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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 70.7041506767273 0.9959677419354839 0.9947089947089947 0.9972677595628415 0.9973474801061007 0.9945504087193461 0.9959883771359181 1.630745306611061 0.8315217391304348 0.8913043478260869 0.7717391304347826 0.7961165048543689 0.8765432098765432 0.8315217391304348 2.514488324522972
0 23 121.92563891410828 0.9973118279569892 0.9973544973544973 0.9972677595628415 0.9973544973544973 0.9972677595628415 0.9973111284586694 1.6032455042004585 0.8315217391304348 0.8913043478260869 0.7717391304347826 0.7961165048543689 0.8765432098765432 0.8315217391304348 2.489443153142929
1 19 189.62668085098267 0.9973118279569892 0.9973544973544973 0.9972677595628415 0.9973544973544973 0.9972677595628415 0.9973111284586694 1.6554036997258663 0.8369565217391305 0.9021739130434783 0.7717391304347826 0.7980769230769231 0.8875 0.8369565217391304 2.572100356221199
1 23 228.52773189544678 0.9973118279569892 0.9973544973544973 0.9972677595628415 0.9973544973544973 0.9972677595628415 0.9973111284586694 1.5236723572015762 0.8369565217391305 0.9021739130434783 0.7717391304347826 0.7980769230769231 0.8875 0.8369565217391304 2.5151636749505997
2 19 296.8502914905548 0.9973118279569892 0.9973544973544973 0.9972677595628415 0.9973544973544973 0.9972677595628415 0.9973111284586694 1.5427113845944405 0.8315217391304348 0.9239130434782609 0.7391304347826086 0.7798165137614679 0.9066666666666666 0.8315217391304348 2.6269577592611313
2 23 348.7439692020416 0.9973118279569892 0.9973544973544973 0.9972677595628415 0.9973544973544973 0.9972677595628415 0.9973111284586694 1.3953013084828854 0.8315217391304348 0.8913043478260869 0.7717391304347826 0.7961165048543689 0.8765432098765432 0.8315217391304348 2.4732999354600906
3 19 417.60555601119995 0.9973118279569892 0.9973544973544973 0.9972677595628415 0.9973544973544973 0.9972677595628415 0.9973111284586694 1.3943579122424126 0.8369565217391305 0.9021739130434783 0.7717391304347826 0.7980769230769231 0.8875 0.8369565217391304 2.5788852870464325
3 23 455.5172498226166 0.9973118279569892 0.9973544973544973 0.9972677595628415 0.9973544973544973 0.9972677595628415 0.9973111284586694 1.344171468168497 0.8315217391304348 0.8913043478260869 0.7717391304347826 0.7961165048543689 0.8765432098765432 0.8315217391304348 2.510955289006233
4 19 522.5303394794464 0.9973118279569892 0.9973544973544973 0.9972677595628415 0.9973544973544973 0.9972677595628415 0.9973111284586694 1.2454017661511898 0.8260869565217391 0.8804347826086957 0.7717391304347826 0.7941176470588235 0.8658536585365854 0.8260869565217391 2.4507002234458923
4 23 598.9522309303284 0.9973118279569892 0.9973544973544973 0.9972677595628415 0.9973544973544973 0.9972677595628415 0.9973111284586694 1.2484421245753765 0.8260869565217391 0.8586956521739131 0.7934782608695652 0.8061224489795918 0.8488372093023255 0.8260869565217391 2.425627887248993
5 19 669.6961734294891 0.9973118279569892 0.9973544973544973 0.9972677595628415 0.9973544973544973 0.9972677595628415 0.9973111284586694 1.1670749709010124 0.8260869565217391 0.8695652173913043 0.782608695652174 0.8 0.8571428571428571 0.8260869565217391 2.4451640844345093
5 23 707.4755749702454 0.9973118279569892 0.9973544973544973 0.9972677595628415 0.9973544973544973 0.9972677595628415 0.9973111284586694 1.1698524579405785 0.8260869565217391 0.8695652173913043 0.782608695652174 0.8 0.8571428571428571 0.8260869565217391 2.430350363254547
6 19 791.6527404785156 0.9973118279569892 0.9973544973544973 0.9972677595628415 0.9973544973544973 0.9972677595628415 0.9973111284586694 1.123994529247284 0.8260869565217391 0.8478260869565217 0.8043478260869565 0.8125 0.8409090909090909 0.8260869565217391 2.366466298699379
6 23 831.5535905361176 0.9986559139784946 1.0 0.9972677595628415 0.9973614775725593 1.0 0.9986338797814207 1.0920303408056498 0.8315217391304348 0.8913043478260869 0.7717391304347826 0.7961165048543689 0.8765432098765432 0.8315217391304348 2.499027371406555
7 19 915.422066450119 0.9973118279569892 0.9973544973544973 0.9972677595628415 0.9973544973544973 0.9972677595628415 0.9973111284586694 1.0320241060107946 0.8260869565217391 0.8586956521739131 0.7934782608695652 0.8061224489795918 0.8488372093023255 0.8260869565217391 2.4250576943159103
7 23 954.8259983062744 0.9973118279569892 0.9973544973544973 0.9972677595628415 0.9973544973544973 0.9972677595628415 0.9973111284586694 1.0495194997638464 0.8260869565217391 0.8586956521739131 0.7934782608695652 0.8061224489795918 0.8488372093023255 0.8260869565217391 2.4237780570983887
8 19 1025.4205090999603 0.9986559139784946 0.9973544973544973 1.0 1.0 0.997275204359673 0.9986772486772486 1.1219307519495487 0.842391304347826 0.8260869565217391 0.8586956521739131 0.8539325842696629 0.8315789473684211 0.8423913043478262 2.4018764048814774
8 23 1063.2496302127838 0.9973118279569892 0.9973544973544973 0.9972677595628415 0.9973544973544973 0.9972677595628415 0.9973111284586694 0.9659694768488407 0.8315217391304348 0.8913043478260869 0.7717391304347826 0.7961165048543689 0.8765432098765432 0.8315217391304348 2.575720116496086
9 19 1134.8704583644867 1.0 1.0 1.0 1.0 1.0 1.0 0.9475919641554356 0.8206521739130435 0.8478260869565217 0.7934782608695652 0.8041237113402062 0.8390804597701149 0.8206521739130435 2.4011683613061905
9 23 1172.8395819664001 1.0 1.0 1.0 1.0 1.0 1.0 0.9553902819752693 0.8206521739130435 0.8478260869565217 0.7934782608695652 0.8041237113402062 0.8390804597701149 0.8206521739130435 2.3885496854782104
10 19 1240.4495992660522 1.0 1.0 1.0 1.0 1.0 1.0 0.8798265252262354 0.8206521739130435 0.8478260869565217 0.7934782608695652 0.8041237113402062 0.8390804597701149 0.8206521739130435 2.4273094087839127
10 23 1279.7461986541748 1.0 1.0 1.0 1.0 1.0 1.0 0.9195542391389608 0.8260869565217391 0.8260869565217391 0.8260869565217391 0.8260869565217391 0.8260869565217391 0.8260869565217391 2.3947505950927734
11 19 1349.4666056632996 0.9986559139784946 1.0 0.9972677595628415 0.9973614775725593 1.0 0.9986338797814207 0.8703636843711138 0.8315217391304348 0.9239130434782609 0.7391304347826086 0.7798165137614679 0.9066666666666666 0.8315217391304348 2.758887007832527
11 23 1386.9243333339691 1.0 1.0 1.0 1.0 1.0 1.0 0.8324099890887737 0.8369565217391305 0.9130434782608695 0.7608695652173914 0.7924528301886793 0.8974358974358975 0.8369565217391304 2.669893905520439
12 19 1454.0078234672546 1.0 1.0 1.0 1.0 1.0 1.0 0.7532742246985435 0.8206521739130435 0.8586956521739131 0.782608695652174 0.797979797979798 0.8470588235294118 0.8206521739130435 2.5021585524082184
12 23 1494.7956318855286 1.0 1.0 1.0 1.0 1.0 1.0 0.78822286054492 0.8315217391304348 0.9021739130434783 0.7608695652173914 0.7904761904761904 0.8860759493670886 0.8315217391304348 2.6606760174036026
13 19 1560.9999964237213 1.0 1.0 1.0 1.0 1.0 1.0 0.7186421025544405 0.8206521739130435 0.8586956521739131 0.782608695652174 0.797979797979798 0.8470588235294118 0.8206521739130435 2.447030171751976
13 23 1598.5593535900116 1.0 1.0 1.0 1.0 1.0 1.0 0.6971885552629828 0.8206521739130435 0.8586956521739131 0.782608695652174 0.797979797979798 0.8470588235294118 0.8206521739130435 2.487697094678879
14 19 1668.0252845287323 1.0 1.0 1.0 1.0 1.0 1.0 0.7532817590981722 0.8206521739130435 0.9130434782608695 0.7282608695652174 0.7706422018348624 0.8933333333333333 0.8206521739130435 2.783659353852272
14 23 1721.7710843086243 1.0 1.0 1.0 1.0 1.0 1.0 0.6441595628857613 0.8315217391304348 0.8804347826086957 0.782608695652174 0.801980198019802 0.8674698795180723 0.8315217391304348 2.570235326886177
15 19 1791.9204325675964 1.0 1.0 1.0 1.0 1.0 1.0 0.6700548455119133 0.8206521739130435 0.8478260869565217 0.7934782608695652 0.8041237113402062 0.8390804597701149 0.8206521739130435 2.3812161684036255
15 23 1831.3748698234558 1.0 1.0 1.0 1.0 1.0 1.0 0.6352731138467789 0.8206521739130435 0.8586956521739131 0.782608695652174 0.797979797979798 0.8470588235294118 0.8206521739130435 2.4400696754455566
16 19 1914.2775087356567 1.0 1.0 1.0 1.0 1.0 1.0 0.5994953773915768 0.8260869565217391 0.8586956521739131 0.7934782608695652 0.8061224489795918 0.8488372093023255 0.8260869565217391 2.473241478204727
16 23 1953.0811998844147 1.0 1.0 1.0 1.0 1.0 1.0 0.5847277920693159 0.8260869565217391 0.8586956521739131 0.7934782608695652 0.8061224489795918 0.8488372093023255 0.8260869565217391 2.472364664077759
17 19 2022.1445348262787 1.0 1.0 1.0 1.0 1.0 1.0 0.5426452830433846 0.8260869565217391 0.8695652173913043 0.782608695652174 0.8 0.8571428571428571 0.8260869565217391 2.5586452931165695
17 23 2059.698517560959 1.0 1.0 1.0 1.0 1.0 1.0 0.5531387226656079 0.8206521739130435 0.8478260869565217 0.7934782608695652 0.8041237113402062 0.8390804597701149 0.8206521739130435 2.4764311015605927
18 19 2126.437828540802 1.0 1.0 1.0 1.0 1.0 1.0 0.5330944191664457 0.8206521739130435 0.8586956521739131 0.782608695652174 0.797979797979798 0.8470588235294118 0.8206521739130435 2.5328238904476166
18 23 2167.0801265239716 1.0 1.0 1.0 1.0 1.0 1.0 0.5128120128065348 0.8260869565217391 0.8586956521739131 0.7934782608695652 0.8061224489795918 0.8488372093023255 0.8260869565217391 2.504128098487854
19 19 2232.2281336784363 1.0 1.0 1.0 1.0 1.0 1.0 0.5003260914236307 0.8315217391304348 0.8913043478260869 0.7717391304347826 0.7961165048543689 0.8765432098765432 0.8315217391304348 2.699672043323517
19 23 2271.9470641613007 1.0 1.0 1.0 1.0 1.0 1.0 0.4772501029074192 0.8260869565217391 0.8586956521739131 0.7934782608695652 0.8061224489795918 0.8488372093023255 0.8260869565217391 2.5506703704595566
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