deviation 1/5   epoch 1/120   F1 0.5450907474028862   accuracy 0.6918429003021148   precision 0.5649012751953928   recall 0.6604382753711613
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deviation 1/5   epoch 2/120   F1 0.5514673176584982   accuracy 0.7031722054380665   precision 0.5725293089263678   recall 0.704516456430332
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deviation 1/5   epoch 3/120   F1 0.5628980563159415   accuracy 0.7099697885196374   precision 0.5807589469354175   recall 0.7241664763644668
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deviation 1/5   epoch 4/120   F1 0.5801862949178915   accuracy 0.7152567975830816   precision 0.5915672562731387   recall 0.7248442264351054
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deviation 1/5   epoch 5/120   F1 0.6225933126553701   accuracy 0.7265861027190332   precision 0.6203131427396134   recall 0.7181525767428851
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deviation 1/5   epoch 6/120   F1 0.6619885049161365   accuracy 0.7439577039274925   precision 0.6521570341423283   recall 0.733607269167614
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deviation 1/5   epoch 7/120   F1 0.6809389190571078   accuracy 0.7549093655589124   precision 0.668634306869601   recall 0.7469543445828608
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deviation 1/5   epoch 8/120   F1 0.6990131748902092   accuracy 0.7632175226586103   precision 0.6854149526943645   recall 0.751694608401279
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deviation 1/5   epoch 9/120   F1 0.6939524401167326   accuracy 0.7643504531722054   precision 0.6799850884409708   recall 0.7615373120388531
deviation 1/5   epoch 10/120   F1 0.6992158295830799   accuracy 0.7669939577039275   precision 0.6848184903331962   recall 0.7633206563694188
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deviation 1/5   epoch 11/120   F1 0.701838872666348   accuracy 0.7677492447129909   precision 0.6873817359111477   recall 0.7623200989764931
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deviation 1/5   epoch 12/120   F1 0.7069539982311585   accuracy 0.7715256797583081   precision 0.6919220485396956   recall 0.7679048067649104
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deviation 1/5   epoch 13/120   F1 0.7081879293244683   accuracy 0.7722809667673716   precision 0.6930584121760592   recall 0.7687214777319423
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deviation 1/5   epoch 14/120   F1 0.7090672828082625   accuracy 0.7726586102719033   precision 0.6939119703825587   recall 0.7687619149428974
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deviation 1/5   epoch 15/120   F1 0.7118465038536541   accuracy 0.7734138972809668   precision 0.6967605923488277   recall 0.7674597405502125
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deviation 1/5   epoch 16/120   F1 0.715525638613044   accuracy 0.7749244712990937   precision 0.7004602015631427   recall 0.7674315309289842
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deviation 1/5   epoch 17/120   F1 0.7129044062563846   accuracy 0.774546827794562   precision 0.6976090086384205   recall 0.769717963271798
deviation 1/5   epoch 18/120   F1 0.7130011180206453   accuracy 0.7749244712990937   precision 0.6976064376799671   recall 0.7708328194647545
deviation 1/5   epoch 19/120   F1 0.7102040110240795   accuracy 0.773036253776435   precision 0.6950509049773756   recall 0.7684476604553034
deviation 1/5   epoch 20/120   F1 0.7163736452654386   accuracy 0.7753021148036254   precision 0.7013137597696422   recall 0.7675180452457151
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deviation 1/5   epoch 21/120   F1 0.715878957323597   accuracy 0.7753021148036254   precision 0.700743006993007   recall 0.768161317160748
deviation 1/5   epoch 22/120   F1 0.7183579999927646   accuracy 0.7779456193353474   precision 0.7027226450020567   recall 0.7733373775890459
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deviation 1/5   epoch 23/120   F1 0.7211404747567757   accuracy 0.7790785498489426   precision 0.7055686960098725   recall 0.7731722649420443
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deviation 1/5   epoch 24/120   F1 0.7210097132218165   accuracy 0.7794561933534743   precision 0.7052807486631016   recall 0.7745849209733552
deviation 1/5   epoch 25/120   F1 0.718852720098633   accuracy 0.7779456193353474   precision 0.7032933977786919   recall 0.7726476541192129
deviation 1/5   epoch 26/120   F1 0.7218518967616256   accuracy 0.779833836858006   precision 0.706134306869601   recall 0.7746407410483913
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deviation 1/5   epoch 27/120   F1 0.7235269857557332   accuracy 0.7805891238670695   precision 0.7078414232825998   recall 0.7747636790027997
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deviation 1/5   epoch 28/120   F1 0.7236341364234861   accuracy 0.7817220543806647   precision 0.7075483340189223   recall 0.7783541767953134
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deviation 1/5   epoch 29/120   F1 0.7257876614803118   accuracy 0.7824773413897281   precision 0.7098262032085562   recall 0.7777460148922557
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deviation 1/5   epoch 30/120   F1 0.7283956461706744   accuracy 0.783987915407855   precision 0.712384306869601   recall 0.7789760734849636
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deviation 1/5   epoch 31/120   F1 0.728628638097941   accuracy 0.783987915407855   precision 0.7126696832579186   recall 0.7786423595672151
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deviation 1/5   epoch 32/120   F1 0.728986869734249   accuracy 0.7843655589123867   precision 0.7129524886877828   recall 0.7793669638362619
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deviation 1/5   epoch 33/120   F1 0.7316321196539253   accuracy 0.7847432024169184   precision 0.7160890580008227   recall 0.7768855726309895
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deviation 1/5   epoch 34/120   F1 0.7305482923573896   accuracy 0.7862537764350453   precision 0.7140811394487865   recall 0.7833782551285716
deviation 1/5   epoch 35/120   F1 0.7316714799614936   accuracy 0.7854984894259819   precision 0.7157985396955986   recall 0.7792287502120738
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deviation 1/5   epoch 36/120   F1 0.7299361276336036   accuracy 0.7851208459214502   precision 0.7138034759358289   recall 0.780483352403566
deviation 1/5   epoch 37/120   F1 0.7325254421226708   accuracy 0.7847432024169184   precision 0.717230563554093   recall 0.7756962231829676
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deviation 1/5   epoch 38/120   F1 0.7329676092130208   accuracy 0.7847432024169184   precision 0.7178013163307281   recall 0.7751207282340065
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deviation 1/5   epoch 39/120   F1 0.7332917638282668   accuracy 0.7862537764350453   precision 0.7175056561085973   recall 0.7793771877683112
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deviation 1/5   epoch 40/120   F1 0.7324830754675127   accuracy 0.7858761329305136   precision 0.7166520979020979   recall 0.7793011587970387
deviation 1/5   epoch 41/120   F1 0.7347616760653845   accuracy 0.7866314199395771   precision 0.7192153434800493   recall 0.7785453351594638
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deviation 1/5   epoch 42/120   F1 0.7327490008811788   accuracy 0.7866314199395771   precision 0.7166469559851913   recall 0.781370440026345
deviation 1/5   epoch 43/120   F1 0.7329756636477132   accuracy 0.7866314199395771   precision 0.7169323323735088   recall 0.7810428943641037
deviation 1/5   epoch 44/120   F1 0.7336846280242506   accuracy 0.7854984894259819   precision 0.7183669271904566   recall 0.776484375
deviation 1/5   epoch 45/120   F1 0.7347616760653845   accuracy 0.7866314199395771   precision 0.7192153434800493   recall 0.7785453351594638
deviation 1/5   epoch 46/120   F1 0.7339208825374559   accuracy 0.7873867069486404   precision 0.717783319621555   recall 0.7821453760303498
deviation 1/5   epoch 47/120   F1 0.7346791431690012   accuracy 0.7870090634441088   precision 0.7189273961332785   recall 0.7798467241560627
deviation 1/5   epoch 48/120   F1 0.7351210999020985   accuracy 0.7870090634441088   precision 0.7194981489099136   recall 0.7792364954145243
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deviation 1/5   epoch 49/120   F1 0.735419110439337   accuracy 0.7866314199395771   precision 0.720071472645002   recall 0.7776630295952998
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deviation 1/5   epoch 50/120   F1 0.7373638971717718   accuracy 0.7877643504531722   precision 0.7220613944878651   recall 0.7785506965944272
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deviation 1/5   epoch 51/120   F1 0.7388517997791734   accuracy 0.7877643504531722   precision 0.724059029206088   recall 0.7766289046257178
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deviation 1/5   epoch 52/120   F1 0.7363403280810495   accuracy 0.7885196374622356   precision 0.7203439942410531   recall 0.7823376323895176
deviation 1/5   epoch 53/120   F1 0.7404059727913641   accuracy 0.7885196374622356   precision 0.7257661456190868   recall 0.7768934855268967
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deviation 1/5   epoch 54/120   F1 0.737501705475714   accuracy 0.7892749244712991   precision 0.7214803578774167   recall 0.7831100799242823
deviation 1/5   epoch 55/120   F1 0.7398874162280985   accuracy 0.7904078549848943   precision 0.7240410324969149   recall 0.7833349725705488
deviation 1/5   epoch 56/120   F1 0.740802945254629   accuracy 0.7900302114803626   precision 0.725470485396956   recall 0.7808893757266534
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deviation 1/5   epoch 57/120   F1 0.7414316824727782   accuracy 0.7900302114803626   precision 0.7263266145619087   recall 0.7800534453139911
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deviation 1/5   epoch 58/120   F1 0.7384441811626277   accuracy 0.7888972809667674   precision 0.7229098107774579   recall 0.7805888278054878
deviation 1/5   epoch 59/120   F1 0.7381524362997962   accuracy 0.7881419939577039   precision 0.7229149526943645   recall 0.7786582431241347
deviation 1/5   epoch 60/120   F1 0.739061518089595   accuracy 0.7877643504531722   precision 0.7243444055944056   recall 0.7763662967467315
deviation 1/5   epoch 61/120   F1 0.7410709943919688   accuracy 0.7896525679758308   precision 0.7260438091320445   recall 0.7793908642346041
deviation 1/5   epoch 62/120   F1 0.7382997617980918   accuracy 0.7896525679758308   precision 0.7223339160839162   recall 0.7831814070002088
deviation 1/5   epoch 63/120   F1 0.7370753882954293   accuracy 0.7881419939577039   precision 0.7214880707527767   recall 0.7801063526267489
deviation 1/5   epoch 64/120   F1 0.7365725831745249   accuracy 0.7873867069486404   precision 0.7212078362813656   recall 0.7784464589831029
deviation 1/5   epoch 65/120   F1 0.7376523879987572   accuracy 0.7885196374622356   precision 0.7220562525709584   recall 0.780495448537459
deviation 1/5   epoch 66/120   F1 0.7363551927948213   accuracy 0.7862537764350453   precision 0.7215009255450432   recall 0.7753189232027815
deviation 1/5   epoch 67/120   F1 0.7380838835253265   accuracy 0.7885196374622356   precision 0.7226270053475936   recall 0.7799074226717481
deviation 1/5   epoch 68/120   F1 0.7360603867818782   accuracy 0.7877643504531722   precision 0.7203491361579597   recall 0.78031908630637
deviation 1/5   epoch 69/120   F1 0.7379384728883893   accuracy 0.7881419939577039   precision 0.7226295763060469   recall 0.7789415913496345
deviation 1/5   epoch 70/120   F1 0.7441219663041714   accuracy 0.7896525679758308   precision 0.730324454956808   recall 0.7756423421614758
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deviation 1/5   epoch 71/120   F1 0.7419448353504081   accuracy 0.790785498489426   precision 0.7266068490333196   recall 0.7816654310256672
deviation 1/5   epoch 72/120   F1 0.7413741675091663   accuracy 0.7904078549848943   precision 0.7260386672151378   recall 0.7812776184820382
deviation 1/5   epoch 73/120   F1 0.7444822786611547   accuracy 0.7900302114803626   precision 0.7306072603866722   recall 0.7762670362670363
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deviation 1/5   epoch 74/120   F1 0.7402919532520453   accuracy 0.7892749244712991   precision 0.725190250925545   recall 0.7792736780014986
deviation 1/5   epoch 75/120   F1 0.7424656192385328   accuracy 0.7900302114803626   precision 0.7277534965034964   recall 0.7787200906130539
deviation 1/5   epoch 76/120   F1 0.7382818130030133   accuracy 0.7873867069486404   precision 0.7234908473879063   recall 0.7762353954306078
deviation 1/5   epoch 77/120   F1 0.7406128539093138   accuracy 0.7885196374622356   precision 0.7260515220074044   recall 0.776637248887001
deviation 1/5   epoch 78/120   F1 0.7461560957023263   accuracy 0.7911631419939577   precision 0.7323118058412176   recall 0.7774470632937627
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deviation 1/5   epoch 79/120   F1 0.740141267262317   accuracy 0.7888972809667674   precision 0.7251928218839984   recall 0.7783390412999387
deviation 1/5   epoch 80/120   F1 0.7434823818019626   accuracy 0.7900302114803626   precision 0.7291803784450843   recall 0.7774589143426295
deviation 1/5   epoch 81/120   F1 0.7398070042759943   accuracy 0.7896525679758308   precision 0.7243315508021391   recall 0.7810740639629039
deviation 1/5   epoch 82/120   F1 0.7394561596748468   accuracy 0.7904078549848943   precision 0.7234702797202797   recall 0.7839518574507512
deviation 1/5   epoch 83/120   F1 0.7464845655185524   accuracy 0.7919184290030211   precision 0.732306663924311   recall 0.7791741687116256
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deviation 1/5   epoch 84/120   F1 0.7453278322925959   accuracy 0.7915407854984894   precision 0.7308823529411765   recall 0.7795194223107569
deviation 1/5   epoch 85/120   F1 0.7460507438181385   accuracy 0.7922960725075529   precision 0.731447963800905   recall 0.780802882141019
deviation 1/5   epoch 86/120   F1 0.753516901265164   accuracy 0.7968277945619335   precision 0.7394076511723571   recall 0.7844618227917703
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deviation 1/5   epoch 87/120   F1 0.7443629472706594   accuracy 0.7911631419939577   precision 0.7297434183463596   recall 0.7796343452597487
deviation 1/5   epoch 88/120   F1 0.7421536596803462   accuracy 0.790785498489426   precision 0.7268922254216372   recall 0.7813844118162833
deviation 1/5   epoch 89/120   F1 0.7450496743044364   accuracy 0.7938066465256798   precision 0.7291546688605512   recall 0.7867871104747503
deviation 1/5   epoch 90/120   F1 0.7471365861791152   accuracy 0.793429003021148   precision 0.7322963800904978   recall 0.7827417064670195
deviation 1/5   epoch 91/120   F1 0.7469361926131777   accuracy 0.793429003021148   precision 0.7320110037021801   recall 0.7830054214246234
deviation 1/5   epoch 92/120   F1 0.7516843131704812   accuracy 0.7953172205438066   precision 0.7377056766762649   recall 0.7824395533900506
deviation 1/5   epoch 93/120   F1 0.7449951139113811   accuracy 0.7926737160120846   precision 0.7297331345125462   recall 0.7833188672889047
deviation 1/5   epoch 94/120   F1 0.7438601757809242   accuracy 0.7919184290030211   precision 0.7285967708761827   recall 0.7825463330386004
deviation 1/5   epoch 95/120   F1 0.7531679132096734   accuracy 0.7960725075528701   precision 0.7394127930892637   recall 0.7827499514185775
deviation 1/5   epoch 96/120   F1 0.7459687019458348   accuracy 0.7930513595166163   precision 0.7308720691073631   recall 0.7831557041054424
deviation 1/5   epoch 97/120   F1 0.7426676722671856   accuracy 0.7915407854984894   precision 0.7271724598930481   recall 0.7830096823063298
deviation 1/5   epoch 98/120   F1 0.7516843131704812   accuracy 0.7953172205438066   precision 0.7377056766762649   recall 0.7824395533900506
deviation 1/5   epoch 99/120   F1 0.7407412699697968   accuracy 0.7904078549848943   precision 0.7251825380501851   recall 0.7821403002695387
deviation 1/5   epoch 100/120   F1 0.7444759854732634   accuracy 0.7919184290030211   precision 0.7294529000411354   recall 0.7817245082929085
deviation 1/5   epoch 101/120   F1 0.7444759854732634   accuracy 0.7919184290030211   precision 0.7294529000411354   recall 0.7817245082929085
deviation 1/5   epoch 102/120   F1 0.7456066348148238   accuracy 0.7926737160120846   precision 0.7305892636774989   recall 0.7824990885475109
deviation 1/5   epoch 103/120   F1 0.7476012384580353   accuracy 0.7926737160120846   precision 0.7334430275606746   recall 0.7799550776929296
deviation 1/5   epoch 104/120   F1 0.7438430136460539   accuracy 0.7904078549848943   precision 0.7294631838749486   recall 0.77809754383833
deviation 1/5   epoch 105/120   F1 0.7465333866005621   accuracy 0.793429003021148   precision 0.7314402509255451   recall 0.7835416484573027
deviation 1/5   epoch 106/120   F1 0.7451520899192132   accuracy 0.7930513595166163   precision 0.7297305635540929   recall 0.7842654450594897
deviation 1/5   epoch 107/120   F1 0.7446802607081517   accuracy 0.7900302114803626   precision 0.7308926367749897   recall 0.7760367360487848
deviation 1/5   epoch 108/120   F1 0.7445803880561731   accuracy 0.7888972809667674   precision 0.7314711024269848   recall 0.7730972666158589
deviation 1/5   epoch 109/120   F1 0.7469843737491382   accuracy 0.7904078549848943   precision 0.7340292060880296   recall 0.7744769016566821
deviation 1/5   epoch 110/120   F1 0.7388046826166765   accuracy 0.7892749244712991   precision 0.7231926162073221   recall 0.781272274853877
deviation 1/5   epoch 111/120   F1 0.7451342820181113   accuracy 0.7892749244712991   precision 0.7320392842451666   recall 0.7734944833834845
deviation 1/5   epoch 112/120   F1 0.7473653810946916   accuracy 0.7904078549848943   precision 0.7345999588646648   recall 0.7740703196861332
deviation 1/5   epoch 113/120   F1 0.7428263794576088   accuracy 0.7904078549848943   precision 0.7280363019333607   recall 0.7793714088181356
deviation 1/5   epoch 114/120   F1 0.7433649973193297   accuracy 0.7870090634441088   precision 0.7309132044426162   recall 0.7695008221611436
deviation 1/5   epoch 115/120   F1 0.7448013040796546   accuracy 0.7885196374622356   precision 0.7320444261620732   recall 0.771881627144785
deviation 1/5   epoch 116/120   F1 0.7549724026339415   accuracy 0.7904078549848943   precision 0.7468711435623201   recall 0.7674722337704482
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deviation 1/5   epoch 117/120   F1 0.7420966526408893   accuracy 0.7911631419939577   precision 0.7266042780748663   recall 0.7826234212857377
deviation 1/5   epoch 118/120   F1 0.7419968371678273   accuracy 0.7888972809667674   precision 0.7277612093788564   recall 0.7760348385317714
deviation 1/5   epoch 119/120   F1 0.7437718519305054   accuracy 0.7866314199395771   precision 0.7317719045660223   recall 0.7681728770576839
deviation 1/5   epoch 120/120   F1 0.7396532988357051   accuracy 0.7847432024169184   precision 0.7269333607568902   recall 0.767476356275549

deviation 2/5   epoch 1/120   F1 0.45285240997539694   accuracy 0.6427492447129909   precision 0.5015965651995065   recall 0.5048943883984868
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deviation 2/5   epoch 2/120   F1 0.5015455557030296   accuracy 0.6593655589123867   precision 0.5303064582476347   recall 0.5715660383085936
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deviation 2/5   epoch 3/120   F1 0.5675519423505774   accuracy 0.6748489425981873   precision 0.572151378033731   recall 0.6136941168844716
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deviation 2/5   epoch 4/120   F1 0.6256951409177459   accuracy 0.7061933534743202   precision 0.6204519744960921   recall 0.6646320893948978
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deviation 2/5   epoch 5/120   F1 0.6643807467796337   accuracy 0.7352719033232629   precision 0.6547845536816126   recall 0.708421502673857
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deviation 2/5   epoch 6/120   F1 0.6945648292313626   accuracy 0.7560422960725075   precision 0.6823246606334842   recall 0.7365003668378577
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deviation 2/5   epoch 7/120   F1 0.7041744062048155   accuracy 0.7632175226586103   precision 0.6911224804607158   recall 0.746389168541374
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deviation 2/5   epoch 8/120   F1 0.706555638228822   accuracy 0.7647280966767371   precision 0.693395207733443   recall 0.7481069898107691
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deviation 2/5   epoch 9/120   F1 0.7111577906130616   accuracy 0.7681268882175226   precision 0.6976527149321267   recall 0.7526520927542328
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deviation 2/5   epoch 10/120   F1 0.7119002275458655   accuracy 0.7707703927492447   precision 0.6976347182229535   recall 0.7592719696247872
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deviation 2/5   epoch 11/120   F1 0.7149923914898586   accuracy 0.773036253776435   precision 0.7004730563554092   recall 0.7623301583296537
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deviation 2/5   epoch 12/120   F1 0.7221234453166294   accuracy 0.7741691842900302   precision 0.7087412587412587   recall 0.7577172005091368
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deviation 2/5   epoch 13/120   F1 0.7189009229510452   accuracy 0.7726586102719033   precision 0.7053270259152612   recall 0.7569668109203816
deviation 2/5   epoch 14/120   F1 0.7213855632787582   accuracy 0.7760574018126888   precision 0.7070161456190868   recall 0.7636715280364459
deviation 2/5   epoch 15/120   F1 0.7242045963653139   accuracy 0.7783232628398792   precision 0.709569107363225   recall 0.7669231745304064
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deviation 2/5   epoch 16/120   F1 0.7249527656478976   accuracy 0.777190332326284   precision 0.7110037021801727   recall 0.7628667697994036
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deviation 2/5   epoch 17/120   F1 0.7293944852744254   accuracy 0.7809667673716012   precision 0.7149732620320856   recall 0.7684232828691397
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deviation 2/5   epoch 18/120   F1 0.7301567419415789   accuracy 0.7824773413897281   precision 0.7152483545865899   recall 0.7718958960519351
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deviation 2/5   epoch 19/120   F1 0.7291408578395159   accuracy 0.7790785498489426   precision 0.7155568696009873   recall 0.7635066278942775
deviation 2/5   epoch 20/120   F1 0.7338651040702779   accuracy 0.7809667673716012   precision 0.7209661661867544   recall 0.7636257396041335
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deviation 2/5   epoch 21/120   F1 0.7299142688361471   accuracy 0.7805891238670695   precision 0.7158319621554916   recall 0.766768989018619
deviation 2/5   epoch 22/120   F1 0.7331532579787234   accuracy 0.7802114803625377   precision 0.7204005553270258   recall 0.7624124546968362
deviation 2/5   epoch 23/120   F1 0.7309037406397706   accuracy 0.7820996978851964   precision 0.7163924310983134   recall 0.7698870901154751
deviation 2/5   epoch 24/120   F1 0.7327003318926404   accuracy 0.7817220543806647   precision 0.7189633895516249   recall 0.7668011615849933
deviation 2/5   epoch 25/120   F1 0.7299919057280115   accuracy 0.7802114803625377   precision 0.7161199095022625   recall 0.765646577740699
deviation 2/5   epoch 26/120   F1 0.7298339431466367   accuracy 0.7809667673716012   precision 0.7155440148087207   recall 0.7679146640760814
deviation 2/5   epoch 27/120   F1 0.7384009994518401   accuracy 0.7866314199395771   precision 0.724066742081448   recall 0.7739094872663187
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deviation 2/5   epoch 28/120   F1 0.7355928335045077   accuracy 0.7832326283987915   precision 0.7220922459893049   recall 0.7677409156841597
deviation 2/5   epoch 29/120   F1 0.7385609645021223   accuracy 0.7854984894259819   precision 0.7249305841217606   recall 0.7705931839058774
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deviation 2/5   epoch 30/120   F1 0.7394815244862698   accuracy 0.7862537764350453   precision 0.7257815713698066   recall 0.7716169279636772
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deviation 2/5   epoch 31/120   F1 0.7397914808206958   accuracy 0.7870090634441088   precision 0.7257764294529001   recall 0.7733378984063745
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deviation 2/5   epoch 32/120   F1 0.7348432436368932   accuracy 0.783987915407855   precision 0.7206602221308104   recall 0.7706312669483508
deviation 2/5   epoch 33/120   F1 0.7394324925654523   accuracy 0.7866314199395771   precision 0.7254936240230359   recall 0.7727054373654767
deviation 2/5   epoch 34/120   F1 0.7388517997791734   accuracy 0.7877643504531722   precision 0.724059029206088   recall 0.7766289046257178
deviation 2/5   epoch 35/120   F1 0.7433649973193297   accuracy 0.7870090634441088   precision 0.7309132044426162   recall 0.7695008221611436
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deviation 2/5   epoch 36/120   F1 0.740198397264066   accuracy 0.7885196374622356   precision 0.7254807692307692   recall 0.7771525993622864
deviation 2/5   epoch 37/120   F1 0.7426826152515054   accuracy 0.7881419939577039   precision 0.729193233237351   recall 0.7731606424010755
deviation 2/5   epoch 38/120   F1 0.7429199254069405   accuracy 0.7896525679758308   precision 0.7286121966269026   recall 0.7770661911850507
deviation 2/5   epoch 39/120   F1 0.7447661018851671   accuracy 0.7911631419939577   precision 0.7303141711229946   recall 0.7791288964916094
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deviation 2/5   epoch 40/120   F1 0.745396790466108   accuracy 0.7881419939577039   precision 0.7331885026737968   recall 0.7703266162231437
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deviation 2/5   epoch 41/120   F1 0.7464549860716094   accuracy 0.7896525679758308   precision 0.7337489716166187   recall 0.7730761577593812
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deviation 2/5   epoch 42/120   F1 0.7465170933649277   accuracy 0.7915407854984894   precision 0.7325946112710818   recall 0.778071480384081
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deviation 2/5   epoch 43/120   F1 0.7488534850834934   accuracy 0.790785498489426   precision 0.7365950226244344   recall 0.7734937574855194
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deviation 2/5   epoch 44/120   F1 0.7481867304332914   accuracy 0.7926737160120846   precision 0.7342991567256273   recall 0.7792460635123697
deviation 2/5   epoch 45/120   F1 0.7500811187847682   accuracy 0.7930513595166163   precision 0.736864973262032   recall 0.7780767547500114
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deviation 2/5   epoch 46/120   F1 0.7493402679413066   accuracy 0.7926737160120846   precision 0.7360114150555327   recall 0.7778994147550152
deviation 2/5   epoch 47/120   F1 0.7501364627191018   accuracy 0.7911631419939577   precision 0.7383047099958865   recall 0.7731558531976263
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deviation 2/5   epoch 48/120   F1 0.7499351720977281   accuracy 0.7919184290030211   precision 0.7374434389140272   recall 0.7752592029625325
deviation 2/5   epoch 49/120   F1 0.7491690060796032   accuracy 0.7922960725075529   precision 0.736013986013986   recall 0.777077705506844
deviation 2/5   epoch 50/120   F1 0.7499084360778885   accuracy 0.7926737160120846   precision 0.7368675442204854   recall 0.7772607068294243
deviation 2/5   epoch 51/120   F1 0.7486178312135399   accuracy 0.7919184290030211   precision 0.7354458041958042   recall 0.7766839558261598
deviation 2/5   epoch 52/120   F1 0.7533557567917204   accuracy 0.7960725075528701   precision 0.7396981694775813   recall 0.7825216740453875
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deviation 2/5   epoch 53/120   F1 0.752304884518509   accuracy 0.7930513595166163   precision 0.7402894899218428   recall 0.7756866134346452
deviation 2/5   epoch 54/120   F1 0.7508512525181746   accuracy 0.7922960725075529   precision 0.7385823735088441   recall 0.7752699335548172
deviation 2/5   epoch 55/120   F1 0.7462120398762966   accuracy 0.7926737160120846   precision 0.7314453928424516   recall 0.7817059193979292
deviation 2/5   epoch 56/120   F1 0.7514035694819499   accuracy 0.7919184290030211   precision 0.7397264500205677   recall 0.7737737925101534
deviation 2/5   epoch 57/120   F1 0.7502347690349489   accuracy 0.7938066465256798   precision 0.7365744549568078   recall 0.7799597180261832
deviation 2/5   epoch 58/120   F1 0.7494233832258138   accuracy 0.7888972809667674   precision 0.7388908885232415   recall 0.7684498027124065
deviation 2/5   epoch 59/120   F1 0.7501208679888646   accuracy 0.7919184290030211   precision 0.7377288153023447   recall 0.7750653513354726
deviation 2/5   epoch 60/120   F1 0.746047779215179   accuracy 0.7900302114803626   precision 0.7328902714932126   recall 0.7744975045681403
deviation 2/5   epoch 61/120   F1 0.7524739144491697   accuracy 0.7941842900302115   precision 0.7397110242698478   recall 0.7784206663994082
deviation 2/5   epoch 62/120   F1 0.7551503246871247   accuracy 0.793429003021148   precision 0.744567564788153   recall 0.7738714824808708
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deviation 2/5   epoch 63/120   F1 0.7500435666569851   accuracy 0.7938066465256798   precision 0.7362890785684904   recall 0.7801871837083105
deviation 2/5   epoch 64/120   F1 0.7526582010767002   accuracy 0.7941842900302115   precision 0.7399964006581654   recall 0.7782187550061658
deviation 2/5   epoch 65/120   F1 0.7553687433423976   accuracy 0.7949395770392749   precision 0.7437011517893871   recall 0.777298540591735
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deviation 2/5   epoch 66/120   F1 0.7488079097941894   accuracy 0.7919184290030211   precision 0.7357311805841218   recall 0.7764730315166893
deviation 2/5   epoch 67/120   F1 0.7465473018734651   accuracy 0.7911631419939577   precision 0.7328825586178527   recall 0.7769907506152114
deviation 2/5   epoch 68/120   F1 0.75356923885434   accuracy 0.7945619335347432   precision 0.7411353352529824   recall 0.7782154722354058
deviation 2/5   epoch 69/120   F1 0.7526656355340262   accuracy 0.7926737160120846   precision 0.7411481900452489   recall 0.7743936197054855
deviation 2/5   epoch 70/120   F1 0.7521121274072835   accuracy 0.7938066465256798   precision 0.7394282188399836   recall 0.7778256757845246
deviation 2/5   epoch 71/120   F1 0.7528418748710185   accuracy 0.7941842900302115   precision 0.7402817770464829   recall 0.7780192688830965
deviation 2/5   epoch 72/120   F1 0.7528474595069596   accuracy 0.793429003021148   precision 0.7408576717400247   recall 0.7760821757340671
deviation 2/5   epoch 73/120   F1 0.7504579482131593   accuracy 0.7930513595166163   precision 0.7374357260386672   recall 0.7776540125488922
deviation 2/5   epoch 74/120   F1 0.7452034770622826   accuracy 0.790785498489426   precision 0.7311728712464007   recall 0.7775216049382716
deviation 2/5   epoch 75/120   F1 0.7495744278418763   accuracy 0.7915407854984894   precision 0.7371606334841629   recall 0.7746691916485036
deviation 2/5   epoch 76/120   F1 0.7514008877466789   accuracy 0.7922960725075529   precision 0.7394385026737968   recall 0.7747102669761872
deviation 2/5   epoch 77/120   F1 0.7528418748710185   accuracy 0.7941842900302115   precision 0.7402817770464829   recall 0.7780192688830965
deviation 2/5   epoch 78/120   F1 0.7526582010767002   accuracy 0.7941842900302115   precision 0.7399964006581654   recall 0.7782187550061658
deviation 2/5   epoch 79/120   F1 0.752301731478028   accuracy 0.793429003021148   precision 0.740001542575072   recall 0.7766465814805842
deviation 2/5   epoch 80/120   F1 0.7497488566265917   accuracy 0.7919184290030211   precision 0.7371580625257096   recall 0.7754554406144856
deviation 2/5   epoch 81/120   F1 0.7517416451515195   accuracy 0.7938066465256798   precision 0.7388574660633485   recall 0.7782324843148705
deviation 2/5   epoch 82/120   F1 0.7463205356492039   accuracy 0.7915407854984894   precision 0.7323092348827642   recall 0.7783059983059983
deviation 2/5   epoch 83/120   F1 0.7526582010767002   accuracy 0.7941842900302115   precision 0.7399964006581654   recall 0.7782187550061658
deviation 2/5   epoch 84/120   F1 0.7504817668714348   accuracy 0.7922960725075529   precision 0.7380116207322089   recall 0.7756547682852752
deviation 2/5   epoch 85/120   F1 0.7493880848513195   accuracy 0.7915407854984894   precision 0.7368752570958453   recall 0.7748632917963145
deviation 2/5   epoch 86/120   F1 0.747463948159637   accuracy 0.7919184290030211   precision 0.7337335458658988   recall 0.778002915708206
deviation 2/5   epoch 87/120   F1 0.7461865488864328   accuracy 0.790785498489426   precision 0.7325997531879884   recall 0.776372745184891
deviation 2/5   epoch 88/120   F1 0.7467929152876853   accuracy 0.7904078549848943   precision 0.7337438296997121   recall 0.7746838818052935
deviation 2/5   epoch 89/120   F1 0.7497601512023255   accuracy 0.7915407854984894   precision 0.7374460098724804   recall 0.7744774624572415
deviation 2/5   epoch 90/120   F1 0.7510185032668972   accuracy 0.7930513595166163   precision 0.73829185520362   recall 0.7770384983261598
deviation 2/5   epoch 91/120   F1 0.7508512525181746   accuracy 0.7922960725075529   precision 0.7385823735088441   recall 0.7752699335548172
deviation 2/5   epoch 92/120   F1 0.7488405040190658   accuracy 0.7911631419939577   precision 0.7363070752776635   recall 0.7744670320195113
deviation 2/5   epoch 93/120   F1 0.7465218003352914   accuracy 0.7881419939577039   precision 0.7349007610037022   recall 0.769254089815705
deviation 2/5   epoch 94/120   F1 0.7512238858400953   accuracy 0.7915407854984894   precision 0.739729020979021   recall 0.7730269996457046
deviation 2/5   epoch 95/120   F1 0.7476184349102416   accuracy 0.7885196374622356   precision 0.7363250719868367   recall 0.7691502475675138
deviation 2/5   epoch 96/120   F1 0.7453530341849538   accuracy 0.7888972809667674   precision 0.7326126079802551   recall 0.7722801737920139
deviation 2/5   epoch 97/120   F1 0.7479592787050526   accuracy 0.7896525679758308   precision 0.7360319827231592   recall 0.7715606968047464
deviation 2/5   epoch 98/120   F1 0.7486670888123179   accuracy 0.790785498489426   precision 0.7363096462361168   recall 0.7736836150117317
deviation 2/5   epoch 99/120   F1 0.7488534850834934   accuracy 0.790785498489426   precision 0.7365950226244344   recall 0.7734937574855194
deviation 2/5   epoch 100/120   F1 0.7446084425537778   accuracy 0.7885196374622356   precision 0.7317590497737556   recall 0.772082459291007
deviation 2/5   epoch 101/120   F1 0.7479321514115398   accuracy 0.7904078549848943   precision 0.7354560880296175   recall 0.7734786234245372
deviation 2/5   epoch 102/120   F1 0.7447454232994534   accuracy 0.7892749244712991   precision 0.7314685314685314   recall 0.7739174219536757
deviation 2/5   epoch 103/120   F1 0.7447140093011212   accuracy 0.7896525679758308   precision 0.7311805841217606   recall 0.7749664204292221
deviation 2/5   epoch 104/120   F1 0.7465541936418814   accuracy 0.7854984894259819   precision 0.7369163924310983   recall 0.763262245204051
deviation 2/5   epoch 105/120   F1 0.7463663560848761   accuracy 0.7870090634441088   precision 0.7354792266556972   recall 0.7667365600792125
deviation 2/5   epoch 106/120   F1 0.749962527725655   accuracy 0.7904078549848943   precision 0.7385952283011107   recall 0.771488698819236
deviation 2/5   epoch 107/120   F1 0.7459450717236427   accuracy 0.7885196374622356   precision 0.7337566844919786   recall 0.7707268851014162
deviation 2/5   epoch 108/120   F1 0.746162873205611   accuracy 0.7877643504531722   precision 0.7346179555738379   recall 0.7686811051441492
deviation 2/5   epoch 109/120   F1 0.7441689135720368   accuracy 0.7862537764350453   precision 0.7326306046894282   recall 0.7668994953085225
deviation 2/5   epoch 110/120   F1 0.7452595382348126   accuracy 0.7870090634441088   precision 0.7337669683257919   recall 0.767706566798568
deviation 2/5   epoch 111/120   F1 0.7444015444015444   accuracy 0.7847432024169184   precision 0.7340677704648293   recall 0.7632609273974346
deviation 2/5   epoch 112/120   F1 0.7451220104261134   accuracy 0.7851208459214502   precision 0.7349213286713286   recall 0.763527694922171
deviation 2/5   epoch 113/120   F1 0.7440360550050469   accuracy 0.7847432024169184   precision 0.7334970176881941   recall 0.763548727829882
deviation 2/5   epoch 114/120   F1 0.7445904965411554   accuracy 0.783987915407855   precision 0.7349290415466886   recall 0.7614983974358974
deviation 2/5   epoch 115/120   F1 0.746475045297315   accuracy 0.7892749244712991   precision 0.7340369189633895   recall 0.7720917025346724
deviation 2/5   epoch 116/120   F1 0.7469071406247055   accuracy 0.7873867069486404   precision 0.7360474084738791   recall 0.7671407403958972
deviation 2/5   epoch 117/120   F1 0.7454795779743608   accuracy 0.7854984894259819   precision 0.7352041341011929   recall 0.7640755120008083
deviation 2/5   epoch 118/120   F1 0.7456415278305524   accuracy 0.7866314199395771   precision 0.7346256684491979   recall 0.7664885404233419
deviation 2/5   epoch 119/120   F1 0.7451093932026605   accuracy 0.7828549848942599   precision 0.7366490127519539   recall 0.7588587486492434
deviation 2/5   epoch 120/120   F1 0.7458408700212524   accuracy 0.7851208459214502   precision 0.736062834224599   recall 0.7629848764864127

deviation 3/5   epoch 1/120   F1 0.5773396475428927   accuracy 0.7088368580060423   precision 0.5879010695187166   recall 0.6993914449464708
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deviation 3/5   epoch 2/120   F1 0.5899945755620885   accuracy 0.7179003021148036   precision 0.5978275401069519   recall 0.7232545313464886
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deviation 3/5   epoch 3/120   F1 0.6017395637648801   accuracy 0.722809667673716   precision 0.6060700329082682   recall 0.728976578976579
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deviation 3/5   epoch 4/120   F1 0.6255460559035905   accuracy 0.7341389728096677   precision 0.6236862402303578   recall 0.7440062283491324
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deviation 3/5   epoch 5/120   F1 0.6416162984042356   accuracy 0.7409365558912386   precision 0.6359111476758535   recall 0.7486325304888086
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deviation 3/5   epoch 6/120   F1 0.6573205785257856   accuracy 0.7481117824773413   precision 0.6484188605512134   recall 0.7541965951685078
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deviation 3/5   epoch 7/120   F1 0.6642275724505167   accuracy 0.7518882175226587   precision 0.6541006787330317   recall 0.7587215858507923
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deviation 3/5   epoch 8/120   F1 0.6854628449294684   accuracy 0.7605740181268882   precision 0.6723056355409297   recall 0.7601516192516857
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deviation 3/5   epoch 9/120   F1 0.6924084603411205   accuracy 0.7658610271903323   precision 0.6782625462772521   recall 0.7691455210989873
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deviation 3/5   epoch 10/120   F1 0.7011497983744224   accuracy 0.7715256797583081   precision 0.6859291443850267   recall 0.7766351565226954
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deviation 3/5   epoch 11/120   F1 0.6997045293810787   accuracy 0.7715256797583081   precision 0.6845022624434389   recall 0.7790269981288425
deviation 3/5   epoch 12/120   F1 0.700925463984843   accuracy 0.7719033232628398   precision 0.6856411970382559   recall 0.7784528469236257
deviation 3/5   epoch 13/120   F1 0.7063707936259451   accuracy 0.7753021148036254   precision 0.6904694570135747   recall 0.7824828059539299
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deviation 3/5   epoch 14/120   F1 0.7106281084437055   accuracy 0.777190332326284   precision 0.694451871657754   recall 0.7825590735033155
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deviation 3/5   epoch 15/120   F1 0.7123322715055176   accuracy 0.7775679758308157   precision 0.6961615590292061   recall 0.7811604376653061
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deviation 3/5   epoch 16/120   F1 0.7166414693640126   accuracy 0.7790785498489426   precision 0.7004319210201563   recall 0.7797837740842922
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deviation 3/5   epoch 17/120   F1 0.7178071583445267   accuracy 0.7805891238670695   precision 0.7012777663512958   recall 0.783411662598613
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deviation 3/5   epoch 18/120   F1 0.7187785622744938   accuracy 0.7813444108761329   precision 0.7021287535993418   recall 0.7846099057786273
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deviation 3/5   epoch 19/120   F1 0.72020430128683   accuracy 0.7809667673716012   precision 0.7038435828877005   recall 0.7809413965750003
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deviation 3/5   epoch 20/120   F1 0.7177090179338783   accuracy 0.7802114803625377   precision 0.701280337309749   recall 0.7821840882631748
deviation 3/5   epoch 21/120   F1 0.7240879548245107   accuracy 0.7832326283987915   precision 0.707538050185109   recall 0.7828818031770062
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deviation 3/5   epoch 22/120   F1 0.730439659811867   accuracy 0.7866314199395771   precision 0.7137931921020156   recall 0.7848449712310244
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deviation 3/5   epoch 23/120   F1 0.7238419163069231   accuracy 0.7832326283987915   precision 0.7072526737967915   recall 0.7832700822264389
deviation 3/5   epoch 24/120   F1 0.7261382454791767   accuracy 0.7843655589123867   precision 0.709527972027972   recall 0.7836570380431709
deviation 3/5   epoch 25/120   F1 0.7303145965032998   accuracy 0.7862537764350453   precision 0.713795763060469   recall 0.7837353241232006
deviation 3/5   epoch 26/120   F1 0.7252936670071501   accuracy 0.783987915407855   precision 0.7086744138214727   recall 0.7836543838067547
deviation 3/5   epoch 27/120   F1 0.7284155527483392   accuracy 0.7854984894259819   precision 0.7118032702591526   recall 0.7840606994714139
deviation 3/5   epoch 28/120   F1 0.7299361276336036   accuracy 0.7851208459214502   precision 0.7138034759358289   recall 0.780483352403566
deviation 3/5   epoch 29/120   F1 0.7255212034761204   accuracy 0.7847432024169184   precision 0.708669271904566   recall 0.7859951725717507
deviation 3/5   epoch 30/120   F1 0.7297818424964337   accuracy 0.783987915407855   precision 0.7140965651995064   recall 0.7770265100481366
deviation 3/5   epoch 31/120   F1 0.7308569584095411   accuracy 0.7851208459214502   precision 0.7149449814890991   recall 0.77915999903168
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deviation 3/5   epoch 32/120   F1 0.7311402172809423   accuracy 0.783987915407855   precision 0.7158088235294118   recall 0.7751992498827942
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deviation 3/5   epoch 33/120   F1 0.7351210999020985   accuracy 0.7870090634441088   precision 0.7194981489099136   recall 0.7792364954145243
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deviation 3/5   epoch 34/120   F1 0.7260217278841179   accuracy 0.783987915407855   precision 0.7095305429864254   recall 0.7825166825548141
deviation 3/5   epoch 35/120   F1 0.7325737613393501   accuracy 0.7854984894259819   precision 0.7169400452488688   recall 0.777975984582695
deviation 3/5   epoch 36/120   F1 0.7328422145407669   accuracy 0.7862537764350453   precision 0.7169349033319622   recall 0.7800088934904958
deviation 3/5   epoch 37/120   F1 0.7293453117435043   accuracy 0.7847432024169184   precision 0.7132352941176471   recall 0.7800938824443207
deviation 3/5   epoch 38/120   F1 0.7276919138311428   accuracy 0.783987915407855   precision 0.7115281777046483   recall 0.7799989109867821
deviation 3/5   epoch 39/120   F1 0.7301675054205151   accuracy 0.7851208459214502   precision 0.7140888523241464   recall 0.7801471856010429
deviation 3/5   epoch 40/120   F1 0.7312157466558872   accuracy 0.7854984894259819   precision 0.7152277869189634   recall 0.7798756331176973
deviation 3/5   epoch 41/120   F1 0.7338746959860103   accuracy 0.7866314199395771   precision 0.7180738379267791   recall 0.77976723993631
deviation 3/5   epoch 42/120   F1 0.7354807287115361   accuracy 0.7873867069486404   precision 0.7197809543397778   recall 0.7799297605062483
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deviation 3/5   epoch 43/120   F1 0.7354507548916134   accuracy 0.7885196374622356   precision 0.7192024886877828   recall 0.783633230539948
deviation 3/5   epoch 44/120   F1 0.7297039647826822   accuracy 0.7851208459214502   precision 0.7135180995475113   recall 0.7808231279233037
deviation 3/5   epoch 45/120   F1 0.7361190596180731   accuracy 0.7885196374622356   precision 0.7200586178527355   recall 0.7826563635162802
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deviation 3/5   epoch 46/120   F1 0.7364204064070546   accuracy 0.7881419939577039   precision 0.720631941587824   recall 0.7810136426709018
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deviation 3/5   epoch 47/120   F1 0.7348661014271984   accuracy 0.7881419939577039   precision 0.7186343068696011   recall 0.783247857696596
deviation 3/5   epoch 48/120   F1 0.7372867998874191   accuracy 0.7870090634441088   precision 0.7223519127930893   recall 0.7763766745065958
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deviation 3/5   epoch 49/120   F1 0.7353620493211401   accuracy 0.7888972809667674   precision 0.718914541341012   recall 0.7850254442172879
deviation 3/5   epoch 50/120   F1 0.7354807287115361   accuracy 0.7873867069486404   precision 0.7197809543397778   recall 0.7799297605062483
deviation 3/5   epoch 51/120   F1 0.7366394695091694   accuracy 0.7881419939577039   precision 0.7209173179761414   recall 0.7807079440759788
deviation 3/5   epoch 52/120   F1 0.7352705945081311   accuracy 0.7892749244712991   precision 0.7186265939942411   recall 0.7864471751754989
deviation 3/5   epoch 53/120   F1 0.7368577958859187   accuracy 0.7881419939577039   precision 0.721202694364459   recall 0.7804055237662251
deviation 3/5   epoch 54/120   F1 0.7331053223869657   accuracy 0.7851208459214502   precision 0.7177987453722747   recall 0.7760905397070601
deviation 3/5   epoch 55/120   F1 0.7359196775111805   accuracy 0.7873867069486404   precision 0.7203517071164129   recall 0.7793267777514339
deviation 3/5   epoch 56/120   F1 0.7341459808951262   accuracy 0.7873867069486404   precision 0.7180686960098726   recall 0.7818185971367935
deviation 3/5   epoch 57/120   F1 0.7359800589168367   accuracy 0.7881419939577039   precision 0.7200611888111889   recall 0.7816349932178266
deviation 3/5   epoch 58/120   F1 0.736213054121936   accuracy 0.7870090634441088   precision 0.7209250308515014   recall 0.777767541690506
deviation 3/5   epoch 59/120   F1 0.7357784764844626   accuracy 0.7870090634441088   precision 0.7203542780748663   recall 0.778345560416078
deviation 3/5   epoch 60/120   F1 0.7345059361590836   accuracy 0.7877643504531722   precision 0.7183515014397368   recall 0.7825321104579794
deviation 3/5   epoch 61/120   F1 0.7341886375165403   accuracy 0.7881419939577039   precision 0.7177781777046484   recall 0.7842576396317037
deviation 3/5   epoch 62/120   F1 0.7361380456512062   accuracy 0.7873867069486404   precision 0.7206370835047305   recall 0.7790301459788156
deviation 3/5   epoch 63/120   F1 0.7343703200850258   accuracy 0.7873867069486404   precision 0.71835407239819   recall 0.7814952914807496
deviation 3/5   epoch 64/120   F1 0.7369930937277795   accuracy 0.7862537764350453   precision 0.7223570547099959   recall 0.7745276041683199
deviation 3/5   epoch 65/120   F1 0.7363403280810495   accuracy 0.7885196374622356   precision 0.7203439942410531   recall 0.7823376323895176
deviation 3/5   epoch 66/120   F1 0.7372922494804744   accuracy 0.7881419939577039   precision 0.7217734471410941   recall 0.7798104019430152
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deviation 3/5   epoch 67/120   F1 0.7361380456512062   accuracy 0.7873867069486404   precision 0.7206370835047305   recall 0.7790301459788156
deviation 3/5   epoch 68/120   F1 0.7317049593753826   accuracy 0.7862537764350453   precision 0.7155080213903744   recall 0.7816486850637896
deviation 3/5   epoch 69/120   F1 0.737501705475714   accuracy 0.7892749244712991   precision 0.7214803578774167   recall 0.7831100799242823
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deviation 3/5   epoch 70/120   F1 0.732521570422977   accuracy 0.7866314199395771   precision 0.7163615795968737   recall 0.7817015030540593
deviation 3/5   epoch 71/120   F1 0.7365725831745249   accuracy 0.7873867069486404   precision 0.7212078362813656   recall 0.7784464589831029
deviation 3/5   epoch 72/120   F1 0.7353620493211401   accuracy 0.7888972809667674   precision 0.718914541341012   recall 0.7850254442172879
deviation 3/5   epoch 73/120   F1 0.7353986863956248   accuracy 0.7877643504531722   precision 0.719493006993007   recall 0.7812472204378119
deviation 3/5   epoch 74/120   F1 0.7378625540404242   accuracy 0.7896525679758308   precision 0.721763163307281   recall 0.7838131854663248
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deviation 3/5   epoch 75/120   F1 0.738365215199257   accuracy 0.7904078549848943   precision 0.722043397778692   recall 0.7855529848975911
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deviation 3/5   epoch 76/120   F1 0.7403242677824267   accuracy 0.7915407854984894   precision 0.7240333196215549   recall 0.7863734356925018
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deviation 3/5   epoch 77/120   F1 0.7385172629529543   accuracy 0.7896525679758308   precision 0.7226192924722337   recall 0.7828705529924938
deviation 3/5   epoch 78/120   F1 0.7398874162280985   accuracy 0.7904078549848943   precision 0.7240410324969149   recall 0.7833349725705488
deviation 3/5   epoch 79/120   F1 0.7352705945081311   accuracy 0.7892749244712991   precision 0.7186265939942411   recall 0.7864471751754989
deviation 3/5   epoch 80/120   F1 0.7391652531373238   accuracy 0.790785498489426   precision 0.7228969559851913   recall 0.7856088682446344
deviation 3/5   epoch 81/120   F1 0.7372179782257818   accuracy 0.7885196374622356   precision 0.7214854997943233   recall 0.7810963373847786
deviation 3/5   epoch 82/120   F1 0.7362575647025389   accuracy 0.7888972809667674   precision 0.7200560468942823   recall 0.7836894241644605
deviation 3/5   epoch 83/120   F1 0.7403950563967392   accuracy 0.7911631419939577   precision 0.7243212669683259   recall 0.7850331619090087
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deviation 3/5   epoch 84/120   F1 0.7403242677824267   accuracy 0.7915407854984894   precision 0.7240333196215549   recall 0.7863734356925018
deviation 3/5   epoch 85/120   F1 0.7414002110273465   accuracy 0.7915407854984894   precision 0.7254602015631428   recall 0.784795224780221
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deviation 3/5   epoch 86/120   F1 0.7429116666038867   accuracy 0.7926737160120846   precision 0.7268793706293706   recall 0.7862525189861613
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deviation 3/5   epoch 87/120   F1 0.7398705817483506   accuracy 0.7892749244712991   precision 0.7246194981489099   recall 0.7798292224368152
deviation 3/5   epoch 88/120   F1 0.7420371374356194   accuracy 0.7915407854984894   precision 0.7263163307280954   recall 0.7838880288957688
deviation 3/5   epoch 89/120   F1 0.7453657985228078   accuracy 0.7911631419939577   precision 0.7311703002879473   recall 0.7783917147534511
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deviation 3/5   epoch 90/120   F1 0.7492972407319809   accuracy 0.793429003021148   precision 0.7354355203619909   recall 0.7800272458941951
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deviation 3/5   epoch 91/120   F1 0.7432918861959958   accuracy 0.7915407854984894   precision 0.7280285890580008   recall 0.7821594451867404
deviation 3/5   epoch 92/120   F1 0.7491040829635891   accuracy 0.793429003021148   precision 0.7351501439736734   recall 0.780260300364252
deviation 3/5   epoch 93/120   F1 0.7454014071551793   accuracy 0.790785498489426   precision 0.7314582476347182   recall 0.7772865172865173
deviation 3/5   epoch 94/120   F1 0.7436410458309399   accuracy 0.7904078549848943   precision 0.7291778074866311   recall 0.7783466444757913
deviation 3/5   epoch 95/120   F1 0.7477387789652483   accuracy 0.7953172205438066   precision 0.7319981489099137   recall 0.7877166132606374
deviation 3/5   epoch 96/120   F1 0.7450415804200896   accuracy 0.7922960725075529   precision 0.7300210818593171   recall 0.7821120010090181
deviation 3/5   epoch 97/120   F1 0.7441603556034502   accuracy 0.7911631419939577   precision 0.7294580419580419   recall 0.7798913363047287
deviation 3/5   epoch 98/120   F1 0.7478511454768074   accuracy 0.7919184290030211   precision 0.7343042986425339   recall 0.7775529595928756
deviation 3/5   epoch 99/120   F1 0.7528277512331847   accuracy 0.7949395770392749   precision 0.7397058823529412   recall 0.7800352912466445
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deviation 3/5   epoch 100/120   F1 0.7432350766002076   accuracy 0.7904078549848943   precision 0.7286070547099959   recall 0.7788533079314306
deviation 3/5   epoch 101/120   F1 0.7510069611870205   accuracy 0.793429003021148   precision 0.738003907856849   recall 0.7780469673931407
deviation 3/5   epoch 102/120   F1 0.7454656100023512   accuracy 0.7900302114803626   precision 0.7320341423282599   recall 0.7751417596488019
deviation 3/5   epoch 103/120   F1 0.7458890325726801   accuracy 0.7919184290030211   precision 0.7314505347593583   recall 0.7799095521369435
deviation 3/5   epoch 104/120   F1 0.7480862753207146   accuracy 0.7911631419939577   precision 0.7351655697243933   recall 0.77526849361446
deviation 3/5   epoch 105/120   F1 0.7498917596706185   accuracy 0.7930513595166163   precision 0.7365795968737145   recall 0.778291901046392
deviation 3/5   epoch 106/120   F1 0.7460507438181385   accuracy 0.7922960725075529   precision 0.731447963800905   recall 0.780802882141019
deviation 3/5   epoch 107/120   F1 0.7530249379507588   accuracy 0.7941842900302115   precision 0.7405671534348005   recall 0.7778221906507314
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deviation 3/5   epoch 108/120   F1 0.752301731478028   accuracy 0.793429003021148   precision 0.740001542575072   recall 0.7766465814805842
deviation 3/5   epoch 109/120   F1 0.752301731478028   accuracy 0.793429003021148   precision 0.740001542575072   recall 0.7766465814805842
deviation 3/5   epoch 110/120   F1 0.7550187143137352   accuracy 0.7956948640483383   precision 0.7425545043192102   recall 0.7795893464794618
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deviation 3/5   epoch 111/120   F1 0.7485484086732972   accuracy 0.7930513595166163   precision 0.7345819621554915   recall 0.7798701916145991
deviation 3/5   epoch 112/120   F1 0.7531980440039046   accuracy 0.7949395770392749   precision 0.7402766351295763   recall 0.7796153336958498
deviation 3/5   epoch 113/120   F1 0.749922902625157   accuracy 0.7922960725075529   precision 0.7371554915672562   recall 0.7762499438479853
deviation 3/5   epoch 114/120   F1 0.7532007463640557   accuracy 0.7926737160120846   precision 0.7420043192102016   recall 0.7738823248719222
deviation 3/5   epoch 115/120   F1 0.7511812714776632   accuracy 0.7938066465256798   precision 0.7380013368983958   recall 0.7788612155388471
deviation 3/5   epoch 116/120   F1 0.7461233201053791   accuracy 0.7915407854984894   precision 0.7320238584944467   recall 0.7785432098765432
deviation 3/5   epoch 117/120   F1 0.7496044002272844   accuracy 0.7896525679758308   precision 0.7386003702180173   recall 0.7700299908856222
deviation 3/5   epoch 118/120   F1 0.7524794920143757   accuracy 0.7919184290030211   precision 0.7414387083504731   recall 0.7727549308128698
deviation 3/5   epoch 119/120   F1 0.7438601757809242   accuracy 0.7919184290030211   precision 0.7285967708761827   recall 0.7825463330386004
deviation 3/5   epoch 120/120   F1 0.7546018732101576   accuracy 0.7926737160120846   precision 0.7442873303167421   recall 0.772614270088045

deviation 4/5   epoch 1/120   F1 0.47736647911132735   accuracy 0.658987915407855   precision 0.5197501028383381   recall 0.5608129637216077
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deviation 4/5   epoch 2/120   F1 0.4971910812754735   accuracy 0.6635196374622356   precision 0.5302781777046484   recall 0.580015626725097
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deviation 4/5   epoch 3/120   F1 0.5489532037020523   accuracy 0.6797583081570997   precision 0.5624151583710407   recall 0.6231316220589056
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deviation 4/5   epoch 4/120   F1 0.6162958418259743   accuracy 0.7031722054380665   precision 0.6124820032908268   recall 0.6609794686879094
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deviation 4/5   epoch 5/120   F1 0.655712148286241   accuracy 0.7277190332326284   precision 0.6471308103661044   recall 0.6965437924523927
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deviation 4/5   epoch 6/120   F1 0.6766683955739973   accuracy 0.7439577039274925   precision 0.6658551007815714   recall 0.7206862342638205
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deviation 4/5   epoch 7/120   F1 0.7016027101592113   accuracy 0.7590634441087614   precision 0.6894385026737968   recall 0.7381797435375271
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deviation 4/5   epoch 8/120   F1 0.7203152703900709   accuracy 0.7696374622356495   precision 0.708486733854381   recall 0.7482276667646195
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deviation 4/5   epoch 9/120   F1 0.7237523239764707   accuracy 0.7737915407854985   precision 0.7110268408062526   recall 0.7552097300633431
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deviation 4/5   epoch 10/120   F1 0.731534305706391   accuracy 0.777190332326284   precision 0.7198503702180172   recall 0.7565892915011343
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deviation 4/5   epoch 11/120   F1 0.7223465975401742   accuracy 0.7741691842900302   precision 0.7090266351295763   recall 0.7574965795074491
deviation 4/5   epoch 12/120   F1 0.726380040246825   accuracy 0.775679758308157   precision 0.7135823735088441   recall 0.7574819305488403
deviation 4/5   epoch 13/120   F1 0.7251759076836476   accuracy 0.777190332326284   precision 0.7112890785684903   recall 0.7626259075570099
deviation 4/5   epoch 14/120   F1 0.7297838050650449   accuracy 0.7790785498489426   precision 0.71641299876594   recall 0.762843216313416
deviation 4/5   epoch 15/120   F1 0.7251168457130811   accuracy 0.7783232628398792   precision 0.7107106129164953   recall 0.7658524816828651
deviation 4/5   epoch 16/120   F1 0.7359530144103773   accuracy 0.7820996978851964   precision 0.723241464417935   recall 0.7644481109054543
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deviation 4/5   epoch 17/120   F1 0.7305636071868713   accuracy 0.7805891238670695   precision 0.7166880913204443   recall 0.7660517516633562
deviation 4/5   epoch 18/120   F1 0.7305636071868713   accuracy 0.7805891238670695   precision 0.7166880913204443   recall 0.7660517516633562
deviation 4/5   epoch 19/120   F1 0.7404057095471943   accuracy 0.7851208459214502   precision 0.7277869189633895   recall 0.7676836227322612
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deviation 4/5   epoch 20/120   F1 0.7296361153011117   accuracy 0.779833836858006   precision 0.7158371040723982   recall 0.7650069012213859
deviation 4/5   epoch 21/120   F1 0.7376266336710231   accuracy 0.7832326283987915   precision 0.7249460098724805   recall 0.765664472405752
deviation 4/5   epoch 22/120   F1 0.7342213009252205   accuracy 0.7813444108761329   precision 0.7212489716166186   recall 0.7642348597373987
deviation 4/5   epoch 23/120   F1 0.7366182236833441   accuracy 0.7832326283987915   precision 0.7235191279308926   recall 0.7666715743560959
deviation 4/5   epoch 24/120   F1 0.7438108035474336   accuracy 0.7858761329305136   precision 0.732347799259564   recall 0.7663277672792641
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deviation 4/5   epoch 25/120   F1 0.7439160866308244   accuracy 0.7873867069486404   precision 0.7314813862607981   recall 0.7699017586615976
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deviation 4/5   epoch 26/120   F1 0.7409250089943652   accuracy 0.7858761329305136   precision 0.7280671534348004   recall 0.7690811749494766
deviation 4/5   epoch 27/120   F1 0.742339461080435   accuracy 0.7851208459214502   precision 0.7306406828465652   recall 0.7658564431513664
deviation 4/5   epoch 28/120   F1 0.7409926159331162   accuracy 0.7851208459214502   precision 0.7286430481283422   recall 0.76711118619887
deviation 4/5   epoch 29/120   F1 0.7415657900188241   accuracy 0.7873867069486404   precision 0.7280568696009873   recall 0.772365446541315
deviation 4/5   epoch 30/120   F1 0.7406887846023844   accuracy 0.7862537764350453   precision 0.727493829699712   recall 0.7703059369797315
deviation 4/5   epoch 31/120   F1 0.7436665432907212   accuracy 0.7881419939577039   precision 0.7306201151789387   recall 0.7720932436992634
deviation 4/5   epoch 32/120   F1 0.7418388537598173   accuracy 0.7866314199395771   precision 0.7289181406828465   recall 0.7700851978660721
deviation 4/5   epoch 33/120   F1 0.7404057095471943   accuracy 0.7851208459214502   precision 0.7277869189633895   recall 0.7676836227322612
deviation 4/5   epoch 34/120   F1 0.7378447327175109   accuracy 0.7847432024169184   precision 0.7243649732620321   recall 0.7693487654320987
deviation 4/5   epoch 35/120   F1 0.7412462731469591   accuracy 0.7866314199395771   precision 0.728062011517894   recall 0.7707058777754128
deviation 4/5   epoch 36/120   F1 0.7402453546972495   accuracy 0.7866314199395771   precision 0.726635129576306   recall 0.7717907489954531
deviation 4/5   epoch 37/120   F1 0.7402772388387224   accuracy 0.7843655589123867   precision 0.7280774372686137   recall 0.765932835569225
deviation 4/5   epoch 38/120   F1 0.7389754715348452   accuracy 0.7836102719033232   precision 0.7266556972439325   recall 0.7653074275396392
deviation 4/5   epoch 39/120   F1 0.7426479325197071   accuracy 0.7862537764350453   precision 0.7303475935828877   recall 0.7683197819804441
deviation 4/5   epoch 40/120   F1 0.7422613114756353   accuracy 0.7862537764350453   precision 0.7297768408062526   recall 0.7686978194270322
deviation 4/5   epoch 41/120   F1 0.7409926159331162   accuracy 0.7851208459214502   precision 0.7286430481283422   recall 0.76711118619887
deviation 4/5   epoch 42/120   F1 0.7433903883739099   accuracy 0.7866314199395771   precision 0.731201151789387   recall 0.7685365804496662
deviation 4/5   epoch 43/120   F1 0.7432230546349674   accuracy 0.7862537764350453   precision 0.7312037227478404   recall 0.7677701551911006
deviation 4/5   epoch 44/120   F1 0.738715088494659   accuracy 0.7858761329305136   precision 0.7249280131633073   recall 0.7714458022905412
deviation 4/5   epoch 45/120   F1 0.7411556084236497   accuracy 0.7854984894259819   precision 0.7286404771698889   recall 0.7678932909196067
deviation 4/5   epoch 46/120   F1 0.7403548554236277   accuracy 0.7873867069486404   precision 0.7263446112710819   recall 0.7737345966185434
deviation 4/5   epoch 47/120   F1 0.741544890917339   accuracy 0.7854984894259819   precision 0.7292112299465241   recall 0.7675144328288344
deviation 4/5   epoch 48/120   F1 0.7424439479329932   accuracy 0.7885196374622356   precision 0.7286199095022625   recall 0.7744567901234568
deviation 4/5   epoch 49/120   F1 0.7449935237214768   accuracy 0.7885196374622356   precision 0.7323298025503908   recall 0.7716832171343189
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deviation 4/5   epoch 50/120   F1 0.742315715605409   accuracy 0.7854984894259819   precision 0.7303527354997943   recall 0.7667845785543288
deviation 4/5   epoch 51/120   F1 0.7443856105437534   accuracy 0.7888972809667674   precision 0.7311857260386672   recall 0.7733077265007922
deviation 4/5   epoch 52/120   F1 0.7423232491134752   accuracy 0.7877643504531722   precision 0.7289104278074867   recall 0.7725444460769909
deviation 4/5   epoch 53/120   F1 0.7433649973193297   accuracy 0.7870090634441088   precision 0.7309132044426162   recall 0.7695008221611436
deviation 4/5   epoch 54/120   F1 0.7432031941903623   accuracy 0.7888972809667674   precision 0.7294734677087618   recall 0.7746239174429848
deviation 4/5   epoch 55/120   F1 0.7444822786611547   accuracy 0.7900302114803626   precision 0.7306072603866722   recall 0.7762670362670363
deviation 4/5   epoch 56/120   F1 0.7458543698973673   accuracy 0.7900302114803626   precision 0.7326048951048951   recall 0.7747097260007774
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deviation 4/5   epoch 57/120   F1 0.7430063746827988   accuracy 0.7866314199395771   precision 0.730630399012752   recall 0.7689095278885044
deviation 4/5   epoch 58/120   F1 0.7450377326940842   accuracy 0.7877643504531722   precision 0.7329056972439325   recall 0.7697413084646443
deviation 4/5   epoch 59/120   F1 0.746645222474901   accuracy 0.7896525679758308   precision 0.7340343480049363   recall 0.772878450980877
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deviation 4/5   epoch 60/120   F1 0.7445173203121007   accuracy 0.7896525679758308   precision 0.730895207733443   recall 0.7751891161048402
deviation 4/5   epoch 61/120   F1 0.7432402482269505   accuracy 0.7885196374622356   precision 0.7297614150555327   recall 0.7735576452150064
deviation 4/5   epoch 62/120   F1 0.7444149368896831   accuracy 0.7885196374622356   precision 0.7314736733854381   recall 0.7722857315671687
deviation 4/5   epoch 63/120   F1 0.7480862753207146   accuracy 0.7911631419939577   precision 0.7351655697243933   recall 0.77526849361446
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deviation 4/5   epoch 64/120   F1 0.7481041600987945   accuracy 0.790785498489426   precision 0.7354535170711641   recall 0.7742674033811
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deviation 4/5   epoch 65/120   F1 0.7465473018734651   accuracy 0.7911631419939577   precision 0.7328825586178527   recall 0.7769907506152114
deviation 4/5   epoch 66/120   F1 0.7469612764122466   accuracy 0.790785498489426   precision 0.7337412587412587   recall 0.7755005257527962
deviation 4/5   epoch 67/120   F1 0.7530276071859037   accuracy 0.7938066465256798   precision 0.7408551007815714   recall 0.7768508339539227
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deviation 4/5   epoch 68/120   F1 0.7438843474364221   accuracy 0.7900302114803626   precision 0.7297511312217195   recall 0.776974002305947
deviation 4/5   epoch 69/120   F1 0.7459254443753021   accuracy 0.7915407854984894   precision 0.7317384821061292   recall 0.7787831363682758
deviation 4/5   epoch 70/120   F1 0.7446798830290855   accuracy 0.7919184290030211   precision 0.7297382764294529   recall 0.7814565286377191
deviation 4/5   epoch 71/120   F1 0.7449260794907233   accuracy 0.7915407854984894   precision 0.7303116001645413   recall 0.78002425697388
deviation 4/5   epoch 72/120   F1 0.7480661520769734   accuracy 0.7915407854984894   precision 0.7348776223776223   recall 0.7762898445533176
deviation 4/5   epoch 73/120   F1 0.7445216282425584   accuracy 0.7915407854984894   precision 0.7297408473879061   recall 0.7805404862366888
deviation 4/5   epoch 74/120   F1 0.7454034773590228   accuracy 0.7926737160120846   precision 0.7303038872891814   recall 0.7827693587348786
deviation 4/5   epoch 75/120   F1 0.7464497039359836   accuracy 0.7922960725075529   precision 0.73201871657754   recall 0.7802992890487417
deviation 4/5   epoch 76/120   F1 0.7432381374730642   accuracy 0.7919184290030211   precision 0.72774064171123   recall 0.7833955186575968
deviation 4/5   epoch 77/120   F1 0.744789902910576   accuracy 0.7926737160120846   precision 0.7294477581242287   recall 0.7835981559732659
deviation 4/5   epoch 78/120   F1 0.7508913146488951   accuracy 0.7956948640483383   precision 0.7362762237762237   recall 0.784540630914094
deviation 4/5   epoch 79/120   F1 0.7419105143288929   accuracy 0.7922960725075529   precision 0.7257404360345536   recall 0.7864964515865895
deviation 4/5   epoch 80/120   F1 0.746412493984119   accuracy 0.7926737160120846   precision 0.7317307692307693   recall 0.7814473301082664
deviation 4/5   epoch 81/120   F1 0.7441157903275294   accuracy 0.7930513595166163   precision 0.7283036816125051   recall 0.7857220997763799
deviation 4/5   epoch 82/120   F1 0.7470122936424306   accuracy 0.7945619335347432   precision 0.7314325380501852   recall 0.786371444932239
deviation 4/5   epoch 83/120   F1 0.7414002110273465   accuracy 0.7915407854984894   precision 0.7254602015631428   recall 0.784795224780221
deviation 4/5   epoch 84/120   F1 0.7393834136801891   accuracy 0.790785498489426   precision 0.7231823323735089   recall 0.7852856504364286
deviation 4/5   epoch 85/120   F1 0.7457196300402278   accuracy 0.793429003021148   precision 0.7302987453722747   recall 0.7846499789079313
deviation 4/5   epoch 86/120   F1 0.7405288822371112   accuracy 0.7904078549848943   precision 0.7248971616618676   recall 0.7824341525901878
deviation 4/5   epoch 87/120   F1 0.747258461130542   accuracy 0.7941842900302115   precision 0.7320058617852736   recall 0.784859059618819
deviation 4/5   epoch 88/120   F1 0.7446317864371933   accuracy 0.7938066465256798   precision 0.728583916083916   recall 0.7873970061060954
deviation 4/5   epoch 89/120   F1 0.747056106831094   accuracy 0.7941842900302115   precision 0.7317204853969559   recall 0.7851369253583786
deviation 4/5   epoch 90/120   F1 0.7501077581883576   accuracy 0.7956948640483383   precision 0.7351347182229535   recall 0.7855815776182331
deviation 4/5   epoch 91/120   F1 0.7417353087609071   accuracy 0.790785498489426   precision 0.726321472645002   recall 0.7819495290164916
deviation 4/5   epoch 92/120   F1 0.7461906896367025   accuracy 0.7945619335347432   precision 0.730291032496915   recall 0.7875495974421203
deviation 4/5   epoch 93/120   F1 0.7482601260862383   accuracy 0.7941842900302115   precision 0.7334327437268613   recall 0.7835144538632497
deviation 4/5   epoch 94/120   F1 0.7358581731445113   accuracy 0.7896525679758308   precision 0.7191947758124229   recall 0.7868285708278139
deviation 4/5   epoch 95/120   F1 0.7475790842995316   accuracy 0.7949395770392749   precision 0.7320007198683669   recall 0.7867536247772622
deviation 4/5   epoch 96/120   F1 0.7542284595560713   accuracy 0.7979607250755287   precision 0.7396853146853146   recall 0.7868450140648762
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deviation 4/5   epoch 97/120   F1 0.7359800589168367   accuracy 0.7881419939577039   precision 0.7200611888111889   recall 0.7816349932178266
deviation 4/5   epoch 98/120   F1 0.745102107436962   accuracy 0.793429003021148   precision 0.7294426162073221   recall 0.7855134188331554
deviation 4/5   epoch 99/120   F1 0.7347302554274046   accuracy 0.7877643504531722   precision 0.7186368778280543   recall 0.7822057183816502
deviation 4/5   epoch 100/120   F1 0.7516972791828171   accuracy 0.7979607250755287   precision 0.7359754216371863   recall 0.790372713791399
deviation 4/5   epoch 101/120   F1 0.7361272630609949   accuracy 0.7904078549848943   precision 0.7191896338955163   recall 0.7890212699599213
deviation 4/5   epoch 102/120   F1 0.7456712637207994   accuracy 0.7938066465256798   precision 0.730010798025504   recall 0.7858964362409244
deviation 4/5   epoch 103/120   F1 0.7431819063506226   accuracy 0.7922960725075529   precision 0.727452694364459   recall 0.7846570890780096
deviation 4/5   epoch 104/120   F1 0.7432381374730642   accuracy 0.7919184290030211   precision 0.72774064171123   recall 0.7833955186575968
deviation 4/5   epoch 105/120   F1 0.7434461798915897   accuracy 0.7919184290030211   precision 0.7280260180995475   recall 0.7831093735910247
deviation 4/5   epoch 106/120   F1 0.7490746830618392   accuracy 0.7960725075528701   precision 0.7334198889345949   recall 0.7881860571414061
deviation 4/5   epoch 107/120   F1 0.7494770259332064   accuracy 0.7960725075528701   precision 0.7339906417112299   recall 0.7876126190182751
deviation 4/5   epoch 108/120   F1 0.7467603659746888   accuracy 0.7949395770392749   precision 0.7308592143150967   recall 0.7879302259400138
deviation 4/5   epoch 109/120   F1 0.7480960080285459   accuracy 0.7938066465256798   precision 0.7334353146853148   recall 0.7826101842629483
deviation 4/5   epoch 110/120   F1 0.7503682656884869   accuracy 0.7972054380664653   precision 0.7345536816125051   recall 0.7899090935812585
deviation 4/5   epoch 111/120   F1 0.7524585526260508   accuracy 0.7983383685800605   precision 0.7368289798436858   recall 0.7904616257804125
deviation 4/5   epoch 112/120   F1 0.7447260359907596   accuracy 0.7945619335347432   precision 0.7282933977786918   recall 0.789736520107676
deviation 4/5   epoch 113/120   F1 0.7550187143137352   accuracy 0.7956948640483383   precision 0.7425545043192102   recall 0.7795893464794618
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deviation 4/5   epoch 114/120   F1 0.7496400116543431   accuracy 0.7964501510574018   precision 0.7339880707527766   recall 0.7885662762816321
deviation 4/5   epoch 115/120   F1 0.7485088114291834   accuracy 0.7956948640483383   precision 0.7328517071164129   recall 0.7878054477119276
deviation 4/5   epoch 116/120   F1 0.7403242677824267   accuracy 0.7915407854984894   precision 0.7240333196215549   recall 0.7863734356925018
deviation 4/5   epoch 117/120   F1 0.7461278723607494   accuracy 0.793429003021148   precision 0.7308694981489099   recall 0.7840897676717746
deviation 4/5   epoch 118/120   F1 0.7466493571698798   accuracy 0.7941842900302115   precision 0.7311497326203209   recall 0.7857018018425967
deviation 4/5   epoch 119/120   F1 0.7456491047421319   accuracy 0.7922960725075529   precision 0.7308772110242698   recall 0.7813178413565609
deviation 4/5   epoch 120/120   F1 0.7398175343009974   accuracy 0.790785498489426   precision 0.7237530851501439   recall 0.7846494498737522

deviation 5/5   epoch 1/120   F1 0.4229507638163775   accuracy 0.652190332326284   precision 0.496680892636775   recall 0.47953643932459156
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deviation 5/5   epoch 2/120   F1 0.45392447181711604   accuracy 0.6638972809667674   precision 0.5137237762237762   recall 0.567192830079428
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deviation 5/5   epoch 3/120   F1 0.49776875144363597   accuracy 0.6740936555891238   precision 0.5356283422459893   recall 0.6137414307142081
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deviation 5/5   epoch 4/120   F1 0.564982860381373   accuracy 0.6952416918429003   precision 0.5765785684903332   recall 0.6603658922324622
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deviation 5/5   epoch 5/120   F1 0.6459098418361635   accuracy 0.7262084592145015   precision 0.6382944261620732   recall 0.6982188639753402
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deviation 5/5   epoch 6/120   F1 0.6770046897214761   accuracy 0.7443353474320241   precision 0.6661379062114356   recall 0.721351983427974
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deviation 5/5   epoch 7/120   F1 0.6888507854703987   accuracy 0.752643504531722   precision 0.6769256478815302   recall 0.7326960288295965
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deviation 5/5   epoch 8/120   F1 0.7030096633729214   accuracy 0.763595166163142   precision 0.6896930275606746   recall 0.7485380707924061
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deviation 5/5   epoch 9/120   F1 0.7095910803738945   accuracy 0.7677492447129909   precision 0.6959430275606746   recall 0.7532247413603346
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deviation 5/5   epoch 10/120   F1 0.7199126660993856   accuracy 0.7722809667673716   precision 0.7067564788153023   recall 0.754982858728177
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deviation 5/5   epoch 11/120   F1 0.725572028379442   accuracy 0.7764350453172205   precision 0.7121503496503496   recall 0.760194235984108
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deviation 5/5   epoch 12/120   F1 0.7245597330885177   accuracy 0.7787009063444109   precision 0.7098519127930892   recall 0.767603001780217
deviation 5/5   epoch 13/120   F1 0.721514423076923   accuracy 0.7779456193353474   precision 0.706432538050185   recall 0.7691106284856285
deviation 5/5   epoch 14/120   F1 0.7216315038345209   accuracy 0.7783232628398792   precision 0.7064299670917318   recall 0.7701251077608865
deviation 5/5   epoch 15/120   F1 0.7316179159935523   accuracy 0.7828549848942599   precision 0.7169580419580419   recall 0.771211715826763
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deviation 5/5   epoch 16/120   F1 0.7293228998013511   accuracy 0.783987915407855   precision 0.7135258124228713   recall 0.7776624375240292
deviation 5/5   epoch 17/120   F1 0.7326906569079243   accuracy 0.783987915407855   precision 0.7178064582476347   recall 0.7732133642930856
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deviation 5/5   epoch 18/120   F1 0.7311785716870973   accuracy 0.7828549848942599   precision 0.7163872891814068   recall 0.771747140780394
deviation 5/5   epoch 19/120   F1 0.7311402172809423   accuracy 0.783987915407855   precision 0.7158088235294118   recall 0.7751992498827942
deviation 5/5   epoch 20/120   F1 0.7329676092130208   accuracy 0.7847432024169184   precision 0.7178013163307281   recall 0.7751207282340065
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deviation 5/5   epoch 21/120   F1 0.7351356758069816   accuracy 0.7858761329305136   precision 0.7200766145619086   recall 0.7757428824297303
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deviation 5/5   epoch 22/120   F1 0.7377112750263435   accuracy 0.7870090634441088   precision 0.7229226655697244   recall 0.7758414455684928
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deviation 5/5   epoch 23/120   F1 0.7375632775226417   accuracy 0.7866314199395771   precision 0.7229252365281778   recall 0.7749230129005409
deviation 5/5   epoch 24/120   F1 0.7392115401326651   accuracy 0.7881419939577039   precision 0.7243418346359523   recall 0.7772872183652733
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deviation 5/5   epoch 25/120   F1 0.7366084516480296   accuracy 0.7847432024169184   precision 0.7226527149321267   recall 0.7707122047588681
deviation 5/5   epoch 26/120   F1 0.7366342979740492   accuracy 0.7858761329305136   precision 0.7220742492801316   recall 0.7738735311019955
deviation 5/5   epoch 27/120   F1 0.7437618443797638   accuracy 0.7892749244712991   precision 0.7300416495269437   recall 0.7750193638811365
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deviation 5/5   epoch 28/120   F1 0.7400881790662119   accuracy 0.7862537764350453   precision 0.7266377005347593   recall 0.7709498752105438
deviation 5/5   epoch 29/120   F1 0.7437618443797638   accuracy 0.7892749244712991   precision 0.7300416495269437   recall 0.7750193638811365
deviation 5/5   epoch 30/120   F1 0.7451342820181113   accuracy 0.7892749244712991   precision 0.7320392842451666   recall 0.7734944833834845
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deviation 5/5   epoch 31/120   F1 0.748978955873796   accuracy 0.7922960725075529   precision 0.7357286096256684   recall 0.7772908727998549
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deviation 5/5   epoch 32/120   F1 0.7471292354753052   accuracy 0.7911631419939577   precision 0.7337386877828054   recall 0.7763258374460034
deviation 5/5   epoch 33/120   F1 0.748978955873796   accuracy 0.7922960725075529   precision 0.7357286096256684   recall 0.7772908727998549
deviation 5/5   epoch 34/120   F1 0.7513686856284397   accuracy 0.7938066465256798   precision 0.7382867132867132   recall 0.7786491451179878
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deviation 5/5   epoch 35/120   F1 0.7528277512331847   accuracy 0.7949395770392749   precision 0.7397058823529412   recall 0.7800352912466445
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deviation 5/5   epoch 36/120   F1 0.7515655618416437   accuracy 0.793429003021148   precision 0.7388600370218017   recall 0.7774322578044339
deviation 5/5   epoch 37/120   F1 0.7548369287449813   accuracy 0.7953172205438066   precision 0.7425570752776636   recall 0.7788071681028879
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deviation 5/5   epoch 38/120   F1 0.7542906196642218   accuracy 0.7956948640483383   precision 0.7414129987659399   recall 0.7803974835893566
deviation 5/5   epoch 39/120   F1 0.7544735537293483   accuracy 0.7956948640483383   precision 0.7416983751542575   recall 0.7801917897019213
deviation 5/5   epoch 40/120   F1 0.7511496599908649   accuracy 0.7945619335347432   precision 0.737425442204854   recall 0.7809667673716012
deviation 5/5   epoch 41/120   F1 0.7522676630652487   accuracy 0.7949395770392749   precision 0.7388497531879885   recall 0.7806841038678924
deviation 5/5   epoch 42/120   F1 0.7533755825302779   accuracy 0.7953172205438066   precision 0.740274064171123   recall 0.7804259634888437
deviation 5/5   epoch 43/120   F1 0.7579142084509931   accuracy 0.7979607250755287   precision 0.745392842451666   recall 0.782330599939214
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deviation 5/5   epoch 44/120   F1 0.7595246869943364   accuracy 0.7987160120845922   precision 0.7473853352529823   recall 0.7825204370973413
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deviation 5/5   epoch 45/120   F1 0.7557415895245201   accuracy 0.7960725075528701   precision 0.7434080625257096   recall 0.7797853351773704
deviation 5/5   epoch 46/120   F1 0.757180325767632   accuracy 0.7968277945619335   precision 0.7451151789387084   recall 0.7801851443685255
deviation 5/5   epoch 47/120   F1 0.756646250304059   accuracy 0.7968277945619335   precision 0.7442590497737557   recall 0.7807635022518529
deviation 5/5   epoch 48/120   F1 0.7537381462562669   accuracy 0.7956948640483383   precision 0.7405568696009872   recall 0.7810294531733963
deviation 5/5   epoch 49/120   F1 0.7548326300071304   accuracy 0.7964501510574018   precision 0.7416932332373509   recall 0.7818085279387155
deviation 5/5   epoch 50/120   F1 0.7544752342997285   accuracy 0.7953172205438066   precision 0.7419863225010284   recall 0.7791973184622687
deviation 5/5   epoch 51/120   F1 0.7568331400783437   accuracy 0.797583081570997   precision 0.7439685314685315   recall 0.7825538047426781
deviation 5/5   epoch 52/120   F1 0.7587979054774778   accuracy 0.7979607250755287   precision 0.7468197243932538   recall 0.7813590094713914
deviation 5/5   epoch 53/120   F1 0.7615029756964219   accuracy 0.800226586102719   precision 0.749372686137392   recall 0.7842692257813513
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deviation 5/5   epoch 54/120   F1 0.7568300362042066   accuracy 0.7972054380664653   precision 0.7442564788153023   recall 0.7815511898120469
deviation 5/5   epoch 55/120   F1 0.7604270333846015   accuracy 0.7994712990936556   precision 0.7482363225010285   recall 0.7834922864959177
deviation 5/5   epoch 56/120   F1 0.7599007834155442   accuracy 0.7994712990936556   precision 0.7473801933360757   recall 0.7840860191243824
deviation 5/5   epoch 57/120   F1 0.7613293797748666   accuracy 0.800226586102719   precision 0.7490873097490744   recall 0.7844641358944942
deviation 5/5   epoch 58/120   F1 0.7629200451294158   accuracy 0.8009818731117825   precision 0.7510798025503909   recall 0.7846634851164516
update
deviation 5/5   epoch 59/120   F1 0.7633748933044071   accuracy 0.800226586102719   precision 0.7525118264088853   recall 0.7822783855149
update
deviation 5/5   epoch 60/120   F1 0.7575602125192112   accuracy 0.7983383685800605   precision 0.74453414232826   recall 0.7837504437609448
deviation 5/5   epoch 61/120   F1 0.7618841154664857   accuracy 0.8009818731117825   precision 0.7493675442204855   recall 0.7858365841888701
deviation 5/5   epoch 62/120   F1 0.7595470190399138   accuracy 0.7994712990936556   precision 0.7468094405594405   recall 0.7844939548109244
deviation 5/5   epoch 63/120   F1 0.7620881861471183   accuracy 0.7987160120845922   precision 0.7516659810777457   recall 0.7798897173667985
deviation 5/5   epoch 64/120   F1 0.7614844172221222   accuracy 0.7998489425981873   precision 0.7496606334841629   recall 0.7833094587222075
deviation 5/5   epoch 65/120   F1 0.7646939063134389   accuracy 0.800226586102719   precision 0.7547948375154256   recall 0.7809992691835768
update
deviation 5/5   epoch 66/120   F1 0.7632351148140621   accuracy 0.8006042296072508   precision 0.7519385026737968   recall 0.7833605144754039
deviation 5/5   epoch 67/120   F1 0.7593211084330882   accuracy 0.7979607250755287   precision 0.7476758535582065   recall 0.7808042340997182
deviation 5/5   epoch 68/120   F1 0.761169554201753   accuracy 0.8006042296072508   precision 0.748513986013986   recall 0.7856543376242656
deviation 5/5   epoch 69/120   F1 0.7584629209683567   accuracy 0.7987160120845922   precision 0.7456730769230769   recall 0.7837188345963166
deviation 5/5   epoch 70/120   F1 0.7603736865758751   accuracy 0.7983383685800605   precision 0.7491001645413411   recall 0.7806624200869593
deviation 5/5   epoch 71/120   F1 0.7615289430719956   accuracy 0.7979607250755287   precision 0.7513857466063348   recall 0.77863317886008
deviation 5/5   epoch 72/120   F1 0.7619488903624124   accuracy 0.7990936555891238   precision 0.7510926573426573   recall 0.7809347520300999
deviation 5/5   epoch 73/120   F1 0.7608328306198037   accuracy 0.797583081570997   precision 0.7505321883998355   recall 0.7783921607839217
deviation 5/5   epoch 74/120   F1 0.760714955349135   accuracy 0.7983383685800605   precision 0.7496709173179761   recall 0.780318097189949
deviation 5/5   epoch 75/120   F1 0.7605446047551311   accuracy 0.7983383685800605   precision 0.7493855409296586   recall 0.7804891448928369
deviation 5/5   epoch 76/120   F1 0.7606652205350688   accuracy 0.797583081570997   precision 0.750246812011518   recall 0.7785485347985348
deviation 5/5   epoch 77/120   F1 0.7597459818987022   accuracy 0.7964501510574018   precision 0.7496837721102427   recall 0.7767467291683735
deviation 5/5   epoch 78/120   F1 0.7592850747625439   accuracy 0.7972054380664653   precision 0.7482517482517483   recall 0.7789689186270835
deviation 5/5   epoch 79/120   F1 0.7580586871873463   accuracy 0.7968277945619335   precision 0.7465420608802962   recall 0.779267866503582
deviation 5/5   epoch 80/120   F1 0.7591134819954617   accuracy 0.7972054380664653   precision 0.7479663718634307   recall 0.7791385541514875
deviation 5/5   epoch 81/120   F1 0.7613907197602487   accuracy 0.7983383685800605   precision 0.7508124228712465   recall 0.779655891045542
deviation 5/5   epoch 82/120   F1 0.7615582607569528   accuracy 0.7983383685800605   precision 0.751097799259564   recall 0.7794957646520146
deviation 5/5   epoch 83/120   F1 0.7610539613788125   accuracy 0.7983383685800605   precision 0.7502416700946113   recall 0.7799826258546843
deviation 5/5   epoch 84/120   F1 0.7622545811656127   accuracy 0.7987160120845922   precision 0.7519513574660635   recall 0.779731996885809
deviation 5/5   epoch 85/120   F1 0.7611003180047103   accuracy 0.7990936555891238   precision 0.7496657754010696   recall 0.781798449252484
deviation 5/5   epoch 86/120   F1 0.7594762097465713   accuracy 0.797583081570997   precision 0.748249177293295   recall 0.7797036084340665
deviation 5/5   epoch 87/120   F1 0.7603934386375988   accuracy 0.7987160120845922   precision 0.7488122171945701   recall 0.7815869928445224
deviation 5/5   epoch 88/120   F1 0.7604703753957485   accuracy 0.7972054380664653   precision 0.7502493829699712   recall 0.7778423594207491
deviation 5/5   epoch 89/120   F1 0.7560840644045099   accuracy 0.7953172205438066   precision 0.7445547099958865   recall 0.7775153677613977
deviation 5/5   epoch 90/120   F1 0.7614170439821526   accuracy 0.7987160120845922   precision 0.7505244755244755   recall 0.7805421461716019
deviation 5/5   epoch 91/120   F1 0.7601590323952125   accuracy 0.797583081570997   precision 0.7493906828465653   recall 0.7790304996792686
deviation 5/5   epoch 92/120   F1 0.7592850747625439   accuracy 0.7972054380664653   precision 0.7482517482517483   recall 0.7789689186270835
deviation 5/5   epoch 93/120   F1 0.7610278830604045   accuracy 0.7979607250755287   precision 0.7505296174413822   recall 0.779101539704146
deviation 5/5   epoch 94/120   F1 0.7575078415837286   accuracy 0.7960725075528701   precision 0.7462618264088853   recall 0.7779564026371993
deviation 5/5   epoch 95/120   F1 0.7614977237454386   accuracy 0.797583081570997   precision 0.7516736939531057   recall 0.7777877098142709
deviation 5/5   epoch 96/120   F1 0.7604270333846015   accuracy 0.7994712990936556   precision 0.7482363225010285   recall 0.7834922864959177
deviation 5/5   epoch 97/120   F1 0.760999884147935   accuracy 0.797583081570997   precision 0.750817564788153   recall 0.7782379045598184
deviation 5/5   epoch 98/120   F1 0.7554588326129577   accuracy 0.7926737160120846   precision 0.7457142122583299   recall 0.7718897909398992
deviation 5/5   epoch 99/120   F1 0.7632414117842832   accuracy 0.7987160120845922   precision 0.7536636157959686   recall 0.7788298838149942
deviation 5/5   epoch 100/120   F1 0.7619161897605966   accuracy 0.7968277945619335   precision 0.7531057178116001   recall 0.7757500301104423
deviation 5/5   epoch 101/120   F1 0.7633945173491152   accuracy 0.7972054380664653   precision 0.7553861579596874   recall 0.7754089997622557
deviation 5/5   epoch 102/120   F1 0.7645887806284424   accuracy 0.7979607250755287   precision 0.7568078979843685   recall 0.7760925311315141
deviation 5/5   epoch 103/120   F1 0.7663762680522457   accuracy 0.7953172205438066   precision 0.7631041752365282   recall 0.7702266653991994
update
deviation 5/5   epoch 104/120   F1 0.7635518896796305   accuracy 0.7972054380664653   precision 0.7556715343480049   recall 0.7752923801568358
deviation 5/5   epoch 105/120   F1 0.7665441811957923   accuracy 0.7987160120845922   precision 0.7596565199506375   recall 0.7762368756645504
update
deviation 5/5   epoch 106/120   F1 0.7650002206165776   accuracy 0.7987160120845922   precision 0.756802756067462   recall 0.7773657666288325
deviation 5/5   epoch 107/120   F1 0.7656239854703157   accuracy 0.7987160120845922   precision 0.7579442616207321   recall 0.7768917636912462
deviation 5/5   epoch 108/120   F1 0.767019439769802   accuracy 0.7979607250755287   precision 0.7613739201974496   recall 0.7744828843058045
update
deviation 5/5   epoch 109/120   F1 0.7647744125374417   accuracy 0.7994712990936556   precision 0.755656108597285   recall 0.7791989875386675
deviation 5/5   epoch 110/120   F1 0.7629649777288978   accuracy 0.7941842900302115   precision 0.7576897367338544   recall 0.7698576483471956
deviation 5/5   epoch 111/120   F1 0.7644806165604688   accuracy 0.7983383685800605   precision 0.7562345742492802   recall 0.776967241360145
deviation 5/5   epoch 112/120   F1 0.7675199001092554   accuracy 0.7960725075528701   precision 0.7645259152612094   recall 0.7709913611462283
update
deviation 5/5   epoch 113/120   F1 0.7637457859249894   accuracy 0.7953172205438066   precision 0.757967400246812   recall 0.7714799783549784
deviation 5/5   epoch 114/120   F1 0.7635023781708945   accuracy 0.7930513595166163   precision 0.7599804607157548   recall 0.7677111572348356
deviation 5/5   epoch 115/120   F1 0.7668678776530718   accuracy 0.7926737160120846   precision 0.7674028177704648   recall 0.7663470778299969
deviation 5/5   epoch 116/120   F1 0.7626277563305635   accuracy 0.7930513595166163   precision 0.7582682023858495   recall 0.7680685275124086
deviation 5/5   epoch 117/120   F1 0.762412981228126   accuracy 0.7870090634441088   precision 0.7651583710407239   recall 0.7600320703530765
deviation 5/5   epoch 118/120   F1 0.76436550817757   accuracy 0.7938066465256798   precision 0.7608314479638009   recall 0.768587449169773
deviation 5/5   epoch 119/120   F1 0.7628817629899913   accuracy 0.7900302114803626   precision 0.7622840394899218   recall 0.7634980163649889
deviation 5/5   epoch 120/120   F1 0.7623623340446305   accuracy 0.7941842900302115   precision 0.7565482311805841   recall 0.7701781770208975

