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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 67.79760575294495 0.9959568733153639 0.9946808510638298 0.9972677595628415 0.9973333333333333 0.9945504087193461 0.9959743053133356 1.525881353765726 0.7795698924731183 0.8723404255319149 0.6847826086956522 0.7387387387387387 0.84 0.7785615171137836 3.0962065905332565
0 23 122.18563294410706 0.9959568733153639 0.9946808510638298 0.9972677595628415 0.9973333333333333 0.9945504087193461 0.9959743053133356 1.3366494588553905 0.7795698924731183 0.7872340425531915 0.7717391304347826 0.7789473684210526 0.7802197802197802 0.779486586493987 2.8168190121650696
1 19 189.79058361053467 0.9959568733153639 0.9946808510638298 0.9972677595628415 0.9973333333333333 0.9945504087193461 0.9959743053133356 1.2870001513510942 0.7956989247311828 0.851063829787234 0.7391304347826086 0.7692307692307693 0.8292682926829268 0.7950971322849214 2.8362081348896027
1 23 229.97022891044617 0.9959568733153639 0.9946808510638298 0.9972677595628415 0.9973333333333333 0.9945504087193461 0.9959743053133356 1.2892184350639582 0.7903225806451613 0.8297872340425532 0.75 0.7722772277227723 0.8117647058823529 0.7898936170212766 2.8029854893684387
2 19 316.1651802062988 0.9959568733153639 0.9946808510638298 0.9972677595628415 0.9973333333333333 0.9945504087193461 0.9959743053133356 1.264886248856783 0.7849462365591398 0.776595744680851 0.7934782608695652 0.7934782608695652 0.776595744680851 0.785037002775208 2.765732914209366
2 23 353.70932602882385 0.9959568733153639 0.9946808510638298 0.9972677595628415 0.9973333333333333 0.9945504087193461 0.9959743053133356 1.1903725787997246 0.7741935483870968 0.7553191489361702 0.7934782608695652 0.7888888888888889 0.7604166666666666 0.7743987049028678 2.7475204467773438
3 19 422.45551109313965 0.9959568733153639 0.9946808510638298 0.9972677595628415 0.9973333333333333 0.9945504087193461 0.9959743053133356 1.146015727892518 0.7849462365591398 0.8191489361702128 0.75 0.77 0.8023255813953488 0.7845744680851063 2.804030179977417
3 23 462.01609206199646 0.9959568733153639 0.9946808510638298 0.9972677595628415 0.9973333333333333 0.9945504087193461 0.9959743053133356 1.1499314662069082 0.7849462365591398 0.7872340425531915 0.782608695652174 0.7872340425531915 0.782608695652174 0.7849213691026827 2.7813297510147095
4 19 532.1856687068939 0.9959568733153639 0.9946808510638298 0.9972677595628415 0.9973333333333333 0.9945504087193461 0.9959743053133356 1.0899573359638453 0.7903225806451613 0.776595744680851 0.8043478260869565 0.8021978021978022 0.7789473684210526 0.7904717853839038 2.740030825138092
4 23 572.0024139881134 0.9959568733153639 0.9946808510638298 0.9972677595628415 0.9973333333333333 0.9945504087193461 0.9959743053133356 1.0823572725057602 0.7849462365591398 0.7872340425531915 0.782608695652174 0.7872340425531915 0.782608695652174 0.7849213691026827 2.752994418144226
5 19 642.6346015930176 0.9959568733153639 0.9946808510638298 0.9972677595628415 0.9973333333333333 0.9945504087193461 0.9959743053133356 1.065220845863223 0.7849462365591398 0.7446808510638298 0.8260869565217391 0.813953488372093 0.76 0.7853839037927844 2.7162390649318695
5 23 683.1862065792084 0.9959568733153639 0.9946808510638298 0.9972677595628415 0.9973333333333333 0.9945504087193461 0.9959743053133356 1.0229395255446434 0.7903225806451613 0.7446808510638298 0.8369565217391305 0.8235294117647058 0.7623762376237624 0.7908186864014801 2.713170424103737
6 19 750.6948757171631 0.9959568733153639 0.9946808510638298 0.9972677595628415 0.9973333333333333 0.9945504087193461 0.9959743053133356 0.9320683106780052 0.7956989247311828 0.8297872340425532 0.7608695652173914 0.78 0.813953488372093 0.7953283996299723 2.7957825660705566
6 23 790.8849191665649 0.9959568733153639 0.9946808510638298 0.9972677595628415 0.9973333333333333 0.9945504087193461 0.9959743053133356 0.9431241936981678 0.8010752688172043 0.851063829787234 0.75 0.7766990291262136 0.8313253012048193 0.800531914893617 2.8332746028900146
7 19 858.6199021339417 0.9959568733153639 0.9946808510638298 0.9972677595628415 0.9973333333333333 0.9945504087193461 0.9959743053133356 0.8888176660984755 0.8010752688172043 0.8085106382978723 0.7934782608695652 0.8 0.8021978021978022 0.8009944495837187 2.7759459912776947
7 23 898.7248346805573 0.9959568733153639 0.9946808510638298 0.9972677595628415 0.9973333333333333 0.9945504087193461 0.9959743053133356 0.8766408041119576 0.7849462365591398 0.7659574468085106 0.8043478260869565 0.8 0.7708333333333334 0.7851526364477336 2.7442901730537415
8 19 968.4798240661621 0.9973045822102425 0.9973404255319149 0.9972677595628415 0.9973404255319149 0.9972677595628415 0.9973040925473782 0.83015295304358 0.7903225806451613 0.8085106382978723 0.7717391304347826 0.7835051546391752 0.797752808988764 0.7901248843663274 2.6898621916770935
8 23 1009.5251758098602 0.9973045822102425 0.9973404255319149 0.9972677595628415 0.9973404255319149 0.9972677595628415 0.9973040925473782 0.8002529162913561 0.7956989247311828 0.8085106382978723 0.782608695652174 0.7916666666666666 0.8 0.7955596669750231 2.6854438483715057
9 19 1076.7525684833527 0.9973045822102425 0.9973404255319149 0.9972677595628415 0.9973404255319149 0.9972677595628415 0.9973040925473782 0.7770146541297436 0.7903225806451613 0.8085106382978723 0.7717391304347826 0.7835051546391752 0.797752808988764 0.7901248843663274 2.771336555480957
9 23 1133.835636138916 0.9973045822102425 0.9973404255319149 0.9972677595628415 0.9973404255319149 0.9972677595628415 0.9973040925473782 0.7795442380011082 0.7903225806451613 0.7978723404255319 0.782608695652174 0.7894736842105263 0.7912087912087912 0.790240518038853 2.7650420367717743
10 19 1200.666714668274 0.9973045822102425 0.9973404255319149 0.9972677595628415 0.9973404255319149 0.9972677595628415 0.9973040925473782 0.7397258281707764 0.7956989247311828 0.7872340425531915 0.8043478260869565 0.8043478260869565 0.7872340425531915 0.795790934320074 2.7234490662813187
10 23 1240.1594750881195 0.9986522911051213 1.0 0.9972677595628415 0.9973474801061007 1.0 0.9986338797814207 0.7149928230792284 0.7956989247311828 0.8191489361702128 0.7717391304347826 0.7857142857142857 0.8068181818181818 0.7954440333024977 2.7720198929309845
11 19 1317.4784188270569 0.9973045822102425 0.9973404255319149 0.9972677595628415 0.9973404255319149 0.9972677595628415 0.9973040925473782 0.668216846883297 0.7903225806451613 0.7659574468085106 0.8152173913043478 0.8089887640449438 0.7731958762886598 0.7905874190564293 2.829699084162712
11 23 1355.2984535694122 0.9973045822102425 0.9973404255319149 0.9972677595628415 0.9973404255319149 0.9972677595628415 0.9973040925473782 0.6600478328764439 0.8010752688172043 0.8085106382978723 0.7934782608695652 0.8 0.8021978021978022 0.8009944495837187 2.8112665712833405
12 19 1422.3720531463623 1.0 1.0 1.0 1.0 1.0 1.0 0.6791500644758344 0.8118279569892473 0.7446808510638298 0.8804347826086957 0.8641975308641975 0.7714285714285715 0.8125578168362627 2.611357569694519
12 23 1478.5834062099457 1.0 1.0 1.0 1.0 1.0 1.0 0.6505920086055994 0.8010752688172043 0.8191489361702128 0.782608695652174 0.7938144329896907 0.8089887640449438 0.8008788159111934 2.6459790766239166
13 19 1547.852709054947 1.0 1.0 1.0 1.0 1.0 1.0 0.6540839839726686 0.7849462365591398 0.8723404255319149 0.6956521739130435 0.7454545454545455 0.8421052631578947 0.7839962997224792 2.926917552947998
13 23 1586.0052094459534 0.9986522911051213 1.0 0.9972677595628415 0.9973474801061007 1.0 0.9986338797814207 0.6555605232715607 0.7849462365591398 0.8723404255319149 0.6956521739130435 0.7454545454545455 0.8421052631578947 0.7839962997224792 3.000848203897476
14 19 1653.0800459384918 1.0 1.0 1.0 1.0 1.0 1.0 0.5393127175047994 0.7956989247311828 0.776595744680851 0.8152173913043478 0.8111111111111111 0.78125 0.7959065679925994 2.7752434611320496
14 23 1692.7949793338776 1.0 1.0 1.0 1.0 1.0 1.0 0.5519252112135291 0.7956989247311828 0.8404255319148937 0.75 0.7745098039215687 0.8214285714285714 0.7952127659574468 2.873985230922699
15 19 1762.3595769405365 1.0 1.0 1.0 1.0 1.0 1.0 0.512545071542263 0.7956989247311828 0.7872340425531915 0.8043478260869565 0.8043478260869565 0.7872340425531915 0.795790934320074 2.8741267025470734
15 23 1835.2280313968658 1.0 1.0 1.0 1.0 1.0 1.0 0.5404811259359121 0.7903225806451613 0.776595744680851 0.8043478260869565 0.8021978021978022 0.7789473684210526 0.7904717853839038 2.834051549434662
16 19 1904.6480572223663 1.0 1.0 1.0 1.0 1.0 1.0 0.48753925040364265 0.7956989247311828 0.776595744680851 0.8152173913043478 0.8111111111111111 0.78125 0.7959065679925994 2.808630332350731
16 23 1943.607259273529 1.0 1.0 1.0 1.0 1.0 1.0 0.46334127336740494 0.7956989247311828 0.8085106382978723 0.782608695652174 0.7916666666666666 0.8 0.7955596669750231 2.806932657957077
17 19 2026.9877417087555 1.0 1.0 1.0 1.0 1.0 1.0 0.47334863990545273 0.7956989247311828 0.8404255319148937 0.75 0.7745098039215687 0.8214285714285714 0.7952127659574468 2.8951017558574677
17 23 2068.0674793720245 1.0 1.0 1.0 1.0 1.0 1.0 0.47785099782049656 0.7903225806451613 0.851063829787234 0.7282608695652174 0.7619047619047619 0.8271604938271605 0.7896623496762257 2.9488798677921295
18 19 2137.7543206214905 1.0 1.0 1.0 1.0 1.0 1.0 0.42888191994279623 0.7849462365591398 0.8085106382978723 0.7608695652173914 0.7755102040816326 0.7954545454545454 0.7846901017576318 2.927984446287155
18 23 2177.4072992801666 1.0 1.0 1.0 1.0 1.0 1.0 0.4466373408213258 0.7956989247311828 0.8085106382978723 0.782608695652174 0.7916666666666666 0.8 0.7955596669750231 2.9258480072021484
19 19 2248.939560651779 1.0 1.0 1.0 1.0 1.0 1.0 0.413633743301034 0.7903225806451613 0.7659574468085106 0.8152173913043478 0.8089887640449438 0.7731958762886598 0.7905874190564293 2.8783735036849976
19 23 2289.9512650966644 1.0 1.0 1.0 1.0 1.0 1.0 0.3899628110229969 0.7903225806451613 0.7659574468085106 0.8152173913043478 0.8089887640449438 0.7731958762886598 0.7905874190564293 2.860948383808136
20 19 2357.5205371379852 1.0 1.0 1.0 1.0 1.0 1.0 0.3815251477062702 0.7903225806451613 0.8191489361702128 0.7608695652173914 0.7777777777777778 0.8045977011494253 0.7900092506938021 2.920410931110382
20 23 2398.3388669490814 1.0 1.0 1.0 1.0 1.0 1.0 0.36787371803075075 0.7956989247311828 0.776595744680851 0.8152173913043478 0.8111111111111111 0.78125 0.7959065679925994 2.86665615439415
21 19 2468.278074502945 1.0 1.0 1.0 1.0 1.0 1.0 0.3714411021210253 0.7956989247311828 0.8617021276595744 0.7282608695652174 0.7641509433962265 0.8375 0.794981498612396 2.9975081384181976
21 23 2508.0563430786133 1.0 1.0 1.0 1.0 1.0 1.0 0.3732872446998954 0.7903225806451613 0.8085106382978723 0.7717391304347826 0.7835051546391752 0.797752808988764 0.7901248843663274 2.9374822080135345
22 19 2585.354816198349 1.0 1.0 1.0 1.0 1.0 1.0 0.3534700470045209 0.7903225806451613 0.7659574468085106 0.8152173913043478 0.8089887640449438 0.7731958762886598 0.7905874190564293 2.912546083331108
22 23 2622.932921886444 1.0 1.0 1.0 1.0 1.0 1.0 0.34669866133481264 0.7956989247311828 0.7659574468085106 0.8260869565217391 0.8181818181818182 0.7755102040816326 0.7960222016651248 2.8915092945098877
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