epoch iteration time accuracy_train sensitivity_train specificity_train PPV_train NPV_train BA_train loss_train accuracy_valid sensitivity_valid specificity_valid PPV_valid NPV_valid BA_valid loss_valid 0 19 70.54272174835205 0.9851752021563343 0.976063829787234 0.994535519125683 0.994579945799458 0.9758713136729222 0.9852996744564586 3.452963910996914 0.8279569892473119 0.8085106382978723 0.8478260869565217 0.8444444444444444 0.8125 0.828168362627197 2.405173659324646 0 23 109.89021563529968 0.9824797843665768 0.9680851063829787 0.9972677595628415 0.9972602739726028 0.9681697612732095 0.9826764329729101 3.3116365298628807 0.8440860215053764 0.7659574468085106 0.9239130434782609 0.9113924050632911 0.794392523364486 0.8449352451433858 2.3569502979516983 1 19 181.6307282447815 0.9824797843665768 0.9654255319148937 1.0 1.0 0.9656992084432717 0.9827127659574468 3.304716572165489 0.8440860215053764 0.7659574468085106 0.9239130434782609 0.9113924050632911 0.794392523364486 0.8449352451433858 2.3599433451890945 1 23 221.65729880332947 0.9851752021563343 0.9707446808510638 1.0 1.0 0.9708222811671088 0.9853723404255319 3.351634204387665 0.8440860215053764 0.7659574468085106 0.9239130434782609 0.9113924050632911 0.794392523364486 0.8449352451433858 2.354503482580185 2 19 290.14429998397827 0.9784366576819407 0.9574468085106383 1.0 1.0 0.9581151832460733 0.9787234042553192 3.2248676791787148 0.8279569892473119 0.7340425531914894 0.9239130434782609 0.9078947368421053 0.7727272727272727 0.8289777983348752 2.391540452837944 2 23 330.151344537735 0.9851752021563343 0.9707446808510638 1.0 1.0 0.9708222811671088 0.9853723404255319 3.0924150869250298 0.8387096774193549 0.7553191489361702 0.9239130434782609 0.9102564102564102 0.7870370370370371 0.8396160962072156 2.3713608235120773 3 19 398.03966546058655 0.9878706199460916 0.976063829787234 1.0 1.0 0.976 0.988031914893617 2.9273009598255157 0.8333333333333334 0.7659574468085106 0.9021739130434783 0.8888888888888888 0.7904761904761904 0.8340656799259945 2.36325366795063 3 23 439.1242756843567 0.9878706199460916 0.976063829787234 1.0 1.0 0.976 0.988031914893617 2.959075629711151 0.8387096774193549 0.7553191489361702 0.9239130434782609 0.9102564102564102 0.7870370370370371 0.8396160962072156 2.3709222227334976 4 19 507.29934525489807 0.9838274932614556 0.9680851063829787 1.0 1.0 0.9682539682539683 0.9840425531914894 2.884745202958584 0.8279569892473119 0.7340425531914894 0.9239130434782609 0.9078947368421053 0.7727272727272727 0.8289777983348752 2.3880510181188583 4 23 547.2029020786285 0.9797843665768194 0.9601063829787234 1.0 1.0 0.9606299212598425 0.9800531914893618 3.0182375460863113 0.8279569892473119 0.723404255319149 0.9347826086956522 0.918918918918919 0.7678571428571429 0.8290934320074006 2.420185774564743 5 19 617.2974674701691 0.9905660377358491 0.9813829787234043 1.0 1.0 0.9812332439678284 0.9906914893617021 2.650815322995186 0.8333333333333334 0.7659574468085106 0.9021739130434783 0.8888888888888888 0.7904761904761904 0.8340656799259945 2.3533945530653 5 23 654.8584024906158 0.9851752021563343 0.9707446808510638 1.0 1.0 0.9708222811671088 0.9853723404255319 2.7444490864872932 0.8279569892473119 0.7340425531914894 0.9239130434782609 0.9078947368421053 0.7727272727272727 0.8289777983348752 2.37672321498394 6 19 724.4271492958069 0.9919137466307277 0.9840425531914894 1.0 1.0 0.9838709677419355 0.9920212765957447 2.5952494889497757 0.8333333333333334 0.7978723404255319 0.8695652173913043 0.8620689655172413 0.8080808080808081 0.8337187789084182 2.373480051755905 6 23 764.6192514896393 0.9919137466307277 0.9840425531914894 1.0 1.0 0.9838709677419355 0.9920212765957447 2.552559766918421 0.8279569892473119 0.8085106382978723 0.8478260869565217 0.8444444444444444 0.8125 0.828168362627197 2.3967137038707733 7 19 831.5514605045319 0.9919137466307277 0.9840425531914894 1.0 1.0 0.9838709677419355 0.9920212765957447 2.5564688071608543 0.8333333333333334 0.8297872340425532 0.8369565217391305 0.8387096774193549 0.8279569892473119 0.8333718778908419 2.414173662662506 7 23 872.8287856578827 0.9919137466307277 0.9840425531914894 1.0 1.0 0.9838709677419355 0.9920212765957447 2.50791148096323 0.8279569892473119 0.8085106382978723 0.8478260869565217 0.8444444444444444 0.8125 0.828168362627197 2.4112594723701477 8 19 958.2012393474579 0.9919137466307277 0.9840425531914894 1.0 1.0 0.9838709677419355 0.9920212765957447 2.321640834212303 0.8333333333333334 0.7872340425531915 0.8804347826086957 0.8705882352941177 0.801980198019802 0.8338344125809436 2.3791320621967316 8 23 995.8809473514557 0.9919137466307277 0.9840425531914894 1.0 1.0 0.9838709677419355 0.9920212765957447 2.3191366493701935 0.8387096774193549 0.7978723404255319 0.8804347826086957 0.872093023255814 0.81 0.8391535615171137 2.3778145909309387 9 19 1066.5611157417297 0.9905660377358491 0.9813829787234043 1.0 1.0 0.9812332439678284 0.9906914893617021 2.1755197569727898 0.8333333333333334 0.7553191489361702 0.9130434782608695 0.8987341772151899 0.7850467289719626 0.8341813135985199 2.3551091700792313 9 23 1105.8456029891968 0.9919137466307277 0.9840425531914894 1.0 1.0 0.9838709677419355 0.9920212765957447 2.1357500217854977 0.8387096774193549 0.7872340425531915 0.8913043478260869 0.8809523809523809 0.803921568627451 0.8392691951896392 2.361494153738022 10 19 1174.1740958690643 0.9865229110512129 0.973404255319149 1.0 1.0 0.973404255319149 0.9867021276595744 2.210173651576042 0.8225806451612904 0.723404255319149 0.9239130434782609 0.9066666666666666 0.7657657657657657 0.8236586493987049 2.43609219789505 10 23 1214.101138830185 0.9892183288409704 0.9787234042553191 1.0 1.0 0.9786096256684492 0.9893617021276595 2.1789911910891533 0.8279569892473119 0.7340425531914894 0.9239130434782609 0.9078947368421053 0.7727272727272727 0.8289777983348752 2.4042932391166687 11 19 1282.0117254257202 0.9892183288409704 0.9787234042553191 1.0 1.0 0.9786096256684492 0.9893617021276595 2.131499294191599 0.8279569892473119 0.723404255319149 0.9347826086956522 0.918918918918919 0.7678571428571429 0.8290934320074006 2.4151550233364105 11 23 1323.177455663681 0.9932614555256065 0.9867021276595744 1.0 1.0 0.9865229110512129 0.9933510638297872 1.9321516007184982 0.8279569892473119 0.7659574468085106 0.8913043478260869 0.8780487804878049 0.7884615384615384 0.8286308973172988 2.3539111465215683 12 19 1392.0665261745453 0.9919137466307277 0.9840425531914894 1.0 1.0 0.9838709677419355 0.9920212765957447 1.8826855458319187 0.8333333333333334 0.7446808510638298 0.9239130434782609 0.9090909090909091 0.7798165137614679 0.8342969472710453 2.38974666595459 12 23 1430.2883830070496 0.9919137466307277 0.9840425531914894 1.0 1.0 0.9838709677419355 0.9920212765957447 1.8557342775166035 0.8333333333333334 0.7553191489361702 0.9130434782608695 0.8987341772151899 0.7850467289719626 0.8341813135985199 2.3869941979646683 13 19 1497.9912040233612 0.9959568733153639 0.9920212765957447 1.0 1.0 0.991869918699187 0.9960106382978724 1.793905284255743 0.8279569892473119 0.7659574468085106 0.8913043478260869 0.8780487804878049 0.7884615384615384 0.8286308973172988 2.398138165473938 13 23 1536.889196395874 0.9959568733153639 0.9920212765957447 1.0 1.0 0.991869918699187 0.9960106382978724 1.8443119823932648 0.8333333333333334 0.776595744680851 0.8913043478260869 0.8795180722891566 0.7961165048543689 0.833950046253469 2.397514045238495 14 19 1607.3216819763184 0.9919137466307277 0.9840425531914894 1.0 1.0 0.9838709677419355 0.9920212765957447 1.7610270380973816 0.8225806451612904 0.723404255319149 0.9239130434782609 0.9066666666666666 0.7657657657657657 0.8236586493987049 2.4297322630882263 14 23 1647.3532021045685 0.9973045822102425 0.9946808510638298 1.0 1.0 0.9945652173913043 0.9973404255319149 1.673744097352028 0.8387096774193549 0.7978723404255319 0.8804347826086957 0.872093023255814 0.81 0.8391535615171137 2.3985604643821716 15 19 1716.2619850635529 0.9959568733153639 0.9920212765957447 1.0 1.0 0.991869918699187 0.9960106382978724 1.570486817508936 0.8279569892473119 0.7553191489361702 0.9021739130434783 0.8875 0.7830188679245284 0.8287465309898243 2.3862806856632233 15 23 1756.3577885627747 0.9932614555256065 0.9867021276595744 1.0 1.0 0.9865229110512129 0.9933510638297872 1.5857330299913883 0.8279569892473119 0.7446808510638298 0.9130434782608695 0.8974358974358975 0.7777777777777778 0.8288621646623496 2.3906079828739166 16 19 1827.6792891025543 0.9959568733153639 0.9920212765957447 1.0 1.0 0.991869918699187 0.9960106382978724 1.502239316701889 0.8387096774193549 0.7872340425531915 0.8913043478260869 0.8809523809523809 0.803921568627451 0.8392691951896392 2.378747060894966 16 23 1865.100413799286 0.9959568733153639 0.9920212765957447 1.0 1.0 0.991869918699187 0.9960106382978724 1.4867449551820755 0.8279569892473119 0.7553191489361702 0.9021739130434783 0.8875 0.7830188679245284 0.8287465309898243 2.3930782675743103 17 19 1949.0771861076355 0.9973045822102425 0.9946808510638298 1.0 1.0 0.9945652173913043 0.9973404255319149 1.4451620243489742 0.8225806451612904 0.7446808510638298 0.9021739130434783 0.8860759493670886 0.7757009345794392 0.823427382053654 2.4255500882864 17 23 1987.3174846172333 0.9986522911051213 0.9973404255319149 1.0 1.0 0.997275204359673 0.9986702127659575 1.4016213975846767 0.8279569892473119 0.7659574468085106 0.8913043478260869 0.8780487804878049 0.7884615384615384 0.8286308973172988 2.4084453135728836 18 19 2056.6348950862885 0.9973045822102425 0.9946808510638298 1.0 1.0 0.9945652173913043 0.9973404255319149 1.345172867178917 0.8387096774193549 0.7872340425531915 0.8913043478260869 0.8809523809523809 0.803921568627451 0.8392691951896392 2.3988878279924393 18 23 2096.8952424526215 0.9973045822102425 0.9946808510638298 1.0 1.0 0.9945652173913043 0.9973404255319149 1.309526463970542 0.8279569892473119 0.7659574468085106 0.8913043478260869 0.8780487804878049 0.7884615384615384 0.8286308973172988 2.402728870511055 19 19 2163.8791360855103 0.9973045822102425 0.9946808510638298 1.0 1.0 0.9945652173913043 0.9973404255319149 1.2774468064308167 0.8333333333333334 0.7659574468085106 0.9021739130434783 0.8888888888888888 0.7904761904761904 0.8340656799259945 2.405084192752838 19 23 2205.086557865143 0.9986522911051213 0.9973404255319149 1.0 1.0 0.997275204359673 0.9986702127659575 1.2373606748878956 0.8279569892473119 0.7659574468085106 0.8913043478260869 0.8780487804878049 0.7884615384615384 0.8286308973172988 2.4104829728603363 20 19 2290.6854214668274 0.9986522911051213 0.9973404255319149 1.0 1.0 0.997275204359673 0.9986702127659575 1.1929067000746727 0.8279569892473119 0.7659574468085106 0.8913043478260869 0.8780487804878049 0.7884615384615384 0.8286308973172988 2.418473541736603 20 23 2330.325853586197 0.9973045822102425 0.9946808510638298 1.0 1.0 0.9945652173913043 0.9973404255319149 1.1756371427327394 0.8279569892473119 0.7553191489361702 0.9021739130434783 0.8875 0.7830188679245284 0.8287465309898243 2.4303935915231705 21 19 2397.0239465236664 0.9986522911051213 0.9973404255319149 1.0 1.0 0.997275204359673 0.9986702127659575 1.150586225092411 0.8225806451612904 0.7553191489361702 0.8913043478260869 0.8765432098765432 0.780952380952381 0.8233117483811285 2.4056798815727234 21 23 2434.7892673015594 0.9986522911051213 0.9973404255319149 1.0 1.0 0.997275204359673 0.9986702127659575 1.1361538618803024 0.8279569892473119 0.7553191489361702 0.9021739130434783 0.8875 0.7830188679245284 0.8287465309898243 2.4221866875886917