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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 68.21571111679077 0.9865229110512129 0.9813829787234043 0.9918032786885246 0.9919354838709677 0.981081081081081 0.9865931287059644 3.3419697135686874 0.8548387096774194 0.8297872340425532 0.8804347826086957 0.8764044943820225 0.8350515463917526 0.8551110083256244 2.5649304240942
0 23 108.20409822463989 0.9824797843665768 0.9707446808510638 0.994535519125683 0.9945504087193461 0.9706666666666667 0.9826400999883734 3.3119804486632347 0.8333333333333334 0.7446808510638298 0.9239130434782609 0.9090909090909091 0.7798165137614679 0.8342969472710453 2.6002017110586166
1 19 177.77143454551697 0.9865229110512129 0.9787234042553191 0.994535519125683 0.9945945945945946 0.978494623655914 0.9866294616905011 3.163857690989971 0.8494623655913979 0.7978723404255319 0.9021739130434783 0.8928571428571429 0.8137254901960784 0.8500231267345051 2.57253597676754
1 23 217.6360936164856 0.9865229110512129 0.9787234042553191 0.994535519125683 0.9945945945945946 0.978494623655914 0.9866294616905011 3.1383222863078117 0.8440860215053764 0.7659574468085106 0.9239130434782609 0.9113924050632911 0.794392523364486 0.8449352451433858 2.5855095237493515
2 19 301.1308317184448 0.9851752021563343 0.976063829787234 0.994535519125683 0.994579945799458 0.9758713136729222 0.9852996744564586 3.008644673973322 0.8440860215053764 0.7659574468085106 0.9239130434782609 0.9113924050632911 0.794392523364486 0.8449352451433858 2.6018669307231903
2 23 340.9672212600708 0.9838274932614556 0.973404255319149 0.994535519125683 0.9945652173913043 0.9732620320855615 0.9839698872224161 3.101259045302868 0.8172043010752689 0.7127659574468085 0.9239130434782609 0.9054054054054054 0.7589285714285714 0.8183395004625347 2.666480466723442
3 19 409.9593040943146 0.9892183288409704 0.9840425531914894 0.994535519125683 0.9946236559139785 0.9837837837837838 0.9892890361585862 2.858045130968094 0.8548387096774194 0.8085106382978723 0.9021739130434783 0.8941176470588236 0.8217821782178217 0.8553422756706752 2.572514086961746
3 23 457.0890426635742 0.9878706199460916 0.9813829787234043 0.994535519125683 0.9946091644204852 0.9811320754716981 0.9879592489245437 2.859148792922497 0.8387096774193549 0.7553191489361702 0.9239130434782609 0.9102564102564102 0.7870370370370371 0.8396160962072156 2.605021044611931
4 19 528.3619887828827 0.9892183288409704 0.9813829787234043 0.9972677595628415 0.9972972972972973 0.9811827956989247 0.989325369143123 2.8135358691215515 0.8387096774193549 0.7553191489361702 0.9239130434782609 0.9102564102564102 0.7870370370370371 0.8396160962072156 2.609194755554199
4 23 565.9454085826874 0.9892183288409704 0.9813829787234043 0.9972677595628415 0.9972972972972973 0.9811827956989247 0.989325369143123 2.806520204991102 0.8333333333333334 0.7446808510638298 0.9239130434782609 0.9090909090909091 0.7798165137614679 0.8342969472710453 2.65738482773304
5 19 635.7651786804199 0.9905660377358491 0.9867021276595744 0.994535519125683 0.9946380697050938 0.986449864498645 0.9906188233926287 2.6345044523477554 0.8602150537634409 0.8085106382978723 0.9130434782608695 0.9047619047619048 0.8235294117647058 0.8607770582793709 2.579410031437874
5 23 675.5194289684296 0.9892183288409704 0.9813829787234043 0.9972677595628415 0.9972972972972973 0.9811827956989247 0.989325369143123 2.7657592222094536 0.8333333333333334 0.7446808510638298 0.9239130434782609 0.9090909090909091 0.7798165137614679 0.8342969472710453 2.6562249660491943
6 19 744.1473636627197 0.9905660377358491 0.9867021276595744 0.994535519125683 0.9946380697050938 0.986449864498645 0.9906188233926287 2.4929268024861813 0.8655913978494624 0.8297872340425532 0.9021739130434783 0.896551724137931 0.8383838383838383 0.8659805735430157 2.573626294732094
6 23 781.4808847904205 0.9905660377358491 0.9867021276595744 0.994535519125683 0.9946380697050938 0.986449864498645 0.9906188233926287 2.477979000657797 0.8655913978494624 0.8404255319148937 0.8913043478260869 0.8876404494382022 0.845360824742268 0.8658649398704903 2.576311320066452
7 19 849.8236138820648 0.9905660377358491 0.9867021276595744 0.994535519125683 0.9946380697050938 0.986449864498645 0.9906188233926287 2.411743775010109 0.8655913978494624 0.8297872340425532 0.9021739130434783 0.896551724137931 0.8383838383838383 0.8659805735430157 2.5899585485458374
7 23 887.559107542038 0.9919137466307277 0.9867021276595744 0.9972677595628415 0.9973118279569892 0.9864864864864865 0.991984943611208 2.420448049902916 0.8655913978494624 0.8191489361702128 0.9130434782608695 0.9058823529411765 0.8316831683168316 0.8660962072155411 2.5861635953187943
8 19 956.9341261386871 0.9932614555256065 0.9893617021276596 0.9972677595628415 0.9973190348525469 0.989159891598916 0.9933147308452506 2.328029438853264 0.8655913978494624 0.8404255319148937 0.8913043478260869 0.8876404494382022 0.845360824742268 0.8658649398704903 2.5730776637792587
8 23 994.9156465530396 0.9919137466307277 0.9867021276595744 0.9972677595628415 0.9973118279569892 0.9864864864864865 0.991984943611208 2.2319708690047264 0.8548387096774194 0.7872340425531915 0.9239130434782609 0.9135802469135802 0.8095238095238095 0.8555735430157262 2.5965344458818436
9 19 1064.3205995559692 0.9932614555256065 0.9893617021276596 0.9972677595628415 0.9973190348525469 0.989159891598916 0.9933147308452506 2.2493670284748077 0.8655913978494624 0.8404255319148937 0.8913043478260869 0.8876404494382022 0.845360824742268 0.8658649398704903 2.5851157009601593
9 23 1105.0907621383667 0.9932614555256065 0.9893617021276596 0.9972677595628415 0.9973190348525469 0.989159891598916 0.9933147308452506 2.224531337618828 0.8655913978494624 0.8404255319148937 0.8913043478260869 0.8876404494382022 0.845360824742268 0.8658649398704903 2.5829229801893234
10 19 1175.2485411167145 0.9932614555256065 0.9893617021276596 0.9972677595628415 0.9973190348525469 0.989159891598916 0.9933147308452506 2.13803194090724 0.8440860215053764 0.7659574468085106 0.9239130434782609 0.9113924050632911 0.794392523364486 0.8449352451433858 2.6073834747076035
10 23 1217.0558218955994 0.9932614555256065 0.9893617021276596 0.9972677595628415 0.9973190348525469 0.989159891598916 0.9933147308452506 2.0659844614565372 0.8602150537634409 0.8085106382978723 0.9130434782608695 0.9047619047619048 0.8235294117647058 0.8607770582793709 2.5774561315774918
11 19 1282.159824371338 0.9932614555256065 0.9893617021276596 0.9972677595628415 0.9973190348525469 0.989159891598916 0.9933147308452506 2.003627974539995 0.8440860215053764 0.7553191489361702 0.9347826086956522 0.922077922077922 0.7889908256880734 0.8450508788159112 2.651825398206711
11 23 1321.954157590866 0.9932614555256065 0.9893617021276596 0.9972677595628415 0.9973190348525469 0.989159891598916 0.9933147308452506 2.0599832497537136 0.8333333333333334 0.7446808510638298 0.9239130434782609 0.9090909090909091 0.7798165137614679 0.8342969472710453 2.65565624833107
12 19 1389.3948645591736 0.9932614555256065 0.9893617021276596 0.9972677595628415 0.9973190348525469 0.989159891598916 0.9933147308452506 1.8836251199245453 0.8602150537634409 0.8085106382978723 0.9130434782608695 0.9047619047619048 0.8235294117647058 0.8607770582793709 2.6037876904010773
12 23 1429.8281383514404 0.9946091644204852 0.9920212765957447 0.9972677595628415 0.9973262032085561 0.9918478260869565 0.9946445180792931 1.8740414194762707 0.8494623655913979 0.8085106382978723 0.8913043478260869 0.8837209302325582 0.82 0.8499074930619797 2.604255750775337
13 19 1495.5687248706818 0.9946091644204852 0.9920212765957447 0.9972677595628415 0.9973262032085561 0.9918478260869565 0.9946445180792931 1.8393449261784554 0.8548387096774194 0.8085106382978723 0.9021739130434783 0.8941176470588236 0.8217821782178217 0.8553422756706752 2.6053794473409653
13 23 1535.8001670837402 0.9973045822102425 0.9973404255319149 0.9972677595628415 0.9973404255319149 0.9972677595628415 0.9973040925473782 1.940114688128233 0.8387096774193549 0.8404255319148937 0.8369565217391305 0.8404255319148937 0.8369565217391305 0.838691026827012 2.647342339158058
14 19 1605.4791369438171 0.9946091644204852 0.9920212765957447 0.9972677595628415 0.9973262032085561 0.9918478260869565 0.9946445180792931 1.7299094535410404 0.8440860215053764 0.7659574468085106 0.9239130434782609 0.9113924050632911 0.794392523364486 0.8449352451433858 2.654689282178879
14 23 1653.5758562088013 0.9959568733153639 0.9946808510638298 0.9972677595628415 0.9973333333333333 0.9945504087193461 0.9959743053133356 1.7142584584653378 0.8602150537634409 0.8297872340425532 0.8913043478260869 0.8863636363636364 0.8367346938775511 0.86054579093432 2.619477480649948
15 19 1723.1937263011932 0.9946091644204852 0.9920212765957447 0.9972677595628415 0.9973262032085561 0.9918478260869565 0.9946445180792931 1.6295627057552338 0.8602150537634409 0.7978723404255319 0.9239130434782609 0.9146341463414634 0.8173076923076923 0.8608926919518964 2.642537295818329
15 23 1762.381933927536 0.9932614555256065 0.9893617021276596 0.9972677595628415 0.9973190348525469 0.989159891598916 0.9933147308452506 1.6838496290147305 0.8387096774193549 0.7446808510638298 0.9347826086956522 0.9210526315789473 0.7818181818181819 0.839731729879741 2.7008735686540604
16 19 1828.9930336475372 0.9959568733153639 0.9946808510638298 0.9972677595628415 0.9973333333333333 0.9945504087193461 0.9959743053133356 1.5402997247874737 0.8494623655913979 0.7978723404255319 0.9021739130434783 0.8928571428571429 0.8137254901960784 0.8500231267345051 2.637005180120468
16 23 1868.793223619461 0.9946091644204852 0.9920212765957447 0.9972677595628415 0.9973262032085561 0.9918478260869565 0.9946445180792931 1.5554521158337593 0.8387096774193549 0.7553191489361702 0.9239130434782609 0.9102564102564102 0.7870370370370371 0.8396160962072156 2.7003949135541916
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