epoch,accuracy,loss,precision,recall,val_accuracy,val_loss,val_precision,val_recall
0,0.04072440043091774,6.2866902351379395,0.0,0.0,0.045151837170124054,6.586356163024902,0.0,0.0
1,0.045907504856586456,6.042308807373047,0.0,0.0,0.04448588192462921,6.65412712097168,0.0,0.0
2,0.04951716959476471,5.945173263549805,0.0,0.0,0.044086307287216187,6.691050052642822,0.0,0.0
3,0.050226759165525436,5.857245445251465,0.0,0.0,0.0443526916205883,6.752647399902344,0.0,0.0
4,0.053620461374521255,5.7692975997924805,0.0,0.0,0.03875865787267685,6.847846984863281,0.0,0.0
5,0.05892697349190712,5.6876020431518555,0.0,0.0,0.03862546756863594,6.928927898406982,0.0,0.0
6,0.06154937669634819,5.6169915199279785,1.0,9.255545592168346e-05,0.03343100845813751,6.971290111541748,0.0,0.0
7,0.06929318606853485,5.533843040466309,1.0,0.0003393700171727687,0.03502930328249931,7.014708042144775,0.0,0.0
8,0.0759880319237709,5.44597053527832,0.9347826242446899,0.0013266282621771097,0.03529568389058113,7.1202216148376465,0.0,0.0
9,0.08178817480802536,5.365095615386963,0.9696969985961914,0.0019745163153856993,0.032365478575229645,7.175212383270264,0.0,0.0
10,0.08913090080022812,5.283218860626221,0.918181836605072,0.003116033738479018,0.03982418775558472,7.22043514251709,0.0,0.0
11,0.09456082433462143,5.21270751953125,0.9197530746459961,0.004596921149641275,0.03516249358654022,7.332255840301514,0.0,0.0
12,0.10184185206890106,5.138445854187012,0.9009901285171509,0.0056150308810174465,0.029168887063860893,7.394521236419678,0.0,0.0
13,0.10628451406955719,5.067190170288086,0.9015747904777527,0.00706506660208106,0.02943526953458786,7.530158519744873,0.0,0.0
14,0.11433684080839157,5.012109756469727,0.9111111164093018,0.008854472078382969,0.03183271363377571,7.564946174621582,0.0,0.0
15,0.11840928345918655,4.939283847808838,0.9093137383460999,0.011446024291217327,0.02943526953458786,7.66089391708374,0.0,0.0
16,0.1231604591012001,4.8694868087768555,0.9061833620071411,0.013112022541463375,0.0285029299557209,7.777390956878662,0.0,0.0
17,0.12800419330596924,4.820078372955322,0.8931159377098083,0.015209946781396866,0.030900372192263603,7.806278705596924,0.0,0.0
18,0.13121278584003448,4.767286777496338,0.8977272510528564,0.017061056569218636,0.022908898070454597,7.940349102020264,0.0,0.0
19,0.13901829719543457,4.7145490646362305,0.8774929046630859,0.01900472119450569,0.02623867802321911,8.037461280822754,0.0,0.0
20,0.14056088030338287,4.6607770919799805,0.8878504633903503,0.02051645889878273,0.02770378254354,8.154940605163574,0.0,0.0
21,0.14571313560009003,4.621826648712158,0.8775510191917419,0.02255268022418022,0.023708045482635498,8.240988731384277,0.0,0.0
22,0.15209946036338806,4.570230484008789,0.8622950911521912,0.024342084303498268,0.023708045482635498,8.332744598388672,0.024390242993831635,0.00026638252893462777
23,0.1571900099515915,4.529275417327881,0.8608095049858093,0.026902785524725914,0.020644646137952805,8.455666542053223,0.0,0.0
24,0.15743683278560638,4.496821880340576,0.8834170699119568,0.027118748053908348,0.02597229555249214,8.469337463378906,0.0,0.0
25,0.16468700766563416,4.448680877685547,0.865486741065979,0.030173078179359436,0.0245071928948164,8.610626220703125,0.0,0.0
26,0.17005522549152374,4.408073425292969,0.879239022731781,0.032795485109090805,0.026505060493946075,8.65352725982666,0.03703703731298447,0.0005327650578692555
27,0.16888286173343658,4.3816070556640625,0.8744971752166748,0.033535927534103394,0.025039957836270332,8.786849021911621,0.01886792480945587,0.00026638252893462777
28,0.17647239565849304,4.335326194763184,0.8754525780677795,0.03729984909296036,0.024906765669584274,8.827933311462402,0.019801979884505272,0.00026638252893462777
29,0.1802363246679306,4.296008110046387,0.8871539831161499,0.0385647751390934,0.023042088374495506,8.850105285644531,0.00826446246355772,0.00013319126446731389
30,0.18458643555641174,4.2803192138671875,0.8760942816734314,0.04013821482658386,0.021443793550133705,8.921741485595703,0.0,0.0
31,0.18936845660209656,4.232756614685059,0.8723404407501221,0.04300743713974953,0.023175280541181564,9.057310104370117,0.0,0.0
32,0.19035571813583374,4.209996223449707,0.8667068481445312,0.04433406516909599,0.02357485331594944,9.14242935180664,0.03305784985423088,0.0005327650578692555
33,0.19529201090335846,4.184617519378662,0.8780767321586609,0.04732669144868851,0.020777836441993713,9.188912391662598,0.0,0.0
34,0.1972973793745041,4.157787799835205,0.8684210777282715,0.04785117134451866,0.025572722777724266,9.15644359588623,0.018518518656492233,0.00026638252893462777
35,0.20275814831256866,4.121598720550537,0.8803278803825378,0.04970227926969528,0.02024507150053978,9.334010124206543,0.006410256493836641,0.00013319126446731389
36,0.2077561467885971,4.089554786682129,0.8782475590705872,0.05318853631615639,0.0245071928948164,9.351238250732422,0.012578615918755531,0.00026638252893462777
37,0.21176688373088837,4.059149742126465,0.8808574080467224,0.05451516434550285,0.024640383198857307,9.436446189880371,0.03550295904278755,0.0007991475868038833
38,0.21031685173511505,4.055099964141846,0.871367335319519,0.0564279779791832,0.0261054877191782,9.558694839477539,0.023668639361858368,0.0005327650578692555
39,0.21485206484794617,4.024014472961426,0.8849021196365356,0.05858760327100754,0.02597229555249214,9.559093475341797,0.012578615918755531,0.00026638252893462777
40,0.21843087673187256,4.0041704177856445,0.8694080710411072,0.05935889855027199,0.0261054877191782,9.602422714233398,0.026490066200494766,0.0005327650578692555
41,0.22086817026138306,3.975396156311035,0.874096155166626,0.06340048462152481,0.02197655849158764,9.617487907409668,0.03658536449074745,0.0007991475868038833
42,0.22336716949939728,3.962003231048584,0.8808201551437378,0.06361644715070724,0.02104421891272068,9.688793182373047,0.012500000186264515,0.00026638252893462777
43,0.22663745284080505,3.925198793411255,0.8799837231636047,0.0667324811220169,0.020511453971266747,9.744327545166016,0.032608695328235626,0.0007991475868038833
44,0.2300928682088852,3.90729022026062,0.8795507550239563,0.070064477622509,0.022109748795628548,9.821006774902344,0.020304568111896515,0.0005327650578692555
45,0.234072744846344,3.8793044090270996,0.8797835111618042,0.07021874189376831,0.023042088374495506,9.893169403076172,0.019512195140123367,0.0005327650578692555
46,0.23339401185512543,3.875826597213745,0.8538056015968323,0.06991022080183029,0.020511453971266747,9.938312530517578,0.005681818351149559,0.00013319126446731389
47,0.23533767461776733,3.8554327487945557,0.8806735277175903,0.07422947883605957,0.01864677667617798,9.92908000946045,0.0,0.0
48,0.24215592443943024,3.824479103088379,0.8773027658462524,0.07786998897790909,0.019179541617631912,10.043395042419434,0.026737967506051064,0.000665956293232739
49,0.24033567309379578,3.8099710941314697,0.8717331290245056,0.07820936292409897,0.025039957836270332,10.054181098937988,0.010638297535479069,0.00026638252893462777
50,0.24558047950267792,3.7944111824035645,0.8722835183143616,0.08049239218235016,0.01944592408835888,10.060957908630371,0.019999999552965164,0.0005327650578692555
51,0.2506093382835388,3.7618486881256104,0.87479567527771,0.08255946636199951,0.02024507150053978,10.14707088470459,0.009302325546741486,0.00026638252893462777
52,0.2522753179073334,3.7456462383270264,0.8625832796096802,0.08385524153709412,0.019179541617631912,10.172388076782227,0.014218009077012539,0.00039957379340194166
53,0.2502391040325165,3.746858835220337,0.8740181922912598,0.08582975715398788,0.02117741107940674,10.232619285583496,0.01923076994717121,0.0005327650578692555
54,0.2588159143924713,3.7057878971099854,0.8766958117485046,0.0897170901298523,0.02197655849158764,10.252720832824707,0.03162055462598801,0.001065530115738511
55,0.2568722367286682,3.7048394680023193,0.8689675331115723,0.0916607528924942,0.01864677667617798,10.294172286987305,0.004032257944345474,0.00013319126446731389
56,0.25887760519981384,3.681933879852295,0.8770754337310791,0.09289482980966568,0.02344166301190853,10.292255401611328,0.016597511246800423,0.0005327650578692555
57,0.2627032399177551,3.667370080947876,0.8747841119766235,0.09375867992639542,0.02024507150053978,10.267349243164062,0.02521008439362049,0.0007991475868038833
58,0.26112979650497437,3.6694812774658203,0.871122419834137,0.09530127048492432,0.02197655849158764,10.323968887329102,0.02527075819671154,0.0009323388221673667
59,0.26609694957733154,3.644019842147827,0.8726716637611389,0.09684386104345322,0.022376131266355515,10.37929916381836,0.018939394503831863,0.000665956293232739
60,0.2671767473220825,3.623256206512451,0.8734383583068848,0.09921944886445999,0.01864677667617798,10.463838577270508,0.011673151515424252,0.00039957379340194166
61,0.27047789096832275,3.5879101753234863,0.8851802349090576,0.10227377712726593,0.02117741107940674,10.52482795715332,0.02364864945411682,0.0009323388221673667
62,0.2751673758029938,3.5828311443328857,0.8766133189201355,0.10477277636528015,0.021310601383447647,10.524837493896484,0.017421603202819824,0.000665956293232739
63,0.2691204249858856,3.5956642627716064,0.8728835582733154,0.10338444262742996,0.02011188119649887,10.563777923583984,0.017006803303956985,0.000665956293232739
64,0.27202048897743225,3.5681071281433105,0.8679245114326477,0.10501959174871445,0.02104421891272068,10.57644271850586,0.013651876710355282,0.0005327650578692555
65,0.2807515561580658,3.5510032176971436,0.8778819441795349,0.10690154880285263,0.021576983854174614,10.742264747619629,0.025714285671710968,0.0011987213511019945
66,0.28362077474594116,3.5367064476013184,0.8734177350997925,0.10856755077838898,0.021310601383447647,10.687420845031738,0.021084336563944817,0.0009323388221673667
67,0.2812451720237732,3.5206377506256104,0.8661853075027466,0.11103569716215134,0.01851358637213707,10.709790229797363,0.011070110835134983,0.00039957379340194166
68,0.2822941541671753,3.5169997215270996,0.8702455759048462,0.11152932792901993,0.020644646137952805,10.687252044677734,0.010135134682059288,0.00039957379340194166
69,0.28251010179519653,3.508343458175659,0.8709447979927063,0.11347299069166183,0.02104421891272068,10.777402877807617,0.01582278497517109,0.000665956293232739
70,0.2856261432170868,3.486469030380249,0.8712780475616455,0.11736031621694565,0.023308470845222473,10.85977840423584,0.021739130839705467,0.0009323388221673667
71,0.2890506982803345,3.4793341159820557,0.8778363466262817,0.11816246807575226,0.021710176020860672,10.856465339660645,0.012738853693008423,0.0005327650578692555
72,0.28988370299339294,3.4712443351745605,0.8767368793487549,0.12069231271743774,0.018247203901410103,10.86432933807373,0.01690140925347805,0.0007991475868038833
73,0.292197585105896,3.4408388137817383,0.8743010759353638,0.12059976160526276,0.02277570590376854,10.915057182312012,0.02302631549537182,0.0009323388221673667
74,0.29481998085975647,3.434990882873535,0.8772467970848083,0.12346898019313812,0.021576983854174614,10.932266235351562,0.02985074557363987,0.001331912586465478
75,0.2983062267303467,3.408902645111084,0.8831503987312317,0.12661586701869965,0.019712306559085846,10.969438552856445,0.01650165021419525,0.000665956293232739
76,0.2984604835510254,3.423056125640869,0.8789305090904236,0.12677012383937836,0.02344166301190853,10.984390258789062,0.015974441543221474,0.000665956293232739
77,0.29947859048843384,3.404935598373413,0.8766067028045654,0.1262456476688385,0.016249334439635277,11.079906463623047,0.010638297535479069,0.0005327650578692555
78,0.29883071780204773,3.3918471336364746,0.8722222447395325,0.13078086078166962,0.02277570590376854,11.049870491027832,0.021917808800935745,0.001065530115738511
79,0.30012649297714233,3.3958182334899902,0.8680192232131958,0.1280350536108017,0.021310601383447647,11.072209358215332,0.023255813866853714,0.001065530115738511
80,0.3047234117984772,3.3641958236694336,0.8729740977287292,0.13294048607349396,0.015450186096131802,11.165645599365234,0.014880952425301075,0.000665956293232739
81,0.3064819574356079,3.3537240028381348,0.8814589381217957,0.1342054158449173,0.02011188119649887,11.098451614379883,0.015432098880410194,0.000665956293232739
82,0.3047234117984772,3.3503665924072266,0.8660963177680969,0.13429796695709229,0.019712306559085846,11.184000968933105,0.01595744676887989,0.0007991475868038833
83,0.3063894212245941,3.343217134475708,0.87364262342453,0.13651929795742035,0.015450186096131802,11.253070831298828,0.021978022530674934,0.001065530115738511
84,0.30694475769996643,3.3365349769592285,0.8736883997917175,0.1361490786075592,0.017314864322543144,11.299909591674805,0.005089058540761471,0.00026638252893462777
85,0.3075617849826813,3.323033571243286,0.8664218187332153,0.13827785849571228,0.01678209938108921,11.285079956054688,0.008522727526724339,0.00039957379340194166
86,0.31286829710006714,3.303642749786377,0.8773006200790405,0.1411779224872589,0.014651038683950901,11.272193908691406,0.01534526888281107,0.0007991475868038833
87,0.3146268427371979,3.2869937419891357,0.8723363876342773,0.14145559072494507,0.016382524743676186,11.382613182067871,0.026954177767038345,0.001331912586465478
88,0.31407150626182556,3.2867603302001953,0.8769524097442627,0.14204177260398865,0.017448054626584053,11.386037826538086,0.022624434903264046,0.001331912586465478
89,0.31342363357543945,3.289762258529663,0.8687698245048523,0.14358437061309814,0.01611614227294922,11.403234481811523,0.028985507786273956,0.0015982951736077666
90,0.31869930028915405,3.274033308029175,0.8732473254203796,0.144108846783638,0.01758124679327011,11.440013885498047,0.03147699683904648,0.00173148640897125
91,0.3204578459262848,3.264944076538086,0.8812956213951111,0.14521950483322144,0.016648907214403152,11.469846725463867,0.024570023640990257,0.001331912586465478
92,0.3184216320514679,3.2621827125549316,0.8694050312042236,0.14562058448791504,0.017448054626584053,11.450336456298828,0.024886878207325935,0.0014651039382442832
93,0.32064294815063477,3.242424726486206,0.8752735257148743,0.1480887234210968,0.01838039420545101,11.540081977844238,0.009216589853167534,0.0005327650578692555
94,0.32561010122299194,3.235163450241089,0.8779964447021484,0.1514207273721695,0.015316994860768318,11.509808540344238,0.014457831159234047,0.0007991475868038833
95,0.3215685188770294,3.2254514694213867,0.8708024024963379,0.15200690925121307,0.020378263667225838,11.532309532165527,0.025773195549845695,0.001331912586465478
96,0.3240058124065399,3.2237610816955566,0.8682795763015747,0.1494770646095276,0.017314864322543144,11.672304153442383,0.015909090638160706,0.0009323388221673667
97,0.32706013321876526,3.2091712951660156,0.8723068833351135,0.15364205837249756,0.017048481851816177,11.62463092803955,0.01272264588624239,0.000665956293232739
98,0.32690587639808655,3.2025632858276367,0.8727495074272156,0.15404313802719116,0.017048481851816177,11.679694175720215,0.01904761977493763,0.001065530115738511
99,0.32949742674827576,3.187187910079956,0.8713865280151367,0.1553080528974533,0.016515716910362244,11.715556144714355,0.01425178162753582,0.0007991475868038833
100,0.3313176929950714,3.1767730712890625,0.8759236931800842,0.15725171566009521,0.019046351313591003,11.698598861694336,0.020930232480168343,0.0011987213511019945
101,0.32999104261398315,3.183868408203125,0.8752791881561279,0.1571900099515915,0.01771443709731102,11.748710632324219,0.017977528274059296,0.001065530115738511
102,0.3307006359100342,3.1682076454162598,0.8676370978355408,0.1581464260816574,0.01598295196890831,11.728557586669922,0.021791767328977585,0.0011987213511019945
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