deviation 1/5   epoch 1/120   F1 0.4261480307858461   accuracy 0.6552114803625377   precision 0.4995140888523242   recall 0.4968829241140454

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deviation 1/5   epoch 2/120   F1 0.47105522438420877   accuracy 0.6646525679758308   precision 0.5202822912381736   recall 0.5765900022329447

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deviation 1/5   epoch 3/120   F1 0.5592396551150172   accuracy 0.6959969788519638   precision 0.5737196626902509   recall 0.6662224734244908

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deviation 1/5   epoch 4/120   F1 0.6135490233505121   accuracy 0.722809667673716   precision 0.6134898190045248   recall 0.7143696581196581

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deviation 1/5   epoch 5/120   F1 0.6649039434975763   accuracy 0.743202416918429   precision 0.654730563554093   recall 0.7283849423193686

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deviation 1/5   epoch 6/120   F1 0.6686084288125305   accuracy 0.7481117824773413   precision 0.6578362813656932   recall 0.7394927864852292

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deviation 1/5   epoch 7/120   F1 0.6903734909328574   accuracy 0.7617069486404834   precision 0.6768639448786508   recall 0.7573993472691098

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deviation 1/5   epoch 8/120   F1 0.6933176415737493   accuracy 0.7639728096676737   precision 0.679416906622789   recall 0.7611148059907562

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deviation 1/5   epoch 9/120   F1 0.6970508888667457   accuracy 0.7658610271903323   precision 0.6828285684903332   recall 0.7624454261282906

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deviation 1/5   epoch 10/120   F1 0.7075732874281162   accuracy 0.7707703927492447   precision 0.6927833196215549   recall 0.7645890507027568

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deviation 1/5   epoch 11/120   F1 0.7157344113258615   accuracy 0.775679758308157   precision 0.7004550596462361   recall 0.7695576114614449

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deviation 1/5   epoch 12/120   F1 0.7205671932234432   accuracy 0.777190332326284   precision 0.705581550802139   recall 0.7680012601887602

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deviation 1/5   epoch 13/120   F1 0.718170652076987   accuracy 0.7764350453172205   precision 0.7030183052241876   recall 0.7687344305141504

deviation 1/5   epoch 14/120   F1 0.7183894744659328   accuracy 0.777190332326284   precision 0.7030131633072809   recall 0.7708374063212773

deviation 1/5   epoch 15/120   F1 0.7229355326034921   accuracy 0.7794561933534743   precision 0.7075637597696421   recall 0.7719525176172575

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deviation 1/5   epoch 16/120   F1 0.7228147646208288   accuracy 0.779833836858006   precision 0.7072758124228713   recall 0.7733118235280657

deviation 1/5   epoch 17/120   F1 0.7306904779685005   accuracy 0.783987915407855   precision 0.7152380707527766   recall 0.7757951606792839

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deviation 1/5   epoch 18/120   F1 0.7293913259842799   accuracy 0.7828549848942599   precision 0.7141042780748663   recall 0.774011320348083

deviation 1/5   epoch 19/120   F1 0.7284147305132744   accuracy 0.7813444108761329   precision 0.7135438091320444   recall 0.7706968096331042

deviation 1/5   epoch 20/120   F1 0.7327974349645261   accuracy 0.7854984894259819   precision 0.7172254216371863   recall 0.7776711536439163

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deviation 1/5   epoch 21/120   F1 0.7282828304272844   accuracy 0.7809667673716012   precision 0.7135463800904978   recall 0.769746007930554

deviation 1/5   epoch 22/120   F1 0.7314910990726307   accuracy 0.7813444108761329   precision 0.7175390785684903   recall 0.7670966021053263

deviation 1/5   epoch 23/120   F1 0.7347068339671431   accuracy 0.7847432024169184   precision 0.7200843274372686   recall 0.7729414765571445

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deviation 1/5   epoch 24/120   F1 0.7280931644533382   accuracy 0.7817220543806647   precision 0.712970485396956   recall 0.7722322273635502

deviation 1/5   epoch 25/120   F1 0.7342014101131791   accuracy 0.7851208459214502   precision 0.7192256273138626   recall 0.7746766461230955

deviation 1/5   epoch 26/120   F1 0.7352792301355149   accuracy 0.7851208459214502   precision 0.7206525092554504   recall 0.773338689168606

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deviation 1/5   epoch 27/120   F1 0.7347068339671431   accuracy 0.7847432024169184   precision 0.7200843274372686   recall 0.7729414765571445

deviation 1/5   epoch 28/120   F1 0.7341338815210485   accuracy 0.7843655589123867   precision 0.7195161456190868   recall 0.7725438044188657

deviation 1/5   epoch 29/120   F1 0.7366654039909262   accuracy 0.7843655589123867   precision 0.7229406622788976   recall 0.7696179596062767

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deviation 1/5   epoch 30/120   F1 0.7398933968701411   accuracy 0.7877643504531722   precision 0.7254859111476759   recall 0.7753447106690778

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deviation 1/5   epoch 31/120   F1 0.7366665611672593   accuracy 0.7828549848942599   precision 0.7238070752776635   recall 0.7656553380466617

deviation 1/5   epoch 32/120   F1 0.7384063837570529   accuracy 0.7851208459214502   precision 0.7249331550802138   recall 0.7697496668210839

deviation 1/5   epoch 33/120   F1 0.737380839011746   accuracy 0.7836102719033232   precision 0.724372686137392   recall 0.7668690996852656

deviation 1/5   epoch 34/120   F1 0.7412462731469591   accuracy 0.7866314199395771   precision 0.728062011517894   recall 0.7707058777754128

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deviation 1/5   epoch 35/120   F1 0.7384063837570529   accuracy 0.7851208459214502   precision 0.7249331550802138   recall 0.7697496668210839

deviation 1/5   epoch 36/120   F1 0.7373638971717718   accuracy 0.7877643504531722   precision 0.7220613944878651   recall 0.7785506965944272

deviation 1/5   epoch 37/120   F1 0.7397296677454231   accuracy 0.7858761329305136   precision 0.726354895104895   recall 0.770332799840336

deviation 1/5   epoch 38/120   F1 0.7388561965077016   accuracy 0.7847432024169184   precision 0.72579185520362   recall 0.7682836675780116

deviation 1/5   epoch 39/120   F1 0.7389675076970069   accuracy 0.7854984894259819   precision 0.7255013368983958   recall 0.7701501501501502

deviation 1/5   epoch 40/120   F1 0.7399198187301632   accuracy 0.783987915407855   precision 0.7277946318387495   recall 0.7653459712801162

deviation 1/5   epoch 41/120   F1 0.7365674128168567   accuracy 0.7836102719033232   precision 0.7232311805841218   recall 0.7677085846467147

deviation 1/5   epoch 42/120   F1 0.7366665611672593   accuracy 0.7828549848942599   precision 0.7238070752776635   recall 0.7656553380466617

deviation 1/5   epoch 43/120   F1 0.7387784615464075   accuracy 0.7836102719033232   precision 0.7263703208556149   recall 0.7654943172866504

deviation 1/5   epoch 44/120   F1 0.7378263044415696   accuracy 0.7832326283987915   precision 0.725231386260798   recall 0.7654703139062372

deviation 1/5   epoch 45/120   F1 0.7437489705155658   accuracy 0.7870090634441088   precision 0.7314839572192513   recall 0.7691236250597799

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deviation 1/5   epoch 46/120   F1 0.7375632775226417   accuracy 0.7866314199395771   precision 0.7229252365281778   recall 0.7749230129005409

deviation 1/5   epoch 47/120   F1 0.7366182236833441   accuracy 0.7832326283987915   precision 0.7235191279308926   recall 0.7666715743560959

deviation 1/5   epoch 48/120   F1 0.7391718258869518   accuracy 0.7836102719033232   precision 0.7269410736322501   recall 0.7651228623453661

deviation 1/5   epoch 49/120   F1 0.7400111642289133   accuracy 0.7851208459214502   precision 0.7272161661867544   recall 0.768077152032881

deviation 1/5   epoch 50/120   F1 0.7408057646850561   accuracy 0.7870090634441088   precision 0.7272033113944878   recall 0.7721891121891122

deviation 1/5   epoch 51/120   F1 0.7418721044382826   accuracy 0.7862537764350453   precision 0.7292060880296174   recall 0.769085311561505

deviation 1/5   epoch 52/120   F1 0.7426479325197071   accuracy 0.7862537764350453   precision 0.7303475935828877   recall 0.7683197819804441

deviation 1/5   epoch 53/120   F1 0.7411219160705298   accuracy 0.7858761329305136   precision 0.728352529823118   recall 0.7688812080582627

deviation 1/5   epoch 54/120   F1 0.7394143883550791   accuracy 0.7851208459214502   precision 0.7263600370218017   recall 0.7686856618839124

deviation 1/5   epoch 55/120   F1 0.7405583682936384   accuracy 0.7873867069486404   precision 0.7266299876593993   recall 0.7734997653610918

deviation 1/5   epoch 56/120   F1 0.7411869507867479   accuracy 0.7851208459214502   precision 0.7289284245166598   recall 0.7669250663423182

deviation 1/5   epoch 57/120   F1 0.7384063837570529   accuracy 0.7851208459214502   precision 0.7249331550802138   recall 0.7697496668210839

deviation 1/5   epoch 58/120   F1 0.7407637217023928   accuracy 0.7854984894259819   precision 0.7280697243932538   recall 0.7682816185810197

deviation 1/5   epoch 59/120   F1 0.7388687555753791   accuracy 0.7862537764350453   precision 0.7249254422048539   recall 0.7723076444223107

deviation 1/5   epoch 60/120   F1 0.7420350662783939   accuracy 0.7866314199395771   precision 0.7292035170711642   recall 0.7698832310245685

deviation 1/5   epoch 61/120   F1 0.7446576621094823   accuracy 0.7877643504531722   precision 0.7323349444672974   recall 0.7701129842180774

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deviation 1/5   epoch 62/120   F1 0.7435021330928605   accuracy 0.7877643504531722   precision 0.730622686137392   recall 0.7712847033206315

deviation 1/5   epoch 63/120   F1 0.7410474241564335   accuracy 0.7866314199395771   precision 0.7277766351295762   recall 0.7709177600572439

deviation 1/5   epoch 64/120   F1 0.7446788542245567   accuracy 0.7873867069486404   precision 0.7326228918140683   recall 0.7691575162402252

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deviation 1/5   epoch 65/120   F1 0.7473653810946916   accuracy 0.7904078549848943   precision 0.7345999588646648   recall 0.7740703196861332

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deviation 1/5   epoch 66/120   F1 0.7443199734289254   accuracy 0.7896525679758308   precision 0.7306098313451255   recall 0.7754144165927837

deviation 1/5   epoch 67/120   F1 0.7442207848210435   accuracy 0.7885196374622356   precision 0.7311882969971205   recall 0.7724914621988286

deviation 1/5   epoch 68/120   F1 0.7514008877466789   accuracy 0.7922960725075529   precision 0.7394385026737968   recall 0.7747102669761872

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deviation 1/5   epoch 69/120   F1 0.745603112574404   accuracy 0.7877643504531722   precision 0.7337618264088852   recall 0.7692010480969933

deviation 1/5   epoch 70/120   F1 0.7420417887848854   accuracy 0.7885196374622356   precision 0.7280491567256273   recall 0.7749222052788832

deviation 1/5   epoch 71/120   F1 0.7435999677818032   accuracy 0.7888972809667674   precision 0.730044220485397   recall 0.7741748792529579

deviation 1/5   epoch 72/120   F1 0.7429156413876215   accuracy 0.7877643504531722   precision 0.7297665569724393   recall 0.7719033232628398

deviation 1/5   epoch 73/120   F1 0.7440018986193129   accuracy 0.790785498489426   precision 0.7294606129164953   recall 0.7789895845055453

deviation 1/5   epoch 74/120   F1 0.7424016480926179   accuracy 0.7888972809667674   precision 0.7283319621554916   recall 0.7755537284316425

deviation 1/5   epoch 75/120   F1 0.744275050520325   accuracy 0.7877643504531722   precision 0.7317641916906623   recall 0.7704940168272982

deviation 1/5   epoch 76/120   F1 0.7420670323376508   accuracy 0.7862537764350453   precision 0.729491464417935   recall 0.7688903749759013

deviation 1/5   epoch 77/120   F1 0.7411648401673477   accuracy 0.7873867069486404   precision 0.727486116824352   recall 0.7728112900826376

deviation 1/5   epoch 78/120   F1 0.7418388537598173   accuracy 0.7866314199395771   precision 0.7289181406828465   recall 0.7700851978660721

deviation 1/5   epoch 79/120   F1 0.7435999677818032   accuracy 0.7888972809667674   precision 0.730044220485397   recall 0.7741748792529579

deviation 1/5   epoch 80/120   F1 0.746285417572432   accuracy 0.7892749244712991   precision 0.733751542575072   recall 0.7722848629142147

deviation 1/5   epoch 81/120   F1 0.7448775825225422   accuracy 0.7900302114803626   precision 0.7311780131633072   recall 0.7758090786119827

deviation 1/5   epoch 82/120   F1 0.7454886779330592   accuracy 0.7919184290030211   precision 0.7308797819827231   recall 0.7804137682307747

deviation 1/5   epoch 83/120   F1 0.7410474241564335   accuracy 0.7866314199395771   precision 0.7277766351295762   recall 0.7709177600572439

deviation 1/5   epoch 84/120   F1 0.7453530341849538   accuracy 0.7888972809667674   precision 0.7326126079802551   recall 0.7722801737920139

deviation 1/5   epoch 85/120   F1 0.7488534850834934   accuracy 0.790785498489426   precision 0.7365950226244344   recall 0.7734937574855194

deviation 1/5   epoch 86/120   F1 0.7468782826455986   accuracy 0.7919184290030211   precision 0.7328774167009461   recall 0.7786976163169486

deviation 1/5   epoch 87/120   F1 0.7493996159390268   accuracy 0.7911631419939577   precision 0.7371632044426162   recall 0.7738910946870081

deviation 1/5   epoch 88/120   F1 0.7461865488864328   accuracy 0.790785498489426   precision 0.7325997531879884   recall 0.776372745184891

deviation 1/5   epoch 89/120   F1 0.7459042611367572   accuracy 0.7892749244712991   precision 0.7331807897984368   recall 0.7726783497034144

deviation 1/5   epoch 90/120   F1 0.7508574984217795   accuracy 0.7919184290030211   precision 0.738870320855615   recall 0.7743134671523418

deviation 1/5   epoch 91/120   F1 0.7473837368912315   accuracy 0.7900302114803626   precision 0.7348879062114356   recall 0.77308106169297

deviation 1/5   epoch 92/120   F1 0.7495847486423208   accuracy 0.7911631419939577   precision 0.7374485808309338   recall 0.7737038164817067

deviation 1/5   epoch 93/120   F1 0.7528445996088022   accuracy 0.7926737160120846   precision 0.7414335664335665   recall 0.7742209714450492

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deviation 1/5   epoch 94/120   F1 0.7542839467986391   accuracy 0.7938066465256798   precision 0.7428527354997944   recall 0.7755840041077946

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deviation 1/5   epoch 95/120   F1 0.7512182856268261   accuracy 0.7922960725075529   precision 0.7391531262854792   recall 0.7748944998049576

deviation 1/5   epoch 96/120   F1 0.76131341534876   accuracy 0.7956948640483383   precision 0.75311343068696   recall 0.7738068006021186

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deviation 1/5   epoch 97/120   F1 0.7523016598298629   accuracy 0.7919184290030211   precision 0.7411533319621555   recall 0.7729192413753472

deviation 1/5   epoch 98/120   F1 0.7568795738269479   accuracy 0.7938066465256798   precision 0.7471333813245578   recall 0.7732314216845553

deviation 1/5   epoch 99/120   F1 0.7544287645068422   accuracy 0.7926737160120846   precision 0.7440019539284245   recall 0.772765353595229

deviation 1/5   epoch 100/120   F1 0.76082003611996   accuracy 0.7941842900302115   precision 0.7536944672974084   recall 0.7710997828910451

deviation 1/5   epoch 101/120   F1 0.7597480920104606   accuracy 0.7945619335347432   precision 0.7514088852324146   recall 0.7726025869759143

deviation 1/5   epoch 102/120   F1 0.7615412591712891   accuracy 0.7949395770392749   precision 0.7542600781571369   recall 0.772112381144984

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deviation 1/5   epoch 103/120   F1 0.7528474595069596   accuracy 0.793429003021148   precision 0.7408576717400247   recall 0.7760821757340671

deviation 1/5   epoch 104/120   F1 0.7566097224784831   accuracy 0.7953172205438066   precision 0.7454108391608392   recall 0.7769958909833783

deviation 1/5   epoch 105/120   F1 0.7634401290161716   accuracy 0.797583081570997   precision 0.7550982106129165   recall 0.7761694819960867

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deviation 1/5   epoch 106/120   F1 0.758299247446143   accuracy 0.7949395770392749   precision 0.7485525503907857   recall 0.7745711999443343

deviation 1/5   epoch 107/120   F1 0.750916178119327   accuracy 0.7953172205438066   precision 0.7365641711229947   recall 0.7834034034034034

deviation 1/5   epoch 108/120   F1 0.7564693313255135   accuracy 0.7979607250755287   precision 0.7431098313451254   recall 0.7840119389536521

deviation 1/5   epoch 109/120   F1 0.7588545013120556   accuracy 0.7956948640483383   precision 0.7488327848621966   recall 0.7758035043225202

deviation 1/5   epoch 110/120   F1 0.7597846570289045   accuracy 0.793429003021148   precision 0.7525581036610449   recall 0.7702909063144232

deviation 1/5   epoch 111/120   F1 0.7560287134627262   accuracy 0.7938066465256798   precision 0.74570649938297   recall 0.7739627855510932

deviation 1/5   epoch 112/120   F1 0.756971697240975   accuracy 0.7956948640483383   precision 0.7456936445907034   recall 0.777561760868192

deviation 1/5   epoch 113/120   F1 0.7574679908939361   accuracy 0.7911631419939577   precision 0.7505758946935417   recall 0.7673676572753951

deviation 1/5   epoch 114/120   F1 0.7617916385443716   accuracy 0.7972054380664653   precision 0.7525323940765116   recall 0.7766809830942215

deviation 1/5   epoch 115/120   F1 0.7588545013120556   accuracy 0.7956948640483383   precision 0.7488327848621966   recall 0.7758035043225202

deviation 1/5   epoch 116/120   F1 0.7575078415837286   accuracy 0.7960725075528701   precision 0.7462618264088853   recall 0.7779564026371993

deviation 1/5   epoch 117/120   F1 0.7602208426071702   accuracy 0.7987160120845922   precision 0.7485268408062526   recall 0.7817690468539016

deviation 1/5   epoch 118/120   F1 0.7617451112806588   accuracy 0.7953172205438066   precision 0.7542575071986837   recall 0.7727270220258728

deviation 1/5   epoch 119/120   F1 0.7599867726185234   accuracy 0.7938066465256798   precision 0.7525555327025915   recall 0.7709014144322277

deviation 1/5   epoch 120/120   F1 0.7556419559815145   accuracy 0.7866314199395771   precision 0.7517482517482517   recall 0.7604298608686979



deviation 2/5   epoch 1/120   F1 0.44296560436549043   accuracy 0.650679758308157   precision 0.5023987042369396   recall 0.5098979702795673

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deviation 2/5   epoch 2/120   F1 0.4364854397030908   accuracy 0.6695619335347432   precision 0.511402200740436   recall 0.6056612763929836

deviation 2/5   epoch 3/120   F1 0.4968441082130525   accuracy 0.6771148036253777   precision 0.5367492801316331   recall 0.6267493543488623

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deviation 2/5   epoch 4/120   F1 0.554597406836552   accuracy 0.6948640483383686   precision 0.5708736116824352   recall 0.6652668117479901

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deviation 2/5   epoch 5/120   F1 0.6362234161990292   accuracy 0.7262084592145015   precision 0.6303038872891814   recall 0.7046047472515938

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deviation 2/5   epoch 6/120   F1 0.6636263819114749   accuracy 0.7435800604229608   precision 0.6535864870423694   recall 0.7307489520233843

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deviation 2/5   epoch 7/120   F1 0.6998919526445531   accuracy 0.763595166163142   precision 0.6862685109008638   recall 0.75182829336114

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deviation 2/5   epoch 8/120   F1 0.7153142735507403   accuracy 0.7741691842900302   precision 0.7004653434800493   recall 0.7653550863723608

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deviation 2/5   epoch 9/120   F1 0.7224480398399127   accuracy 0.777190332326284   precision 0.7078645619086795   recall 0.7657055158271111

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deviation 2/5   epoch 10/120   F1 0.7236351201649931   accuracy 0.7787009063444109   precision 0.7087104072398189   recall 0.7687340896376161

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deviation 2/5   epoch 11/120   F1 0.7242227943992168   accuracy 0.7790785498489426   precision 0.7092785890580008   recall 0.7691371433625364

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deviation 2/5   epoch 12/120   F1 0.7256003753890596   accuracy 0.7790785498489426   precision 0.7109908473879062   recall 0.7674605715887306

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deviation 2/5   epoch 13/120   F1 0.7277943218066787   accuracy 0.7802114803625377   precision 0.7132661456190867   recall 0.7681380772749166

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deviation 2/5   epoch 14/120   F1 0.7250173843576933   accuracy 0.7787009063444109   precision 0.7104226655697243   recall 0.7670560404600701

deviation 2/5   epoch 15/120   F1 0.7332756816249919   accuracy 0.7832326283987915   precision 0.7189531057178116   recall 0.770325003253524

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deviation 2/5   epoch 16/120   F1 0.7352792301355149   accuracy 0.7851208459214502   precision 0.7206525092554504   recall 0.773338689168606

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deviation 2/5   epoch 17/120   F1 0.7399956963998087   accuracy 0.7870090634441088   precision 0.7260618058412176   recall 0.7731028099502117

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deviation 2/5   epoch 18/120   F1 0.7424016480926179   accuracy 0.7888972809667674   precision 0.7283319621554916   recall 0.7755537284316425

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deviation 2/5   epoch 19/120   F1 0.742153536876492   accuracy 0.7892749244712991   precision 0.7277586384204031   recall 0.7769202395688761

deviation 2/5   epoch 20/120   F1 0.7427616996295978   accuracy 0.7892749244712991   precision 0.7286147675853558   recall 0.7761870152781531

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deviation 2/5   epoch 21/120   F1 0.7461560957023263   accuracy 0.7911631419939577   precision 0.7323118058412176   recall 0.7774470632937627

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deviation 2/5   epoch 22/120   F1 0.7443199734289254   accuracy 0.7896525679758308   precision 0.7306098313451255   recall 0.7754144165927837

deviation 2/5   epoch 23/120   F1 0.746908244680851   accuracy 0.7915407854984894   precision 0.7331653640477169   recall 0.7776104417670683

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deviation 2/5   epoch 24/120   F1 0.7472396641432286   accuracy 0.7922960725075529   precision 0.7331602221308103   recall 0.7793254793254794

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deviation 2/5   epoch 25/120   F1 0.7506572092341177   accuracy 0.7926737160120846   precision 0.7380090497737557   recall 0.7764438492094597

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deviation 2/5   epoch 26/120   F1 0.7453277406865056   accuracy 0.7892749244712991   precision 0.7323246606334841   recall 0.7732867598137059

deviation 2/5   epoch 27/120   F1 0.74356315016713   accuracy 0.7892749244712991   precision 0.729756273138626   recall 0.7752475552475553

deviation 2/5   epoch 28/120   F1 0.7475353666025071   accuracy 0.793429003021148   precision 0.7328671328671328   recall 0.7822229544514474

deviation 2/5   epoch 29/120   F1 0.7526661554205325   accuracy 0.793429003021148   precision 0.7405722953517071   recall 0.7762679775467499

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deviation 2/5   epoch 30/120   F1 0.752289012858431   accuracy 0.7941842900302115   precision 0.7394256478815302   recall 0.778625020662687

deviation 2/5   epoch 31/120   F1 0.7524422595946528   accuracy 0.7953172205438066   precision 0.7388471822295352   recall 0.7815186528607316

deviation 2/5   epoch 32/120   F1 0.749319878079033   accuracy 0.7930513595166163   precision 0.7357234677087618   recall 0.7789526686807653

deviation 2/5   epoch 33/120   F1 0.7515432138617661   accuracy 0.7941842900302115   precision 0.73828414232826   recall 0.7794672263067

deviation 2/5   epoch 34/120   F1 0.7502840702670028   accuracy 0.7926737160120846   precision 0.7374382969971205   recall 0.7768473740732498

deviation 2/5   epoch 35/120   F1 0.7553749183494101   accuracy 0.7972054380664653   precision 0.7419734677087618   recall 0.7832373464743168

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deviation 2/5   epoch 36/120   F1 0.7519271948608137   accuracy 0.7938066465256798   precision 0.739142842451666   recall 0.7780278574844572

deviation 2/5   epoch 37/120   F1 0.7535310269822595   accuracy 0.7964501510574018   precision 0.7396955985191279   recall 0.7833680963181631

deviation 2/5   epoch 38/120   F1 0.7480862753207146   accuracy 0.7911631419939577   precision 0.7351655697243933   recall 0.77526849361446

deviation 2/5   epoch 39/120   F1 0.750596868030599   accuracy 0.7941842900302115   precision 0.7368572603866721   recall 0.780577155443819

deviation 2/5   epoch 40/120   F1 0.7515655618416437   accuracy 0.793429003021148   precision 0.7388600370218017   recall 0.7774322578044339

deviation 2/5   epoch 41/120   F1 0.7506668173211577   accuracy 0.7922960725075529   precision 0.7382969971205265   recall 0.7754611674289638

deviation 2/5   epoch 42/120   F1 0.7504817668714348   accuracy 0.7922960725075529   precision 0.7380116207322089   recall 0.7756547682852752

deviation 2/5   epoch 43/120   F1 0.7559153014332758   accuracy 0.7956948640483383   precision 0.743981386260798   recall 0.7786330395030356

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deviation 2/5   epoch 44/120   F1 0.7570134801529829   accuracy 0.797583081570997   precision 0.7442539078568491   recall 0.7823471022310191

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deviation 2/5   epoch 45/120   F1 0.7572838199510301   accuracy 0.7949395770392749   precision 0.7468402920608803   recall 0.7754632668065343

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deviation 2/5   epoch 46/120   F1 0.7532073924232637   accuracy 0.7941842900302115   precision 0.7408525298231181   recall 0.7776275031468767

deviation 2/5   epoch 47/120   F1 0.7564350857185527   accuracy 0.7953172205438066   precision 0.7451254627725217   recall 0.777166819285164

deviation 2/5   epoch 48/120   F1 0.7573465194702084   accuracy 0.7964501510574018   precision 0.7456885026737968   recall 0.7790537408336162

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deviation 2/5   epoch 49/120   F1 0.7573338492398863   accuracy 0.7960725075528701   precision 0.7459764500205677   recall 0.7781290425732932

deviation 2/5   epoch 50/120   F1 0.7560928352585337   accuracy 0.7956948640483383   precision 0.7442667626491156   recall 0.7784487931614312

deviation 2/5   epoch 51/120   F1 0.7606652205350688   accuracy 0.797583081570997   precision 0.750246812011518   recall 0.7785485347985348

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deviation 2/5   epoch 52/120   F1 0.7582591870937854   accuracy 0.797583081570997   precision 0.746251542575072   recall 0.7809680258140217

deviation 2/5   epoch 53/120   F1 0.7541128780621695   accuracy 0.7945619335347432   precision 0.7419914644179351   recall 0.7776393063515614

deviation 2/5   epoch 54/120   F1 0.7555363221972189   accuracy 0.7945619335347432   precision 0.7442744755244756   recall 0.7762045959970348

deviation 2/5   epoch 55/120   F1 0.7606910546651376   accuracy 0.7979607250755287   precision 0.749958864664747   recall 0.7794244759389988

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deviation 2/5   epoch 56/120   F1 0.7568083855799373   accuracy 0.7960725075528701   precision 0.745120320855615   recall 0.7786604470632248

deviation 2/5   epoch 57/120   F1 0.7550161062948518   accuracy 0.7964501510574018   precision 0.7419786096256684   recall 0.7815959597621753

deviation 2/5   epoch 58/120   F1 0.753928155777926   accuracy 0.7953172205438066   precision 0.7411301933360757   recall 0.7798005984433314

deviation 2/5   epoch 59/120   F1 0.7608039947416362   accuracy 0.7972054380664653   precision 0.7508201357466063   recall 0.7775396410524482

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deviation 2/5   epoch 60/120   F1 0.7589413174943918   accuracy 0.7972054380664653   precision 0.7476809954751131   recall 0.779310407311973

deviation 2/5   epoch 61/120   F1 0.759522256774394   accuracy 0.7956948640483383   precision 0.7499742904154669   recall 0.7752272153094608

deviation 2/5   epoch 62/120   F1 0.7587366356502915   accuracy 0.7941842900302115   precision 0.7499845742492801   recall 0.7725674259864674

deviation 2/5   epoch 63/120   F1 0.7571888380647613   accuracy 0.7915407854984894   precision 0.7497171945701357   recall 0.7682645248958759

deviation 2/5   epoch 64/120   F1 0.7586282149548629   accuracy 0.7930513595166163   precision 0.7508484162895928   recall 0.7703069592198581

deviation 2/5   epoch 65/120   F1 0.7582720446339694   accuracy 0.7945619335347432   precision 0.7488404977375566   recall 0.7737531925003465

deviation 2/5   epoch 66/120   F1 0.7562179902663551   accuracy 0.7941842900302115   precision 0.7457039284245166   recall 0.7746679599791633

deviation 2/5   epoch 67/120   F1 0.7528457285865207   accuracy 0.7938066465256798   precision 0.7405697243932539   recall 0.7770410504655741

deviation 2/5   epoch 68/120   F1 0.7558725758914442   accuracy 0.7941842900302115   precision 0.7451331756478816   recall 0.7749830383337263

deviation 2/5   epoch 69/120   F1 0.755667760811292   accuracy 0.793429003021148   precision 0.7454236939531057   recall 0.7734133056272989

deviation 2/5   epoch 70/120   F1 0.7539322679654425   accuracy 0.7945619335347432   precision 0.7417060880296175   recall 0.7778290010284052

deviation 2/5   epoch 71/120   F1 0.7544287645068422   accuracy 0.7926737160120846   precision 0.7440019539284245   recall 0.772765353595229

deviation 2/5   epoch 72/120   F1 0.757048054412331   accuracy 0.7938066465256798   precision 0.7474187577128754   recall 0.7730912754153719

deviation 2/5   epoch 73/120   F1 0.7568795738269479   accuracy 0.7938066465256798   precision 0.7471333813245578   recall 0.7732314216845553

deviation 2/5   epoch 74/120   F1 0.7523048371647509   accuracy 0.7922960725075529   precision 0.7408653846153846   recall 0.7738233024691358

deviation 2/5   epoch 75/120   F1 0.7515837703898328   accuracy 0.7915407854984894   precision 0.7402997737556561   recall 0.7726869586273898

deviation 2/5   epoch 76/120   F1 0.7557415895245201   accuracy 0.7960725075528701   precision 0.7434080625257096   recall 0.7797853351773704

deviation 2/5   epoch 77/120   F1 0.7555584562948174   accuracy 0.7956948640483383   precision 0.7434106334841629   recall 0.779008498270508

deviation 2/5   epoch 78/120   F1 0.7562885014674258   accuracy 0.797583081570997   precision 0.7431124023035788   recall 0.7831888354820837

deviation 2/5   epoch 79/120   F1 0.7559258010487853   accuracy 0.7968277945619335   precision 0.7431175442204854   recall 0.7815682281059063

deviation 2/5   epoch 80/120   F1 0.7566502599624907   accuracy 0.7972054380664653   precision 0.7439711024269848   recall 0.781753286614455

deviation 2/5   epoch 81/120   F1 0.7521229464063648   accuracy 0.7930513595166163   precision 0.7400041135335254   recall 0.7758726668794402

deviation 2/5   epoch 82/120   F1 0.7480862753207146   accuracy 0.7911631419939577   precision 0.7351655697243933   recall 0.77526849361446

deviation 2/5   epoch 83/120   F1 0.7508045634674411   accuracy 0.7938066465256798   precision 0.7374305841217605   recall 0.7792929292929294

deviation 2/5   epoch 84/120   F1 0.7526656355340262   accuracy 0.7926737160120846   precision 0.7411481900452489   recall 0.7743936197054855

deviation 2/5   epoch 85/120   F1 0.747463948159637   accuracy 0.7919184290030211   precision 0.7337335458658988   recall 0.778002915708206

deviation 2/5   epoch 86/120   F1 0.7459595105317898   accuracy 0.7911631419939577   precision 0.7320264294529   recall 0.7776791915984576

deviation 2/5   epoch 87/120   F1 0.7539322679654425   accuracy 0.7945619335347432   precision 0.7417060880296175   recall 0.7778290010284052

deviation 2/5   epoch 88/120   F1 0.7498917596706185   accuracy 0.7930513595166163   precision 0.7365795968737145   recall 0.778291901046392

deviation 2/5   epoch 89/120   F1 0.7581788856123837   accuracy 0.793429003021148   precision 0.7497043397778691   recall 0.771396107683828

deviation 2/5   epoch 90/120   F1 0.7430038111075442   accuracy 0.7888972809667674   precision 0.7291880913204443   recall 0.7748523722570069

deviation 2/5   epoch 91/120   F1 0.7504904095875566   accuracy 0.7919184290030211   precision 0.7382995680789799   recall 0.7746847381479991

deviation 2/5   epoch 92/120   F1 0.7448480139247131   accuracy 0.7877643504531722   precision 0.732620320855615   recall 0.7699259851492977

deviation 2/5   epoch 93/120   F1 0.7490488414230265   accuracy 0.7904078549848943   precision 0.7371683463595229   recall 0.7723589567579338

deviation 2/5   epoch 94/120   F1 0.7504723404054825   accuracy 0.7885196374622356   precision 0.7408910941999177   recall 0.7667765696047195

deviation 2/5   epoch 95/120   F1 0.746834825985589   accuracy 0.7896525679758308   precision 0.7343197243932538   recall 0.7726831424637104

deviation 2/5   epoch 96/120   F1 0.7515362677572106   accuracy 0.7892749244712991   precision 0.7420274578362813   recall 0.7675862970711297

deviation 2/5   epoch 97/120   F1 0.7499396954455879   accuracy 0.7881419939577039   precision 0.7403229123817359   recall 0.7663712558639875

deviation 2/5   epoch 98/120   F1 0.7476184349102416   accuracy 0.7885196374622356   precision 0.7363250719868367   recall 0.7691502475675138

deviation 2/5   epoch 99/120   F1 0.7518800628702695   accuracy 0.7892749244712991   precision 0.7425982106129165   recall 0.7673267607229871

deviation 2/5   epoch 100/120   F1 0.7515810509690559   accuracy 0.7911631419939577   precision 0.740587721102427   recall 0.7717935648018054

deviation 2/5   epoch 101/120   F1 0.7492314380752418   accuracy 0.7877643504531722   precision 0.7394693541752365   recall 0.7660991043752767

deviation 2/5   epoch 102/120   F1 0.7457127279936558   accuracy 0.7892749244712991   precision 0.7328954134101193   recall 0.7728787112010796

deviation 2/5   epoch 103/120   F1 0.7470052101233108   accuracy 0.7900302114803626   precision 0.7343171534348005   recall 0.7734736008257619

deviation 2/5   epoch 104/120   F1 0.7451851037213203   accuracy 0.7885196374622356   precision 0.7326151789387083   recall 0.7714872114934528

deviation 2/5   epoch 105/120   F1 0.7399316162491261   accuracy 0.7888972809667674   precision 0.7249074454956808   recall 0.7786095954380385

deviation 2/5   epoch 106/120   F1 0.7411219160705298   accuracy 0.7858761329305136   precision 0.728352529823118   recall 0.7688812080582627

deviation 2/5   epoch 107/120   F1 0.7426826152515054   accuracy 0.7881419939577039   precision 0.729193233237351   recall 0.7731606424010755

deviation 2/5   epoch 108/120   F1 0.7430063746827988   accuracy 0.7866314199395771   precision 0.730630399012752   recall 0.7689095278885044

deviation 2/5   epoch 109/120   F1 0.744012983980388   accuracy 0.7854984894259819   precision 0.7329211229946524   recall 0.7652734954893228

deviation 2/5   epoch 110/120   F1 0.741073748928714   accuracy 0.7881419939577039   precision 0.7269102221308104   recall 0.775003485878492

deviation 2/5   epoch 111/120   F1 0.7398402823967205   accuracy 0.7866314199395771   precision 0.7260643767996708   recall 0.7722427985928084

deviation 2/5   epoch 112/120   F1 0.7414777591890331   accuracy 0.7836102719033232   precision 0.7303655902920608   recall 0.7630834491258127

deviation 2/5   epoch 113/120   F1 0.7405583682936384   accuracy 0.7873867069486404   precision 0.7266299876593993   recall 0.7734997653610918

deviation 2/5   epoch 114/120   F1 0.7427375198653351   accuracy 0.7847432024169184   precision 0.7314993829699712   recall 0.7646212622143854

deviation 2/5   epoch 115/120   F1 0.7463205356492039   accuracy 0.7915407854984894   precision 0.7323092348827642   recall 0.7783059983059983

deviation 2/5   epoch 116/120   F1 0.7449100427307189   accuracy 0.7896525679758308   precision 0.7314659605100782   recall 0.7747463095584135

deviation 2/5   epoch 117/120   F1 0.7449476375608561   accuracy 0.783987915407855   precision 0.7354997943233237   recall 0.7612455365800792

deviation 2/5   epoch 118/120   F1 0.7409250089943652   accuracy 0.7858761329305136   precision 0.7280671534348004   recall 0.7690811749494766

deviation 2/5   epoch 119/120   F1 0.7432451220256708   accuracy 0.7858761329305136   precision 0.7314916700946112   recall 0.766837364817659

deviation 2/5   epoch 120/120   F1 0.7469137713370018   accuracy 0.7866314199395771   precision 0.7366233031674208   recall 0.7654369188240969



deviation 3/5   epoch 1/120   F1 0.47903871165714196   accuracy 0.6680513595166163   precision 0.5251105512134924   recall 0.5912430665031821

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deviation 3/5   epoch 2/120   F1 0.5312910488316124   accuracy 0.6771148036253777   precision 0.5521596051007815   recall 0.6183168656061421

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deviation 3/5   epoch 3/120   F1 0.5870711124230185   accuracy 0.7073262839879154   precision 0.593048128342246   recall 0.6849477036758815

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deviation 3/5   epoch 4/120   F1 0.6589598969667363   accuracy 0.7371601208459214   precision 0.6496349238996297   recall 0.7167672253258845

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deviation 3/5   epoch 5/120   F1 0.6885245428435349   accuracy 0.7537764350453172   precision 0.6763471822295352   recall 0.7358831863763291

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deviation 3/5   epoch 6/120   F1 0.6939410978830868   accuracy 0.7594410876132931   precision 0.6808746400658165   recall 0.7462014934187216

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deviation 3/5   epoch 7/120   F1 0.7057596147910364   accuracy 0.7654833836858006   precision 0.6922485602632662   recall 0.7509347930954928

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deviation 3/5   epoch 8/120   F1 0.706745137972   accuracy 0.7673716012084593   precision 0.6928064582476348   recall 0.7552170539469922

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deviation 3/5   epoch 9/120   F1 0.7133687573771609   accuracy 0.7707703927492447   precision 0.6993469765528589   recall 0.7576237960951744

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deviation 3/5   epoch 10/120   F1 0.712510786842951   accuracy 0.773036253776435   precision 0.6976192924722336   recall 0.7653903421130998

deviation 3/5   epoch 11/120   F1 0.715831043956044   accuracy 0.7734138972809668   precision 0.7013266145619087   recall 0.7624544187044187

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deviation 3/5   epoch 12/120   F1 0.7179757710898734   accuracy 0.7741691842900302   precision 0.7036044837515425   recall 0.7621597375555724

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deviation 3/5   epoch 13/120   F1 0.7190335467658917   accuracy 0.7737915407854985   precision 0.7050339366515836   recall 0.7599093494851921

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deviation 3/5   epoch 14/120   F1 0.721494135645079   accuracy 0.775679758308157   precision 0.7073040929658576   recall 0.7624772135416666

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deviation 3/5   epoch 15/120   F1 0.724278824432999   accuracy 0.777190332326284   precision 0.71014757301522   recall 0.7636061661506708

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deviation 3/5   epoch 16/120   F1 0.7208050889559391   accuracy 0.777190332326284   precision 0.7058669271904565   recall 0.7677030573525232

deviation 3/5   epoch 17/120   F1 0.7223810864058542   accuracy 0.7749244712990937   precision 0.7087361168243521   recall 0.759452653645567

deviation 3/5   epoch 18/120   F1 0.7265936847082054   accuracy 0.775679758308157   precision 0.7138677498971617   recall 0.7572845111544801

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deviation 3/5   epoch 19/120   F1 0.7286463022865464   accuracy 0.777190332326284   precision 0.7158551007815714   recall 0.7591327160493827

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deviation 3/5   epoch 20/120   F1 0.7248904900023128   accuracy 0.774546827794562   precision 0.7121632044426163   recall 0.756041079261411

deviation 3/5   epoch 21/120   F1 0.726665296141799   accuracy 0.7753021148036254   precision 0.7141556972439326   recall 0.7562922725101477

deviation 3/5   epoch 22/120   F1 0.7280805412367775   accuracy 0.7768126888217523   precision 0.7152869189633896   recall 0.7587207169212921

deviation 3/5   epoch 23/120   F1 0.7288599890139852   accuracy 0.7783232628398792   precision 0.7155620115178939   recall 0.7618096544359243

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deviation 3/5   epoch 24/120   F1 0.731419299031199   accuracy 0.7805891238670695   precision 0.7178295968737145   recall 0.7651333262924847

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deviation 3/5   epoch 25/120   F1 0.7324965691736954   accuracy 0.7790785498489426   precision 0.7201228918140683   recall 0.76022924573821

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deviation 3/5   epoch 26/120   F1 0.7329995432545185   accuracy 0.7783232628398792   precision 0.7212695392842452   recall 0.7579949893844797

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deviation 3/5   epoch 27/120   F1 0.7343256524613966   accuracy 0.7805891238670695   precision 0.7218248663101605   recall 0.7622413197016842

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deviation 3/5   epoch 28/120   F1 0.7327004061052975   accuracy 0.7790785498489426   precision 0.7204082682023858   recall 0.7600449687001164

deviation 3/5   epoch 29/120   F1 0.7353729624142571   accuracy 0.7802114803625377   precision 0.7235396955985192   recall 0.760389620112903

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deviation 3/5   epoch 30/120   F1 0.7337094557484587   accuracy 0.7790785498489426   precision 0.7218351501439737   recall 0.7591578907848548

deviation 3/5   epoch 31/120   F1 0.7328446713885686   accuracy 0.7779456193353474   precision 0.7212721102426984   recall 0.7572513151602105

deviation 3/5   epoch 32/120   F1 0.7350174210944316   accuracy 0.779833836858006   precision 0.7232568901686549   recall 0.7598090730325944

deviation 3/5   epoch 33/120   F1 0.7338642171116398   accuracy 0.7794561933534743   precision 0.7218325791855205   recall 0.7599166184692501

deviation 3/5   epoch 34/120   F1 0.7340646747381114   accuracy 0.7794561933534743   precision 0.722117955573838   recall 0.759741626305172

deviation 3/5   epoch 35/120   F1 0.7391710754064329   accuracy 0.7809667673716012   precision 0.7286713286713287   recall 0.7590249868949852

update

deviation 3/5   epoch 36/120   F1 0.7364469886837985   accuracy 0.7790785498489426   precision 0.7258304195804195   recall 0.7569640943879883

deviation 3/5   epoch 37/120   F1 0.7378111563542564   accuracy 0.7813444108761329   precision 0.7263857466063348   recall 0.7609518348199038

deviation 3/5   epoch 38/120   F1 0.7385236499038308   accuracy 0.7820996978851964   precision 0.7269513574660633   recall 0.7620978067958376

deviation 3/5   epoch 39/120   F1 0.7412890974605886   accuracy 0.7836102719033232   precision 0.7300802139037432   recall 0.7632413793610604

update

deviation 3/5   epoch 40/120   F1 0.7396489297128854   accuracy 0.7824773413897281   precision 0.7283756684491978   recall 0.7620177630162321

deviation 3/5   epoch 41/120   F1 0.7393168099630745   accuracy 0.7817220543806647   precision 0.7283808103661045   recall 0.7605778820768554

deviation 3/5   epoch 42/120   F1 0.7388153618169696   accuracy 0.7805891238670695   precision 0.7283885232414644   recall 0.758472988926722

deviation 3/5   epoch 43/120   F1 0.7379402727287541   accuracy 0.7820996978851964   precision 0.7260952283011106   recall 0.7626061288798209

deviation 3/5   epoch 44/120   F1 0.7416461983516184   accuracy 0.783987915407855   precision 0.7303630193336075   recall 0.7638084134162426

update

deviation 3/5   epoch 45/120   F1 0.7433366745649419   accuracy 0.7832326283987915   precision 0.7335073015220074   recall 0.7608085135709445

update

deviation 3/5   epoch 46/120   F1 0.7415644418687015   accuracy 0.7802114803625377   precision 0.7329571164129988   recall 0.7558591985181169

deviation 3/5   epoch 47/120   F1 0.744055372525842   accuracy 0.7828549848942599   precision 0.7349367544220485   recall 0.7595300932187925

update

deviation 3/5   epoch 48/120   F1 0.7453024106758501   accuracy 0.783987915407855   precision 0.7360705470999589   recall 0.7610003183554666

update

deviation 3/5   epoch 49/120   F1 0.7433366745649419   accuracy 0.7832326283987915   precision 0.7335073015220074   recall 0.7608085135709445

deviation 3/5   epoch 50/120   F1 0.7438618216376325   accuracy 0.7843655589123867   precision 0.7334995886466474   recall 0.7628531323823615

deviation 3/5   epoch 51/120   F1 0.7420548693772127   accuracy 0.7832326283987915   precision 0.7315096668037844   recall 0.761771246675097

deviation 3/5   epoch 52/120   F1 0.7447511599412138   accuracy 0.7854984894259819   precision 0.7340626285479226   recall 0.7646579165394847

deviation 3/5   epoch 53/120   F1 0.743469174236794   accuracy 0.7851208459214502   precision 0.7323529411764705   recall 0.7648677837149511

deviation 3/5   epoch 54/120   F1 0.7422261591255317   accuracy 0.7836102719033232   precision 0.7315070958453311   recall 0.7624727917702346

deviation 3/5   epoch 55/120   F1 0.7431477613388039   accuracy 0.7836102719033232   precision 0.7329339777869189   recall 0.761755819857612

deviation 3/5   epoch 56/120   F1 0.7468700010094075   accuracy 0.783987915407855   precision 0.738638934594817   recall 0.7599889641727751

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deviation 3/5   epoch 57/120   F1 0.7440541626048818   accuracy 0.7836102719033232   precision 0.7343608597285067   recall 0.761088798460797

deviation 3/5   epoch 58/120   F1 0.7447589781292694   accuracy 0.7851208459214502   precision 0.7343505758946935   recall 0.7638110983687807

deviation 3/5   epoch 59/120   F1 0.7456601731601731   accuracy 0.7854984894259819   precision 0.7354895104895105   recall 0.7639349930843706

deviation 3/5   epoch 60/120   F1 0.7483468614718615   accuracy 0.7877643504531722   precision 0.7380424722336487   recall 0.7667963347164592

update

deviation 3/5   epoch 61/120   F1 0.7469076595541322   accuracy 0.7854984894259819   precision 0.7374871452077334   recall 0.7630068418849778

deviation 3/5   epoch 62/120   F1 0.7483468614718615   accuracy 0.7877643504531722   precision 0.7380424722336487   recall 0.7667963347164592

deviation 3/5   epoch 63/120   F1 0.7458401686576133   accuracy 0.7854984894259819   precision 0.735774886877828   recall 0.7637964808726194

deviation 3/5   epoch 64/120   F1 0.7500871278000125   accuracy 0.7873867069486404   precision 0.7411841834635953   recall 0.764678518905155

update

deviation 3/5   epoch 65/120   F1 0.748138612536001   accuracy 0.7858761329305136   precision 0.7391968325791856   recall 0.7629278338861747

deviation 3/5   epoch 66/120   F1 0.7492424242424243   accuracy 0.7885196374622356   precision 0.7388934594816947   recall 0.7677501152604886

deviation 3/5   epoch 67/120   F1 0.7453026229377951   accuracy 0.7851208459214502   precision 0.7352067050596462   recall 0.7633890109668648

deviation 3/5   epoch 68/120   F1 0.7470888321217679   accuracy 0.7858761329305136   precision 0.7374845742492802   recall 0.7636700784327998

deviation 3/5   epoch 69/120   F1 0.7452983810878548   accuracy 0.7854984894259819   precision 0.7349187577128753   recall 0.7642180505916236

deviation 3/5   epoch 70/120   F1 0.7476163412559171   accuracy 0.7858761329305136   precision 0.7383407034142329   recall 0.7632903699001781

deviation 3/5   epoch 71/120   F1 0.7493171516440029   accuracy 0.7854984894259819   precision 0.7414824146441794   recall 0.7614290127837944

deviation 3/5   epoch 72/120   F1 0.7516071217030533   accuracy 0.7873867069486404   precision 0.7437525709584534   recall 0.7636806407764964

update

deviation 3/5   epoch 73/120   F1 0.7487064877949251   accuracy 0.7885196374622356   precision 0.738037330316742   recall 0.7681978685993529

deviation 3/5   epoch 74/120   F1 0.7508276375332552   accuracy 0.783987915407855   precision 0.7454879679144386   recall 0.7579818060482597

deviation 3/5   epoch 75/120   F1 0.7531287674933056   accuracy 0.7904078549848943   precision 0.7437320032908268   recall 0.768798675315488

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deviation 3/5   epoch 76/120   F1 0.7473642146590975   accuracy 0.7836102719033232   precision 0.7397830111065405   recall 0.75898319674834

deviation 3/5   epoch 77/120   F1 0.7468553876215565   accuracy 0.7836102719033232   precision 0.7389268819415878   recall 0.7592723562180601

deviation 3/5   epoch 78/120   F1 0.7491048720889641   accuracy 0.7847432024169184   precision 0.7417729329494036   recall 0.7601275189134614

deviation 3/5   epoch 79/120   F1 0.7499000515249481   accuracy 0.7843655589123867   precision 0.7434877622377623   recall 0.7590356626357734

deviation 3/5   epoch 80/120   F1 0.7524125579435315   accuracy 0.7854984894259819   precision 0.7469045660222131   recall 0.7598376623376624

deviation 3/5   epoch 81/120   F1 0.7530982137014983   accuracy 0.7847432024169184   precision 0.7489073426573427   recall 0.7583524577040082

deviation 3/5   epoch 82/120   F1 0.7540640681047694   accuracy 0.7862537764350453   precision 0.749182435211847   recall 0.7604065073415818

update

deviation 3/5   epoch 83/120   F1 0.7511650651009492   accuracy 0.7858761329305136   precision 0.7443336075689018   recall 0.7610966989960514

deviation 3/5   epoch 84/120   F1 0.7521706203142414   accuracy 0.7862537764350453   precision 0.7457579185520362   recall 0.7612583804112243

deviation 3/5   epoch 85/120   F1 0.7537067351750175   accuracy 0.7847432024169184   precision 0.7500488482106129   recall 0.7581594733768647

deviation 3/5   epoch 86/120   F1 0.7573332981711257   accuracy 0.7900302114803626   precision 0.7514397367338543   recall 0.7653657054169335

update

deviation 3/5   epoch 87/120   F1 0.7552279246519568   accuracy 0.7858761329305136   precision 0.7517533936651584   recall 0.7594085674340547

deviation 3/5   epoch 88/120   F1 0.7543957965517807   accuracy 0.7843655589123867   precision 0.7517636774989715   recall 0.7574264843603671

deviation 3/5   epoch 89/120   F1 0.7526364403351935   accuracy 0.7847432024169184   precision 0.74805121349239   recall 0.7585130982077547

deviation 3/5   epoch 90/120   F1 0.754420056760474   accuracy 0.7820996978851964   precision 0.7543474907445495   recall 0.7544929068504409

deviation 3/5   epoch 91/120   F1 0.7529715690166708   accuracy 0.7828549848942599   precision 0.7506324557795145   recall 0.7556260558380593

deviation 3/5   epoch 92/120   F1 0.7527819109723879   accuracy 0.7817220543806647   precision 0.7514962978198272   recall 0.7541603552248346

deviation 3/5   epoch 93/120   F1 0.75435233000402   accuracy 0.7824773413897281   precision 0.7537741670094611   recall 0.754948756095545

deviation 3/5   epoch 94/120   F1 0.7513821437113203   accuracy 0.7847432024169184   precision 0.7457682023858494   recall 0.7590096863781075

deviation 3/5   epoch 95/120   F1 0.7529607693574905   accuracy 0.7790785498489426   precision 0.7549388111888111   recall 0.7511856534820438

deviation 3/5   epoch 96/120   F1 0.7532817934921706   accuracy 0.7820996978851964   precision 0.752064479638009   recall 0.7545819254700722

deviation 3/5   epoch 97/120   F1 0.7519365271088041   accuracy 0.7802114803625377   precision 0.7515065816536405   recall 0.7523766894811658

deviation 3/5   epoch 98/120   F1 0.7528822641902086   accuracy 0.7832326283987915   precision 0.7500591320444261   recall 0.7561709860935525

deviation 3/5   epoch 99/120   F1 0.7517389422386949   accuracy 0.7851208459214502   precision 0.7460510078157137   recall 0.7594928171350289

deviation 3/5   epoch 100/120   F1 0.7516988695698522   accuracy 0.7847432024169184   precision 0.7463389551624846   recall 0.7588761033494271

deviation 3/5   epoch 101/120   F1 0.7508048256217925   accuracy 0.7813444108761329   precision 0.7480743521184697   recall 0.7539759832123325

deviation 3/5   epoch 102/120   F1 0.756910708354094   accuracy 0.7862537764350453   precision 0.7546045865898807   recall 0.7595151991614255

deviation 3/5   epoch 103/120   F1 0.7479002813583722   accuracy 0.7802114803625377   precision 0.7438014191690663   recall 0.7530527832630625

deviation 3/5   epoch 104/120   F1 0.7529448044359155   accuracy 0.7847432024169184   precision 0.748621966269025   recall 0.7584044784694108

deviation 3/5   epoch 105/120   F1 0.7549277939182455   accuracy 0.7858761329305136   precision 0.7511826408885232   recall 0.7595010382033603

deviation 3/5   epoch 106/120   F1 0.7535043826498069   accuracy 0.7854984894259819   precision 0.748902200740436   recall 0.7593999769572288

deviation 3/5   epoch 107/120   F1 0.7520522131761547   accuracy 0.7817220543806647   precision 0.7500694158782394   recall 0.7542609032069179

deviation 3/5   epoch 108/120   F1 0.7542794550615203   accuracy 0.7820996978851964   precision 0.754062114356232   recall 0.7544993551884633

deviation 3/5   epoch 109/120   F1 0.7516084533465762   accuracy 0.7817220543806647   precision 0.7492132867132867   recall 0.7543378384406084

deviation 3/5   epoch 110/120   F1 0.7512165261591868   accuracy 0.7802114803625377   precision 0.7500796997120527   recall 0.7524264034213586

deviation 3/5   epoch 111/120   F1 0.7504420202358677   accuracy 0.7790785498489426   precision 0.749802036199095   recall 0.7511049789793942

deviation 3/5   epoch 112/120   F1 0.7543071453685979   accuracy 0.7847432024169184   precision 0.7511903537638831   recall 0.757990324999736

deviation 3/5   epoch 113/120   F1 0.7511942623566951   accuracy 0.7809667673716012   precision 0.7492184286301933   recall 0.7533956523102983

deviation 3/5   epoch 114/120   F1 0.7509857613707804   accuracy 0.783987915407855   precision 0.7457733443027561   recall 0.7579186497016004

deviation 3/5   epoch 115/120   F1 0.7531373323606798   accuracy 0.7820996978851964   precision 0.7517791032496914   recall 0.7545991276524804

deviation 3/5   epoch 116/120   F1 0.751290886471913   accuracy 0.7783232628398792   precision 0.7523755656108597   recall 0.750269131608384

deviation 3/5   epoch 117/120   F1 0.752571090592343   accuracy 0.7813444108761329   precision 0.7514988687782805   recall 0.7537076240278286

deviation 3/5   epoch 118/120   F1 0.7485797277638591   accuracy 0.774546827794562   precision 0.7512597696421226   recall 0.7462756571267294

deviation 3/5   epoch 119/120   F1 0.7447889590812303   accuracy 0.7775679758308157   precision 0.7406802756067462   recall 0.7499814746944327

deviation 3/5   epoch 120/120   F1 0.7507295490915937   accuracy 0.7790785498489426   precision 0.7503727889757301   recall 0.7510933849004915



deviation 4/5   epoch 1/120   F1 0.5253473813840523   accuracy 0.6537009063444109   precision 0.5400478198272316   recall 0.5706050060794097

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deviation 4/5   epoch 2/120   F1 0.48733388035818226   accuracy 0.6638972809667674   precision 0.5262803373097491   recall 0.5784985294004715

deviation 4/5   epoch 3/120   F1 0.508572796934866   accuracy 0.6722054380664653   precision 0.5393510900863843   recall 0.6059385382059801

deviation 4/5   epoch 4/120   F1 0.5693134240653103   accuracy 0.695619335347432   precision 0.5791443850267379   recall 0.6593218058265491

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deviation 4/5   epoch 5/120   F1 0.6164327723423344   accuracy 0.7095921450151057   precision 0.6132944261620732   recall 0.6742372646801529

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deviation 4/5   epoch 6/120   F1 0.6504530901978574   accuracy 0.7318731117824774   precision 0.6422511312217194   recall 0.7093018857218513

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deviation 4/5   epoch 7/120   F1 0.6761156538521457   accuracy 0.7488670694864048   precision 0.6646801727684081   recall 0.7339327371251443

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deviation 4/5   epoch 8/120   F1 0.6823920609086849   accuracy 0.7545317220543807   precision 0.6700637597696422   recall 0.7441218911807147

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deviation 4/5   epoch 9/120   F1 0.6749698085565521   accuracy 0.754154078549849   precision 0.6632172974084739   recall 0.7518728792797511

deviation 4/5   epoch 10/120   F1 0.6863307801119971   accuracy 0.7601963746223565   precision 0.6731643356643356   recall 0.7576430029788801

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deviation 4/5   epoch 11/120   F1 0.7035356791719061   accuracy 0.7681268882175226   precision 0.6890914232825998   recall 0.7613421550094518

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deviation 4/5   epoch 12/120   F1 0.7127992859454289   accuracy 0.7696374622356495   precision 0.6990693130399013   recall 0.755077333596877

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deviation 4/5   epoch 13/120   F1 0.71597600297268   accuracy 0.7722809667673716   precision 0.7019050802139037   recall 0.759024317440266

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deviation 4/5   epoch 14/120   F1 0.7144228434299428   accuracy 0.7719033232628398   precision 0.7001953928424517   recall 0.7596811845527913

deviation 4/5   epoch 15/120   F1 0.7169180394470658   accuracy 0.773036253776435   precision 0.7027560674619497   recall 0.7601160502032156

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deviation 4/5   epoch 16/120   F1 0.7278599953018557   accuracy 0.7779456193353474   precision 0.7144230769230769   recall 0.7618356941932891

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deviation 4/5   epoch 17/120   F1 0.725572028379442   accuracy 0.7764350453172205   precision 0.7121503496503496   recall 0.760194235984108

deviation 4/5   epoch 18/120   F1 0.7238257396842995   accuracy 0.777190332326284   precision 0.7095768202385849   recall 0.764113347416441

deviation 4/5   epoch 19/120   F1 0.7269049351310144   accuracy 0.7783232628398792   precision 0.7129936240230358   recall 0.7638510578836276

deviation 4/5   epoch 20/120   F1 0.7287086234153523   accuracy 0.7790785498489426   precision 0.7149861168243521   recall 0.7639620507794158

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deviation 4/5   epoch 21/120   F1 0.7352868989214576   accuracy 0.7809667673716012   precision 0.7229638009049775   recall 0.7622754491017965

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deviation 4/5   epoch 22/120   F1 0.7383604965622874   accuracy 0.7817220543806647   precision 0.7269539284245166   recall 0.7613610457284126

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deviation 4/5   epoch 23/120   F1 0.7370993553458448   accuracy 0.7805891238670695   precision 0.7258201357466063   recall 0.7598117115671451

deviation 4/5   epoch 24/120   F1 0.7396139778154327   accuracy 0.7851208459214502   precision 0.7266454134101192   recall 0.7684803720400455

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deviation 4/5   epoch 25/120   F1 0.7430319855540704   accuracy 0.7862537764350453   precision 0.7309183463595228   recall 0.7679510624904908

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deviation 4/5   epoch 26/120   F1 0.7386987369641689   accuracy 0.7843655589123867   precision 0.7257944261620732   recall 0.7674723067563977

deviation 4/5   epoch 27/120   F1 0.7354960974242724   accuracy 0.7824773413897281   precision 0.7223827642945291   recall 0.7658630143723029

deviation 4/5   epoch 28/120   F1 0.7365561650312094   accuracy 0.7820996978851964   precision 0.7240975935828877   recall 0.7638710932267334

deviation 4/5   epoch 29/120   F1 0.7388983606806496   accuracy 0.7843655589123867   precision 0.7260798025503907   recall 0.7672715046103695

deviation 4/5   epoch 30/120   F1 0.7409926159331162   accuracy 0.7851208459214502   precision 0.7286430481283422   recall 0.76711118619887

deviation 4/5   epoch 31/120   F1 0.7367198445338274   accuracy 0.783987915407855   precision 0.7232286096256684   recall 0.7685456957902779

deviation 4/5   epoch 32/120   F1 0.7368212544326241   accuracy 0.7832326283987915   precision 0.7238045043192103   recall 0.7664652512488981

deviation 4/5   epoch 33/120   F1 0.7432230546349674   accuracy 0.7862537764350453   precision 0.7312037227478404   recall 0.7677701551911006

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deviation 4/5   epoch 34/120   F1 0.74635838398116   accuracy 0.7873867069486404   precision 0.7351912793089264   recall 0.7676154709709033

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deviation 4/5   epoch 35/120   F1 0.7445271989261442   accuracy 0.7866314199395771   precision 0.7329134101192925   recall 0.7674726807719134

deviation 4/5   epoch 36/120   F1 0.742864849636454   accuracy 0.7858761329305136   precision 0.7309209173179761   recall 0.7671882378751427

deviation 4/5   epoch 37/120   F1 0.739169762737824   accuracy 0.7854984894259819   precision 0.7257867132867133   recall 0.7699325030428956

deviation 4/5   epoch 38/120   F1 0.7463358559248969   accuracy 0.7881419939577039   precision 0.7346153846153847   recall 0.7694271911663215

deviation 4/5   epoch 39/120   F1 0.7428134059792806   accuracy 0.7866314199395771   precision 0.7303450226244343   recall 0.7690995100523736

deviation 4/5   epoch 40/120   F1 0.7546158008658008   accuracy 0.7930513595166163   precision 0.7439993829699711   recall 0.7734727985246657

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deviation 4/5   epoch 41/120   F1 0.7524794920143757   accuracy 0.7919184290030211   precision 0.7414387083504731   recall 0.7727549308128698

deviation 4/5   epoch 42/120   F1 0.7429784562516522   accuracy 0.7870090634441088   precision 0.7303424516659811   recall 0.7698874590321959

deviation 4/5   epoch 43/120   F1 0.7457742939272948   accuracy 0.7881419939577039   precision 0.733759255450432   recall 0.7699599987232846

deviation 4/5   epoch 44/120   F1 0.7537580242890267   accuracy 0.7896525679758308   precision 0.7454494035376389   recall 0.7667715459518668

deviation 4/5   epoch 45/120   F1 0.7541427475673828   accuracy 0.7904078549848943   precision 0.7454442616207322   recall 0.7680467512303047

deviation 4/5   epoch 46/120   F1 0.7528246753246753   accuracy 0.7915407854984894   precision 0.742297408473879   recall 0.7715652374366067

deviation 4/5   epoch 47/120   F1 0.7545480191834925   accuracy 0.7915407854984894   precision 0.7451511723570547   recall 0.7701399512720267

deviation 4/5   epoch 48/120   F1 0.7533173697804563   accuracy 0.790785498489426   precision 0.7437294323323735   recall 0.7694680052756049

deviation 4/5   epoch 49/120   F1 0.7550069662138628   accuracy 0.7945619335347432   precision 0.7434183463595229   recall 0.7767255892255892

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deviation 4/5   epoch 50/120   F1 0.7451054229230158   accuracy 0.7896525679758308   precision 0.7317513368983957   recall 0.7745287637419322

deviation 4/5   epoch 51/120   F1 0.7503136248472873   accuracy 0.7915407854984894   precision 0.7383021390374331   recall 0.7739163327304751

deviation 4/5   epoch 52/120   F1 0.7543345863956551   accuracy 0.790785498489426   precision 0.7454416906622789   recall 0.7686940613566

deviation 4/5   epoch 53/120   F1 0.7557739570924155   accuracy 0.7922960725075529   precision 0.746572912381736   recall 0.7708135673624288

update

deviation 4/5   epoch 54/120   F1 0.7529996005264129   accuracy 0.7915407854984894   precision 0.7425827848621966   recall 0.771413490275944

deviation 4/5   epoch 55/120   F1 0.7549989194324415   accuracy 0.7941842900302115   precision 0.7437062937062937   recall 0.7758084918650723

deviation 4/5   epoch 56/120   F1 0.7568176478235409   accuracy 0.7964501510574018   precision 0.7448323735088441   recall 0.7796048889016121

update

deviation 4/5   epoch 57/120   F1 0.7506572092341177   accuracy 0.7926737160120846   precision 0.7380090497737557   recall 0.7764438492094597

deviation 4/5   epoch 58/120   F1 0.7503136248472873   accuracy 0.7915407854984894   precision 0.7383021390374331   recall 0.7739163327304751

deviation 4/5   epoch 59/120   F1 0.7486670888123179   accuracy 0.790785498489426   precision 0.7363096462361168   recall 0.7736836150117317

deviation 4/5   epoch 60/120   F1 0.7536382876181296   accuracy 0.7904078549848943   precision 0.7445881324557795   recall 0.7684140548127824

deviation 4/5   epoch 61/120   F1 0.7533779330596957   accuracy 0.7926737160120846   precision 0.7422896955985192   recall 0.7737162968239342

deviation 4/5   epoch 62/120   F1 0.7544677074062739   accuracy 0.7941842900302115   precision 0.742850164541341   recall 0.7763302336296518

deviation 4/5   epoch 63/120   F1 0.7546158008658008   accuracy 0.7930513595166163   precision 0.7439993829699711   recall 0.7734727985246657

deviation 4/5   epoch 64/120   F1 0.7554958554571151   accuracy 0.793429003021148   precision 0.7451383175647881   recall 0.7735639356608747

deviation 4/5   epoch 65/120   F1 0.7590480009975634   accuracy 0.7960725075528701   precision 0.7488302139037433   recall 0.7765009213364378

update

deviation 4/5   epoch 66/120   F1 0.7576245498647003   accuracy 0.7949395770392749   precision 0.7474110448375154   recall 0.7751576002304584

deviation 4/5   epoch 67/120   F1 0.7540682421789513   accuracy 0.7922960725075529   precision 0.7437191484985602   recall 0.7722143095071272

deviation 4/5   epoch 68/120   F1 0.7550184620192268   accuracy 0.7960725075528701   precision 0.7422665569724394   recall 0.7805826514691345

deviation 4/5   epoch 69/120   F1 0.7551989722717477   accuracy 0.7964501510574018   precision 0.742263986013986   recall 0.7813858921843306

deviation 4/5   epoch 70/120   F1 0.7533892403846565   accuracy 0.7941842900302115   precision 0.7411379062114356   recall 0.777435189423547

deviation 4/5   epoch 71/120   F1 0.7580586871873463   accuracy 0.7968277945619335   precision 0.7465420608802962   recall 0.779267866503582

deviation 4/5   epoch 72/120   F1 0.7542413780302186   accuracy 0.7922960725075529   precision 0.7440045248868778   recall 0.7720650837196102

deviation 4/5   epoch 73/120   F1 0.7588791400913006   accuracy 0.7960725075528701   precision 0.7485448375154258   recall 0.7766540750915751

deviation 4/5   epoch 74/120   F1 0.7567318226082166   accuracy 0.7941842900302115   precision 0.7465600575894693   recall 0.7742111768031904

deviation 4/5   epoch 75/120   F1 0.751943793911007   accuracy 0.7926737160120846   precision 0.7400066844919786   recall 0.7751067348885868

deviation 4/5   epoch 76/120   F1 0.7568795738269479   accuracy 0.7938066465256798   precision 0.7471333813245578   recall 0.7732314216845553

deviation 4/5   epoch 77/120   F1 0.7536771119033983   accuracy 0.7911631419939577   precision 0.7440122377622378   recall 0.7700065075690496

deviation 4/5   epoch 78/120   F1 0.7539311659965457   accuracy 0.7941842900302115   precision 0.7419940353763883   recall 0.7768723246071065

deviation 4/5   epoch 79/120   F1 0.753928155777926   accuracy 0.7953172205438066   precision 0.7411301933360757   recall 0.7798005984433314

deviation 4/5   epoch 80/120   F1 0.7522963951121406   accuracy 0.7915407854984894   precision 0.7414412793089264   recall 0.7720331152109241

deviation 4/5   epoch 81/120   F1 0.7540913487707482   accuracy 0.7930513595166163   precision 0.7431432538050186   recall 0.7739507385167097

deviation 4/5   epoch 82/120   F1 0.7535696242920578   accuracy 0.7938066465256798   precision 0.741711229946524   recall 0.7762941738299904

deviation 4/5   epoch 83/120   F1 0.756446135497927   accuracy 0.7956948640483383   precision 0.7448375154257507   recall 0.7780871869559027

deviation 4/5   epoch 84/120   F1 0.7567105318953453   accuracy 0.7938066465256798   precision 0.7468480049362403   recall 0.7733735931142678

deviation 4/5   epoch 85/120   F1 0.7548293367699489   accuracy 0.7945619335347432   precision 0.7431329699712053   recall 0.7769037517238957

deviation 4/5   epoch 86/120   F1 0.7541881848359332   accuracy 0.7911631419939577   precision 0.7448683669271905   recall 0.7696054807665771

deviation 4/5   epoch 87/120   F1 0.7524414494313603   accuracy 0.7904078549848943   precision 0.7425904977375566   recall 0.7693389908279795

deviation 4/5   epoch 88/120   F1 0.7515362677572106   accuracy 0.7892749244712991   precision 0.7420274578362813   recall 0.7675862970711297

deviation 4/5   epoch 89/120   F1 0.7508512525181746   accuracy 0.7922960725075529   precision 0.7385823735088441   recall 0.7752699335548172

deviation 4/5   epoch 90/120   F1 0.7513754590693149   accuracy 0.7896525679758308   precision 0.7414541341011929   recall 0.7685326362395823

deviation 4/5   epoch 91/120   F1 0.7523914857677187   accuracy 0.7892749244712991   precision 0.7434543397778692   recall 0.7669519596981307

deviation 4/5   epoch 92/120   F1 0.7536587004124182   accuracy 0.790785498489426   precision 0.7443001851090086   recall 0.7692022210890135

deviation 4/5   epoch 93/120   F1 0.7571819808056195   accuracy 0.7888972809667674   precision 0.752303578774167   recall 0.7634864784498931

deviation 4/5   epoch 94/120   F1 0.7572260317679005   accuracy 0.7919184290030211   precision 0.7494292472233648   recall 0.7689850539984349

deviation 4/5   epoch 95/120   F1 0.7515837703898328   accuracy 0.7915407854984894   precision 0.7402997737556561   recall 0.7726869586273898

deviation 4/5   epoch 96/120   F1 0.7547775708007878   accuracy 0.7900302114803626   precision 0.7468737145207733   recall 0.7668489678860839

deviation 4/5   epoch 97/120   F1 0.7487024583719466   accuracy 0.7877643504531722   precision 0.7386132250102838   recall 0.7665114115390359

deviation 4/5   epoch 98/120   F1 0.7439160866308244   accuracy 0.7873867069486404   precision 0.7314813862607981   recall 0.7699017586615976

deviation 4/5   epoch 99/120   F1 0.7566195441212005   accuracy 0.7862537764350453   precision 0.7540338338132455   recall 0.7595837580521432

deviation 4/5   epoch 100/120   F1 0.7575822473223186   accuracy 0.790785498489426   precision 0.7511492184286301   recall 0.766598438949839

deviation 4/5   epoch 101/120   F1 0.7543097849282785   accuracy 0.7904078549848943   precision 0.7457296380090498   recall 0.7679281116518972

deviation 4/5   epoch 102/120   F1 0.7571087873784628   accuracy 0.790785498489426   precision 0.7502930892636774   recall 0.7668673229112699

deviation 4/5   epoch 103/120   F1 0.7558319386387253   accuracy 0.7892749244712991   precision 0.7494472439325381   recall 0.764791769008242

deviation 4/5   epoch 104/120   F1 0.7562578802402723   accuracy 0.7888972809667674   precision 0.7505913204442616   recall 0.763904786337167

deviation 4/5   epoch 105/120   F1 0.7517165613842351   accuracy 0.7866314199395771   precision 0.7446138420403126   recall 0.7621841792535694

deviation 4/5   epoch 106/120   F1 0.7538070007302164   accuracy 0.7904078549848943   precision 0.7448735088440971   recall 0.7682897115377167

deviation 4/5   epoch 107/120   F1 0.7532567754865445   accuracy 0.7896525679758308   precision 0.7445932743726862   recall 0.7671173982046079

deviation 4/5   epoch 108/120   F1 0.7591018928879709   accuracy 0.7896525679758308   precision 0.755152200740436   recall 0.7639511959972739

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deviation 4/5   epoch 109/120   F1 0.7568644288918027   accuracy 0.7900302114803626   precision 0.7505836075689016   recall 0.7656102246869507

deviation 4/5   epoch 110/120   F1 0.756549231262753   accuracy 0.7900302114803626   precision 0.7500128547922666   recall 0.7657816843089185

deviation 4/5   epoch 111/120   F1 0.7496947105428408   accuracy 0.7862537764350453   precision 0.7414772727272727   recall 0.76266261731378

deviation 4/5   epoch 112/120   F1 0.7531268304221179   accuracy 0.7862537764350453   precision 0.7474701768819416   recall 0.7608033597507282

deviation 4/5   epoch 113/120   F1 0.7523344372401317   accuracy 0.7836102719033232   precision 0.7486296791443849   recall 0.7568635302101574

deviation 4/5   epoch 114/120   F1 0.7528946070023611   accuracy 0.7843655589123867   precision 0.748909913615796   recall 0.7578365152549144

deviation 4/5   epoch 115/120   F1 0.7516520651745108   accuracy 0.7858761329305136   precision 0.7451897367338545   recall 0.7608463166388025

deviation 4/5   epoch 116/120   F1 0.753178315218296   accuracy 0.7885196374622356   precision 0.7454571164129988   recall 0.7649062299703389

deviation 4/5   epoch 117/120   F1 0.7541427475673828   accuracy 0.7904078549848943   precision 0.7454442616207322   recall 0.7680467512303047

deviation 4/5   epoch 118/120   F1 0.7514998270204707   accuracy 0.7843655589123867   precision 0.7463415261209378   recall 0.7583338669398731

deviation 4/5   epoch 119/120   F1 0.750322888741765   accuracy 0.7900302114803626   precision 0.7394539284245166   recall 0.7702723094066302

deviation 4/5   epoch 120/120   F1 0.7540183935563928   accuracy 0.7911631419939577   precision 0.7445829905388729   recall 0.7697371825361101



deviation 5/5   epoch 1/120   F1 0.4651641122035859   accuracy 0.6623867069486404   precision 0.5168732003290827   recall 0.5659465434083601

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deviation 5/5   epoch 2/120   F1 0.4500317646483898   accuracy 0.6661631419939577   precision 0.5137083504730564   recall 0.5777486147564888

deviation 5/5   epoch 3/120   F1 0.4883871347499559   accuracy 0.6839123867069486   precision 0.536988379267791   recall 0.6745322645703871

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deviation 5/5   epoch 4/120   F1 0.5896077930262228   accuracy 0.7148791540785498   precision 0.5967066022213081   recall 0.7105469378616458

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deviation 5/5   epoch 5/120   F1 0.6562497382761018   accuracy 0.7424471299093656   precision 0.6473159193747429   recall 0.7350643863096532

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deviation 5/5   epoch 6/120   F1 0.6818681834393948   accuracy 0.7583081570996979   precision 0.6691819210201563   recall 0.7571361584901237

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deviation 5/5   epoch 7/120   F1 0.701379958544303   accuracy 0.7696374622356495   precision 0.6865127519539285   recall 0.7693642949172554

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deviation 5/5   epoch 8/120   F1 0.7087122323261954   accuracy 0.7734138972809668   precision 0.6933360756890169   recall 0.7718334297281666

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deviation 5/5   epoch 9/120   F1 0.7099407108621272   accuracy 0.7753021148036254   precision 0.6941793500617031   recall 0.776657567213397

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deviation 5/5   epoch 10/120   F1 0.7177133776758757   accuracy 0.7783232628398792   precision 0.7018639448786508   recall 0.7755255564805985

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deviation 5/5   epoch 11/120   F1 0.7214516203918655   accuracy 0.7809667673716012   precision 0.7052704648292883   recall 0.779027342876314

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deviation 5/5   epoch 12/120   F1 0.7253056432677516   accuracy 0.7832326283987915   precision 0.7089649321266969   recall 0.7810010786591437

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deviation 5/5   epoch 13/120   F1 0.7260263700736362   accuracy 0.7832326283987915   precision 0.7098210612916496   recall 0.7799197407007255

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deviation 5/5   epoch 14/120   F1 0.7260263700736362   accuracy 0.7832326283987915   precision 0.7098210612916496   recall 0.7799197407007255

deviation 5/5   epoch 15/120   F1 0.7247060333784443   accuracy 0.7828549848942599   precision 0.708396750308515   recall 0.7806117459303629

deviation 5/5   epoch 16/120   F1 0.730907812921828   accuracy 0.7866314199395771   precision 0.7143639448786507   recall 0.7841202703911472

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deviation 5/5   epoch 17/120   F1 0.7329756636477132   accuracy 0.7866314199395771   precision 0.7169323323735088   recall 0.7810428943641037

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deviation 5/5   epoch 18/120   F1 0.7395262995130518   accuracy 0.7900302114803626   precision 0.7237582270670506   recall 0.78264533665884

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deviation 5/5   epoch 19/120   F1 0.735811320316941   accuracy 0.7888972809667674   precision 0.7194852941176471   recall 0.7843503393628422

deviation 5/5   epoch 20/120   F1 0.736979238647576   accuracy 0.7896525679758308   precision 0.7206216577540108   recall 0.7851178881879234

deviation 5/5   epoch 21/120   F1 0.7441144588943446   accuracy 0.7915407854984894   precision 0.7291700946112711   recall 0.7810682979125938

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deviation 5/5   epoch 22/120   F1 0.7397450491640118   accuracy 0.7911631419939577   precision 0.7234651378033732   recall 0.785991377714823

deviation 5/5   epoch 23/120   F1 0.7458770725369476   accuracy 0.7938066465256798   precision 0.7302961744138214   recall 0.7856058794458527

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deviation 5/5   epoch 24/120   F1 0.7442714034200603   accuracy 0.7919184290030211   precision 0.7291675236528177   recall 0.7819954522985665

deviation 5/5   epoch 25/120   F1 0.7423371667844938   accuracy 0.7922960725075529   precision 0.7263111888111888   recall 0.7858701688409115

deviation 5/5   epoch 26/120   F1 0.7414002110273465   accuracy 0.7915407854984894   precision 0.7254602015631428   recall 0.784795224780221

deviation 5/5   epoch 27/120   F1 0.7412515781447819   accuracy 0.7911631419939577   precision 0.7254627725215961   recall 0.7838023810390651

deviation 5/5   epoch 28/120   F1 0.7453572709590516   accuracy 0.7930513595166163   precision 0.7300159399424104   recall 0.7839834562266104

deviation 5/5   epoch 29/120   F1 0.741696108060557   accuracy 0.7922960725075529   precision 0.7254550596462361   recall 0.7868146316574434

deviation 5/5   epoch 30/120   F1 0.747056106831094   accuracy 0.7941842900302115   precision 0.7317204853969559   recall 0.7851369253583786

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deviation 5/5   epoch 31/120   F1 0.7459240934599733   accuracy 0.793429003021148   precision 0.7305841217605924   recall 0.7843683490874502

deviation 5/5   epoch 32/120   F1 0.7482242133404925   accuracy 0.7945619335347432   precision 0.7331447963800906   recall 0.7846971066907775

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deviation 5/5   epoch 33/120   F1 0.7518353066133516   accuracy 0.7960725075528701   precision 0.7374151583710407   recall 0.7844228844228844

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deviation 5/5   epoch 34/120   F1 0.7470122936424306   accuracy 0.7945619335347432   precision 0.7314325380501852   recall 0.786371444932239

deviation 5/5   epoch 35/120   F1 0.7466028708133972   accuracy 0.7945619335347432   precision 0.73086178527355   recall 0.7869541875447388

deviation 5/5   epoch 36/120   F1 0.747056106831094   accuracy 0.7941842900302115   precision 0.7317204853969559   recall 0.7851369253583786

deviation 5/5   epoch 37/120   F1 0.7468530730085658   accuracy 0.7941842900302115   precision 0.7314351090086384   recall 0.7854178308859957

deviation 5/5   epoch 38/120   F1 0.7493815430807338   accuracy 0.7949395770392749   precision 0.734569107363225   recall 0.7842856597580061

deviation 5/5   epoch 39/120   F1 0.7453572709590516   accuracy 0.7930513595166163   precision 0.7300159399424104   recall 0.7839834562266104

deviation 5/5   epoch 40/120   F1 0.7432381374730642   accuracy 0.7919184290030211   precision 0.72774064171123   recall 0.7833955186575968

deviation 5/5   epoch 41/120   F1 0.7501377082423692   accuracy 0.7953172205438066   precision 0.7354226655697244   recall 0.7844115628193302

deviation 5/5   epoch 42/120   F1 0.7577388777798646   accuracy 0.7998489425981873   precision 0.743667729329494   recall 0.7877750923047027

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deviation 5/5   epoch 43/120   F1 0.750304631319847   accuracy 0.7956948640483383   precision 0.735420094611271   recall 0.7853170124112854

deviation 5/5   epoch 44/120   F1 0.751759317693208   accuracy 0.7972054380664653   precision 0.736551316330728   recall 0.7879206418124709

deviation 5/5   epoch 45/120   F1 0.7491839421372979   accuracy 0.7949395770392749   precision 0.7342837309749075   recall 0.7845480157407414

deviation 5/5   epoch 46/120   F1 0.7491496612140196   accuracy 0.7972054380664653   precision 0.7328414232825997   recall 0.7917364270292515

deviation 5/5   epoch 47/120   F1 0.7516644625225288   accuracy 0.7956948640483383   precision 0.737417729329494   recall 0.7835450033967

deviation 5/5   epoch 48/120   F1 0.7542578314356545   accuracy 0.7972054380664653   precision 0.7402612093788564   recall 0.7846094165784102

deviation 5/5   epoch 49/120   F1 0.7498766805554098   accuracy 0.7960725075528701   precision 0.7345613944878651   recall 0.7870514575172652

deviation 5/5   epoch 50/120   F1 0.7540546478994294   accuracy 0.797583081570997   precision 0.739687885643768   recall 0.7859618611185237

deviation 5/5   epoch 51/120   F1 0.7544331953125054   accuracy 0.797583081570997   precision 0.7402586384204031   recall 0.7854729574926302

deviation 5/5   epoch 52/120   F1 0.7521758613683363   accuracy 0.7968277945619335   precision 0.7374100164541341   recall 0.7862070889277346

deviation 5/5   epoch 53/120   F1 0.7520938973149922   accuracy 0.7979607250755287   precision 0.7365461744138215   recall 0.7897970079160535

deviation 5/5   epoch 54/120   F1 0.7491942168111336   accuracy 0.7968277945619335   precision 0.7331293706293707   recall 0.7904307553351975

deviation 5/5   epoch 55/120   F1 0.7542284595560713   accuracy 0.7979607250755287   precision 0.7396853146853146   recall 0.7868450140648762

deviation 5/5   epoch 56/120   F1 0.7527544351073763   accuracy 0.7968277945619335   precision 0.7382661456190868   recall 0.7854423654423655

deviation 5/5   epoch 57/120   F1 0.7517294458846289   accuracy 0.797583081570997   precision 0.7362633689839573   recall 0.7891342992433181

deviation 5/5   epoch 58/120   F1 0.7506095680852962   accuracy 0.7987160120845922   precision 0.7339726450020567   recall 0.7945142251509894

deviation 5/5   epoch 59/120   F1 0.7554959114206345   accuracy 0.7994712990936556   precision 0.7405311600164541   recall 0.7896647277146296

deviation 5/5   epoch 60/120   F1 0.7579035480113078   accuracy 0.8009818731117825   precision 0.743089263677499   recall 0.79091871293884

update

deviation 5/5   epoch 61/120   F1 0.7593749219623589   accuracy 0.8021148036253777   precision 0.7445084327437268   recall 0.7923146907311556

update

deviation 5/5   epoch 62/120   F1 0.7512609062763862   accuracy 0.7983383685800605   precision 0.7351167215137804   recall 0.7922429440638102

deviation 5/5   epoch 63/120   F1 0.7573682973043996   accuracy 0.7998489425981873   precision 0.7430969765528589   recall 0.7882598622035242

deviation 5/5   epoch 64/120   F1 0.7593749219623589   accuracy 0.8021148036253777   precision 0.7445084327437268   recall 0.7923146907311556

deviation 5/5   epoch 65/120   F1 0.7637259023996342   accuracy 0.8032477341389728   precision 0.7504936240230358   recall 0.7898349390735914

update

deviation 5/5   epoch 66/120   F1 0.7555118205894501   accuracy 0.7990936555891238   precision 0.740819107363225   recall 0.7885008085008085

deviation 5/5   epoch 67/120   F1 0.7559013514819986   accuracy 0.7987160120845922   precision 0.741677807486631   recall 0.7868676049074157

deviation 5/5   epoch 68/120   F1 0.7597407353093776   accuracy 0.800226586102719   precision 0.7465189222542163   recall 0.7863279351592017

deviation 5/5   epoch 69/120   F1 0.7561889826456025   accuracy 0.8009818731117825   precision 0.7405208761826408   recall 0.7933857051576054

deviation 5/5   epoch 70/120   F1 0.7582880360182288   accuracy 0.7990936555891238   precision 0.7450997531879885   recall 0.7849533715925394

deviation 5/5   epoch 71/120   F1 0.7544186459326303   accuracy 0.7979607250755287   precision 0.7399706910736322   recall 0.7865939734481686

deviation 5/5   epoch 72/120   F1 0.7647443268270466   accuracy 0.802870090634441   precision 0.7524938296997121   recall 0.7875648199389207

update

deviation 5/5   epoch 73/120   F1 0.7573602557362681   accuracy 0.800226586102719   precision 0.742809029206088   recall 0.7893884320311932

deviation 5/5   epoch 74/120   F1 0.7593836785941084   accuracy 0.8013595166163142   precision 0.7450843274372686   recall 0.7900302114803626

deviation 5/5   epoch 75/120   F1 0.7628189001055828   accuracy 0.8024924471299094   precision 0.7496426367749898   recall 0.78885029989105

deviation 5/5   epoch 76/120   F1 0.7616759948952639   accuracy 0.800226586102719   precision 0.7496580625257097   recall 0.7840766893263172

deviation 5/5   epoch 77/120   F1 0.7625770308313877   accuracy 0.8009818731117825   precision 0.7505090497737557   recall 0.7850449962884005

deviation 5/5   epoch 78/120   F1 0.7607749589591402   accuracy 0.7994712990936556   precision 0.7488070752776635   recall 0.7831083823642341

deviation 5/5   epoch 79/120   F1 0.7597407353093776   accuracy 0.800226586102719   precision 0.7465189222542163   recall 0.7863279351592017

deviation 5/5   epoch 80/120   F1 0.7640039819199311   accuracy 0.7998489425981873   precision 0.7539412793089264   recall 0.7807582545024558

deviation 5/5   epoch 81/120   F1 0.7656590951730528   accuracy 0.801737160120846   precision 0.7550699300699302   recall 0.7836754110758704

update

deviation 5/5   epoch 82/120   F1 0.753516901265164   accuracy 0.7968277945619335   precision 0.7394076511723571   recall 0.7844618227917703

deviation 5/5   epoch 83/120   F1 0.7674045744493961   accuracy 0.802870090634441   precision 0.7570598519127931   recall 0.7846827762734931

update

deviation 5/5   epoch 84/120   F1 0.7557241147704447   accuracy 0.7983383685800605   precision 0.7416803784450843   recall 0.7860020140986907

deviation 5/5   epoch 85/120   F1 0.7641592256035341   accuracy 0.801737160120846   precision 0.7525015425750721   recall 0.7852526889567073

deviation 5/5   epoch 86/120   F1 0.7607749589591402   accuracy 0.7994712990936556   precision 0.7488070752776635   recall 0.7831083823642341

deviation 5/5   epoch 87/120   F1 0.7620582100553757   accuracy 0.8009818731117825   precision 0.749652920608803   recall 0.7856350751224218

deviation 5/5   epoch 88/120   F1 0.765340366461774   accuracy 0.800226586102719   precision 0.7559363430686961   recall 0.7804104371193348

deviation 5/5   epoch 89/120   F1 0.7664731584396134   accuracy 0.801737160120846   precision 0.7564968120115179   recall 0.7828762836248211

deviation 5/5   epoch 90/120   F1 0.7627877810624384   accuracy 0.801737160120846   precision 0.7502185314685315   recall 0.7868120250343504

deviation 5/5   epoch 91/120   F1 0.7695129716182347   accuracy 0.8058912386706949   precision 0.7578954134101192   recall 0.7900603768347272

update

deviation 5/5   epoch 92/120   F1 0.7577431997312729   accuracy 0.7987160120845922   precision 0.7445315713698066   recall 0.7845668988616636

deviation 5/5   epoch 93/120   F1 0.7648162857650376   accuracy 0.7998489425981873   precision 0.7553681612505141   recall 0.7800156742021239

deviation 5/5   epoch 94/120   F1 0.7686817907044422   accuracy 0.801737160120846   precision 0.7604920814479638   recall 0.780915238988388

deviation 5/5   epoch 95/120   F1 0.7593211084330882   accuracy 0.7979607250755287   precision 0.7476758535582065   recall 0.7808042340997182

deviation 5/5   epoch 96/120   F1 0.7669708733592139   accuracy 0.8006042296072508   precision 0.7585021596051007   recall 0.7798545992991597

deviation 5/5   epoch 97/120   F1 0.7692537143355085   accuracy 0.8036253776435045   precision 0.7596230974907445   recall 0.7846812865249786

deviation 5/5   epoch 98/120   F1 0.7725091581026255   accuracy 0.8047583081570997   precision 0.7644667832167832   recall 0.7843265497347577

update

deviation 5/5   epoch 99/120   F1 0.7660237165262618   accuracy 0.8006042296072508   precision 0.7567899012751953   recall 0.7806631541974007

deviation 5/5   epoch 100/120   F1 0.760736912894806   accuracy 0.7987160120845922   precision 0.7493829699712053   recall 0.7812297277217856

deviation 5/5   epoch 101/120   F1 0.7691001199595522   accuracy 0.8024924471299094   precision 0.7604869395310572   recall 0.7822242509959909

deviation 5/5   epoch 102/120   F1 0.7604970520439949   accuracy 0.797583081570997   precision 0.7499614356232003   recall 0.7787070401298004

deviation 5/5   epoch 103/120   F1 0.7682594019982341   accuracy 0.7983383685800605   precision 0.7633689839572193   recall 0.7744769156982898

deviation 5/5   epoch 104/120   F1 0.7562657834071882   accuracy 0.7990936555891238   precision 0.7419606129164953   recall 0.7874952268943501

deviation 5/5   epoch 105/120   F1 0.7686255956921457   accuracy 0.8013595166163142   precision 0.7607800287947346   recall 0.7801490327783731

deviation 5/5   epoch 106/120   F1 0.7684757072387202   accuracy 0.8024924471299094   precision 0.759345433977787   recall 0.7827739175225221

deviation 5/5   epoch 107/120   F1 0.7615341829040623   accuracy 0.8009818731117825   precision 0.7487967914438503   recall 0.7862469283517479

deviation 5/5   epoch 108/120   F1 0.7705968985532357   accuracy 0.8032477341389728   precision 0.7624794323323735   recall 0.7826227325355669

deviation 5/5   epoch 109/120   F1 0.7676377676377677   accuracy 0.8021148036253777   precision 0.75820649938297   recall 0.7826681677455671

deviation 5/5   epoch 110/120   F1 0.7610278830604045   accuracy 0.7979607250755287   precision 0.7505296174413822   recall 0.779101539704146

deviation 5/5   epoch 111/120   F1 0.768894980745813   accuracy 0.800226586102719   precision 0.7625   recall 0.7776368697803897

deviation 5/5   epoch 112/120   F1 0.7664009054744586   accuracy 0.7998489425981873   precision 0.7582219251336898   recall 0.7786824748961578

deviation 5/5   epoch 113/120   F1 0.7682961948453548   accuracy 0.800226586102719   precision 0.7613584944467298   recall 0.7780475296675795

deviation 5/5   epoch 114/120   F1 0.7603519781686654   accuracy 0.7979607250755287   precision 0.7493881118881118   recall 0.779756098088541

deviation 5/5   epoch 115/120   F1 0.7598839318099383   accuracy 0.7960725075528701   precision 0.7502570958453312   recall 0.775766332370106

deviation 5/5   epoch 116/120   F1 0.7630783047333678   accuracy 0.7987160120845922   precision 0.7533782394076511   recall 0.77897503833805

deviation 5/5   epoch 117/120   F1 0.7654000088100218   accuracy 0.7972054380664653   precision 0.7590960510078157   recall 0.7740366345686482

deviation 5/5   epoch 118/120   F1 0.7615544289882529   accuracy 0.7964501510574018   precision 0.7528229123817358   recall 0.7752224123032574

deviation 5/5   epoch 119/120   F1 0.7565611145194775   accuracy 0.7941842900302115   precision 0.7462746812011518   recall 0.7743613446401068

deviation 5/5   epoch 120/120   F1 0.7579240300943257   accuracy 0.7987160120845922   precision 0.7448169477581242   recall 0.7843511179692533



