/120   F1 0.543079708118989   accuracy 0.7016616314199395   precision 0.5679735705471   recall 0.7083779949558637
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deviation 5/5   epoch 6/120   F1 0.6034350471641987   accuracy 0.724320241691843   precision 0.6074866310160428   recall 0.7333517523149311
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deviation 5/5   epoch 7/120   F1 0.6346954740278598   accuracy 0.7375377643504532   precision 0.6305121349238996   recall 0.7448065295887059
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deviation 5/5   epoch 8/120   F1 0.6598055555555555   accuracy 0.7484894259818731   precision 0.6504139243109831   recall 0.7520376688723462
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deviation 5/5   epoch 9/120   F1 0.6835478430276083   accuracy 0.7598187311178247   precision 0.6705985191279309   recall 0.7601583941033483
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deviation 5/5   epoch 10/120   F1 0.6896397011781024   accuracy 0.7628398791540786   precision 0.6760001028383381   recall 0.7622843415592924
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deviation 5/5   epoch 11/120   F1 0.7052010672974087   accuracy 0.7696374622356495   precision 0.6905080213903744   recall 0.7640440429739698
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deviation 5/5   epoch 12/120   F1 0.7119582757030889   accuracy 0.7719033232628398   precision 0.697341628959276   recall 0.7625821018062398
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deviation 5/5   epoch 13/120   F1 0.7126736111111112   accuracy 0.775679758308157   precision 0.6970305429864254   recall 0.7738600628930818
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deviation 5/5   epoch 14/120   F1 0.7194773483379765   accuracy 0.7775679758308157   precision 0.7041520979020979   recall 0.7705853789437367
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deviation 5/5   epoch 15/120   F1 0.7134744288549782   accuracy 0.7768126888217523   precision 0.6975935828877006   recall 0.7766159037228658
deviation 5/5   epoch 16/120   F1 0.7112695097378319   accuracy 0.7764350453172205   precision 0.6953131427396133   recall 0.7786881637594233
deviation 5/5   epoch 17/120   F1 0.7161242794666197   accuracy 0.7790785498489426   precision 0.6998611682435212   recall 0.780600306632484
deviation 5/5   epoch 18/120   F1 0.7292372717642206   accuracy 0.7851208459214502   precision 0.7129473467708762   recall 0.781513643952944
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deviation 5/5   epoch 19/120   F1 0.7328811813186813   accuracy 0.7870090634441088   precision 0.716644385026738   recall 0.7824230480480481
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deviation 5/5   epoch 20/120   F1 0.7327839013316676   accuracy 0.7873867069486404   precision 0.7163564376799672   recall 0.7838325181054785
deviation 5/5   epoch 21/120   F1 0.7280505203797609   accuracy 0.7866314199395771   precision 0.7109394282188399   recall 0.7887070255491309
deviation 5/5   epoch 22/120   F1 0.7310338865836791   accuracy 0.7870090634441088   precision 0.7143613739201975   recall 0.7852285166940339
deviation 5/5   epoch 23/120   F1 0.7353986863956248   accuracy 0.7877643504531722   precision 0.719493006993007   recall 0.7812472204378119
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deviation 5/5   epoch 24/120   F1 0.7321943084619937   accuracy 0.7870090634441088   precision 0.7157882558617853   recall 0.7834473093223917
deviation 5/5   epoch 25/120   F1 0.7340975637932491   accuracy 0.7866314199395771   precision 0.7183592143150968   recall 0.7794568009693285
deviation 5/5   epoch 26/120   F1 0.7359478637922272   accuracy 0.7892749244712991   precision 0.7194827231591938   recall 0.7854086221018672
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deviation 5/5   epoch 27/120   F1 0.7363955736241434   accuracy 0.7892749244712991   precision 0.7200534759358289   recall 0.7847343506219167
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deviation 5/5   epoch 28/120   F1 0.7373403923566735   accuracy 0.7900302114803626   precision 0.720904463183875   recall 0.7858354707038853
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deviation 5/5   epoch 29/120   F1 0.738803801602218   accuracy 0.7904078549848943   precision 0.7226141505553271   recall 0.784902281590574
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deviation 5/5   epoch 30/120   F1 0.738223611451899   accuracy 0.7900302114803626   precision 0.7220459687371452   recall 0.7845184562929288
deviation 5/5   epoch 31/120   F1 0.7367565392066837   accuracy 0.7896525679758308   precision 0.7203362813656932   recall 0.7854528210290883
deviation 5/5   epoch 32/120   F1 0.7382025282193033   accuracy 0.7911631419939577   precision 0.7214675030851502   recall 0.7883493853805168
deviation 5/5   epoch 33/120   F1 0.7368942872194952   accuracy 0.7900302114803626   precision 0.7203337104072398   recall 0.7865152198987011
deviation 5/5   epoch 34/120   F1 0.738223611451899   accuracy 0.7900302114803626   precision 0.7220459687371452   recall 0.7845184562929288
deviation 5/5   epoch 35/120   F1 0.7379791738799406   accuracy 0.7911631419939577   precision 0.7211821266968326   recall 0.7887006858365317
deviation 5/5   epoch 36/120   F1 0.7421241996713694   accuracy 0.7922960725075529   precision 0.7260258124228713   recall 0.786181640625
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deviation 5/5   epoch 37/120   F1 0.7458276233079288   accuracy 0.7941842900302115   precision 0.7300082270670506   recall 0.7868688650091586
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deviation 5/5   epoch 38/120   F1 0.7397450491640118   accuracy 0.7911631419939577   precision 0.7234651378033732   recall 0.785991377714823
deviation 5/5   epoch 39/120   F1 0.7451480340559358   accuracy 0.7945619335347432   precision 0.728864150555327   recall 0.789095001022983
deviation 5/5   epoch 40/120   F1 0.750004036087536   accuracy 0.7968277945619335   precision 0.7342708761826409   recall 0.789236707370105
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deviation 5/5   epoch 41/120   F1 0.7433611164954448   accuracy 0.7938066465256798   precision 0.7268716577540106   recall 0.7893065677875805
deviation 5/5   epoch 42/120   F1 0.747802171103142   accuracy 0.7964501510574018   precision 0.7314196832579185   recall 0.791300671917412
deviation 5/5   epoch 43/120   F1 0.7434457301098394   accuracy 0.7956948640483383   precision 0.7260026737967915   recall 0.7957370844635084
deviation 5/5   epoch 44/120   F1 0.7465456781665408   accuracy 0.7964501510574018   precision 0.7297074249280131   recall 0.7932739216241389
deviation 5/5   epoch 45/120   F1 0.7492363884763489   accuracy 0.7964501510574018   precision 0.7334173179761414   recall 0.7891514079769035
deviation 5/5   epoch 46/120   F1 0.7489900570304153   accuracy 0.7968277945619335   precision 0.7328439942410531   recall 0.790737316537617
deviation 5/5   epoch 47/120   F1 0.7482153955202172   accuracy 0.7964501510574018   precision 0.7319904360345537   recall 0.7906701907226168
deviation 5/5   epoch 48/120   F1 0.7486883109524619   accuracy 0.797583081570997   precision 0.7319827231591938   recall 0.7937239583333333
deviation 5/5   epoch 49/120   F1 0.7506095680852962   accuracy 0.7987160120845922   precision 0.7339726450020567   recall 0.7945142251509894
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deviation 5/5   epoch 50/120   F1 0.754726838443656   accuracy 0.7994712990936556   precision 0.7393896544631838   recall 0.7907493870056916
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deviation 5/5   epoch 51/120   F1 0.7533096874422623   accuracy 0.7972054380664653   precision 0.7388343274372686   recall 0.7858265893463852
deviation 5/5   epoch 52/120   F1 0.7558431607545271   accuracy 0.800226586102719   precision 0.7405260180995474   recall 0.7915051283309613
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deviation 5/5   epoch 53/120   F1 0.7533238982501507   accuracy 0.7998489425981873   precision 0.7371040723981901   recall 0.7940488147049916
deviation 5/5   epoch 54/120   F1 0.7547477136253513   accuracy 0.7990936555891238   precision 0.7396776018099547   recall 0.7895519050325659
deviation 5/5   epoch 55/120   F1 0.7548191691884911   accuracy 0.7972054380664653   precision 0.7411173385438091   recall 0.7839115525528503
deviation 5/5   epoch 56/120   F1 0.7516644625225288   accuracy 0.7956948640483383   precision 0.737417729329494   recall 0.7835450033967
deviation 5/5   epoch 57/120   F1 0.7568077675124953   accuracy 0.7998489425981873   precision 0.7422408473879062   recall 0.7890076958704861
update
deviation 5/5   epoch 58/120   F1 0.7577438475354028   accuracy 0.7990936555891238   precision 0.7442436240230358   recall 0.7856150731016569
update
deviation 5/5   epoch 59/120   F1 0.757197872730607   accuracy 0.7983383685800605   precision 0.7439633895516249   recall 0.7841801057155264
deviation 5/5   epoch 60/120   F1 0.7546532696425631   accuracy 0.7960725075528701   precision 0.7416958041958042   recall 0.7809959349593496
deviation 5/5   epoch 61/120   F1 0.7573742147725009   accuracy 0.7994712990936556   precision 0.7433849238996297   recall 0.787153587448197
deviation 5/5   epoch 62/120   F1 0.7546532696425631   accuracy 0.7960725075528701   precision 0.7416958041958042   recall 0.7809959349593496
deviation 5/5   epoch 63/120   F1 0.7564551511765749   accuracy 0.7960725075528701   precision 0.7445495680789799   recall 0.779026107362863
deviation 5/5   epoch 64/120   F1 0.7604408554649813   accuracy 0.7998489425981873   precision 0.7479483751542575   recall 0.7844737315607679
update
deviation 5/5   epoch 65/120   F1 0.757836061527851   accuracy 0.7956948640483383   precision 0.7471205265322913   recall 0.776730338348327
deviation 5/5   epoch 66/120   F1 0.757906227825992   accuracy 0.797583081570997   precision 0.7456807897984369   recall 0.7813501036367062
deviation 5/5   epoch 67/120   F1 0.7578160488952337   accuracy 0.7953172205438066   precision 0.7474084738790621   recall 0.7758604873825761
deviation 5/5   epoch 68/120   F1 0.7629200451294158   accuracy 0.8009818731117825   precision 0.7510798025503909   recall 0.7846634851164516
update
deviation 5/5   epoch 69/120   F1 0.7615448404711154   accuracy 0.7938066465256798   precision 0.7554092965857672   recall 0.7699425844861271
deviation 5/5   epoch 70/120   F1 0.7609044565650209   accuracy 0.7964501510574018   precision 0.7516814068284656   recall 0.7757486195879432
deviation 5/5   epoch 71/120   F1 0.7639673167231111   accuracy 0.7994712990936556   precision 0.7542292266556971   recall 0.7799119940951973
update
deviation 5/5   epoch 72/120   F1 0.7646402867315801   accuracy 0.7953172205438066   precision 0.7596796585767174   recall 0.7710030372302177
update
deviation 5/5   epoch 73/120   F1 0.764176162384866   accuracy 0.7972054380664653   precision 0.7568130399012751   recall 0.7748445933908253
deviation 5/5   epoch 74/120   F1 0.7614295450389801   accuracy 0.7953172205438066   precision 0.7536867544220485   recall 0.7729457975464366
deviation 5/5   epoch 75/120   F1 0.7620092030708683   accuracy 0.7949395770392749   precision 0.7551162073220896   recall 0.7718080935701348
deviation 5/5   epoch 76/120   F1 0.7592332339099102   accuracy 0.7915407854984894   precision 0.753427087618264   recall 0.7670812165549008
deviation 5/5   epoch 77/120   F1 0.7618573802976415   accuracy 0.7873867069486404   precision 0.7634435417523653   recall 0.7603962905809039
deviation 5/5   epoch 78/120   F1 0.7633471284596665   accuracy 0.7938066465256798   precision 0.758833813245578   recall 0.7690181303191845
deviation 5/5   epoch 79/120   F1 0.7639836887126423   accuracy 0.7949395770392749   precision 0.758826100370218   recall 0.7706716379286588
deviation 5/5   epoch 80/120   F1 0.7636251084284043   accuracy 0.7915407854984894   precision 0.7619883792677911   recall 0.7654034978057325
deviation 5/5   epoch 81/120   F1 0.7658600088940619   accuracy 0.7941842900302115   precision 0.7633972645002056   recall 0.7686451905572595
update
deviation 5/5   epoch 82/120   F1 0.7656132996762433   accuracy 0.7930513595166163   precision 0.7642611065405183   recall 0.7670603793880217
deviation 5/5   epoch 83/120   F1 0.7638539604401876   accuracy 0.7941842900302115   precision 0.7594019950637598   recall 0.7694267035437075
deviation 5/5   epoch 84/120   F1 0.7639619950544321   accuracy 0.7900302114803626   precision 0.7645670505964623   recall 0.7633753071253071
deviation 5/5   epoch 85/120   F1 0.7586510709403009   accuracy 0.7824773413897281   precision 0.7629062114356232   recall 0.7552620017573288
deviation 5/5   epoch 86/120   F1 0.7565202883960953   accuracy 0.7802114803625377   precision 0.7612093788564377   recall 0.7528854075661522
deviation 5/5   epoch 87/120   F1 0.759066581031899   accuracy 0.7817220543806647   precision 0.7649089880707527   recall 0.7548023185653383
deviation 5/5   epoch 88/120   F1 0.76519960648268   accuracy 0.7930513595166163   precision 0.7634049773755656   recall 0.7671635096795728
deviation 5/5   epoch 89/120   F1 0.7648405050612401   accuracy 0.7926737160120846   precision 0.7631221719457013   recall 0.7667140968683688
deviation 5/5   epoch 90/120   F1 0.7676761153674296   accuracy 0.7968277945619335   precision 0.7639500205676677   recall 0.7721539623841902
update
deviation 5/5   epoch 91/120   F1 0.7634530042144825   accuracy 0.7885196374622356   precision 0.7654334635952282   recall 0.7616641702339044
deviation 5/5   epoch 92/120   F1 0.7588569595199457   accuracy 0.779833836858006   precision 0.7672048539695598   recall 0.7535843753259563
deviation 5/5   epoch 93/120   F1 0.758022996987874   accuracy 0.779833836858006   precision 0.7652072192513368   recall 0.7531760519090058
deviation 5/5   epoch 94/120   F1 0.7630266107549027   accuracy 0.7873867069486404   precision 0.7660119292472234   recall 0.7604686991606412
deviation 5/5   epoch 95/120   F1 0.758556210362499   accuracy 0.7836102719033232   precision 0.7611862402303579   recall 0.7562687023671009
deviation 5/5   epoch 96/120   F1 0.7567294441892511   accuracy 0.7779456193353474   precision 0.764934697655286   recall 0.7515335027326006
deviation 5/5   epoch 97/120   F1 0.7607006547006738   accuracy 0.7870090634441088   precision 0.7614484779925956   recall 0.7599813373215222
deviation 5/5   epoch 98/120   F1 0.7602554258804259   accuracy 0.7862537764350453   precision 0.7614536199095023   recall 0.7591298719830397
deviation 5/5   epoch 99/120   F1 0.7631269152139215   accuracy 0.7877643504531722   precision 0.7657239819004524   recall 0.7608557388716846
deviation 5/5   epoch 100/120   F1 0.7649435508939244   accuracy 0.790785498489426   precision 0.7657034142328261   recall 0.7642123966202656
deviation 5/5   epoch 101/120   F1 0.7619949370791904   accuracy 0.7911631419939577   precision 0.7591371863430687   recall 0.7653019996880936
deviation 5/5   epoch 102/120   F1 0.7576852953637134   accuracy 0.7817220543806647   precision 0.7617698477992596   recall 0.7544057128722025
deviation 5/5   epoch 103/120   F1 0.7599827442882867   accuracy 0.7881419939577039   precision 0.7585870012340601   recall 0.7614832767561828
deviation 5/5   epoch 104/120   F1 0.7625137510356987   accuracy 0.7941842900302115   precision 0.7568336075689017   recall 0.7700955154189368
deviation 5/5   epoch 105/120   F1 0.7547938066126838   accuracy 0.7775679758308157   precision 0.7609419991772932   recall 0.7504208284321496
deviation 5/5   epoch 106/120   F1 0.7615873426236582   accuracy 0.7885196374622356   precision 0.7614381941587824   recall 0.7617376420472826
deviation 5/5   epoch 107/120   F1 0.7603116150811806   accuracy 0.7926737160120846   precision 0.7542755039078568   recall 0.7685510832340552
deviation 5/5   epoch 108/120   F1 0.7606202303279994   accuracy 0.790785498489426   precision 0.7568567461949814   recall 0.765188193449063
deviation 5/5   epoch 109/120   F1 0.7576852953637134   accuracy 0.7817220543806647   precision 0.7617698477992596   recall 0.7544057128722025
deviation 5/5   epoch 110/120   F1 0.7614756384825192   accuracy 0.7892749244712991   precision 0.7602915466886055   recall 0.7627340765653545
deviation 5/5   epoch 111/120   F1 0.7621294903095615   accuracy 0.7885196374622356   precision 0.7625796997120526   recall 0.7616895944737536
deviation 5/5   epoch 112/120   F1 0.7584617340452581   accuracy 0.7832326283987915   precision 0.7614741875771287   recall 0.755895229468599
deviation 5/5   epoch 113/120   F1 0.7593622137348988   accuracy 0.7832326283987915   precision 0.7634718222953517   recall 0.7560598072555276
deviation 5/5   epoch 114/120   F1 0.7637824904500913   accuracy 0.7922960725075529   precision 0.7614124845742493   recall 0.7664544025157233
deviation 5/5   epoch 115/120   F1 0.7605153944452611   accuracy 0.7873867069486404   precision 0.7605897778691897   recall 0.7604412976713322
deviation 5/5   epoch 116/120   F1 0.7582369086613568   accuracy 0.7888972809667674   precision 0.7543012134923899   recall 0.7630708622151299
deviation 5/5   epoch 117/120   F1 0.7637640122570886   accuracy 0.7915407854984894   precision 0.7622737556561086   recall 0.7653712085739556
deviation 5/5   epoch 118/120   F1 0.7631269152139215   accuracy 0.7877643504531722   precision 0.7657239819004524   recall 0.7608557388716846
deviation 5/5   epoch 119/120   F1 0.7610377890580936   accuracy 0.7885196374622356   precision 0.7602966886055121   recall 0.7618077912674709
deviation 5/5   epoch 120/120   F1 0.7583829299323581   accuracy 0.779833836858006   precision 0.7660633484162895   recall 0.7533441945321494

