/////////////////////////////////////////// // Running convGAN-majority-5 on folding_hypothyroid /////////////////////////////////////////// Load 'data_input/folding_hypothyroid' from pickle file non empty cut in data_input/folding_hypothyroid! (1 points) Data loaded. -> Shuffling data ### Start exercise for synthetic point generator ====== Step 1/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 1/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 38s - loss: 0.1065 41/241 [====>.........................] - ETA: 0s - loss: 0.0770  80/241 [========>.....................] - ETA: 0s - loss: 0.0815 120/241 [=============>................] - ETA: 0s - loss: 0.0842 159/241 [==================>...........] - ETA: 0s - loss: 0.0882 199/241 [=======================>......] - ETA: 0s - loss: 0.0882 237/241 [============================>.] - ETA: 0s - loss: 0.0875 241/241 [==============================] - 0s 1ms/step - loss: 0.0882 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.0645 40/241 [===>..........................] - ETA: 0s - loss: 0.0796 79/241 [========>.....................] - ETA: 0s - loss: 0.0781 119/241 [=============>................] - ETA: 0s - loss: 0.0751 158/241 [==================>...........] - ETA: 0s - loss: 0.0771 198/241 [=======================>......] - ETA: 0s - loss: 0.0810 238/241 [============================>.] - ETA: 0s - loss: 0.0836 241/241 [==============================] - 0s 1ms/step - loss: 0.0842 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0221 39/241 [===>..........................] - ETA: 0s - loss: 0.0772 69/241 [=======>......................] - ETA: 0s - loss: 0.0795 104/241 [===========>..................] - ETA: 0s - loss: 0.0812 138/241 [================>.............] - ETA: 0s - loss: 0.0820 174/241 [====================>.........] - ETA: 0s - loss: 0.0820 213/241 [=========================>....] - ETA: 0s - loss: 0.0825 241/241 [==============================] - 0s 1ms/step - loss: 0.0797 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0809 39/241 [===>..........................] - ETA: 0s - loss: 0.0803 78/241 [========>.....................] - ETA: 0s - loss: 0.0890 115/241 [=============>................] - ETA: 0s - loss: 0.0839 153/241 [==================>...........] - ETA: 0s - loss: 0.0857 192/241 [======================>.......] - ETA: 0s - loss: 0.0789 231/241 [===========================>..] - ETA: 0s - loss: 0.0772 241/241 [==============================] - 0s 1ms/step - loss: 0.0774 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0273 41/241 [====>.........................] - ETA: 0s - loss: 0.0692 80/241 [========>.....................] - ETA: 0s - loss: 0.0715 121/241 [==============>...............] - ETA: 0s - loss: 0.0695 160/241 [==================>...........] - ETA: 0s - loss: 0.0777 200/241 [=======================>......] - ETA: 0s - loss: 0.0768 240/241 [============================>.] - ETA: 0s - loss: 0.0763 241/241 [==============================] - 0s 1ms/step - loss: 0.0762 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0121 35/241 [===>..........................] - ETA: 0s - loss: 0.0972 60/241 [======>.......................] - ETA: 0s - loss: 0.0761 92/241 [==========>...................] - ETA: 0s - loss: 0.0817 123/241 [==============>...............] - ETA: 0s - loss: 0.0802 163/241 [===================>..........] - ETA: 0s - loss: 0.0749 203/241 [========================>.....] - ETA: 0s - loss: 0.0697 238/241 [============================>.] - ETA: 0s - loss: 0.0712 241/241 [==============================] - 0s 2ms/step - loss: 0.0725 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0497 41/241 [====>.........................] - ETA: 0s - loss: 0.0607 81/241 [=========>....................] - ETA: 0s - loss: 0.0764 121/241 [==============>...............] - ETA: 0s - loss: 0.0777 159/241 [==================>...........] - ETA: 0s - loss: 0.0743 197/241 [=======================>......] - ETA: 0s - loss: 0.0748 236/241 [============================>.] - ETA: 0s - loss: 0.0744 241/241 [==============================] - 0s 1ms/step - loss: 0.0742 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0104 41/241 [====>.........................] - ETA: 0s - loss: 0.0709 81/241 [=========>....................] - ETA: 0s - loss: 0.0713 120/241 [=============>................] - ETA: 0s - loss: 0.0687 157/241 [==================>...........] - ETA: 0s - loss: 0.0690 197/241 [=======================>......] - ETA: 0s - loss: 0.0692 237/241 [============================>.] - ETA: 0s - loss: 0.0713 241/241 [==============================] - 0s 1ms/step - loss: 0.0702 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0043 41/241 [====>.........................] - ETA: 0s - loss: 0.0689 78/241 [========>.....................] - ETA: 0s - loss: 0.0665 118/241 [=============>................] - ETA: 0s - loss: 0.0636 156/241 [==================>...........] - ETA: 0s - loss: 0.0685 189/241 [======================>.......] - ETA: 0s - loss: 0.0687 224/241 [==========================>...] - ETA: 0s - loss: 0.0741 241/241 [==============================] - 0s 1ms/step - loss: 0.0737 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0811 35/241 [===>..........................] - ETA: 0s - loss: 0.0580 72/241 [=======>......................] - ETA: 0s - loss: 0.0560 111/241 [============>.................] - ETA: 0s - loss: 0.0598 141/241 [================>.............] - ETA: 0s - loss: 0.0625 174/241 [====================>.........] - ETA: 0s - loss: 0.0645 215/241 [=========================>....] - ETA: 0s - loss: 0.0693 241/241 [==============================] - 0s 1ms/step - loss: 0.0681 -> test with GAN.predict GAN tn, fp: 581, 22 GAN fn, tp: 3, 28 GAN f1 score: 0.691 GAN cohens kappa score: 0.672 -> test with 'LR' LR tn, fp: 524, 79 LR fn, tp: 4, 27 LR f1 score: 0.394 LR cohens kappa score: 0.345 LR average precision score: 0.485 -> test with 'RF' RF tn, fp: 597, 6 RF fn, tp: 5, 26 RF f1 score: 0.825 RF cohens kappa score: 0.816 -> test with 'GB' GB tn, fp: 592, 11 GB fn, tp: 5, 26 GB f1 score: 0.765 GB cohens kappa score: 0.751 -> test with 'KNN' KNN tn, fp: 578, 25 KNN fn, tp: 4, 27 KNN f1 score: 0.651 KNN cohens kappa score: 0.628 ------ Step 1/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 1:06 - loss: 0.1971 15/241 [>.............................] - ETA: 0s - loss: 0.1062  28/241 [==>...........................] - ETA: 0s - loss: 0.1223 49/241 [=====>........................] - ETA: 0s - loss: 0.1181 69/241 [=======>......................] - ETA: 0s - loss: 0.1049 91/241 [==========>...................] - ETA: 0s - loss: 0.1027 112/241 [============>.................] - ETA: 0s - loss: 0.1004 131/241 [===============>..............] - ETA: 0s - loss: 0.0954 150/241 [=================>............] - ETA: 0s - loss: 0.0927 169/241 [====================>.........] - ETA: 0s - loss: 0.0929 183/241 [=====================>........] - ETA: 0s - loss: 0.0931 197/241 [=======================>......] - ETA: 0s - loss: 0.0915 215/241 [=========================>....] - ETA: 0s - loss: 0.0898 237/241 [============================>.] - ETA: 0s - loss: 0.0899 241/241 [==============================] - 1s 3ms/step - loss: 0.0896 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.0318 21/241 [=>............................] - ETA: 0s - loss: 0.1002 40/241 [===>..........................] - ETA: 0s - loss: 0.0880 58/241 [======>.......................] - ETA: 0s - loss: 0.0948 77/241 [========>.....................] - ETA: 0s - loss: 0.0832 98/241 [===========>..................] - ETA: 0s - loss: 0.0904 115/241 [=============>................] - ETA: 0s - loss: 0.0897 139/241 [================>.............] - ETA: 0s - loss: 0.0903 160/241 [==================>...........] - ETA: 0s - loss: 0.0889 181/241 [=====================>........] - ETA: 0s - loss: 0.0879 198/241 [=======================>......] - ETA: 0s - loss: 0.0867 216/241 [=========================>....] - ETA: 0s - loss: 0.0856 234/241 [============================>.] - ETA: 0s - loss: 0.0829 241/241 [==============================] - 1s 3ms/step - loss: 0.0835 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0336 15/241 [>.............................] - ETA: 0s - loss: 0.0855 26/241 [==>...........................] - ETA: 0s - loss: 0.0905 40/241 [===>..........................] - ETA: 0s - loss: 0.0896 55/241 [=====>........................] - ETA: 0s - loss: 0.0789 68/241 [=======>......................] - ETA: 0s - loss: 0.0776 78/241 [========>.....................] - ETA: 0s - loss: 0.0744 88/241 [=========>....................] - ETA: 0s - loss: 0.0767 107/241 [============>.................] - ETA: 0s - loss: 0.0720 123/241 [==============>...............] - ETA: 0s - loss: 0.0697 142/241 [================>.............] - ETA: 0s - loss: 0.0757 162/241 [===================>..........] - ETA: 0s - loss: 0.0802 185/241 [======================>.......] - ETA: 0s - loss: 0.0797 208/241 [========================>.....] - ETA: 0s - loss: 0.0820 232/241 [===========================>..] - ETA: 0s - loss: 0.0827 241/241 [==============================] - 1s 3ms/step - loss: 0.0816 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.1213 28/241 [==>...........................] - ETA: 0s - loss: 0.0902 55/241 [=====>........................] - ETA: 0s - loss: 0.0785 83/241 [=========>....................] - ETA: 0s - loss: 0.0841 113/241 [=============>................] - ETA: 0s - loss: 0.0805 141/241 [================>.............] - ETA: 0s - loss: 0.0734 170/241 [====================>.........] - ETA: 0s - loss: 0.0781 198/241 [=======================>......] - ETA: 0s - loss: 0.0799 232/241 [===========================>..] - ETA: 0s - loss: 0.0792 241/241 [==============================] - 0s 2ms/step - loss: 0.0793 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0227 31/241 [==>...........................] - ETA: 0s - loss: 0.0775 58/241 [======>.......................] - ETA: 0s - loss: 0.0797 83/241 [=========>....................] - ETA: 0s - loss: 0.0763 108/241 [============>.................] - ETA: 0s - loss: 0.0771 136/241 [===============>..............] - ETA: 0s - loss: 0.0833 161/241 [===================>..........] - ETA: 0s - loss: 0.0864 189/241 [======================>.......] - ETA: 0s - loss: 0.0839 219/241 [==========================>...] - ETA: 0s - loss: 0.0856 241/241 [==============================] - 0s 2ms/step - loss: 0.0852 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0067 31/241 [==>...........................] - ETA: 0s - loss: 0.0625 60/241 [======>.......................] - ETA: 0s - loss: 0.0575 89/241 [==========>...................] - ETA: 0s - loss: 0.0788 120/241 [=============>................] - ETA: 0s - loss: 0.0796 155/241 [==================>...........] - ETA: 0s - loss: 0.0800 190/241 [======================>.......] - ETA: 0s - loss: 0.0796 222/241 [==========================>...] - ETA: 0s - loss: 0.0766 241/241 [==============================] - 0s 2ms/step - loss: 0.0768 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0129 39/241 [===>..........................] - ETA: 0s - loss: 0.0868 73/241 [========>.....................] - ETA: 0s - loss: 0.0833 106/241 [============>.................] - ETA: 0s - loss: 0.0823 142/241 [================>.............] - ETA: 0s - loss: 0.0828 170/241 [====================>.........] - ETA: 0s - loss: 0.0813 203/241 [========================>.....] - ETA: 0s - loss: 0.0802 239/241 [============================>.] - ETA: 0s - loss: 0.0764 241/241 [==============================] - 0s 1ms/step - loss: 0.0766 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.1871 34/241 [===>..........................] - ETA: 0s - loss: 0.0654 67/241 [=======>......................] - ETA: 0s - loss: 0.0635 103/241 [===========>..................] - ETA: 0s - loss: 0.0594 136/241 [===============>..............] - ETA: 0s - loss: 0.0641 170/241 [====================>.........] - ETA: 0s - loss: 0.0648 201/241 [========================>.....] - ETA: 0s - loss: 0.0684 235/241 [============================>.] - ETA: 0s - loss: 0.0702 241/241 [==============================] - 0s 2ms/step - loss: 0.0719 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.1225 31/241 [==>...........................] - ETA: 0s - loss: 0.0765 64/241 [======>.......................] - ETA: 0s - loss: 0.0778 97/241 [===========>..................] - ETA: 0s - loss: 0.0803 132/241 [===============>..............] - ETA: 0s - loss: 0.0764 167/241 [===================>..........] - ETA: 0s - loss: 0.0733 202/241 [========================>.....] - ETA: 0s - loss: 0.0689 235/241 [============================>.] - ETA: 0s - loss: 0.0683 241/241 [==============================] - 0s 2ms/step - loss: 0.0687 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0056 35/241 [===>..........................] - ETA: 0s - loss: 0.0636 70/241 [=======>......................] - ETA: 0s - loss: 0.0592 103/241 [===========>..................] - ETA: 0s - loss: 0.0579 132/241 [===============>..............] - ETA: 0s - loss: 0.0617 164/241 [===================>..........] - ETA: 0s - loss: 0.0723 198/241 [=======================>......] - ETA: 0s - loss: 0.0754 229/241 [===========================>..] - ETA: 0s - loss: 0.0747 241/241 [==============================] - 0s 2ms/step - loss: 0.0743 -> test with GAN.predict GAN tn, fp: 580, 23 GAN fn, tp: 5, 26 GAN f1 score: 0.650 GAN cohens kappa score: 0.628 -> test with 'LR' LR tn, fp: 517, 86 LR fn, tp: 3, 28 LR f1 score: 0.386 LR cohens kappa score: 0.335 LR average precision score: 0.469 -> test with 'RF' RF tn, fp: 594, 9 RF fn, tp: 4, 27 RF f1 score: 0.806 RF cohens kappa score: 0.795 -> test with 'GB' GB tn, fp: 589, 14 GB fn, tp: 2, 29 GB f1 score: 0.784 GB cohens kappa score: 0.771 -> test with 'KNN' KNN tn, fp: 568, 35 KNN fn, tp: 4, 27 KNN f1 score: 0.581 KNN cohens kappa score: 0.551 ------ Step 1/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 44s - loss: 0.1380 38/241 [===>..........................] - ETA: 0s - loss: 0.1156  77/241 [========>.....................] - ETA: 0s - loss: 0.0944 115/241 [=============>................] - ETA: 0s - loss: 0.0902 153/241 [==================>...........] - ETA: 0s - loss: 0.0867 192/241 [======================>.......] - ETA: 0s - loss: 0.0896 230/241 [===========================>..] - ETA: 0s - loss: 0.0902 241/241 [==============================] - 1s 1ms/step - loss: 0.0895 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.0771 40/241 [===>..........................] - ETA: 0s - loss: 0.0642 80/241 [========>.....................] - ETA: 0s - loss: 0.0761 120/241 [=============>................] - ETA: 0s - loss: 0.0732 159/241 [==================>...........] - ETA: 0s - loss: 0.0699 194/241 [=======================>......] - ETA: 0s - loss: 0.0726 230/241 [===========================>..] - ETA: 0s - loss: 0.0754 241/241 [==============================] - 0s 1ms/step - loss: 0.0757 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.2921 37/241 [===>..........................] - ETA: 0s - loss: 0.0805 76/241 [========>.....................] - ETA: 0s - loss: 0.0809 115/241 [=============>................] - ETA: 0s - loss: 0.0758 152/241 [=================>............] - ETA: 0s - loss: 0.0803 190/241 [======================>.......] - ETA: 0s - loss: 0.0778 225/241 [===========================>..] - ETA: 0s - loss: 0.0767 241/241 [==============================] - 0s 1ms/step - loss: 0.0758 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0435 39/241 [===>..........................] - ETA: 0s - loss: 0.0773 78/241 [========>.....................] - ETA: 0s - loss: 0.0758 114/241 [=============>................] - ETA: 0s - loss: 0.0710 153/241 [==================>...........] - ETA: 0s - loss: 0.0703 191/241 [======================>.......] - ETA: 0s - loss: 0.0680 223/241 [==========================>...] - ETA: 0s - loss: 0.0705 241/241 [==============================] - 0s 1ms/step - loss: 0.0709 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.1229 38/241 [===>..........................] - ETA: 0s - loss: 0.0816 76/241 [========>.....................] - ETA: 0s - loss: 0.0660 113/241 [=============>................] - ETA: 0s - loss: 0.0663 151/241 [=================>............] - ETA: 0s - loss: 0.0653 188/241 [======================>.......] - ETA: 0s - loss: 0.0691 224/241 [==========================>...] - ETA: 0s - loss: 0.0716 241/241 [==============================] - 0s 1ms/step - loss: 0.0731 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0414 40/241 [===>..........................] - ETA: 0s - loss: 0.0631 75/241 [========>.....................] - ETA: 0s - loss: 0.0638 113/241 [=============>................] - ETA: 0s - loss: 0.0647 150/241 [=================>............] - ETA: 0s - loss: 0.0663 182/241 [=====================>........] - ETA: 0s - loss: 0.0684 214/241 [=========================>....] - ETA: 0s - loss: 0.0675 241/241 [==============================] - 0s 1ms/step - loss: 0.0675 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0385 39/241 [===>..........................] - ETA: 0s - loss: 0.0613 78/241 [========>.....................] - ETA: 0s - loss: 0.0627 117/241 [=============>................] - ETA: 0s - loss: 0.0611 154/241 [==================>...........] - ETA: 0s - loss: 0.0623 192/241 [======================>.......] - ETA: 0s - loss: 0.0608 228/241 [===========================>..] - ETA: 0s - loss: 0.0650 241/241 [==============================] - 0s 1ms/step - loss: 0.0654 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0220 37/241 [===>..........................] - ETA: 0s - loss: 0.0498 74/241 [========>.....................] - ETA: 0s - loss: 0.0508 114/241 [=============>................] - ETA: 0s - loss: 0.0534 153/241 [==================>...........] - ETA: 0s - loss: 0.0608 192/241 [======================>.......] - ETA: 0s - loss: 0.0634 230/241 [===========================>..] - ETA: 0s - loss: 0.0617 241/241 [==============================] - 0s 1ms/step - loss: 0.0612 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0255 40/241 [===>..........................] - ETA: 0s - loss: 0.0817 77/241 [========>.....................] - ETA: 0s - loss: 0.0793 112/241 [============>.................] - ETA: 0s - loss: 0.0771 145/241 [=================>............] - ETA: 0s - loss: 0.0737 183/241 [=====================>........] - ETA: 0s - loss: 0.0750 217/241 [==========================>...] - ETA: 0s - loss: 0.0747 241/241 [==============================] - 0s 1ms/step - loss: 0.0721 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.1070 36/241 [===>..........................] - ETA: 0s - loss: 0.0584 75/241 [========>.....................] - ETA: 0s - loss: 0.0616 114/241 [=============>................] - ETA: 0s - loss: 0.0641 149/241 [=================>............] - ETA: 0s - loss: 0.0623 186/241 [======================>.......] - ETA: 0s - loss: 0.0624 224/241 [==========================>...] - ETA: 0s - loss: 0.0647 241/241 [==============================] - 0s 1ms/step - loss: 0.0649 -> test with GAN.predict GAN tn, fp: 591, 12 GAN fn, tp: 8, 23 GAN f1 score: 0.697 GAN cohens kappa score: 0.680 -> test with 'LR' LR tn, fp: 514, 89 LR fn, tp: 6, 25 LR f1 score: 0.345 LR cohens kappa score: 0.290 LR average precision score: 0.356 -> test with 'RF' RF tn, fp: 600, 3 RF fn, tp: 5, 26 RF f1 score: 0.867 RF cohens kappa score: 0.860 -> test with 'GB' GB tn, fp: 589, 14 GB fn, tp: 4, 27 GB f1 score: 0.750 GB cohens kappa score: 0.735 -> test with 'KNN' KNN tn, fp: 582, 21 KNN fn, tp: 7, 24 KNN f1 score: 0.632 KNN cohens kappa score: 0.609 ------ Step 1/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 38s - loss: 0.0824 39/241 [===>..........................] - ETA: 0s - loss: 0.1050  77/241 [========>.....................] - ETA: 0s - loss: 0.1012 113/241 [=============>................] - ETA: 0s - loss: 0.0982 153/241 [==================>...........] - ETA: 0s - loss: 0.0901 190/241 [======================>.......] - ETA: 0s - loss: 0.0919 226/241 [===========================>..] - ETA: 0s - loss: 0.0900 241/241 [==============================] - 0s 1ms/step - loss: 0.0877 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.0223 37/241 [===>..........................] - ETA: 0s - loss: 0.0902 72/241 [=======>......................] - ETA: 0s - loss: 0.0841 109/241 [============>.................] - ETA: 0s - loss: 0.0825 146/241 [=================>............] - ETA: 0s - loss: 0.0804 184/241 [=====================>........] - ETA: 0s - loss: 0.0788 222/241 [==========================>...] - ETA: 0s - loss: 0.0820 241/241 [==============================] - 0s 1ms/step - loss: 0.0847 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0417 35/241 [===>..........................] - ETA: 0s - loss: 0.0958 71/241 [=======>......................] - ETA: 0s - loss: 0.0818 108/241 [============>.................] - ETA: 0s - loss: 0.0922 145/241 [=================>............] - ETA: 0s - loss: 0.0882 185/241 [======================>.......] - ETA: 0s - loss: 0.0851 224/241 [==========================>...] - ETA: 0s - loss: 0.0872 241/241 [==============================] - 0s 1ms/step - loss: 0.0874 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0114 39/241 [===>..........................] - ETA: 0s - loss: 0.0645 79/241 [========>.....................] - ETA: 0s - loss: 0.0864 118/241 [=============>................] - ETA: 0s - loss: 0.0784 157/241 [==================>...........] - ETA: 0s - loss: 0.0769 195/241 [=======================>......] - ETA: 0s - loss: 0.0833 231/241 [===========================>..] - ETA: 0s - loss: 0.0851 241/241 [==============================] - 0s 1ms/step - loss: 0.0841 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0080 31/241 [==>...........................] - ETA: 0s - loss: 0.1013 60/241 [======>.......................] - ETA: 0s - loss: 0.0927 94/241 [==========>...................] - ETA: 0s - loss: 0.0916 130/241 [===============>..............] - ETA: 0s - loss: 0.0864 170/241 [====================>.........] - ETA: 0s - loss: 0.0858 209/241 [=========================>....] - ETA: 0s - loss: 0.0817 241/241 [==============================] - 0s 1ms/step - loss: 0.0810 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0185 38/241 [===>..........................] - ETA: 0s - loss: 0.0745 75/241 [========>.....................] - ETA: 0s - loss: 0.0820 113/241 [=============>................] - ETA: 0s - loss: 0.0743 148/241 [=================>............] - ETA: 0s - loss: 0.0784 187/241 [======================>.......] - ETA: 0s - loss: 0.0777 223/241 [==========================>...] - ETA: 0s - loss: 0.0811 241/241 [==============================] - 0s 1ms/step - loss: 0.0814 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.2167 40/241 [===>..........................] - ETA: 0s - loss: 0.0893 77/241 [========>.....................] - ETA: 0s - loss: 0.0832 115/241 [=============>................] - ETA: 0s - loss: 0.0805 153/241 [==================>...........] - ETA: 0s - loss: 0.0855 190/241 [======================>.......] - ETA: 0s - loss: 0.0872 227/241 [===========================>..] - ETA: 0s - loss: 0.0812 241/241 [==============================] - 0s 1ms/step - loss: 0.0806 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0141 37/241 [===>..........................] - ETA: 0s - loss: 0.0824 75/241 [========>.....................] - ETA: 0s - loss: 0.0782 113/241 [=============>................] - ETA: 0s - loss: 0.0747 151/241 [=================>............] - ETA: 0s - loss: 0.0730 188/241 [======================>.......] - ETA: 0s - loss: 0.0759 225/241 [===========================>..] - ETA: 0s - loss: 0.0794 241/241 [==============================] - 0s 1ms/step - loss: 0.0816 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.3249 33/241 [===>..........................] - ETA: 0s - loss: 0.0762 63/241 [======>.......................] - ETA: 0s - loss: 0.0810 98/241 [===========>..................] - ETA: 0s - loss: 0.0754 133/241 [===============>..............] - ETA: 0s - loss: 0.0766 172/241 [====================>.........] - ETA: 0s - loss: 0.0789 207/241 [========================>.....] - ETA: 0s - loss: 0.0784 241/241 [==============================] - 0s 1ms/step - loss: 0.0785 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0729 40/241 [===>..........................] - ETA: 0s - loss: 0.0744 79/241 [========>.....................] - ETA: 0s - loss: 0.0821 118/241 [=============>................] - ETA: 0s - loss: 0.0771 157/241 [==================>...........] - ETA: 0s - loss: 0.0794 195/241 [=======================>......] - ETA: 0s - loss: 0.0775 231/241 [===========================>..] - ETA: 0s - loss: 0.0775 241/241 [==============================] - 0s 1ms/step - loss: 0.0804 -> test with GAN.predict GAN tn, fp: 579, 24 GAN fn, tp: 8, 23 GAN f1 score: 0.590 GAN cohens kappa score: 0.564 -> test with 'LR' LR tn, fp: 504, 99 LR fn, tp: 4, 27 LR f1 score: 0.344 LR cohens kappa score: 0.288 LR average precision score: 0.415 -> test with 'RF' RF tn, fp: 600, 3 RF fn, tp: 13, 18 RF f1 score: 0.692 RF cohens kappa score: 0.680 -> test with 'GB' GB tn, fp: 595, 8 GB fn, tp: 7, 24 GB f1 score: 0.762 GB cohens kappa score: 0.749 -> test with 'KNN' KNN tn, fp: 576, 27 KNN fn, tp: 11, 20 KNN f1 score: 0.513 KNN cohens kappa score: 0.482 ------ Step 1/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2288 synthetic samples -> retrain GAN for predict Epoch 1/10 1/242 [..............................] - ETA: 43s - loss: 0.0627 39/242 [===>..........................] - ETA: 0s - loss: 0.0583  77/242 [========>.....................] - ETA: 0s - loss: 0.0663 116/242 [=============>................] - ETA: 0s - loss: 0.0686 153/242 [=================>............] - ETA: 0s - loss: 0.0725 191/242 [======================>.......] - ETA: 0s - loss: 0.0739 231/242 [===========================>..] - ETA: 0s - loss: 0.0751 242/242 [==============================] - 1s 1ms/step - loss: 0.0759 Epoch 2/10 1/242 [..............................] - ETA: 0s - loss: 0.0280 37/242 [===>..........................] - ETA: 0s - loss: 0.0865 71/242 [=======>......................] - ETA: 0s - loss: 0.0719 105/242 [============>.................] - ETA: 0s - loss: 0.0725 142/242 [================>.............] - ETA: 0s - loss: 0.0700 181/242 [=====================>........] - ETA: 0s - loss: 0.0684 219/242 [==========================>...] - ETA: 0s - loss: 0.0697 242/242 [==============================] - 0s 1ms/step - loss: 0.0695 Epoch 3/10 1/242 [..............................] - ETA: 0s - loss: 0.1102 41/242 [====>.........................] - ETA: 0s - loss: 0.0556 77/242 [========>.....................] - ETA: 0s - loss: 0.0637 114/242 [=============>................] - ETA: 0s - loss: 0.0669 151/242 [=================>............] - ETA: 0s - loss: 0.0703 190/242 [======================>.......] - ETA: 0s - loss: 0.0735 228/242 [===========================>..] - ETA: 0s - loss: 0.0730 242/242 [==============================] - 0s 1ms/step - loss: 0.0745 Epoch 4/10 1/242 [..............................] - ETA: 0s - loss: 0.2572 39/242 [===>..........................] - ETA: 0s - loss: 0.0609 76/242 [========>.....................] - ETA: 0s - loss: 0.0563 115/242 [=============>................] - ETA: 0s - loss: 0.0631 154/242 [==================>...........] - ETA: 0s - loss: 0.0629 193/242 [======================>.......] - ETA: 0s - loss: 0.0665 230/242 [===========================>..] - ETA: 0s - loss: 0.0665 242/242 [==============================] - 0s 1ms/step - loss: 0.0672 Epoch 5/10 1/242 [..............................] - ETA: 0s - loss: 0.0240 38/242 [===>..........................] - ETA: 0s - loss: 0.0788 74/242 [========>.....................] - ETA: 0s - loss: 0.0667 111/242 [============>.................] - ETA: 0s - loss: 0.0677 148/242 [=================>............] - ETA: 0s - loss: 0.0688 186/242 [======================>.......] - ETA: 0s - loss: 0.0704 221/242 [==========================>...] - ETA: 0s - loss: 0.0696 242/242 [==============================] - 0s 1ms/step - loss: 0.0714 Epoch 6/10 1/242 [..............................] - ETA: 0s - loss: 0.2909 36/242 [===>..........................] - ETA: 0s - loss: 0.0889 70/242 [=======>......................] - ETA: 0s - loss: 0.0715 102/242 [===========>..................] - ETA: 0s - loss: 0.0651 135/242 [===============>..............] - ETA: 0s - loss: 0.0600 170/242 [====================>.........] - ETA: 0s - loss: 0.0651 208/242 [========================>.....] - ETA: 0s - loss: 0.0657 242/242 [==============================] - 0s 1ms/step - loss: 0.0653 Epoch 7/10 1/242 [..............................] - ETA: 0s - loss: 0.0091 38/242 [===>..........................] - ETA: 0s - loss: 0.0569 75/242 [========>.....................] - ETA: 0s - loss: 0.0581 112/242 [============>.................] - ETA: 0s - loss: 0.0621 149/242 [=================>............] - ETA: 0s - loss: 0.0662 186/242 [======================>.......] - ETA: 0s - loss: 0.0693 221/242 [==========================>...] - ETA: 0s - loss: 0.0685 242/242 [==============================] - 0s 1ms/step - loss: 0.0678 Epoch 8/10 1/242 [..............................] - ETA: 0s - loss: 0.1031 40/242 [===>..........................] - ETA: 0s - loss: 0.0637 78/242 [========>.....................] - ETA: 0s - loss: 0.0705 117/242 [=============>................] - ETA: 0s - loss: 0.0690 154/242 [==================>...........] - ETA: 0s - loss: 0.0641 191/242 [======================>.......] - ETA: 0s - loss: 0.0643 227/242 [===========================>..] - ETA: 0s - loss: 0.0680 242/242 [==============================] - 0s 1ms/step - loss: 0.0667 Epoch 9/10 1/242 [..............................] - ETA: 0s - loss: 0.0221 40/242 [===>..........................] - ETA: 0s - loss: 0.0748 79/242 [========>.....................] - ETA: 0s - loss: 0.0729 118/242 [=============>................] - ETA: 0s - loss: 0.0750 155/242 [==================>...........] - ETA: 0s - loss: 0.0665 192/242 [======================>.......] - ETA: 0s - loss: 0.0650 229/242 [===========================>..] - ETA: 0s - loss: 0.0650 242/242 [==============================] - 0s 1ms/step - loss: 0.0652 Epoch 10/10 1/242 [..............................] - ETA: 0s - loss: 0.2679 38/242 [===>..........................] - ETA: 0s - loss: 0.0536 75/242 [========>.....................] - ETA: 0s - loss: 0.0528 108/242 [============>.................] - ETA: 0s - loss: 0.0608 140/242 [================>.............] - ETA: 0s - loss: 0.0588 172/242 [====================>.........] - ETA: 0s - loss: 0.0565 207/242 [========================>.....] - ETA: 0s - loss: 0.0573 242/242 [==============================] - 0s 1ms/step - loss: 0.0594 -> test with GAN.predict GAN tn, fp: 587, 13 GAN fn, tp: 7, 20 GAN f1 score: 0.667 GAN cohens kappa score: 0.650 -> test with 'LR' LR tn, fp: 518, 82 LR fn, tp: 2, 25 LR f1 score: 0.373 LR cohens kappa score: 0.327 LR average precision score: 0.542 -> test with 'RF' RF tn, fp: 596, 4 RF fn, tp: 7, 20 RF f1 score: 0.784 RF cohens kappa score: 0.775 -> test with 'GB' GB tn, fp: 592, 8 GB fn, tp: 3, 24 GB f1 score: 0.814 GB cohens kappa score: 0.804 -> test with 'KNN' KNN tn, fp: 566, 34 KNN fn, tp: 5, 22 KNN f1 score: 0.530 KNN cohens kappa score: 0.501 ====== Step 2/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 2/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 51s - loss: 0.1302 40/241 [===>..........................] - ETA: 0s - loss: 0.0850  78/241 [========>.....................] - ETA: 0s - loss: 0.0873 117/241 [=============>................] - ETA: 0s - loss: 0.0788 155/241 [==================>...........] - ETA: 0s - loss: 0.0790 194/241 [=======================>......] - ETA: 0s - loss: 0.0800 231/241 [===========================>..] - ETA: 0s - loss: 0.0810 241/241 [==============================] - 1s 1ms/step - loss: 0.0814 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.0320 39/241 [===>..........................] - ETA: 0s - loss: 0.0619 75/241 [========>.....................] - ETA: 0s - loss: 0.0702 110/241 [============>.................] - ETA: 0s - loss: 0.0739 148/241 [=================>............] - ETA: 0s - loss: 0.0850 186/241 [======================>.......] - ETA: 0s - loss: 0.0840 225/241 [===========================>..] - ETA: 0s - loss: 0.0780 241/241 [==============================] - 0s 1ms/step - loss: 0.0774 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0697 39/241 [===>..........................] - ETA: 0s - loss: 0.0648 79/241 [========>.....................] - ETA: 0s - loss: 0.0782 116/241 [=============>................] - ETA: 0s - loss: 0.0778 155/241 [==================>...........] - ETA: 0s - loss: 0.0758 191/241 [======================>.......] - ETA: 0s - loss: 0.0764 229/241 [===========================>..] - ETA: 0s - loss: 0.0772 241/241 [==============================] - 0s 1ms/step - loss: 0.0766 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0355 38/241 [===>..........................] - ETA: 0s - loss: 0.0875 75/241 [========>.....................] - ETA: 0s - loss: 0.0773 114/241 [=============>................] - ETA: 0s - loss: 0.0822 151/241 [=================>............] - ETA: 0s - loss: 0.0846 188/241 [======================>.......] - ETA: 0s - loss: 0.0813 225/241 [===========================>..] - ETA: 0s - loss: 0.0764 241/241 [==============================] - 0s 1ms/step - loss: 0.0745 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.3085 38/241 [===>..........................] - ETA: 0s - loss: 0.0855 76/241 [========>.....................] - ETA: 0s - loss: 0.0804 112/241 [============>.................] - ETA: 0s - loss: 0.0788 151/241 [=================>............] - ETA: 0s - loss: 0.0758 190/241 [======================>.......] - ETA: 0s - loss: 0.0739 228/241 [===========================>..] - ETA: 0s - loss: 0.0725 241/241 [==============================] - 0s 1ms/step - loss: 0.0723 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0306 37/241 [===>..........................] - ETA: 0s - loss: 0.0645 67/241 [=======>......................] - ETA: 0s - loss: 0.0601 102/241 [===========>..................] - ETA: 0s - loss: 0.0634 138/241 [================>.............] - ETA: 0s - loss: 0.0658 174/241 [====================>.........] - ETA: 0s - loss: 0.0693 212/241 [=========================>....] - ETA: 0s - loss: 0.0706 241/241 [==============================] - 0s 1ms/step - loss: 0.0733 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0042 38/241 [===>..........................] - ETA: 0s - loss: 0.0887 75/241 [========>.....................] - ETA: 0s - loss: 0.0802 114/241 [=============>................] - ETA: 0s - loss: 0.0787 152/241 [=================>............] - ETA: 0s - loss: 0.0772 191/241 [======================>.......] - ETA: 0s - loss: 0.0726 230/241 [===========================>..] - ETA: 0s - loss: 0.0746 241/241 [==============================] - 0s 1ms/step - loss: 0.0731 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0440 37/241 [===>..........................] - ETA: 0s - loss: 0.0680 75/241 [========>.....................] - ETA: 0s - loss: 0.0558 113/241 [=============>................] - ETA: 0s - loss: 0.0587 152/241 [=================>............] - ETA: 0s - loss: 0.0629 189/241 [======================>.......] - ETA: 0s - loss: 0.0654 226/241 [===========================>..] - ETA: 0s - loss: 0.0667 241/241 [==============================] - 0s 1ms/step - loss: 0.0664 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0165 35/241 [===>..........................] - ETA: 0s - loss: 0.0706 71/241 [=======>......................] - ETA: 0s - loss: 0.0759 108/241 [============>.................] - ETA: 0s - loss: 0.0677 145/241 [=================>............] - ETA: 0s - loss: 0.0684 182/241 [=====================>........] - ETA: 0s - loss: 0.0705 220/241 [==========================>...] - ETA: 0s - loss: 0.0669 241/241 [==============================] - 0s 1ms/step - loss: 0.0688 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0099 36/241 [===>..........................] - ETA: 0s - loss: 0.0844 73/241 [========>.....................] - ETA: 0s - loss: 0.0794 110/241 [============>.................] - ETA: 0s - loss: 0.0705 148/241 [=================>............] - ETA: 0s - loss: 0.0645 186/241 [======================>.......] - ETA: 0s - loss: 0.0698 223/241 [==========================>...] - ETA: 0s - loss: 0.0681 241/241 [==============================] - 0s 1ms/step - loss: 0.0681 -> test with GAN.predict GAN tn, fp: 595, 8 GAN fn, tp: 9, 22 GAN f1 score: 0.721 GAN cohens kappa score: 0.707 -> test with 'LR' LR tn, fp: 531, 72 LR fn, tp: 7, 24 LR f1 score: 0.378 LR cohens kappa score: 0.328 LR average precision score: 0.448 -> test with 'RF' RF tn, fp: 596, 7 RF fn, tp: 7, 24 RF f1 score: 0.774 RF cohens kappa score: 0.763 -> test with 'GB' GB tn, fp: 589, 14 GB fn, tp: 5, 26 GB f1 score: 0.732 GB cohens kappa score: 0.717 -> test with 'KNN' KNN tn, fp: 582, 21 KNN fn, tp: 6, 25 KNN f1 score: 0.649 KNN cohens kappa score: 0.628 ------ Step 2/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 1:59 - loss: 0.2229 28/241 [==>...........................] - ETA: 0s - loss: 0.0764  61/241 [======>.......................] - ETA: 0s - loss: 0.0903 98/241 [===========>..................] - ETA: 0s - loss: 0.0859 131/241 [===============>..............] - ETA: 0s - loss: 0.0915 162/241 [===================>..........] - ETA: 0s - loss: 0.0916 179/241 [=====================>........] - ETA: 0s - loss: 0.0878 219/241 [==========================>...] - ETA: 0s - loss: 0.0859 241/241 [==============================] - 1s 2ms/step - loss: 0.0838 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.0365 38/241 [===>..........................] - ETA: 0s - loss: 0.0867 71/241 [=======>......................] - ETA: 0s - loss: 0.0697 97/241 [===========>..................] - ETA: 0s - loss: 0.0771 113/241 [=============>................] - ETA: 0s - loss: 0.0766 151/241 [=================>............] - ETA: 0s - loss: 0.0763 188/241 [======================>.......] - ETA: 0s - loss: 0.0755 226/241 [===========================>..] - ETA: 0s - loss: 0.0785 241/241 [==============================] - 0s 2ms/step - loss: 0.0775 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0218 27/241 [==>...........................] - ETA: 0s - loss: 0.0542 41/241 [====>.........................] - ETA: 0s - loss: 0.0866 79/241 [========>.....................] - ETA: 0s - loss: 0.0846 111/241 [============>.................] - ETA: 0s - loss: 0.0836 147/241 [=================>............] - ETA: 0s - loss: 0.0851 179/241 [=====================>........] - ETA: 0s - loss: 0.0827 196/241 [=======================>......] - ETA: 0s - loss: 0.0809 219/241 [==========================>...] - ETA: 0s - loss: 0.0817 241/241 [==============================] - 0s 2ms/step - loss: 0.0798 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0048 40/241 [===>..........................] - ETA: 0s - loss: 0.0837 78/241 [========>.....................] - ETA: 0s - loss: 0.0784 113/241 [=============>................] - ETA: 0s - loss: 0.0746 135/241 [===============>..............] - ETA: 0s - loss: 0.0753 148/241 [=================>............] - ETA: 0s - loss: 0.0733 181/241 [=====================>........] - ETA: 0s - loss: 0.0705 218/241 [==========================>...] - ETA: 0s - loss: 0.0755 241/241 [==============================] - 0s 2ms/step - loss: 0.0752 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0443 35/241 [===>..........................] - ETA: 0s - loss: 0.0824 61/241 [======>.......................] - ETA: 0s - loss: 0.0710 75/241 [========>.....................] - ETA: 0s - loss: 0.0754 113/241 [=============>................] - ETA: 0s - loss: 0.0768 148/241 [=================>............] - ETA: 0s - loss: 0.0797 185/241 [======================>.......] - ETA: 0s - loss: 0.0789 220/241 [==========================>...] - ETA: 0s - loss: 0.0759 238/241 [============================>.] - ETA: 0s - loss: 0.0738 241/241 [==============================] - 0s 2ms/step - loss: 0.0740 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0429 32/241 [==>...........................] - ETA: 0s - loss: 0.0730 63/241 [======>.......................] - ETA: 0s - loss: 0.0775 93/241 [==========>...................] - ETA: 0s - loss: 0.0771 120/241 [=============>................] - ETA: 0s - loss: 0.0820 153/241 [==================>...........] - ETA: 0s - loss: 0.0821 171/241 [====================>.........] - ETA: 0s - loss: 0.0856 208/241 [========================>.....] - ETA: 0s - loss: 0.0795 241/241 [==============================] - 0s 2ms/step - loss: 0.0755 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0688 35/241 [===>..........................] - ETA: 0s - loss: 0.0708 67/241 [=======>......................] - ETA: 0s - loss: 0.0746 88/241 [=========>....................] - ETA: 0s - loss: 0.0710 106/241 [============>.................] - ETA: 0s - loss: 0.0705 144/241 [================>.............] - ETA: 0s - loss: 0.0702 183/241 [=====================>........] - ETA: 0s - loss: 0.0699 215/241 [=========================>....] - ETA: 0s - loss: 0.0704 241/241 [==============================] - 0s 2ms/step - loss: 0.0705 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.1241 20/241 [=>............................] - ETA: 0s - loss: 0.0699 44/241 [====>.........................] - ETA: 0s - loss: 0.0777 79/241 [========>.....................] - ETA: 0s - loss: 0.0775 116/241 [=============>................] - ETA: 0s - loss: 0.0705 151/241 [=================>............] - ETA: 0s - loss: 0.0651 185/241 [======================>.......] - ETA: 0s - loss: 0.0680 197/241 [=======================>......] - ETA: 0s - loss: 0.0666 225/241 [===========================>..] - ETA: 0s - loss: 0.0689 241/241 [==============================] - 0s 2ms/step - loss: 0.0705 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0381 38/241 [===>..........................] - ETA: 0s - loss: 0.0692 75/241 [========>.....................] - ETA: 0s - loss: 0.0667 108/241 [============>.................] - ETA: 0s - loss: 0.0699 134/241 [===============>..............] - ETA: 0s - loss: 0.0697 147/241 [=================>............] - ETA: 0s - loss: 0.0709 184/241 [=====================>........] - ETA: 0s - loss: 0.0722 223/241 [==========================>...] - ETA: 0s - loss: 0.0723 241/241 [==============================] - 0s 2ms/step - loss: 0.0718 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0376 36/241 [===>..........................] - ETA: 0s - loss: 0.0694 68/241 [=======>......................] - ETA: 0s - loss: 0.0689 76/241 [========>.....................] - ETA: 0s - loss: 0.0726 109/241 [============>.................] - ETA: 0s - loss: 0.0642 148/241 [=================>............] - ETA: 0s - loss: 0.0608 186/241 [======================>.......] - ETA: 0s - loss: 0.0659 219/241 [==========================>...] - ETA: 0s - loss: 0.0641 239/241 [============================>.] - ETA: 0s - loss: 0.0638 241/241 [==============================] - 0s 2ms/step - loss: 0.0635 -> test with GAN.predict GAN tn, fp: 581, 22 GAN fn, tp: 8, 23 GAN f1 score: 0.605 GAN cohens kappa score: 0.581 -> test with 'LR' LR tn, fp: 537, 66 LR fn, tp: 6, 25 LR f1 score: 0.410 LR cohens kappa score: 0.363 LR average precision score: 0.433 -> test with 'RF' RF tn, fp: 598, 5 RF fn, tp: 9, 22 RF f1 score: 0.759 RF cohens kappa score: 0.747 -> test with 'GB' GB tn, fp: 595, 8 GB fn, tp: 3, 28 GB f1 score: 0.836 GB cohens kappa score: 0.827 -> test with 'KNN' KNN tn, fp: 574, 29 KNN fn, tp: 4, 27 KNN f1 score: 0.621 KNN cohens kappa score: 0.595 ------ Step 2/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 41s - loss: 0.1161 40/241 [===>..........................] - ETA: 0s - loss: 0.1299  80/241 [========>.....................] - ETA: 0s - loss: 0.1109 120/241 [=============>................] - ETA: 0s - loss: 0.1108 158/241 [==================>...........] - ETA: 0s - loss: 0.1083 198/241 [=======================>......] - ETA: 0s - loss: 0.1060 237/241 [============================>.] - ETA: 0s - loss: 0.1034 241/241 [==============================] - 0s 1ms/step - loss: 0.1022 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.1377 35/241 [===>..........................] - ETA: 0s - loss: 0.0851 70/241 [=======>......................] - ETA: 0s - loss: 0.0927 103/241 [===========>..................] - ETA: 0s - loss: 0.0962 134/241 [===============>..............] - ETA: 0s - loss: 0.0939 166/241 [===================>..........] - ETA: 0s - loss: 0.0932 205/241 [========================>.....] - ETA: 0s - loss: 0.0924 241/241 [==============================] - 0s 1ms/step - loss: 0.0960 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0578 38/241 [===>..........................] - ETA: 0s - loss: 0.0940 77/241 [========>.....................] - ETA: 0s - loss: 0.0889 114/241 [=============>................] - ETA: 0s - loss: 0.0940 153/241 [==================>...........] - ETA: 0s - loss: 0.0967 192/241 [======================>.......] - ETA: 0s - loss: 0.0939 232/241 [===========================>..] - ETA: 0s - loss: 0.0923 241/241 [==============================] - 0s 1ms/step - loss: 0.0929 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0363 40/241 [===>..........................] - ETA: 0s - loss: 0.0804 80/241 [========>.....................] - ETA: 0s - loss: 0.0971 120/241 [=============>................] - ETA: 0s - loss: 0.0975 159/241 [==================>...........] - ETA: 0s - loss: 0.0916 197/241 [=======================>......] - ETA: 0s - loss: 0.0900 235/241 [============================>.] - ETA: 0s - loss: 0.0890 241/241 [==============================] - 0s 1ms/step - loss: 0.0894 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.1672 36/241 [===>..........................] - ETA: 0s - loss: 0.1152 72/241 [=======>......................] - ETA: 0s - loss: 0.1157 111/241 [============>.................] - ETA: 0s - loss: 0.1046 150/241 [=================>............] - ETA: 0s - loss: 0.0984 187/241 [======================>.......] - ETA: 0s - loss: 0.0901 225/241 [===========================>..] - ETA: 0s - loss: 0.0885 241/241 [==============================] - 0s 1ms/step - loss: 0.0938 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0203 41/241 [====>.........................] - ETA: 0s - loss: 0.0961 79/241 [========>.....................] - ETA: 0s - loss: 0.0835 117/241 [=============>................] - ETA: 0s - loss: 0.0861 154/241 [==================>...........] - ETA: 0s - loss: 0.0845 187/241 [======================>.......] - ETA: 0s - loss: 0.0881 223/241 [==========================>...] - ETA: 0s - loss: 0.0856 241/241 [==============================] - 0s 1ms/step - loss: 0.0851 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0055 39/241 [===>..........................] - ETA: 0s - loss: 0.0900 72/241 [=======>......................] - ETA: 0s - loss: 0.0946 110/241 [============>.................] - ETA: 0s - loss: 0.0977 149/241 [=================>............] - ETA: 0s - loss: 0.0918 186/241 [======================>.......] - ETA: 0s - loss: 0.0881 226/241 [===========================>..] - ETA: 0s - loss: 0.0876 241/241 [==============================] - 0s 1ms/step - loss: 0.0874 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0434 38/241 [===>..........................] - ETA: 0s - loss: 0.0899 76/241 [========>.....................] - ETA: 0s - loss: 0.0926 111/241 [============>.................] - ETA: 0s - loss: 0.0846 149/241 [=================>............] - ETA: 0s - loss: 0.0787 187/241 [======================>.......] - ETA: 0s - loss: 0.0807 225/241 [===========================>..] - ETA: 0s - loss: 0.0819 241/241 [==============================] - 0s 1ms/step - loss: 0.0823 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0523 33/241 [===>..........................] - ETA: 0s - loss: 0.1050 67/241 [=======>......................] - ETA: 0s - loss: 0.0893 105/241 [============>.................] - ETA: 0s - loss: 0.0791 143/241 [================>.............] - ETA: 0s - loss: 0.0745 181/241 [=====================>........] - ETA: 0s - loss: 0.0775 219/241 [==========================>...] - ETA: 0s - loss: 0.0833 241/241 [==============================] - 0s 1ms/step - loss: 0.0816 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.1756 40/241 [===>..........................] - ETA: 0s - loss: 0.0954 79/241 [========>.....................] - ETA: 0s - loss: 0.0884 117/241 [=============>................] - ETA: 0s - loss: 0.0909 156/241 [==================>...........] - ETA: 0s - loss: 0.0857 193/241 [=======================>......] - ETA: 0s - loss: 0.0812 229/241 [===========================>..] - ETA: 0s - loss: 0.0793 241/241 [==============================] - 0s 1ms/step - loss: 0.0798 -> test with GAN.predict GAN tn, fp: 571, 32 GAN fn, tp: 7, 24 GAN f1 score: 0.552 GAN cohens kappa score: 0.522 -> test with 'LR' LR tn, fp: 509, 94 LR fn, tp: 1, 30 LR f1 score: 0.387 LR cohens kappa score: 0.335 LR average precision score: 0.570 -> test with 'RF' RF tn, fp: 598, 5 RF fn, tp: 11, 20 RF f1 score: 0.714 RF cohens kappa score: 0.701 -> test with 'GB' GB tn, fp: 596, 7 GB fn, tp: 6, 25 GB f1 score: 0.794 GB cohens kappa score: 0.783 -> test with 'KNN' KNN tn, fp: 571, 32 KNN fn, tp: 7, 24 KNN f1 score: 0.552 KNN cohens kappa score: 0.522 ------ Step 2/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 47s - loss: 0.0539 39/241 [===>..........................] - ETA: 0s - loss: 0.0857  76/241 [========>.....................] - ETA: 0s - loss: 0.0856 108/241 [============>.................] - ETA: 0s - loss: 0.0794 140/241 [================>.............] - ETA: 0s - loss: 0.0794 172/241 [====================>.........] - ETA: 0s - loss: 0.0756 211/241 [=========================>....] - ETA: 0s - loss: 0.0740 241/241 [==============================] - 1s 1ms/step - loss: 0.0809 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.1266 40/241 [===>..........................] - ETA: 0s - loss: 0.0856 79/241 [========>.....................] - ETA: 0s - loss: 0.0788 116/241 [=============>................] - ETA: 0s - loss: 0.0772 154/241 [==================>...........] - ETA: 0s - loss: 0.0752 193/241 [=======================>......] - ETA: 0s - loss: 0.0741 227/241 [===========================>..] - ETA: 0s - loss: 0.0714 241/241 [==============================] - 0s 1ms/step - loss: 0.0712 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.1012 37/241 [===>..........................] - ETA: 0s - loss: 0.0968 72/241 [=======>......................] - ETA: 0s - loss: 0.0823 110/241 [============>.................] - ETA: 0s - loss: 0.0748 149/241 [=================>............] - ETA: 0s - loss: 0.0742 187/241 [======================>.......] - ETA: 0s - loss: 0.0719 224/241 [==========================>...] - ETA: 0s - loss: 0.0703 241/241 [==============================] - 0s 1ms/step - loss: 0.0706 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.1465 38/241 [===>..........................] - ETA: 0s - loss: 0.0646 78/241 [========>.....................] - ETA: 0s - loss: 0.0645 117/241 [=============>................] - ETA: 0s - loss: 0.0651 157/241 [==================>...........] - ETA: 0s - loss: 0.0734 195/241 [=======================>......] - ETA: 0s - loss: 0.0687 235/241 [============================>.] - ETA: 0s - loss: 0.0667 241/241 [==============================] - 0s 1ms/step - loss: 0.0669 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.1106 38/241 [===>..........................] - ETA: 0s - loss: 0.0822 74/241 [========>.....................] - ETA: 0s - loss: 0.0874 113/241 [=============>................] - ETA: 0s - loss: 0.0734 148/241 [=================>............] - ETA: 0s - loss: 0.0683 184/241 [=====================>........] - ETA: 0s - loss: 0.0682 223/241 [==========================>...] - ETA: 0s - loss: 0.0624 241/241 [==============================] - 0s 1ms/step - loss: 0.0637 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0197 39/241 [===>..........................] - ETA: 0s - loss: 0.0601 75/241 [========>.....................] - ETA: 0s - loss: 0.0591 113/241 [=============>................] - ETA: 0s - loss: 0.0609 148/241 [=================>............] - ETA: 0s - loss: 0.0662 187/241 [======================>.......] - ETA: 0s - loss: 0.0638 226/241 [===========================>..] - ETA: 0s - loss: 0.0630 241/241 [==============================] - 0s 1ms/step - loss: 0.0650 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0311 35/241 [===>..........................] - ETA: 0s - loss: 0.0638 69/241 [=======>......................] - ETA: 0s - loss: 0.0618 107/241 [============>.................] - ETA: 0s - loss: 0.0590 146/241 [=================>............] - ETA: 0s - loss: 0.0594 185/241 [======================>.......] - ETA: 0s - loss: 0.0624 220/241 [==========================>...] - ETA: 0s - loss: 0.0620 241/241 [==============================] - 0s 1ms/step - loss: 0.0630 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0337 32/241 [==>...........................] - ETA: 0s - loss: 0.0756 64/241 [======>.......................] - ETA: 0s - loss: 0.0629 103/241 [===========>..................] - ETA: 0s - loss: 0.0542 143/241 [================>.............] - ETA: 0s - loss: 0.0591 181/241 [=====================>........] - ETA: 0s - loss: 0.0614 219/241 [==========================>...] - ETA: 0s - loss: 0.0648 241/241 [==============================] - 0s 1ms/step - loss: 0.0628 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0663 38/241 [===>..........................] - ETA: 0s - loss: 0.0480 78/241 [========>.....................] - ETA: 0s - loss: 0.0531 115/241 [=============>................] - ETA: 0s - loss: 0.0607 152/241 [=================>............] - ETA: 0s - loss: 0.0586 190/241 [======================>.......] - ETA: 0s - loss: 0.0618 227/241 [===========================>..] - ETA: 0s - loss: 0.0706 241/241 [==============================] - 0s 1ms/step - loss: 0.0693 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0767 38/241 [===>..........................] - ETA: 0s - loss: 0.0556 68/241 [=======>......................] - ETA: 0s - loss: 0.0606 101/241 [===========>..................] - ETA: 0s - loss: 0.0570 139/241 [================>.............] - ETA: 0s - loss: 0.0559 176/241 [====================>.........] - ETA: 0s - loss: 0.0571 210/241 [=========================>....] - ETA: 0s - loss: 0.0561 241/241 [==============================] - 0s 1ms/step - loss: 0.0539 -> test with GAN.predict GAN tn, fp: 582, 21 GAN fn, tp: 6, 25 GAN f1 score: 0.649 GAN cohens kappa score: 0.628 -> test with 'LR' LR tn, fp: 510, 93 LR fn, tp: 6, 25 LR f1 score: 0.336 LR cohens kappa score: 0.280 LR average precision score: 0.275 -> test with 'RF' RF tn, fp: 597, 6 RF fn, tp: 7, 24 RF f1 score: 0.787 RF cohens kappa score: 0.776 -> test with 'GB' GB tn, fp: 589, 14 GB fn, tp: 5, 26 GB f1 score: 0.732 GB cohens kappa score: 0.717 -> test with 'KNN' KNN tn, fp: 573, 30 KNN fn, tp: 8, 23 KNN f1 score: 0.548 KNN cohens kappa score: 0.518 ------ Step 2/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2288 synthetic samples -> retrain GAN for predict Epoch 1/10 1/242 [..............................] - ETA: 46s - loss: 0.0118 39/242 [===>..........................] - ETA: 0s - loss: 0.1133  76/242 [========>.....................] - ETA: 0s - loss: 0.1167 116/242 [=============>................] - ETA: 0s - loss: 0.1139 153/242 [=================>............] - ETA: 0s - loss: 0.1129 191/242 [======================>.......] - ETA: 0s - loss: 0.1094 221/242 [==========================>...] - ETA: 0s - loss: 0.1069 242/242 [==============================] - 1s 1ms/step - loss: 0.1048 Epoch 2/10 1/242 [..............................] - ETA: 0s - loss: 0.0743 33/242 [===>..........................] - ETA: 0s - loss: 0.1029 70/242 [=======>......................] - ETA: 0s - loss: 0.0882 109/242 [============>.................] - ETA: 0s - loss: 0.0878 146/242 [=================>............] - ETA: 0s - loss: 0.0987 180/242 [=====================>........] - ETA: 0s - loss: 0.1015 217/242 [=========================>....] - ETA: 0s - loss: 0.0955 242/242 [==============================] - 0s 1ms/step - loss: 0.0958 Epoch 3/10 1/242 [..............................] - ETA: 0s - loss: 0.2267 35/242 [===>..........................] - ETA: 0s - loss: 0.0872 71/242 [=======>......................] - ETA: 0s - loss: 0.0996 110/242 [============>.................] - ETA: 0s - loss: 0.0891 144/242 [================>.............] - ETA: 0s - loss: 0.0957 183/242 [=====================>........] - ETA: 0s - loss: 0.0942 215/242 [=========================>....] - ETA: 0s - loss: 0.0957 242/242 [==============================] - 0s 1ms/step - loss: 0.0932 Epoch 4/10 1/242 [..............................] - ETA: 0s - loss: 0.0443 40/242 [===>..........................] - ETA: 0s - loss: 0.0882 78/242 [========>.....................] - ETA: 0s - loss: 0.0844 113/242 [=============>................] - ETA: 0s - loss: 0.0897 152/242 [=================>............] - ETA: 0s - loss: 0.0901 191/242 [======================>.......] - ETA: 0s - loss: 0.0883 227/242 [===========================>..] - ETA: 0s - loss: 0.0910 242/242 [==============================] - 0s 1ms/step - loss: 0.0903 Epoch 5/10 1/242 [..............................] - ETA: 0s - loss: 0.0163 39/242 [===>..........................] - ETA: 0s - loss: 0.0772 77/242 [========>.....................] - ETA: 0s - loss: 0.0801 111/242 [============>.................] - ETA: 0s - loss: 0.0848 148/242 [=================>............] - ETA: 0s - loss: 0.0863 184/242 [=====================>........] - ETA: 0s - loss: 0.0868 222/242 [==========================>...] - ETA: 0s - loss: 0.0869 242/242 [==============================] - 0s 1ms/step - loss: 0.0890 Epoch 6/10 1/242 [..............................] - ETA: 0s - loss: 0.0566 39/242 [===>..........................] - ETA: 0s - loss: 0.0919 74/242 [========>.....................] - ETA: 0s - loss: 0.0833 105/242 [============>.................] - ETA: 0s - loss: 0.0816 142/242 [================>.............] - ETA: 0s - loss: 0.0882 181/242 [=====================>........] - ETA: 0s - loss: 0.0885 219/242 [==========================>...] - ETA: 0s - loss: 0.0902 242/242 [==============================] - 0s 1ms/step - loss: 0.0903 Epoch 7/10 1/242 [..............................] - ETA: 0s - loss: 0.0440 40/242 [===>..........................] - ETA: 0s - loss: 0.0848 79/242 [========>.....................] - ETA: 0s - loss: 0.0815 112/242 [============>.................] - ETA: 0s - loss: 0.0853 149/242 [=================>............] - ETA: 0s - loss: 0.0842 187/242 [======================>.......] - ETA: 0s - loss: 0.0848 226/242 [===========================>..] - ETA: 0s - loss: 0.0820 242/242 [==============================] - 0s 1ms/step - loss: 0.0838 Epoch 8/10 1/242 [..............................] - ETA: 0s - loss: 0.2444 36/242 [===>..........................] - ETA: 0s - loss: 0.0878 68/242 [=======>......................] - ETA: 0s - loss: 0.0974 101/242 [===========>..................] - ETA: 0s - loss: 0.0894 135/242 [===============>..............] - ETA: 0s - loss: 0.0949 173/242 [====================>.........] - ETA: 0s - loss: 0.0882 212/242 [=========================>....] - ETA: 0s - loss: 0.0901 242/242 [==============================] - 0s 1ms/step - loss: 0.0893 Epoch 9/10 1/242 [..............................] - ETA: 0s - loss: 0.0220 39/242 [===>..........................] - ETA: 0s - loss: 0.1167 72/242 [=======>......................] - ETA: 0s - loss: 0.1090 109/242 [============>.................] - ETA: 0s - loss: 0.1066 146/242 [=================>............] - ETA: 0s - loss: 0.0998 181/242 [=====================>........] - ETA: 0s - loss: 0.0962 212/242 [=========================>....] - ETA: 0s - loss: 0.0916 242/242 [==============================] - 0s 1ms/step - loss: 0.0896 Epoch 10/10 1/242 [..............................] - ETA: 0s - loss: 0.0373 35/242 [===>..........................] - ETA: 0s - loss: 0.0804 74/242 [========>.....................] - ETA: 0s - loss: 0.0828 108/242 [============>.................] - ETA: 0s - loss: 0.0844 145/242 [================>.............] - ETA: 0s - loss: 0.0834 182/242 [=====================>........] - ETA: 0s - loss: 0.0805 217/242 [=========================>....] - ETA: 0s - loss: 0.0783 242/242 [==============================] - 0s 1ms/step - loss: 0.0806 -> test with GAN.predict GAN tn, fp: 574, 26 GAN fn, tp: 1, 26 GAN f1 score: 0.658 GAN cohens kappa score: 0.638 -> test with 'LR' LR tn, fp: 496, 104 LR fn, tp: 1, 26 LR f1 score: 0.331 LR cohens kappa score: 0.280 LR average precision score: 0.485 -> test with 'RF' RF tn, fp: 595, 5 RF fn, tp: 4, 23 RF f1 score: 0.836 RF cohens kappa score: 0.829 -> test with 'GB' GB tn, fp: 592, 8 GB fn, tp: 2, 25 GB f1 score: 0.833 GB cohens kappa score: 0.825 -> test with 'KNN' KNN tn, fp: 564, 36 KNN fn, tp: 5, 22 KNN f1 score: 0.518 KNN cohens kappa score: 0.488 ====== Step 3/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 3/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 47s - loss: 0.0951 39/241 [===>..........................] - ETA: 0s - loss: 0.0843  77/241 [========>.....................] - ETA: 0s - loss: 0.0846 117/241 [=============>................] - ETA: 0s - loss: 0.0935 155/241 [==================>...........] - ETA: 0s - loss: 0.0930 193/241 [=======================>......] - ETA: 0s - loss: 0.0945 229/241 [===========================>..] - ETA: 0s - loss: 0.0949 241/241 [==============================] - 1s 1ms/step - loss: 0.0941 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.0119 32/241 [==>...........................] - ETA: 0s - loss: 0.1036 58/241 [======>.......................] - ETA: 0s - loss: 0.1074 85/241 [=========>....................] - ETA: 0s - loss: 0.0952 112/241 [============>.................] - ETA: 0s - loss: 0.0932 147/241 [=================>............] - ETA: 0s - loss: 0.0918 184/241 [=====================>........] - ETA: 0s - loss: 0.0899 221/241 [==========================>...] - ETA: 0s - loss: 0.0913 241/241 [==============================] - 0s 2ms/step - loss: 0.0895 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0145 40/241 [===>..........................] - ETA: 0s - loss: 0.0881 76/241 [========>.....................] - ETA: 0s - loss: 0.0960 113/241 [=============>................] - ETA: 0s - loss: 0.0879 144/241 [================>.............] - ETA: 0s - loss: 0.0910 170/241 [====================>.........] - ETA: 0s - loss: 0.0942 194/241 [=======================>......] - ETA: 0s - loss: 0.0907 220/241 [==========================>...] - ETA: 0s - loss: 0.0899 241/241 [==============================] - 0s 2ms/step - loss: 0.0878 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.2589 26/241 [==>...........................] - ETA: 0s - loss: 0.1049 51/241 [=====>........................] - ETA: 0s - loss: 0.0908 77/241 [========>.....................] - ETA: 0s - loss: 0.0877 105/241 [============>.................] - ETA: 0s - loss: 0.0915 136/241 [===============>..............] - ETA: 0s - loss: 0.0871 164/241 [===================>..........] - ETA: 0s - loss: 0.0860 190/241 [======================>.......] - ETA: 0s - loss: 0.0832 218/241 [==========================>...] - ETA: 0s - loss: 0.0844 241/241 [==============================] - 0s 2ms/step - loss: 0.0829 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.1614 35/241 [===>..........................] - ETA: 0s - loss: 0.0828 72/241 [=======>......................] - ETA: 0s - loss: 0.0850 110/241 [============>.................] - ETA: 0s - loss: 0.0830 135/241 [===============>..............] - ETA: 0s - loss: 0.0817 159/241 [==================>...........] - ETA: 0s - loss: 0.0826 186/241 [======================>.......] - ETA: 0s - loss: 0.0824 211/241 [=========================>....] - ETA: 0s - loss: 0.0817 238/241 [============================>.] - ETA: 0s - loss: 0.0866 241/241 [==============================] - 0s 2ms/step - loss: 0.0866 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0552 32/241 [==>...........................] - ETA: 0s - loss: 0.0870 59/241 [======>.......................] - ETA: 0s - loss: 0.0985 85/241 [=========>....................] - ETA: 0s - loss: 0.0914 108/241 [============>.................] - ETA: 0s - loss: 0.0892 135/241 [===============>..............] - ETA: 0s - loss: 0.0930 168/241 [===================>..........] - ETA: 0s - loss: 0.0893 206/241 [========================>.....] - ETA: 0s - loss: 0.0896 241/241 [==============================] - 0s 2ms/step - loss: 0.0852 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0679 37/241 [===>..........................] - ETA: 0s - loss: 0.0774 74/241 [========>.....................] - ETA: 0s - loss: 0.0737 110/241 [============>.................] - ETA: 0s - loss: 0.0784 146/241 [=================>............] - ETA: 0s - loss: 0.0794 183/241 [=====================>........] - ETA: 0s - loss: 0.0812 218/241 [==========================>...] - ETA: 0s - loss: 0.0784 241/241 [==============================] - 0s 1ms/step - loss: 0.0776 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0112 37/241 [===>..........................] - ETA: 0s - loss: 0.0863 73/241 [========>.....................] - ETA: 0s - loss: 0.0742 111/241 [============>.................] - ETA: 0s - loss: 0.0759 151/241 [=================>............] - ETA: 0s - loss: 0.0754 189/241 [======================>.......] - ETA: 0s - loss: 0.0737 226/241 [===========================>..] - ETA: 0s - loss: 0.0741 241/241 [==============================] - 0s 1ms/step - loss: 0.0749 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0136 37/241 [===>..........................] - ETA: 0s - loss: 0.0798 71/241 [=======>......................] - ETA: 0s - loss: 0.0731 110/241 [============>.................] - ETA: 0s - loss: 0.0722 148/241 [=================>............] - ETA: 0s - loss: 0.0749 187/241 [======================>.......] - ETA: 0s - loss: 0.0799 226/241 [===========================>..] - ETA: 0s - loss: 0.0802 241/241 [==============================] - 0s 1ms/step - loss: 0.0788 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0247 39/241 [===>..........................] - ETA: 0s - loss: 0.0854 78/241 [========>.....................] - ETA: 0s - loss: 0.0758 112/241 [============>.................] - ETA: 0s - loss: 0.0722 150/241 [=================>............] - ETA: 0s - loss: 0.0691 188/241 [======================>.......] - ETA: 0s - loss: 0.0715 224/241 [==========================>...] - ETA: 0s - loss: 0.0734 241/241 [==============================] - 0s 1ms/step - loss: 0.0732 -> test with GAN.predict GAN tn, fp: 580, 23 GAN fn, tp: 6, 25 GAN f1 score: 0.633 GAN cohens kappa score: 0.610 -> test with 'LR' LR tn, fp: 511, 92 LR fn, tp: 5, 26 LR f1 score: 0.349 LR cohens kappa score: 0.294 LR average precision score: 0.478 -> test with 'RF' RF tn, fp: 601, 2 RF fn, tp: 12, 19 RF f1 score: 0.731 RF cohens kappa score: 0.720 -> test with 'GB' GB tn, fp: 601, 2 GB fn, tp: 6, 25 GB f1 score: 0.862 GB cohens kappa score: 0.855 -> test with 'KNN' KNN tn, fp: 574, 29 KNN fn, tp: 9, 22 KNN f1 score: 0.537 KNN cohens kappa score: 0.507 ------ Step 3/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 1:14 - loss: 0.1021 17/241 [=>............................] - ETA: 0s - loss: 0.1003  29/241 [==>...........................] - ETA: 0s - loss: 0.1082 37/241 [===>..........................] - ETA: 0s - loss: 0.0995 46/241 [====>.........................] - ETA: 0s - loss: 0.0972 55/241 [=====>........................] - ETA: 0s - loss: 0.0952 69/241 [=======>......................] - ETA: 0s - loss: 0.0888 83/241 [=========>....................] - ETA: 0s - loss: 0.0858 92/241 [==========>...................] - ETA: 0s - loss: 0.0798 103/241 [===========>..................] - ETA: 0s - loss: 0.0810 115/241 [=============>................] - ETA: 0s - loss: 0.0799 127/241 [==============>...............] - ETA: 0s - loss: 0.0816 140/241 [================>.............] - ETA: 0s - loss: 0.0814 152/241 [=================>............] - ETA: 0s - loss: 0.0829 165/241 [===================>..........] - ETA: 0s - loss: 0.0828 178/241 [=====================>........] - ETA: 0s - loss: 0.0812 194/241 [=======================>......] - ETA: 0s - loss: 0.0821 210/241 [=========================>....] - ETA: 0s - loss: 0.0825 220/241 [==========================>...] - ETA: 0s - loss: 0.0812 234/241 [============================>.] - ETA: 0s - loss: 0.0813 241/241 [==============================] - 1s 4ms/step - loss: 0.0810 Epoch 2/10 1/241 [..............................] - ETA: 1s - loss: 0.0377 10/241 [>.............................] - ETA: 1s - loss: 0.0708 19/241 [=>............................] - ETA: 1s - loss: 0.0711 34/241 [===>..........................] - ETA: 1s - loss: 0.0823 51/241 [=====>........................] - ETA: 0s - loss: 0.0819 71/241 [=======>......................] - ETA: 0s - loss: 0.0813 94/241 [==========>...................] - ETA: 0s - loss: 0.0841 114/241 [=============>................] - ETA: 0s - loss: 0.0801 130/241 [===============>..............] - ETA: 0s - loss: 0.0801 144/241 [================>.............] - ETA: 0s - loss: 0.0815 154/241 [==================>...........] - ETA: 0s - loss: 0.0813 167/241 [===================>..........] - ETA: 0s - loss: 0.0808 182/241 [=====================>........] - ETA: 0s - loss: 0.0768 198/241 [=======================>......] - ETA: 0s - loss: 0.0780 213/241 [=========================>....] - ETA: 0s - loss: 0.0757 233/241 [============================>.] - ETA: 0s - loss: 0.0758 241/241 [==============================] - 1s 3ms/step - loss: 0.0751 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0535 17/241 [=>............................] - ETA: 0s - loss: 0.0818 28/241 [==>...........................] - ETA: 0s - loss: 0.0860 38/241 [===>..........................] - ETA: 1s - loss: 0.0877 57/241 [======>.......................] - ETA: 0s - loss: 0.0816 80/241 [========>.....................] - ETA: 0s - loss: 0.0720 95/241 [==========>...................] - ETA: 0s - loss: 0.0758 113/241 [=============>................] - ETA: 0s - loss: 0.0800 130/241 [===============>..............] - ETA: 0s - loss: 0.0798 144/241 [================>.............] - ETA: 0s - loss: 0.0797 151/241 [=================>............] - ETA: 0s - loss: 0.0794 161/241 [===================>..........] - ETA: 0s - loss: 0.0791 179/241 [=====================>........] - ETA: 0s - loss: 0.0769 196/241 [=======================>......] - ETA: 0s - loss: 0.0765 212/241 [=========================>....] - ETA: 0s - loss: 0.0748 228/241 [===========================>..] - ETA: 0s - loss: 0.0742 241/241 [==============================] - 1s 4ms/step - loss: 0.0730 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0352 18/241 [=>............................] - ETA: 0s - loss: 0.0827 31/241 [==>...........................] - ETA: 0s - loss: 0.0781 47/241 [====>.........................] - ETA: 0s - loss: 0.0716 64/241 [======>.......................] - ETA: 0s - loss: 0.0866 80/241 [========>.....................] - ETA: 0s - loss: 0.0822 88/241 [=========>....................] - ETA: 0s - loss: 0.0810 117/241 [=============>................] - ETA: 0s - loss: 0.0823 144/241 [================>.............] - ETA: 0s - loss: 0.0776 174/241 [====================>.........] - ETA: 0s - loss: 0.0773 201/241 [========================>.....] - ETA: 0s - loss: 0.0779 225/241 [===========================>..] - ETA: 0s - loss: 0.0777 230/241 [===========================>..] - ETA: 0s - loss: 0.0770 241/241 [==============================] - 1s 3ms/step - loss: 0.0758 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0637 26/241 [==>...........................] - ETA: 0s - loss: 0.0472 52/241 [=====>........................] - ETA: 0s - loss: 0.0575 83/241 [=========>....................] - ETA: 0s - loss: 0.0603 113/241 [=============>................] - ETA: 0s - loss: 0.0704 142/241 [================>.............] - ETA: 0s - loss: 0.0725 161/241 [===================>..........] - ETA: 0s - loss: 0.0718 193/241 [=======================>......] - ETA: 0s - loss: 0.0728 221/241 [==========================>...] - ETA: 0s - loss: 0.0727 241/241 [==============================] - 0s 2ms/step - loss: 0.0741 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0081 31/241 [==>...........................] - ETA: 0s - loss: 0.0651 48/241 [====>.........................] - ETA: 0s - loss: 0.0757 61/241 [======>.......................] - ETA: 0s - loss: 0.0778 91/241 [==========>...................] - ETA: 0s - loss: 0.0827 121/241 [==============>...............] - ETA: 0s - loss: 0.0816 149/241 [=================>............] - ETA: 0s - loss: 0.0753 175/241 [====================>.........] - ETA: 0s - loss: 0.0742 184/241 [=====================>........] - ETA: 0s - loss: 0.0736 203/241 [========================>.....] - ETA: 0s - loss: 0.0728 235/241 [============================>.] - ETA: 0s - loss: 0.0730 241/241 [==============================] - 1s 2ms/step - loss: 0.0735 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0470 37/241 [===>..........................] - ETA: 0s - loss: 0.0704 71/241 [=======>......................] - ETA: 0s - loss: 0.0740 96/241 [==========>...................] - ETA: 0s - loss: 0.0679 105/241 [============>.................] - ETA: 0s - loss: 0.0688 136/241 [===============>..............] - ETA: 0s - loss: 0.0714 163/241 [===================>..........] - ETA: 0s - loss: 0.0734 192/241 [======================>.......] - ETA: 0s - loss: 0.0754 219/241 [==========================>...] - ETA: 0s - loss: 0.0730 241/241 [==============================] - 0s 2ms/step - loss: 0.0775 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.1126 9/241 [>.............................] - ETA: 1s - loss: 0.0493 30/241 [==>...........................] - ETA: 0s - loss: 0.0755 60/241 [======>.......................] - ETA: 0s - loss: 0.0716 91/241 [==========>...................] - ETA: 0s - loss: 0.0664 114/241 [=============>................] - ETA: 0s - loss: 0.0637 137/241 [================>.............] - ETA: 0s - loss: 0.0639 147/241 [=================>............] - ETA: 0s - loss: 0.0647 172/241 [====================>.........] - ETA: 0s - loss: 0.0693 205/241 [========================>.....] - ETA: 0s - loss: 0.0692 239/241 [============================>.] - ETA: 0s - loss: 0.0697 241/241 [==============================] - 1s 2ms/step - loss: 0.0706 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0149 33/241 [===>..........................] - ETA: 0s - loss: 0.0694 61/241 [======>.......................] - ETA: 0s - loss: 0.0579 71/241 [=======>......................] - ETA: 0s - loss: 0.0583 106/241 [============>.................] - ETA: 0s - loss: 0.0567 143/241 [================>.............] - ETA: 0s - loss: 0.0554 177/241 [=====================>........] - ETA: 0s - loss: 0.0621 206/241 [========================>.....] - ETA: 0s - loss: 0.0645 228/241 [===========================>..] - ETA: 0s - loss: 0.0645 241/241 [==============================] - 0s 2ms/step - loss: 0.0659 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0223 34/241 [===>..........................] - ETA: 0s - loss: 0.0664 68/241 [=======>......................] - ETA: 0s - loss: 0.0686 101/241 [===========>..................] - ETA: 0s - loss: 0.0682 132/241 [===============>..............] - ETA: 0s - loss: 0.0661 139/241 [================>.............] - ETA: 0s - loss: 0.0684 168/241 [===================>..........] - ETA: 0s - loss: 0.0637 204/241 [========================>.....] - ETA: 0s - loss: 0.0673 238/241 [============================>.] - ETA: 0s - loss: 0.0702 241/241 [==============================] - 0s 2ms/step - loss: 0.0701 -> test with GAN.predict GAN tn, fp: 572, 31 GAN fn, tp: 4, 27 GAN f1 score: 0.607 GAN cohens kappa score: 0.580 -> test with 'LR' LR tn, fp: 530, 73 LR fn, tp: 10, 21 LR f1 score: 0.336 LR cohens kappa score: 0.283 LR average precision score: 0.287 -> test with 'RF' RF tn, fp: 595, 8 RF fn, tp: 4, 27 RF f1 score: 0.818 RF cohens kappa score: 0.808 -> test with 'GB' GB tn, fp: 590, 13 GB fn, tp: 3, 28 GB f1 score: 0.778 GB cohens kappa score: 0.765 -> test with 'KNN' KNN tn, fp: 576, 27 KNN fn, tp: 6, 25 KNN f1 score: 0.602 KNN cohens kappa score: 0.576 ------ Step 3/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 56s - loss: 0.0147 37/241 [===>..........................] - ETA: 0s - loss: 0.0844  67/241 [=======>......................] - ETA: 0s - loss: 0.0887 87/241 [=========>....................] - ETA: 0s - loss: 0.0865 100/241 [===========>..................] - ETA: 0s - loss: 0.0844 129/241 [===============>..............] - ETA: 0s - loss: 0.0863 157/241 [==================>...........] - ETA: 0s - loss: 0.0875 187/241 [======================>.......] - ETA: 0s - loss: 0.0875 217/241 [==========================>...] - ETA: 0s - loss: 0.0870 241/241 [==============================] - 1s 2ms/step - loss: 0.0869 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.0885 8/241 [..............................] - ETA: 1s - loss: 0.0749 35/241 [===>..........................] - ETA: 0s - loss: 0.0725 68/241 [=======>......................] - ETA: 0s - loss: 0.0763 99/241 [===========>..................] - ETA: 0s - loss: 0.0719 130/241 [===============>..............] - ETA: 0s - loss: 0.0751 165/241 [===================>..........] - ETA: 0s - loss: 0.0750 173/241 [====================>.........] - ETA: 0s - loss: 0.0747 203/241 [========================>.....] - ETA: 0s - loss: 0.0844 238/241 [============================>.] - ETA: 0s - loss: 0.0868 241/241 [==============================] - 0s 2ms/step - loss: 0.0866 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.1403 32/241 [==>...........................] - ETA: 0s - loss: 0.0865 63/241 [======>.......................] - ETA: 0s - loss: 0.0790 88/241 [=========>....................] - ETA: 0s - loss: 0.0883 93/241 [==========>...................] - ETA: 0s - loss: 0.0868 121/241 [==============>...............] - ETA: 0s - loss: 0.0869 153/241 [==================>...........] - ETA: 0s - loss: 0.0836 185/241 [======================>.......] - ETA: 0s - loss: 0.0865 211/241 [=========================>....] - ETA: 0s - loss: 0.0842 237/241 [============================>.] - ETA: 0s - loss: 0.0814 241/241 [==============================] - 1s 2ms/step - loss: 0.0812 Epoch 4/10 1/241 [..............................] - ETA: 3s - loss: 0.0173 33/241 [===>..........................] - ETA: 0s - loss: 0.0665 67/241 [=======>......................] - ETA: 0s - loss: 0.0781 98/241 [===========>..................] - ETA: 0s - loss: 0.0851 121/241 [==============>...............] - ETA: 0s - loss: 0.0869 135/241 [===============>..............] - ETA: 0s - loss: 0.0818 152/241 [=================>............] - ETA: 0s - loss: 0.0829 185/241 [======================>.......] - ETA: 0s - loss: 0.0826 217/241 [==========================>...] - ETA: 0s - loss: 0.0826 241/241 [==============================] - 0s 2ms/step - loss: 0.0830 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.1681 35/241 [===>..........................] - ETA: 0s - loss: 0.0943 55/241 [=====>........................] - ETA: 0s - loss: 0.0856 72/241 [=======>......................] - ETA: 0s - loss: 0.0802 104/241 [===========>..................] - ETA: 0s - loss: 0.0819 135/241 [===============>..............] - ETA: 0s - loss: 0.0789 168/241 [===================>..........] - ETA: 0s - loss: 0.0779 197/241 [=======================>......] - ETA: 0s - loss: 0.0777 213/241 [=========================>....] - ETA: 0s - loss: 0.0788 227/241 [===========================>..] - ETA: 0s - loss: 0.0789 241/241 [==============================] - 0s 2ms/step - loss: 0.0793 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0077 23/241 [=>............................] - ETA: 0s - loss: 0.0736 52/241 [=====>........................] - ETA: 0s - loss: 0.0746 84/241 [=========>....................] - ETA: 0s - loss: 0.0739 118/241 [=============>................] - ETA: 0s - loss: 0.0758 128/241 [==============>...............] - ETA: 0s - loss: 0.0764 151/241 [=================>............] - ETA: 0s - loss: 0.0778 184/241 [=====================>........] - ETA: 0s - loss: 0.0811 218/241 [==========================>...] - ETA: 0s - loss: 0.0806 241/241 [==============================] - 0s 2ms/step - loss: 0.0804 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0482 32/241 [==>...........................] - ETA: 0s - loss: 0.0870 43/241 [====>.........................] - ETA: 0s - loss: 0.0904 77/241 [========>.....................] - ETA: 0s - loss: 0.0888 112/241 [============>.................] - ETA: 0s - loss: 0.0838 147/241 [=================>............] - ETA: 0s - loss: 0.0844 174/241 [====================>.........] - ETA: 0s - loss: 0.0820 197/241 [=======================>......] - ETA: 0s - loss: 0.0800 223/241 [==========================>...] - ETA: 0s - loss: 0.0778 241/241 [==============================] - 0s 2ms/step - loss: 0.0757 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0387 34/241 [===>..........................] - ETA: 0s - loss: 0.0787 65/241 [=======>......................] - ETA: 0s - loss: 0.0946 97/241 [===========>..................] - ETA: 0s - loss: 0.0841 102/241 [===========>..................] - ETA: 0s - loss: 0.0829 127/241 [==============>...............] - ETA: 0s - loss: 0.0828 155/241 [==================>...........] - ETA: 0s - loss: 0.0817 187/241 [======================>.......] - ETA: 0s - loss: 0.0803 217/241 [==========================>...] - ETA: 0s - loss: 0.0801 239/241 [============================>.] - ETA: 0s - loss: 0.0786 241/241 [==============================] - 0s 2ms/step - loss: 0.0783 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0071 25/241 [==>...........................] - ETA: 0s - loss: 0.0465 59/241 [======>.......................] - ETA: 0s - loss: 0.0643 92/241 [==========>...................] - ETA: 0s - loss: 0.0754 122/241 [==============>...............] - ETA: 0s - loss: 0.0796 147/241 [=================>............] - ETA: 0s - loss: 0.0821 156/241 [==================>...........] - ETA: 0s - loss: 0.0819 190/241 [======================>.......] - ETA: 0s - loss: 0.0830 224/241 [==========================>...] - ETA: 0s - loss: 0.0836 241/241 [==============================] - 0s 2ms/step - loss: 0.0827 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.1022 32/241 [==>...........................] - ETA: 0s - loss: 0.0575 62/241 [======>.......................] - ETA: 0s - loss: 0.0673 69/241 [=======>......................] - ETA: 0s - loss: 0.0685 93/241 [==========>...................] - ETA: 0s - loss: 0.0664 125/241 [==============>...............] - ETA: 0s - loss: 0.0728 156/241 [==================>...........] - ETA: 0s - loss: 0.0746 182/241 [=====================>........] - ETA: 0s - loss: 0.0762 208/241 [========================>.....] - ETA: 0s - loss: 0.0753 224/241 [==========================>...] - ETA: 0s - loss: 0.0756 241/241 [==============================] - 1s 2ms/step - loss: 0.0744 -> test with GAN.predict GAN tn, fp: 576, 27 GAN fn, tp: 7, 24 GAN f1 score: 0.585 GAN cohens kappa score: 0.559 -> test with 'LR' LR tn, fp: 511, 92 LR fn, tp: 1, 30 LR f1 score: 0.392 LR cohens kappa score: 0.341 LR average precision score: 0.538 -> test with 'RF' RF tn, fp: 598, 5 RF fn, tp: 6, 25 RF f1 score: 0.820 RF cohens kappa score: 0.811 -> test with 'GB' GB tn, fp: 586, 17 GB fn, tp: 3, 28 GB f1 score: 0.737 GB cohens kappa score: 0.721 -> test with 'KNN' KNN tn, fp: 571, 32 KNN fn, tp: 8, 23 KNN f1 score: 0.535 KNN cohens kappa score: 0.504 ------ Step 3/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 1:09 - loss: 0.0405 41/241 [====>.........................] - ETA: 0s - loss: 0.0839  78/241 [========>.....................] - ETA: 0s - loss: 0.0837 112/241 [============>.................] - ETA: 0s - loss: 0.0849 138/241 [================>.............] - ETA: 0s - loss: 0.0833 147/241 [=================>............] - ETA: 0s - loss: 0.0835 184/241 [=====================>........] - ETA: 0s - loss: 0.0823 220/241 [==========================>...] - ETA: 0s - loss: 0.0819 241/241 [==============================] - 1s 2ms/step - loss: 0.0858 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.1197 35/241 [===>..........................] - ETA: 0s - loss: 0.0817 62/241 [======>.......................] - ETA: 0s - loss: 0.0770 69/241 [=======>......................] - ETA: 0s - loss: 0.0750 72/241 [=======>......................] - ETA: 0s - loss: 0.0763 96/241 [==========>...................] - ETA: 0s - loss: 0.0769 130/241 [===============>..............] - ETA: 0s - loss: 0.0730 149/241 [=================>............] - ETA: 0s - loss: 0.0732 170/241 [====================>.........] - ETA: 0s - loss: 0.0732 198/241 [=======================>......] - ETA: 0s - loss: 0.0774 218/241 [==========================>...] - ETA: 0s - loss: 0.0783 233/241 [============================>.] - ETA: 0s - loss: 0.0777 241/241 [==============================] - 1s 2ms/step - loss: 0.0792 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0202 36/241 [===>..........................] - ETA: 0s - loss: 0.0751 74/241 [========>.....................] - ETA: 0s - loss: 0.0725 99/241 [===========>..................] - ETA: 0s - loss: 0.0767 128/241 [==============>...............] - ETA: 0s - loss: 0.0798 138/241 [================>.............] - ETA: 0s - loss: 0.0771 152/241 [=================>............] - ETA: 0s - loss: 0.0739 187/241 [======================>.......] - ETA: 0s - loss: 0.0751 222/241 [==========================>...] - ETA: 0s - loss: 0.0758 241/241 [==============================] - 0s 2ms/step - loss: 0.0786 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0125 34/241 [===>..........................] - ETA: 0s - loss: 0.0654 66/241 [=======>......................] - ETA: 0s - loss: 0.0669 74/241 [========>.....................] - ETA: 0s - loss: 0.0683 113/241 [=============>................] - ETA: 0s - loss: 0.0764 150/241 [=================>............] - ETA: 0s - loss: 0.0692 186/241 [======================>.......] - ETA: 0s - loss: 0.0699 220/241 [==========================>...] - ETA: 0s - loss: 0.0752 241/241 [==============================] - 0s 2ms/step - loss: 0.0764 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0449 21/241 [=>............................] - ETA: 0s - loss: 0.1272 47/241 [====>.........................] - ETA: 0s - loss: 0.0912 86/241 [=========>....................] - ETA: 0s - loss: 0.0849 124/241 [==============>...............] - ETA: 0s - loss: 0.0825 159/241 [==================>...........] - ETA: 0s - loss: 0.0782 195/241 [=======================>......] - ETA: 0s - loss: 0.0781 203/241 [========================>.....] - ETA: 0s - loss: 0.0787 230/241 [===========================>..] - ETA: 0s - loss: 0.0780 241/241 [==============================] - 0s 2ms/step - loss: 0.0784 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0019 39/241 [===>..........................] - ETA: 0s - loss: 0.0970 75/241 [========>.....................] - ETA: 0s - loss: 0.0882 108/241 [============>.................] - ETA: 0s - loss: 0.0819 125/241 [==============>...............] - ETA: 0s - loss: 0.0822 142/241 [================>.............] - ETA: 0s - loss: 0.0812 182/241 [=====================>........] - ETA: 0s - loss: 0.0750 222/241 [==========================>...] - ETA: 0s - loss: 0.0749 241/241 [==============================] - 0s 2ms/step - loss: 0.0759 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0574 34/241 [===>..........................] - ETA: 0s - loss: 0.0907 65/241 [=======>......................] - ETA: 0s - loss: 0.0803 76/241 [========>.....................] - ETA: 0s - loss: 0.0744 114/241 [=============>................] - ETA: 0s - loss: 0.0838 151/241 [=================>............] - ETA: 0s - loss: 0.0772 189/241 [======================>.......] - ETA: 0s - loss: 0.0749 223/241 [==========================>...] - ETA: 0s - loss: 0.0741 241/241 [==============================] - 0s 2ms/step - loss: 0.0758 Epoch 8/10 1/241 [..............................] - ETA: 2s - loss: 0.0363 18/241 [=>............................] - ETA: 0s - loss: 0.0818 53/241 [=====>........................] - ETA: 0s - loss: 0.0696 93/241 [==========>...................] - ETA: 0s - loss: 0.0626 128/241 [==============>...............] - ETA: 0s - loss: 0.0652 159/241 [==================>...........] - ETA: 0s - loss: 0.0656 189/241 [======================>.......] - ETA: 0s - loss: 0.0696 199/241 [=======================>......] - ETA: 0s - loss: 0.0701 232/241 [===========================>..] - ETA: 0s - loss: 0.0727 241/241 [==============================] - 0s 2ms/step - loss: 0.0733 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.1286 34/241 [===>..........................] - ETA: 0s - loss: 0.0679 71/241 [=======>......................] - ETA: 0s - loss: 0.0744 105/241 [============>.................] - ETA: 0s - loss: 0.0740 132/241 [===============>..............] - ETA: 0s - loss: 0.0769 141/241 [================>.............] - ETA: 0s - loss: 0.0748 177/241 [=====================>........] - ETA: 0s - loss: 0.0718 214/241 [=========================>....] - ETA: 0s - loss: 0.0713 241/241 [==============================] - 0s 2ms/step - loss: 0.0760 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0656 35/241 [===>..........................] - ETA: 0s - loss: 0.0416 63/241 [======>.......................] - ETA: 0s - loss: 0.0508 78/241 [========>.....................] - ETA: 0s - loss: 0.0524 118/241 [=============>................] - ETA: 0s - loss: 0.0591 156/241 [==================>...........] - ETA: 0s - loss: 0.0648 191/241 [======================>.......] - ETA: 0s - loss: 0.0669 222/241 [==========================>...] - ETA: 0s - loss: 0.0666 235/241 [============================>.] - ETA: 0s - loss: 0.0669 241/241 [==============================] - 0s 2ms/step - loss: 0.0669 -> test with GAN.predict GAN tn, fp: 586, 17 GAN fn, tp: 9, 22 GAN f1 score: 0.629 GAN cohens kappa score: 0.607 -> test with 'LR' LR tn, fp: 512, 91 LR fn, tp: 2, 29 LR f1 score: 0.384 LR cohens kappa score: 0.332 LR average precision score: 0.489 -> test with 'RF' RF tn, fp: 594, 9 RF fn, tp: 11, 20 RF f1 score: 0.667 RF cohens kappa score: 0.650 -> test with 'GB' GB tn, fp: 591, 12 GB fn, tp: 7, 24 GB f1 score: 0.716 GB cohens kappa score: 0.701 -> test with 'KNN' KNN tn, fp: 572, 31 KNN fn, tp: 9, 22 KNN f1 score: 0.524 KNN cohens kappa score: 0.492 ------ Step 3/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2288 synthetic samples -> retrain GAN for predict Epoch 1/10 1/242 [..............................] - ETA: 37s - loss: 0.0736 40/242 [===>..........................] - ETA: 0s - loss: 0.0911  79/242 [========>.....................] - ETA: 0s - loss: 0.0927 115/242 [=============>................] - ETA: 0s - loss: 0.0882 155/242 [==================>...........] - ETA: 0s - loss: 0.0836 195/242 [=======================>......] - ETA: 0s - loss: 0.0794 235/242 [============================>.] - ETA: 0s - loss: 0.0756 242/242 [==============================] - 0s 1ms/step - loss: 0.0761 Epoch 2/10 1/242 [..............................] - ETA: 0s - loss: 0.0453 40/242 [===>..........................] - ETA: 0s - loss: 0.0604 80/242 [========>.....................] - ETA: 0s - loss: 0.0585 118/242 [=============>................] - ETA: 0s - loss: 0.0669 157/242 [==================>...........] - ETA: 0s - loss: 0.0703 197/242 [=======================>......] - ETA: 0s - loss: 0.0719 236/242 [============================>.] - ETA: 0s - loss: 0.0690 242/242 [==============================] - 0s 1ms/step - loss: 0.0686 Epoch 3/10 1/242 [..............................] - ETA: 0s - loss: 0.0065 41/242 [====>.........................] - ETA: 0s - loss: 0.0812 81/242 [=========>....................] - ETA: 0s - loss: 0.0766 122/242 [==============>...............] - ETA: 0s - loss: 0.0778 161/242 [==================>...........] - ETA: 0s - loss: 0.0717 202/242 [========================>.....] - ETA: 0s - loss: 0.0696 241/242 [============================>.] - ETA: 0s - loss: 0.0663 242/242 [==============================] - 0s 1ms/step - loss: 0.0662 Epoch 4/10 1/242 [..............................] - ETA: 0s - loss: 0.0270 41/242 [====>.........................] - ETA: 0s - loss: 0.0615 44/242 [====>.........................] - ETA: 1s - loss: 0.0648 66/242 [=======>......................] - ETA: 0s - loss: 0.0699 100/242 [===========>..................] - ETA: 0s - loss: 0.0635 138/242 [================>.............] - ETA: 0s - loss: 0.0668 179/242 [=====================>........] - ETA: 0s - loss: 0.0649 218/242 [==========================>...] - ETA: 0s - loss: 0.0644 242/242 [==============================] - 1s 2ms/step - loss: 0.0644 Epoch 5/10 1/242 [..............................] - ETA: 0s - loss: 0.0359 41/242 [====>.........................] - ETA: 0s - loss: 0.0878 77/242 [========>.....................] - ETA: 0s - loss: 0.0788 113/242 [=============>................] - ETA: 0s - loss: 0.0779 150/242 [=================>............] - ETA: 0s - loss: 0.0716 189/242 [======================>.......] - ETA: 0s - loss: 0.0696 225/242 [==========================>...] - ETA: 0s - loss: 0.0669 242/242 [==============================] - 0s 1ms/step - loss: 0.0671 Epoch 6/10 1/242 [..............................] - ETA: 0s - loss: 0.1462 40/242 [===>..........................] - ETA: 0s - loss: 0.0468 79/242 [========>.....................] - ETA: 0s - loss: 0.0570 118/242 [=============>................] - ETA: 0s - loss: 0.0554 157/242 [==================>...........] - ETA: 0s - loss: 0.0609 198/242 [=======================>......] - ETA: 0s - loss: 0.0632 236/242 [============================>.] - ETA: 0s - loss: 0.0631 242/242 [==============================] - 0s 1ms/step - loss: 0.0644 Epoch 7/10 1/242 [..............................] - ETA: 0s - loss: 0.0181 43/242 [====>.........................] - ETA: 0s - loss: 0.0806 82/242 [=========>....................] - ETA: 0s - loss: 0.0724 121/242 [==============>...............] - ETA: 0s - loss: 0.0675 160/242 [==================>...........] - ETA: 0s - loss: 0.0648 201/242 [=======================>......] - ETA: 0s - loss: 0.0690 240/242 [============================>.] - ETA: 0s - loss: 0.0699 242/242 [==============================] - 0s 1ms/step - loss: 0.0701 Epoch 8/10 1/242 [..............................] - ETA: 0s - loss: 0.0288 41/242 [====>.........................] - ETA: 0s - loss: 0.0702 81/242 [=========>....................] - ETA: 0s - loss: 0.0636 121/242 [==============>...............] - ETA: 0s - loss: 0.0620 162/242 [===================>..........] - ETA: 0s - loss: 0.0584 202/242 [========================>.....] - ETA: 0s - loss: 0.0650 241/242 [============================>.] - ETA: 0s - loss: 0.0651 242/242 [==============================] - 0s 1ms/step - loss: 0.0650 Epoch 9/10 1/242 [..............................] - ETA: 0s - loss: 0.1564 39/242 [===>..........................] - ETA: 0s - loss: 0.0590 78/242 [========>.....................] - ETA: 0s - loss: 0.0632 116/242 [=============>................] - ETA: 0s - loss: 0.0638 155/242 [==================>...........] - ETA: 0s - loss: 0.0592 195/242 [=======================>......] - ETA: 0s - loss: 0.0589 232/242 [===========================>..] - ETA: 0s - loss: 0.0637 242/242 [==============================] - 0s 1ms/step - loss: 0.0642 Epoch 10/10 1/242 [..............................] - ETA: 0s - loss: 0.3184 41/242 [====>.........................] - ETA: 0s - loss: 0.0723 81/242 [=========>....................] - ETA: 0s - loss: 0.0640 119/242 [=============>................] - ETA: 0s - loss: 0.0634 159/242 [==================>...........] - ETA: 0s - loss: 0.0607 198/242 [=======================>......] - ETA: 0s - loss: 0.0591 230/242 [===========================>..] - ETA: 0s - loss: 0.0626 242/242 [==============================] - 0s 1ms/step - loss: 0.0632 -> test with GAN.predict GAN tn, fp: 587, 13 GAN fn, tp: 3, 24 GAN f1 score: 0.750 GAN cohens kappa score: 0.737 -> test with 'LR' LR tn, fp: 517, 83 LR fn, tp: 6, 21 LR f1 score: 0.321 LR cohens kappa score: 0.271 LR average precision score: 0.295 -> test with 'RF' RF tn, fp: 595, 5 RF fn, tp: 4, 23 RF f1 score: 0.836 RF cohens kappa score: 0.829 -> test with 'GB' GB tn, fp: 595, 5 GB fn, tp: 2, 25 GB f1 score: 0.877 GB cohens kappa score: 0.871 -> test with 'KNN' KNN tn, fp: 580, 20 KNN fn, tp: 3, 24 KNN f1 score: 0.676 KNN cohens kappa score: 0.658 ====== Step 4/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 4/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 48s - loss: 0.0289 41/241 [====>.........................] - ETA: 0s - loss: 0.1223  79/241 [========>.....................] - ETA: 0s - loss: 0.1084 115/241 [=============>................] - ETA: 0s - loss: 0.1076 148/241 [=================>............] - ETA: 0s - loss: 0.1019 182/241 [=====================>........] - ETA: 0s - loss: 0.1039 221/241 [==========================>...] - ETA: 0s - loss: 0.1004 241/241 [==============================] - 1s 1ms/step - loss: 0.0997 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.1181 41/241 [====>.........................] - ETA: 0s - loss: 0.1373 80/241 [========>.....................] - ETA: 0s - loss: 0.1069 118/241 [=============>................] - ETA: 0s - loss: 0.1070 157/241 [==================>...........] - ETA: 0s - loss: 0.0989 200/241 [=======================>......] - ETA: 0s - loss: 0.0986 241/241 [==============================] - 0s 1ms/step - loss: 0.0962 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0827 45/241 [====>.........................] - ETA: 0s - loss: 0.0775 82/241 [=========>....................] - ETA: 0s - loss: 0.0767 113/241 [=============>................] - ETA: 0s - loss: 0.0813 146/241 [=================>............] - ETA: 0s - loss: 0.0811 181/241 [=====================>........] - ETA: 0s - loss: 0.0851 220/241 [==========================>...] - ETA: 0s - loss: 0.0879 241/241 [==============================] - 0s 1ms/step - loss: 0.0891 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0255 39/241 [===>..........................] - ETA: 0s - loss: 0.1029 78/241 [========>.....................] - ETA: 0s - loss: 0.1050 111/241 [============>.................] - ETA: 0s - loss: 0.0964 144/241 [================>.............] - ETA: 0s - loss: 0.0937 180/241 [=====================>........] - ETA: 0s - loss: 0.0916 220/241 [==========================>...] - ETA: 0s - loss: 0.0899 241/241 [==============================] - 0s 1ms/step - loss: 0.0922 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0658 40/241 [===>..........................] - ETA: 0s - loss: 0.0593 74/241 [========>.....................] - ETA: 0s - loss: 0.0686 108/241 [============>.................] - ETA: 0s - loss: 0.0780 146/241 [=================>............] - ETA: 0s - loss: 0.0779 183/241 [=====================>........] - ETA: 0s - loss: 0.0842 225/241 [===========================>..] - ETA: 0s - loss: 0.0850 241/241 [==============================] - 0s 1ms/step - loss: 0.0853 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.1727 40/241 [===>..........................] - ETA: 0s - loss: 0.0888 81/241 [=========>....................] - ETA: 0s - loss: 0.0786 120/241 [=============>................] - ETA: 0s - loss: 0.0854 158/241 [==================>...........] - ETA: 0s - loss: 0.0876 199/241 [=======================>......] - ETA: 0s - loss: 0.0834 239/241 [============================>.] - ETA: 0s - loss: 0.0828 241/241 [==============================] - 0s 1ms/step - loss: 0.0835 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0690 41/241 [====>.........................] - ETA: 0s - loss: 0.0903 82/241 [=========>....................] - ETA: 0s - loss: 0.0762 121/241 [==============>...............] - ETA: 0s - loss: 0.0803 158/241 [==================>...........] - ETA: 0s - loss: 0.0813 197/241 [=======================>......] - ETA: 0s - loss: 0.0821 237/241 [============================>.] - ETA: 0s - loss: 0.0833 241/241 [==============================] - 0s 1ms/step - loss: 0.0835 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0098 35/241 [===>..........................] - ETA: 0s - loss: 0.0874 68/241 [=======>......................] - ETA: 0s - loss: 0.0881 98/241 [===========>..................] - ETA: 0s - loss: 0.0818 135/241 [===============>..............] - ETA: 0s - loss: 0.0878 172/241 [====================>.........] - ETA: 0s - loss: 0.0863 209/241 [=========================>....] - ETA: 0s - loss: 0.0826 241/241 [==============================] - 0s 1ms/step - loss: 0.0795 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.2235 39/241 [===>..........................] - ETA: 0s - loss: 0.0729 79/241 [========>.....................] - ETA: 0s - loss: 0.0743 119/241 [=============>................] - ETA: 0s - loss: 0.0700 156/241 [==================>...........] - ETA: 0s - loss: 0.0715 195/241 [=======================>......] - ETA: 0s - loss: 0.0725 234/241 [============================>.] - ETA: 0s - loss: 0.0740 241/241 [==============================] - 0s 1ms/step - loss: 0.0761 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0612 41/241 [====>.........................] - ETA: 0s - loss: 0.0834 81/241 [=========>....................] - ETA: 0s - loss: 0.0784 120/241 [=============>................] - ETA: 0s - loss: 0.0816 158/241 [==================>...........] - ETA: 0s - loss: 0.0790 199/241 [=======================>......] - ETA: 0s - loss: 0.0748 238/241 [============================>.] - ETA: 0s - loss: 0.0801 241/241 [==============================] - 0s 1ms/step - loss: 0.0809 -> test with GAN.predict GAN tn, fp: 570, 33 GAN fn, tp: 7, 24 GAN f1 score: 0.545 GAN cohens kappa score: 0.515 -> test with 'LR' LR tn, fp: 524, 79 LR fn, tp: 5, 26 LR f1 score: 0.382 LR cohens kappa score: 0.332 LR average precision score: 0.397 -> test with 'RF' RF tn, fp: 596, 7 RF fn, tp: 9, 22 RF f1 score: 0.733 RF cohens kappa score: 0.720 -> test with 'GB' GB tn, fp: 590, 13 GB fn, tp: 4, 27 GB f1 score: 0.761 GB cohens kappa score: 0.747 -> test with 'KNN' KNN tn, fp: 575, 28 KNN fn, tp: 4, 27 KNN f1 score: 0.628 KNN cohens kappa score: 0.603 ------ Step 4/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 47s - loss: 0.0057 41/241 [====>.........................] - ETA: 0s - loss: 0.1064  79/241 [========>.....................] - ETA: 0s - loss: 0.0957 115/241 [=============>................] - ETA: 0s - loss: 0.0884 147/241 [=================>............] - ETA: 0s - loss: 0.0873 186/241 [======================>.......] - ETA: 0s - loss: 0.0834 224/241 [==========================>...] - ETA: 0s - loss: 0.0829 241/241 [==============================] - 1s 1ms/step - loss: 0.0836 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.0326 42/241 [====>.........................] - ETA: 0s - loss: 0.0676 80/241 [========>.....................] - ETA: 0s - loss: 0.0779 119/241 [=============>................] - ETA: 0s - loss: 0.0762 156/241 [==================>...........] - ETA: 0s - loss: 0.0779 194/241 [=======================>......] - ETA: 0s - loss: 0.0795 231/241 [===========================>..] - ETA: 0s - loss: 0.0772 241/241 [==============================] - 0s 1ms/step - loss: 0.0770 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0283 31/241 [==>...........................] - ETA: 0s - loss: 0.0774 63/241 [======>.......................] - ETA: 0s - loss: 0.0761 94/241 [==========>...................] - ETA: 0s - loss: 0.0714 131/241 [===============>..............] - ETA: 0s - loss: 0.0695 169/241 [====================>.........] - ETA: 0s - loss: 0.0666 207/241 [========================>.....] - ETA: 0s - loss: 0.0725 241/241 [==============================] - 0s 1ms/step - loss: 0.0753 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0664 40/241 [===>..........................] - ETA: 0s - loss: 0.0685 77/241 [========>.....................] - ETA: 0s - loss: 0.0827 115/241 [=============>................] - ETA: 0s - loss: 0.0715 154/241 [==================>...........] - ETA: 0s - loss: 0.0728 194/241 [=======================>......] - ETA: 0s - loss: 0.0702 233/241 [============================>.] - ETA: 0s - loss: 0.0735 241/241 [==============================] - 0s 1ms/step - loss: 0.0735 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0490 41/241 [====>.........................] - ETA: 0s - loss: 0.0688 81/241 [=========>....................] - ETA: 0s - loss: 0.0670 122/241 [==============>...............] - ETA: 0s - loss: 0.0711 160/241 [==================>...........] - ETA: 0s - loss: 0.0734 199/241 [=======================>......] - ETA: 0s - loss: 0.0738 237/241 [============================>.] - ETA: 0s - loss: 0.0738 241/241 [==============================] - 0s 1ms/step - loss: 0.0735 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0882 40/241 [===>..........................] - ETA: 0s - loss: 0.0849 81/241 [=========>....................] - ETA: 0s - loss: 0.0782 121/241 [==============>...............] - ETA: 0s - loss: 0.0724 161/241 [===================>..........] - ETA: 0s - loss: 0.0710 199/241 [=======================>......] - ETA: 0s - loss: 0.0734 238/241 [============================>.] - ETA: 0s - loss: 0.0734 241/241 [==============================] - 0s 1ms/step - loss: 0.0730 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0282 41/241 [====>.........................] - ETA: 0s - loss: 0.0686 78/241 [========>.....................] - ETA: 0s - loss: 0.0710 112/241 [============>.................] - ETA: 0s - loss: 0.0708 151/241 [=================>............] - ETA: 0s - loss: 0.0682 190/241 [======================>.......] - ETA: 0s - loss: 0.0688 228/241 [===========================>..] - ETA: 0s - loss: 0.0693 241/241 [==============================] - 0s 1ms/step - loss: 0.0692 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0388 38/241 [===>..........................] - ETA: 0s - loss: 0.0674 78/241 [========>.....................] - ETA: 0s - loss: 0.0721 117/241 [=============>................] - ETA: 0s - loss: 0.0703 154/241 [==================>...........] - ETA: 0s - loss: 0.0674 194/241 [=======================>......] - ETA: 0s - loss: 0.0670 234/241 [============================>.] - ETA: 0s - loss: 0.0680 241/241 [==============================] - 0s 1ms/step - loss: 0.0682 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0419 37/241 [===>..........................] - ETA: 0s - loss: 0.0773 76/241 [========>.....................] - ETA: 0s - loss: 0.0738 114/241 [=============>................] - ETA: 0s - loss: 0.0716 152/241 [=================>............] - ETA: 0s - loss: 0.0725 189/241 [======================>.......] - ETA: 0s - loss: 0.0681 223/241 [==========================>...] - ETA: 0s - loss: 0.0676 241/241 [==============================] - 0s 1ms/step - loss: 0.0663 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0728 34/241 [===>..........................] - ETA: 0s - loss: 0.0416 73/241 [========>.....................] - ETA: 0s - loss: 0.0628 115/241 [=============>................] - ETA: 0s - loss: 0.0643 155/241 [==================>...........] - ETA: 0s - loss: 0.0622 195/241 [=======================>......] - ETA: 0s - loss: 0.0663 234/241 [============================>.] - ETA: 0s - loss: 0.0682 241/241 [==============================] - 0s 1ms/step - loss: 0.0674 -> test with GAN.predict GAN tn, fp: 576, 27 GAN fn, tp: 8, 23 GAN f1 score: 0.568 GAN cohens kappa score: 0.540 -> test with 'LR' LR tn, fp: 525, 78 LR fn, tp: 5, 26 LR f1 score: 0.385 LR cohens kappa score: 0.335 LR average precision score: 0.443 -> test with 'RF' RF tn, fp: 598, 5 RF fn, tp: 5, 26 RF f1 score: 0.839 RF cohens kappa score: 0.830 -> test with 'GB' GB tn, fp: 595, 8 GB fn, tp: 3, 28 GB f1 score: 0.836 GB cohens kappa score: 0.827 -> test with 'KNN' KNN tn, fp: 574, 29 KNN fn, tp: 7, 24 KNN f1 score: 0.571 KNN cohens kappa score: 0.543 ------ Step 4/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 52s - loss: 0.0801 34/241 [===>..........................] - ETA: 0s - loss: 0.0930  69/241 [=======>......................] - ETA: 0s - loss: 0.0988 103/241 [===========>..................] - ETA: 0s - loss: 0.0896 136/241 [===============>..............] - ETA: 0s - loss: 0.0883 171/241 [====================>.........] - ETA: 0s - loss: 0.0871 205/241 [========================>.....] - ETA: 0s - loss: 0.0853 241/241 [==============================] - 1s 1ms/step - loss: 0.0870 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.0455 40/241 [===>..........................] - ETA: 0s - loss: 0.0721 76/241 [========>.....................] - ETA: 0s - loss: 0.0728 115/241 [=============>................] - ETA: 0s - loss: 0.0742 150/241 [=================>............] - ETA: 0s - loss: 0.0707 185/241 [======================>.......] - ETA: 0s - loss: 0.0749 221/241 [==========================>...] - ETA: 0s - loss: 0.0833 241/241 [==============================] - 0s 1ms/step - loss: 0.0836 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.2019 36/241 [===>..........................] - ETA: 0s - loss: 0.0665 72/241 [=======>......................] - ETA: 0s - loss: 0.0820 107/241 [============>.................] - ETA: 0s - loss: 0.0828 147/241 [=================>............] - ETA: 0s - loss: 0.0858 183/241 [=====================>........] - ETA: 0s - loss: 0.0857 216/241 [=========================>....] - ETA: 0s - loss: 0.0807 241/241 [==============================] - 0s 1ms/step - loss: 0.0778 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0432 37/241 [===>..........................] - ETA: 0s - loss: 0.0709 69/241 [=======>......................] - ETA: 0s - loss: 0.0646 105/241 [============>.................] - ETA: 0s - loss: 0.0701 139/241 [================>.............] - ETA: 0s - loss: 0.0692 173/241 [====================>.........] - ETA: 0s - loss: 0.0702 209/241 [=========================>....] - ETA: 0s - loss: 0.0750 241/241 [==============================] - 0s 1ms/step - loss: 0.0742 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0464 36/241 [===>..........................] - ETA: 0s - loss: 0.0789 68/241 [=======>......................] - ETA: 0s - loss: 0.0736 99/241 [===========>..................] - ETA: 0s - loss: 0.0732 128/241 [==============>...............] - ETA: 0s - loss: 0.0706 159/241 [==================>...........] - ETA: 0s - loss: 0.0729 194/241 [=======================>......] - ETA: 0s - loss: 0.0717 230/241 [===========================>..] - ETA: 0s - loss: 0.0746 241/241 [==============================] - 0s 2ms/step - loss: 0.0749 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0180 38/241 [===>..........................] - ETA: 0s - loss: 0.0498 75/241 [========>.....................] - ETA: 0s - loss: 0.0729 109/241 [============>.................] - ETA: 0s - loss: 0.0816 141/241 [================>.............] - ETA: 0s - loss: 0.0808 174/241 [====================>.........] - ETA: 0s - loss: 0.0790 207/241 [========================>.....] - ETA: 0s - loss: 0.0795 241/241 [==============================] - 0s 1ms/step - loss: 0.0790 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0295 36/241 [===>..........................] - ETA: 0s - loss: 0.0856 71/241 [=======>......................] - ETA: 0s - loss: 0.0708 108/241 [============>.................] - ETA: 0s - loss: 0.0677 145/241 [=================>............] - ETA: 0s - loss: 0.0687 180/241 [=====================>........] - ETA: 0s - loss: 0.0685 214/241 [=========================>....] - ETA: 0s - loss: 0.0706 241/241 [==============================] - 0s 1ms/step - loss: 0.0720 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0830 36/241 [===>..........................] - ETA: 0s - loss: 0.0861 69/241 [=======>......................] - ETA: 0s - loss: 0.0692 106/241 [============>.................] - ETA: 0s - loss: 0.0771 139/241 [================>.............] - ETA: 0s - loss: 0.0722 173/241 [====================>.........] - ETA: 0s - loss: 0.0724 207/241 [========================>.....] - ETA: 0s - loss: 0.0699 241/241 [==============================] - 0s 1ms/step - loss: 0.0709 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0359 38/241 [===>..........................] - ETA: 0s - loss: 0.0700 74/241 [========>.....................] - ETA: 0s - loss: 0.0621 111/241 [============>.................] - ETA: 0s - loss: 0.0655 144/241 [================>.............] - ETA: 0s - loss: 0.0729 177/241 [=====================>........] - ETA: 0s - loss: 0.0752 210/241 [=========================>....] - ETA: 0s - loss: 0.0751 241/241 [==============================] - 0s 1ms/step - loss: 0.0744 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0113 35/241 [===>..........................] - ETA: 0s - loss: 0.0533 71/241 [=======>......................] - ETA: 0s - loss: 0.0668 106/241 [============>.................] - ETA: 0s - loss: 0.0728 138/241 [================>.............] - ETA: 0s - loss: 0.0707 173/241 [====================>.........] - ETA: 0s - loss: 0.0704 211/241 [=========================>....] - ETA: 0s - loss: 0.0715 241/241 [==============================] - 0s 1ms/step - loss: 0.0700 -> test with GAN.predict GAN tn, fp: 574, 29 GAN fn, tp: 2, 29 GAN f1 score: 0.652 GAN cohens kappa score: 0.628 -> test with 'LR' LR tn, fp: 506, 97 LR fn, tp: 2, 29 LR f1 score: 0.369 LR cohens kappa score: 0.316 LR average precision score: 0.571 -> test with 'RF' RF tn, fp: 599, 4 RF fn, tp: 8, 23 RF f1 score: 0.793 RF cohens kappa score: 0.783 -> test with 'GB' GB tn, fp: 596, 7 GB fn, tp: 6, 25 GB f1 score: 0.794 GB cohens kappa score: 0.783 -> test with 'KNN' KNN tn, fp: 577, 26 KNN fn, tp: 4, 27 KNN f1 score: 0.643 KNN cohens kappa score: 0.619 ------ Step 4/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 46s - loss: 0.0409 37/241 [===>..........................] - ETA: 0s - loss: 0.1030  73/241 [========>.....................] - ETA: 0s - loss: 0.1099 106/241 [============>.................] - ETA: 0s - loss: 0.1100 141/241 [================>.............] - ETA: 0s - loss: 0.1040 175/241 [====================>.........] - ETA: 0s - loss: 0.0976 210/241 [=========================>....] - ETA: 0s - loss: 0.0982 238/241 [============================>.] - ETA: 0s - loss: 0.0974 241/241 [==============================] - 1s 2ms/step - loss: 0.0975 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.0195 31/241 [==>...........................] - ETA: 0s - loss: 0.0981 65/241 [=======>......................] - ETA: 0s - loss: 0.0960 102/241 [===========>..................] - ETA: 0s - loss: 0.0854 138/241 [================>.............] - ETA: 0s - loss: 0.0832 177/241 [=====================>........] - ETA: 0s - loss: 0.0833 215/241 [=========================>....] - ETA: 0s - loss: 0.0892 241/241 [==============================] - 0s 1ms/step - loss: 0.0872 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0303 32/241 [==>...........................] - ETA: 0s - loss: 0.0822 68/241 [=======>......................] - ETA: 0s - loss: 0.0863 100/241 [===========>..................] - ETA: 0s - loss: 0.0842 136/241 [===============>..............] - ETA: 0s - loss: 0.0829 168/241 [===================>..........] - ETA: 0s - loss: 0.0887 205/241 [========================>.....] - ETA: 0s - loss: 0.0875 241/241 [==============================] - ETA: 0s - loss: 0.0875 241/241 [==============================] - 0s 1ms/step - loss: 0.0875 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.1384 36/241 [===>..........................] - ETA: 0s - loss: 0.1180 71/241 [=======>......................] - ETA: 0s - loss: 0.0947 106/241 [============>.................] - ETA: 0s - loss: 0.0826 143/241 [================>.............] - ETA: 0s - loss: 0.0841 178/241 [=====================>........] - ETA: 0s - loss: 0.0806 213/241 [=========================>....] - ETA: 0s - loss: 0.0785 241/241 [==============================] - 0s 1ms/step - loss: 0.0808 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0686 39/241 [===>..........................] - ETA: 0s - loss: 0.0741 76/241 [========>.....................] - ETA: 0s - loss: 0.0732 112/241 [============>.................] - ETA: 0s - loss: 0.0797 146/241 [=================>............] - ETA: 0s - loss: 0.0730 179/241 [=====================>........] - ETA: 0s - loss: 0.0771 214/241 [=========================>....] - ETA: 0s - loss: 0.0806 241/241 [==============================] - 0s 1ms/step - loss: 0.0814 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0232 36/241 [===>..........................] - ETA: 0s - loss: 0.0824 72/241 [=======>......................] - ETA: 0s - loss: 0.0716 106/241 [============>.................] - ETA: 0s - loss: 0.0730 141/241 [================>.............] - ETA: 0s - loss: 0.0740 177/241 [=====================>........] - ETA: 0s - loss: 0.0859 212/241 [=========================>....] - ETA: 0s - loss: 0.0839 241/241 [==============================] - 0s 1ms/step - loss: 0.0814 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0456 35/241 [===>..........................] - ETA: 0s - loss: 0.0823 70/241 [=======>......................] - ETA: 0s - loss: 0.0786 105/241 [============>.................] - ETA: 0s - loss: 0.0703 140/241 [================>.............] - ETA: 0s - loss: 0.0742 176/241 [====================>.........] - ETA: 0s - loss: 0.0760 212/241 [=========================>....] - ETA: 0s - loss: 0.0785 241/241 [==============================] - 0s 1ms/step - loss: 0.0798 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0306 31/241 [==>...........................] - ETA: 0s - loss: 0.0679 59/241 [======>.......................] - ETA: 0s - loss: 0.0830 90/241 [==========>...................] - ETA: 0s - loss: 0.0746 124/241 [==============>...............] - ETA: 0s - loss: 0.0793 159/241 [==================>...........] - ETA: 0s - loss: 0.0750 188/241 [======================>.......] - ETA: 0s - loss: 0.0749 225/241 [===========================>..] - ETA: 0s - loss: 0.0764 241/241 [==============================] - 0s 2ms/step - loss: 0.0767 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0485 38/241 [===>..........................] - ETA: 0s - loss: 0.0823 75/241 [========>.....................] - ETA: 0s - loss: 0.0823 111/241 [============>.................] - ETA: 0s - loss: 0.0812 145/241 [=================>............] - ETA: 0s - loss: 0.0807 179/241 [=====================>........] - ETA: 0s - loss: 0.0801 213/241 [=========================>....] - ETA: 0s - loss: 0.0794 241/241 [==============================] - 0s 1ms/step - loss: 0.0782 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0225 38/241 [===>..........................] - ETA: 0s - loss: 0.0882 77/241 [========>.....................] - ETA: 0s - loss: 0.0962 113/241 [=============>................] - ETA: 0s - loss: 0.0895 149/241 [=================>............] - ETA: 0s - loss: 0.0827 184/241 [=====================>........] - ETA: 0s - loss: 0.0792 219/241 [==========================>...] - ETA: 0s - loss: 0.0820 241/241 [==============================] - 0s 1ms/step - loss: 0.0798 -> test with GAN.predict GAN tn, fp: 565, 38 GAN fn, tp: 5, 26 GAN f1 score: 0.547 GAN cohens kappa score: 0.515 -> test with 'LR' LR tn, fp: 497, 106 LR fn, tp: 3, 28 LR f1 score: 0.339 LR cohens kappa score: 0.282 LR average precision score: 0.457 -> test with 'RF' RF tn, fp: 600, 3 RF fn, tp: 3, 28 RF f1 score: 0.903 RF cohens kappa score: 0.898 -> test with 'GB' GB tn, fp: 596, 7 GB fn, tp: 1, 30 GB f1 score: 0.882 GB cohens kappa score: 0.876 -> test with 'KNN' KNN tn, fp: 568, 35 KNN fn, tp: 8, 23 KNN f1 score: 0.517 KNN cohens kappa score: 0.484 ------ Step 4/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2288 synthetic samples -> retrain GAN for predict Epoch 1/10 1/242 [..............................] - ETA: 2:11 - loss: 0.2119 35/242 [===>..........................] - ETA: 0s - loss: 0.1087  41/242 [====>.........................] - ETA: 0s - loss: 0.1029 77/242 [========>.....................] - ETA: 0s - loss: 0.0904 112/242 [============>.................] - ETA: 0s - loss: 0.0880 148/242 [=================>............] - ETA: 0s - loss: 0.0850 182/242 [=====================>........] - ETA: 0s - loss: 0.0818 210/242 [=========================>....] - ETA: 0s - loss: 0.0777 242/242 [==============================] - 1s 2ms/step - loss: 0.0767 Epoch 2/10 1/242 [..............................] - ETA: 0s - loss: 0.0271 36/242 [===>..........................] - ETA: 0s - loss: 0.0731 71/242 [=======>......................] - ETA: 0s - loss: 0.0802 102/242 [===========>..................] - ETA: 0s - loss: 0.0803 115/242 [=============>................] - ETA: 0s - loss: 0.0760 139/242 [================>.............] - ETA: 0s - loss: 0.0784 175/242 [====================>.........] - ETA: 0s - loss: 0.0723 211/242 [=========================>....] - ETA: 0s - loss: 0.0754 242/242 [==============================] - 0s 2ms/step - loss: 0.0749 Epoch 3/10 1/242 [..............................] - ETA: 0s - loss: 0.0353 35/242 [===>..........................] - ETA: 0s - loss: 0.0807 50/242 [=====>........................] - ETA: 0s - loss: 0.0770 86/242 [=========>....................] - ETA: 0s - loss: 0.0738 120/242 [=============>................] - ETA: 0s - loss: 0.0751 152/242 [=================>............] - ETA: 0s - loss: 0.0786 183/242 [=====================>........] - ETA: 0s - loss: 0.0767 197/242 [=======================>......] - ETA: 0s - loss: 0.0757 225/242 [==========================>...] - ETA: 0s - loss: 0.0734 242/242 [==============================] - 0s 2ms/step - loss: 0.0739 Epoch 4/10 1/242 [..............................] - ETA: 0s - loss: 0.1415 34/242 [===>..........................] - ETA: 0s - loss: 0.0733 65/242 [=======>......................] - ETA: 0s - loss: 0.0846 94/242 [==========>...................] - ETA: 0s - loss: 0.0835 100/242 [===========>..................] - ETA: 0s - loss: 0.0796 132/242 [===============>..............] - ETA: 0s - loss: 0.0759 168/242 [===================>..........] - ETA: 0s - loss: 0.0734 201/242 [=======================>......] - ETA: 0s - loss: 0.0757 234/242 [============================>.] - ETA: 0s - loss: 0.0730 242/242 [==============================] - 0s 2ms/step - loss: 0.0727 Epoch 5/10 1/242 [..............................] - ETA: 0s - loss: 0.4021 19/242 [=>............................] - ETA: 0s - loss: 0.0661 45/242 [====>.........................] - ETA: 0s - loss: 0.0673 79/242 [========>.....................] - ETA: 0s - loss: 0.0726 112/242 [============>.................] - ETA: 0s - loss: 0.0729 144/242 [================>.............] - ETA: 0s - loss: 0.0658 177/242 [====================>.........] - ETA: 0s - loss: 0.0674 196/242 [=======================>......] - ETA: 0s - loss: 0.0714 222/242 [==========================>...] - ETA: 0s - loss: 0.0749 242/242 [==============================] - 0s 2ms/step - loss: 0.0735 Epoch 6/10 1/242 [..............................] - ETA: 0s - loss: 0.0621 37/242 [===>..........................] - ETA: 0s - loss: 0.0716 72/242 [=======>......................] - ETA: 0s - loss: 0.0674 104/242 [===========>..................] - ETA: 0s - loss: 0.0690 113/242 [=============>................] - ETA: 0s - loss: 0.0729 147/242 [=================>............] - ETA: 0s - loss: 0.0692 183/242 [=====================>........] - ETA: 0s - loss: 0.0774 217/242 [=========================>....] - ETA: 0s - loss: 0.0740 242/242 [==============================] - 0s 2ms/step - loss: 0.0728 Epoch 7/10 1/242 [..............................] - ETA: 0s - loss: 0.0046 17/242 [=>............................] - ETA: 0s - loss: 0.0706 38/242 [===>..........................] - ETA: 0s - loss: 0.0832 73/242 [========>.....................] - ETA: 0s - loss: 0.0768 107/242 [============>.................] - ETA: 0s - loss: 0.0699 141/242 [================>.............] - ETA: 0s - loss: 0.0700 174/242 [====================>.........] - ETA: 0s - loss: 0.0731 180/242 [=====================>........] - ETA: 0s - loss: 0.0726 209/242 [========================>.....] - ETA: 0s - loss: 0.0731 242/242 [==============================] - 0s 2ms/step - loss: 0.0702 Epoch 8/10 1/242 [..............................] - ETA: 0s - loss: 0.0473 36/242 [===>..........................] - ETA: 0s - loss: 0.0516 70/242 [=======>......................] - ETA: 0s - loss: 0.0542 86/242 [=========>....................] - ETA: 0s - loss: 0.0634 110/242 [============>.................] - ETA: 0s - loss: 0.0623 143/242 [================>.............] - ETA: 0s - loss: 0.0685 180/242 [=====================>........] - ETA: 0s - loss: 0.0674 214/242 [=========================>....] - ETA: 0s - loss: 0.0703 242/242 [==============================] - ETA: 0s - loss: 0.0697 242/242 [==============================] - 0s 2ms/step - loss: 0.0697 Epoch 9/10 1/242 [..............................] - ETA: 0s - loss: 0.0296 24/242 [=>............................] - ETA: 0s - loss: 0.0851 57/242 [======>.......................] - ETA: 0s - loss: 0.0854 89/242 [==========>...................] - ETA: 0s - loss: 0.0785 114/242 [=============>................] - ETA: 0s - loss: 0.0735 149/242 [=================>............] - ETA: 0s - loss: 0.0730 158/242 [==================>...........] - ETA: 0s - loss: 0.0739 187/242 [======================>.......] - ETA: 0s - loss: 0.0708 225/242 [==========================>...] - ETA: 0s - loss: 0.0683 242/242 [==============================] - 0s 2ms/step - loss: 0.0660 Epoch 10/10 1/242 [..............................] - ETA: 0s - loss: 0.0541 39/242 [===>..........................] - ETA: 0s - loss: 0.0575 73/242 [========>.....................] - ETA: 0s - loss: 0.0599 96/242 [==========>...................] - ETA: 0s - loss: 0.0594 116/242 [=============>................] - ETA: 0s - loss: 0.0669 150/242 [=================>............] - ETA: 0s - loss: 0.0683 184/242 [=====================>........] - ETA: 0s - loss: 0.0687 217/242 [=========================>....] - ETA: 0s - loss: 0.0669 242/242 [==============================] - 0s 2ms/step - loss: 0.0681 -> test with GAN.predict GAN tn, fp: 575, 25 GAN fn, tp: 6, 21 GAN f1 score: 0.575 GAN cohens kappa score: 0.551 -> test with 'LR' LR tn, fp: 520, 80 LR fn, tp: 7, 20 LR f1 score: 0.315 LR cohens kappa score: 0.265 LR average precision score: 0.424 -> test with 'RF' RF tn, fp: 596, 4 RF fn, tp: 7, 20 RF f1 score: 0.784 RF cohens kappa score: 0.775 -> test with 'GB' GB tn, fp: 596, 4 GB fn, tp: 6, 21 GB f1 score: 0.808 GB cohens kappa score: 0.799 -> test with 'KNN' KNN tn, fp: 564, 36 KNN fn, tp: 6, 21 KNN f1 score: 0.500 KNN cohens kappa score: 0.469 ====== Step 5/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 5/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 52s - loss: 0.1105 33/241 [===>..........................] - ETA: 0s - loss: 0.1213  67/241 [=======>......................] - ETA: 0s - loss: 0.1244 102/241 [===========>..................] - ETA: 0s - loss: 0.1167 133/241 [===============>..............] - ETA: 0s - loss: 0.1183 164/241 [===================>..........] - ETA: 0s - loss: 0.1122 196/241 [=======================>......] - ETA: 0s - loss: 0.1101 229/241 [===========================>..] - ETA: 0s - loss: 0.1081 241/241 [==============================] - 1s 2ms/step - loss: 0.1058 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.0829 32/241 [==>...........................] - ETA: 0s - loss: 0.1296 65/241 [=======>......................] - ETA: 0s - loss: 0.1076 96/241 [==========>...................] - ETA: 0s - loss: 0.1015 130/241 [===============>..............] - ETA: 0s - loss: 0.1028 161/241 [===================>..........] - ETA: 0s - loss: 0.0982 195/241 [=======================>......] - ETA: 0s - loss: 0.0986 229/241 [===========================>..] - ETA: 0s - loss: 0.1020 241/241 [==============================] - 0s 2ms/step - loss: 0.0991 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0522 34/241 [===>..........................] - ETA: 0s - loss: 0.0927 70/241 [=======>......................] - ETA: 0s - loss: 0.0931 105/241 [============>.................] - ETA: 0s - loss: 0.1115 138/241 [================>.............] - ETA: 0s - loss: 0.1083 173/241 [====================>.........] - ETA: 0s - loss: 0.1025 205/241 [========================>.....] - ETA: 0s - loss: 0.0983 239/241 [============================>.] - ETA: 0s - loss: 0.0946 241/241 [==============================] - 0s 1ms/step - loss: 0.0949 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0906 35/241 [===>..........................] - ETA: 0s - loss: 0.0858 73/241 [========>.....................] - ETA: 0s - loss: 0.1022 107/241 [============>.................] - ETA: 0s - loss: 0.1034 142/241 [================>.............] - ETA: 0s - loss: 0.1094 173/241 [====================>.........] - ETA: 0s - loss: 0.1074 205/241 [========================>.....] - ETA: 0s - loss: 0.1035 239/241 [============================>.] - ETA: 0s - loss: 0.1025 241/241 [==============================] - 0s 1ms/step - loss: 0.1022 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0495 33/241 [===>..........................] - ETA: 0s - loss: 0.0901 66/241 [=======>......................] - ETA: 0s - loss: 0.0767 99/241 [===========>..................] - ETA: 0s - loss: 0.0869 138/241 [================>.............] - ETA: 0s - loss: 0.0849 171/241 [====================>.........] - ETA: 0s - loss: 0.0863 205/241 [========================>.....] - ETA: 0s - loss: 0.0881 238/241 [============================>.] - ETA: 0s - loss: 0.0929 241/241 [==============================] - 0s 1ms/step - loss: 0.0928 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0212 34/241 [===>..........................] - ETA: 0s - loss: 0.1043 70/241 [=======>......................] - ETA: 0s - loss: 0.1056 104/241 [===========>..................] - ETA: 0s - loss: 0.0983 133/241 [===============>..............] - ETA: 0s - loss: 0.1049 164/241 [===================>..........] - ETA: 0s - loss: 0.0999 198/241 [=======================>......] - ETA: 0s - loss: 0.0940 238/241 [============================>.] - ETA: 0s - loss: 0.0915 241/241 [==============================] - 0s 2ms/step - loss: 0.0924 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0241 34/241 [===>..........................] - ETA: 0s - loss: 0.0899 67/241 [=======>......................] - ETA: 0s - loss: 0.0954 101/241 [===========>..................] - ETA: 0s - loss: 0.0909 133/241 [===============>..............] - ETA: 0s - loss: 0.0917 166/241 [===================>..........] - ETA: 0s - loss: 0.0971 199/241 [=======================>......] - ETA: 0s - loss: 0.0990 236/241 [============================>.] - ETA: 0s - loss: 0.0968 241/241 [==============================] - 0s 2ms/step - loss: 0.0960 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0262 31/241 [==>...........................] - ETA: 0s - loss: 0.1246 63/241 [======>.......................] - ETA: 0s - loss: 0.1108 83/241 [=========>....................] - ETA: 0s - loss: 0.1037 98/241 [===========>..................] - ETA: 0s - loss: 0.0990 122/241 [==============>...............] - ETA: 0s - loss: 0.0922 147/241 [=================>............] - ETA: 0s - loss: 0.0908 171/241 [====================>.........] - ETA: 0s - loss: 0.0907 199/241 [=======================>......] - ETA: 0s - loss: 0.0918 225/241 [===========================>..] - ETA: 0s - loss: 0.0910 241/241 [==============================] - 0s 2ms/step - loss: 0.0911 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0279 30/241 [==>...........................] - ETA: 0s - loss: 0.0805 63/241 [======>.......................] - ETA: 0s - loss: 0.0813 98/241 [===========>..................] - ETA: 0s - loss: 0.0777 128/241 [==============>...............] - ETA: 0s - loss: 0.0783 152/241 [=================>............] - ETA: 0s - loss: 0.0807 178/241 [=====================>........] - ETA: 0s - loss: 0.0861 202/241 [========================>.....] - ETA: 0s - loss: 0.0888 224/241 [==========================>...] - ETA: 0s - loss: 0.0855 241/241 [==============================] - 0s 2ms/step - loss: 0.0854 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0640 28/241 [==>...........................] - ETA: 0s - loss: 0.0827 50/241 [=====>........................] - ETA: 0s - loss: 0.0815 71/241 [=======>......................] - ETA: 0s - loss: 0.0866 90/241 [==========>...................] - ETA: 0s - loss: 0.0848 108/241 [============>.................] - ETA: 0s - loss: 0.0890 127/241 [==============>...............] - ETA: 0s - loss: 0.0914 146/241 [=================>............] - ETA: 0s - loss: 0.0954 161/241 [===================>..........] - ETA: 0s - loss: 0.0929 177/241 [=====================>........] - ETA: 0s - loss: 0.0922 194/241 [=======================>......] - ETA: 0s - loss: 0.0903 211/241 [=========================>....] - ETA: 0s - loss: 0.0902 228/241 [===========================>..] - ETA: 0s - loss: 0.0878 241/241 [==============================] - 1s 3ms/step - loss: 0.0871 -> test with GAN.predict GAN tn, fp: 568, 35 GAN fn, tp: 6, 25 GAN f1 score: 0.549 GAN cohens kappa score: 0.518 -> test with 'LR' LR tn, fp: 521, 82 LR fn, tp: 6, 25 LR f1 score: 0.362 LR cohens kappa score: 0.310 LR average precision score: 0.441 -> test with 'RF' RF tn, fp: 598, 5 RF fn, tp: 8, 23 RF f1 score: 0.780 RF cohens kappa score: 0.769 -> test with 'GB' GB tn, fp: 591, 12 GB fn, tp: 6, 25 GB f1 score: 0.735 GB cohens kappa score: 0.720 -> test with 'KNN' KNN tn, fp: 580, 23 KNN fn, tp: 9, 22 KNN f1 score: 0.579 KNN cohens kappa score: 0.553 ------ Step 5/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 58s - loss: 0.0511 36/241 [===>..........................] - ETA: 0s - loss: 0.0696  76/241 [========>.....................] - ETA: 0s - loss: 0.0691 104/241 [===========>..................] - ETA: 0s - loss: 0.0634 136/241 [===============>..............] - ETA: 0s - loss: 0.0666 169/241 [====================>.........] - ETA: 0s - loss: 0.0674 203/241 [========================>.....] - ETA: 0s - loss: 0.0693 238/241 [============================>.] - ETA: 0s - loss: 0.0678 241/241 [==============================] - 1s 2ms/step - loss: 0.0678 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.0133 43/241 [====>.........................] - ETA: 0s - loss: 0.0549 79/241 [========>.....................] - ETA: 0s - loss: 0.0587 115/241 [=============>................] - ETA: 0s - loss: 0.0550 151/241 [=================>............] - ETA: 0s - loss: 0.0629 189/241 [======================>.......] - ETA: 0s - loss: 0.0623 224/241 [==========================>...] - ETA: 0s - loss: 0.0629 241/241 [==============================] - 0s 1ms/step - loss: 0.0621 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0640 35/241 [===>..........................] - ETA: 0s - loss: 0.0825 69/241 [=======>......................] - ETA: 0s - loss: 0.0697 104/241 [===========>..................] - ETA: 0s - loss: 0.0584 137/241 [================>.............] - ETA: 0s - loss: 0.0579 172/241 [====================>.........] - ETA: 0s - loss: 0.0563 201/241 [========================>.....] - ETA: 0s - loss: 0.0580 236/241 [============================>.] - ETA: 0s - loss: 0.0600 241/241 [==============================] - 0s 2ms/step - loss: 0.0595 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.4265 32/241 [==>...........................] - ETA: 0s - loss: 0.0528 65/241 [=======>......................] - ETA: 0s - loss: 0.0553 100/241 [===========>..................] - ETA: 0s - loss: 0.0513 134/241 [===============>..............] - ETA: 0s - loss: 0.0511 169/241 [====================>.........] - ETA: 0s - loss: 0.0547 204/241 [========================>.....] - ETA: 0s - loss: 0.0590 239/241 [============================>.] - ETA: 0s - loss: 0.0611 241/241 [==============================] - 0s 1ms/step - loss: 0.0609 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0215 36/241 [===>..........................] - ETA: 0s - loss: 0.0643 71/241 [=======>......................] - ETA: 0s - loss: 0.0535 109/241 [============>.................] - ETA: 0s - loss: 0.0498 143/241 [================>.............] - ETA: 0s - loss: 0.0560 177/241 [=====================>........] - ETA: 0s - loss: 0.0571 208/241 [========================>.....] - ETA: 0s - loss: 0.0606 241/241 [==============================] - 0s 1ms/step - loss: 0.0606 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0811 38/241 [===>..........................] - ETA: 0s - loss: 0.0577 76/241 [========>.....................] - ETA: 0s - loss: 0.0609 114/241 [=============>................] - ETA: 0s - loss: 0.0549 147/241 [=================>............] - ETA: 0s - loss: 0.0557 184/241 [=====================>........] - ETA: 0s - loss: 0.0562 225/241 [===========================>..] - ETA: 0s - loss: 0.0561 241/241 [==============================] - 0s 1ms/step - loss: 0.0555 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0510 28/241 [==>...........................] - ETA: 0s - loss: 0.0419 64/241 [======>.......................] - ETA: 0s - loss: 0.0432 100/241 [===========>..................] - ETA: 0s - loss: 0.0513 137/241 [================>.............] - ETA: 0s - loss: 0.0493 172/241 [====================>.........] - ETA: 0s - loss: 0.0515 208/241 [========================>.....] - ETA: 0s - loss: 0.0508 241/241 [==============================] - 0s 1ms/step - loss: 0.0517 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.1790 36/241 [===>..........................] - ETA: 0s - loss: 0.0544 71/241 [=======>......................] - ETA: 0s - loss: 0.0625 104/241 [===========>..................] - ETA: 0s - loss: 0.0642 140/241 [================>.............] - ETA: 0s - loss: 0.0615 174/241 [====================>.........] - ETA: 0s - loss: 0.0562 205/241 [========================>.....] - ETA: 0s - loss: 0.0527 238/241 [============================>.] - ETA: 0s - loss: 0.0515 241/241 [==============================] - 0s 2ms/step - loss: 0.0513 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.2925 36/241 [===>..........................] - ETA: 0s - loss: 0.0594 70/241 [=======>......................] - ETA: 0s - loss: 0.0575 104/241 [===========>..................] - ETA: 0s - loss: 0.0480 143/241 [================>.............] - ETA: 0s - loss: 0.0490 179/241 [=====================>........] - ETA: 0s - loss: 0.0508 210/241 [=========================>....] - ETA: 0s - loss: 0.0499 239/241 [============================>.] - ETA: 0s - loss: 0.0513 241/241 [==============================] - 0s 1ms/step - loss: 0.0520 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0502 32/241 [==>...........................] - ETA: 0s - loss: 0.0371 64/241 [======>.......................] - ETA: 0s - loss: 0.0583 99/241 [===========>..................] - ETA: 0s - loss: 0.0515 134/241 [===============>..............] - ETA: 0s - loss: 0.0519 167/241 [===================>..........] - ETA: 0s - loss: 0.0538 200/241 [=======================>......] - ETA: 0s - loss: 0.0547 233/241 [============================>.] - ETA: 0s - loss: 0.0538 241/241 [==============================] - 0s 2ms/step - loss: 0.0534 -> test with GAN.predict GAN tn, fp: 587, 16 GAN fn, tp: 10, 21 GAN f1 score: 0.618 GAN cohens kappa score: 0.596 -> test with 'LR' LR tn, fp: 531, 72 LR fn, tp: 6, 25 LR f1 score: 0.391 LR cohens kappa score: 0.342 LR average precision score: 0.517 -> test with 'RF' RF tn, fp: 601, 2 RF fn, tp: 9, 22 RF f1 score: 0.800 RF cohens kappa score: 0.791 -> test with 'GB' GB tn, fp: 597, 6 GB fn, tp: 6, 25 GB f1 score: 0.806 GB cohens kappa score: 0.797 -> test with 'KNN' KNN tn, fp: 573, 30 KNN fn, tp: 6, 25 KNN f1 score: 0.581 KNN cohens kappa score: 0.553 ------ Step 5/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 50s - loss: 0.0933 34/241 [===>..........................] - ETA: 0s - loss: 0.0973  66/241 [=======>......................] - ETA: 0s - loss: 0.0816 98/241 [===========>..................] - ETA: 0s - loss: 0.0823 110/241 [============>.................] - ETA: 0s - loss: 0.0878 138/241 [================>.............] - ETA: 0s - loss: 0.0888 172/241 [====================>.........] - ETA: 0s - loss: 0.0837 206/241 [========================>.....] - ETA: 0s - loss: 0.0824 239/241 [============================>.] - ETA: 0s - loss: 0.0805 241/241 [==============================] - 1s 2ms/step - loss: 0.0800 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.0105 31/241 [==>...........................] - ETA: 0s - loss: 0.0714 43/241 [====>.........................] - ETA: 0s - loss: 0.0732 76/241 [========>.....................] - ETA: 0s - loss: 0.0756 107/241 [============>.................] - ETA: 0s - loss: 0.0746 142/241 [================>.............] - ETA: 0s - loss: 0.0709 174/241 [====================>.........] - ETA: 0s - loss: 0.0729 187/241 [======================>.......] - ETA: 0s - loss: 0.0728 214/241 [=========================>....] - ETA: 0s - loss: 0.0769 241/241 [==============================] - 0s 2ms/step - loss: 0.0799 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0238 36/241 [===>..........................] - ETA: 0s - loss: 0.0812 70/241 [=======>......................] - ETA: 0s - loss: 0.0747 100/241 [===========>..................] - ETA: 0s - loss: 0.0710 107/241 [============>.................] - ETA: 0s - loss: 0.0710 137/241 [================>.............] - ETA: 0s - loss: 0.0667 171/241 [====================>.........] - ETA: 0s - loss: 0.0694 207/241 [========================>.....] - ETA: 0s - loss: 0.0734 239/241 [============================>.] - ETA: 0s - loss: 0.0769 241/241 [==============================] - 0s 2ms/step - loss: 0.0769 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.1169 15/241 [>.............................] - ETA: 1s - loss: 0.0708 40/241 [===>..........................] - ETA: 0s - loss: 0.0743 68/241 [=======>......................] - ETA: 0s - loss: 0.0825 102/241 [===========>..................] - ETA: 0s - loss: 0.0797 137/241 [================>.............] - ETA: 0s - loss: 0.0777 169/241 [====================>.........] - ETA: 0s - loss: 0.0776 179/241 [=====================>........] - ETA: 0s - loss: 0.0762 209/241 [=========================>....] - ETA: 0s - loss: 0.0746 241/241 [==============================] - 0s 2ms/step - loss: 0.0775 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0327 35/241 [===>..........................] - ETA: 0s - loss: 0.0890 67/241 [=======>......................] - ETA: 0s - loss: 0.0844 85/241 [=========>....................] - ETA: 0s - loss: 0.0795 108/241 [============>.................] - ETA: 0s - loss: 0.0748 139/241 [================>.............] - ETA: 0s - loss: 0.0739 173/241 [====================>.........] - ETA: 0s - loss: 0.0754 207/241 [========================>.....] - ETA: 0s - loss: 0.0755 231/241 [===========================>..] - ETA: 0s - loss: 0.0719 241/241 [==============================] - 0s 2ms/step - loss: 0.0744 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0263 37/241 [===>..........................] - ETA: 0s - loss: 0.0868 73/241 [========>.....................] - ETA: 0s - loss: 0.0855 105/241 [============>.................] - ETA: 0s - loss: 0.0915 137/241 [================>.............] - ETA: 0s - loss: 0.0903 152/241 [=================>............] - ETA: 0s - loss: 0.0888 183/241 [=====================>........] - ETA: 0s - loss: 0.0801 214/241 [=========================>....] - ETA: 0s - loss: 0.0774 241/241 [==============================] - 0s 2ms/step - loss: 0.0763 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0521 29/241 [==>...........................] - ETA: 0s - loss: 0.0627 47/241 [====>.........................] - ETA: 0s - loss: 0.0627 48/241 [====>.........................] - ETA: 0s - loss: 0.0641 59/241 [======>.......................] - ETA: 0s - loss: 0.0637 79/241 [========>.....................] - ETA: 0s - loss: 0.0695 109/241 [============>.................] - ETA: 0s - loss: 0.0694 141/241 [================>.............] - ETA: 0s - loss: 0.0706 167/241 [===================>..........] - ETA: 0s - loss: 0.0708 191/241 [======================>.......] - ETA: 0s - loss: 0.0717 213/241 [=========================>....] - ETA: 0s - loss: 0.0703 238/241 [============================>.] - ETA: 0s - loss: 0.0723 241/241 [==============================] - 1s 3ms/step - loss: 0.0727 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0571 23/241 [=>............................] - ETA: 0s - loss: 0.0760 49/241 [=====>........................] - ETA: 0s - loss: 0.0756 69/241 [=======>......................] - ETA: 0s - loss: 0.0784 81/241 [=========>....................] - ETA: 0s - loss: 0.0773 96/241 [==========>...................] - ETA: 0s - loss: 0.0772 111/241 [============>.................] - ETA: 0s - loss: 0.0754 126/241 [==============>...............] - ETA: 0s - loss: 0.0703 142/241 [================>.............] - ETA: 0s - loss: 0.0717 164/241 [===================>..........] - ETA: 0s - loss: 0.0771 182/241 [=====================>........] - ETA: 0s - loss: 0.0791 197/241 [=======================>......] - ETA: 0s - loss: 0.0772 212/241 [=========================>....] - ETA: 0s - loss: 0.0752 226/241 [===========================>..] - ETA: 0s - loss: 0.0740 241/241 [==============================] - 1s 3ms/step - loss: 0.0752 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0151 18/241 [=>............................] - ETA: 0s - loss: 0.0444 35/241 [===>..........................] - ETA: 0s - loss: 0.0498 52/241 [=====>........................] - ETA: 0s - loss: 0.0533 69/241 [=======>......................] - ETA: 0s - loss: 0.0610 87/241 [=========>....................] - ETA: 0s - loss: 0.0614 108/241 [============>.................] - ETA: 0s - loss: 0.0633 126/241 [==============>...............] - ETA: 0s - loss: 0.0622 137/241 [================>.............] - ETA: 0s - loss: 0.0639 153/241 [==================>...........] - ETA: 0s - loss: 0.0628 177/241 [=====================>........] - ETA: 0s - loss: 0.0624 204/241 [========================>.....] - ETA: 0s - loss: 0.0657 220/241 [==========================>...] - ETA: 0s - loss: 0.0674 241/241 [==============================] - 1s 3ms/step - loss: 0.0678 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0265 23/241 [=>............................] - ETA: 0s - loss: 0.0713 40/241 [===>..........................] - ETA: 0s - loss: 0.0620 52/241 [=====>........................] - ETA: 0s - loss: 0.0644 71/241 [=======>......................] - ETA: 0s - loss: 0.0593 101/241 [===========>..................] - ETA: 0s - loss: 0.0633 128/241 [==============>...............] - ETA: 0s - loss: 0.0623 150/241 [=================>............] - ETA: 0s - loss: 0.0610 175/241 [====================>.........] - ETA: 0s - loss: 0.0662 183/241 [=====================>........] - ETA: 0s - loss: 0.0663 203/241 [========================>.....] - ETA: 0s - loss: 0.0690 231/241 [===========================>..] - ETA: 0s - loss: 0.0662 241/241 [==============================] - 1s 3ms/step - loss: 0.0658 -> test with GAN.predict GAN tn, fp: 592, 11 GAN fn, tp: 9, 22 GAN f1 score: 0.688 GAN cohens kappa score: 0.671 -> test with 'LR' LR tn, fp: 504, 99 LR fn, tp: 2, 29 LR f1 score: 0.365 LR cohens kappa score: 0.310 LR average precision score: 0.508 -> test with 'RF' RF tn, fp: 598, 5 RF fn, tp: 11, 20 RF f1 score: 0.714 RF cohens kappa score: 0.701 -> test with 'GB' GB tn, fp: 591, 12 GB fn, tp: 7, 24 GB f1 score: 0.716 GB cohens kappa score: 0.701 -> test with 'KNN' KNN tn, fp: 574, 29 KNN fn, tp: 7, 24 KNN f1 score: 0.571 KNN cohens kappa score: 0.543 ------ Step 5/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 43s - loss: 0.1518 42/241 [====>.........................] - ETA: 0s - loss: 0.1145  82/241 [=========>....................] - ETA: 0s - loss: 0.1088 121/241 [==============>...............] - ETA: 0s - loss: 0.1066 160/241 [==================>...........] - ETA: 0s - loss: 0.1090 199/241 [=======================>......] - ETA: 0s - loss: 0.1062 237/241 [============================>.] - ETA: 0s - loss: 0.1021 241/241 [==============================] - 0s 1ms/step - loss: 0.1024 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.2768 40/241 [===>..........................] - ETA: 0s - loss: 0.0979 80/241 [========>.....................] - ETA: 0s - loss: 0.1026 122/241 [==============>...............] - ETA: 0s - loss: 0.1009 162/241 [===================>..........] - ETA: 0s - loss: 0.1054 201/241 [========================>.....] - ETA: 0s - loss: 0.1017 239/241 [============================>.] - ETA: 0s - loss: 0.0962 241/241 [==============================] - 0s 1ms/step - loss: 0.0963 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0979 42/241 [====>.........................] - ETA: 0s - loss: 0.0791 82/241 [=========>....................] - ETA: 0s - loss: 0.0776 120/241 [=============>................] - ETA: 0s - loss: 0.0773 160/241 [==================>...........] - ETA: 0s - loss: 0.0903 199/241 [=======================>......] - ETA: 0s - loss: 0.0897 239/241 [============================>.] - ETA: 0s - loss: 0.0908 241/241 [==============================] - 0s 1ms/step - loss: 0.0903 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0272 40/241 [===>..........................] - ETA: 0s - loss: 0.1048 81/241 [=========>....................] - ETA: 0s - loss: 0.0976 119/241 [=============>................] - ETA: 0s - loss: 0.0942 153/241 [==================>...........] - ETA: 0s - loss: 0.0925 181/241 [=====================>........] - ETA: 0s - loss: 0.0893 212/241 [=========================>....] - ETA: 0s - loss: 0.0897 241/241 [==============================] - 0s 1ms/step - loss: 0.0887 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.2249 30/241 [==>...........................] - ETA: 0s - loss: 0.1090 58/241 [======>.......................] - ETA: 0s - loss: 0.0963 98/241 [===========>..................] - ETA: 0s - loss: 0.0916 137/241 [================>.............] - ETA: 0s - loss: 0.0877 177/241 [=====================>........] - ETA: 0s - loss: 0.0873 213/241 [=========================>....] - ETA: 0s - loss: 0.0854 241/241 [==============================] - 0s 1ms/step - loss: 0.0879 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0984 40/241 [===>..........................] - ETA: 0s - loss: 0.0925 79/241 [========>.....................] - ETA: 0s - loss: 0.0759 119/241 [=============>................] - ETA: 0s - loss: 0.0802 157/241 [==================>...........] - ETA: 0s - loss: 0.0835 199/241 [=======================>......] - ETA: 0s - loss: 0.0864 237/241 [============================>.] - ETA: 0s - loss: 0.0841 241/241 [==============================] - 0s 1ms/step - loss: 0.0842 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0463 40/241 [===>..........................] - ETA: 0s - loss: 0.0612 80/241 [========>.....................] - ETA: 0s - loss: 0.0755 120/241 [=============>................] - ETA: 0s - loss: 0.0859 161/241 [===================>..........] - ETA: 0s - loss: 0.0816 201/241 [========================>.....] - ETA: 0s - loss: 0.0811 241/241 [==============================] - ETA: 0s - loss: 0.0832 241/241 [==============================] - 0s 1ms/step - loss: 0.0832 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.2504 40/241 [===>..........................] - ETA: 0s - loss: 0.0866 80/241 [========>.....................] - ETA: 0s - loss: 0.0831 121/241 [==============>...............] - ETA: 0s - loss: 0.0804 161/241 [===================>..........] - ETA: 0s - loss: 0.0852 197/241 [=======================>......] - ETA: 0s - loss: 0.0850 235/241 [============================>.] - ETA: 0s - loss: 0.0830 241/241 [==============================] - 0s 1ms/step - loss: 0.0818 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0475 39/241 [===>..........................] - ETA: 0s - loss: 0.0758 77/241 [========>.....................] - ETA: 0s - loss: 0.0697 117/241 [=============>................] - ETA: 0s - loss: 0.0761 153/241 [==================>...........] - ETA: 0s - loss: 0.0814 190/241 [======================>.......] - ETA: 0s - loss: 0.0791 228/241 [===========================>..] - ETA: 0s - loss: 0.0792 241/241 [==============================] - 0s 1ms/step - loss: 0.0791 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.1390 38/241 [===>..........................] - ETA: 0s - loss: 0.0740 73/241 [========>.....................] - ETA: 0s - loss: 0.0769 109/241 [============>.................] - ETA: 0s - loss: 0.0823 145/241 [=================>............] - ETA: 0s - loss: 0.0850 180/241 [=====================>........] - ETA: 0s - loss: 0.0826 212/241 [=========================>....] - ETA: 0s - loss: 0.0801 241/241 [==============================] - 0s 1ms/step - loss: 0.0774 -> test with GAN.predict GAN tn, fp: 577, 26 GAN fn, tp: 5, 26 GAN f1 score: 0.627 GAN cohens kappa score: 0.602 -> test with 'LR' LR tn, fp: 508, 95 LR fn, tp: 4, 27 LR f1 score: 0.353 LR cohens kappa score: 0.298 LR average precision score: 0.588 -> test with 'RF' RF tn, fp: 598, 5 RF fn, tp: 7, 24 RF f1 score: 0.800 RF cohens kappa score: 0.790 -> test with 'GB' GB tn, fp: 596, 7 GB fn, tp: 2, 29 GB f1 score: 0.866 GB cohens kappa score: 0.858 -> test with 'KNN' KNN tn, fp: 576, 27 KNN fn, tp: 7, 24 KNN f1 score: 0.585 KNN cohens kappa score: 0.559 ------ Step 5/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2288 synthetic samples -> retrain GAN for predict Epoch 1/10 1/242 [..............................] - ETA: 55s - loss: 0.2084 34/242 [===>..........................] - ETA: 0s - loss: 0.0999  69/242 [=======>......................] - ETA: 0s - loss: 0.1015 105/242 [============>.................] - ETA: 0s - loss: 0.1003 141/242 [================>.............] - ETA: 0s - loss: 0.1019 175/242 [====================>.........] - ETA: 0s - loss: 0.1064 209/242 [========================>.....] - ETA: 0s - loss: 0.1044 241/242 [============================>.] - ETA: 0s - loss: 0.1009 242/242 [==============================] - 1s 1ms/step - loss: 0.1008 Epoch 2/10 1/242 [..............................] - ETA: 0s - loss: 0.0460 35/242 [===>..........................] - ETA: 0s - loss: 0.0951 67/242 [=======>......................] - ETA: 0s - loss: 0.0847 97/242 [===========>..................] - ETA: 0s - loss: 0.0892 126/242 [==============>...............] - ETA: 0s - loss: 0.0915 163/242 [===================>..........] - ETA: 0s - loss: 0.0911 198/242 [=======================>......] - ETA: 0s - loss: 0.0910 232/242 [===========================>..] - ETA: 0s - loss: 0.0929 242/242 [==============================] - 0s 2ms/step - loss: 0.0919 Epoch 3/10 1/242 [..............................] - ETA: 0s - loss: 0.0267 35/242 [===>..........................] - ETA: 0s - loss: 0.0762 68/242 [=======>......................] - ETA: 0s - loss: 0.0866 104/242 [===========>..................] - ETA: 0s - loss: 0.0883 140/242 [================>.............] - ETA: 0s - loss: 0.0875 174/242 [====================>.........] - ETA: 0s - loss: 0.0878 210/242 [=========================>....] - ETA: 0s - loss: 0.0862 242/242 [==============================] - 0s 1ms/step - loss: 0.0869 Epoch 4/10 1/242 [..............................] - ETA: 0s - loss: 0.0346 40/242 [===>..........................] - ETA: 0s - loss: 0.0901 74/242 [========>.....................] - ETA: 0s - loss: 0.0869 110/242 [============>.................] - ETA: 0s - loss: 0.0911 144/242 [================>.............] - ETA: 0s - loss: 0.0848 179/242 [=====================>........] - ETA: 0s - loss: 0.0857 211/242 [=========================>....] - ETA: 0s - loss: 0.0855 242/242 [==============================] - 0s 1ms/step - loss: 0.0862 Epoch 5/10 1/242 [..............................] - ETA: 0s - loss: 0.0424 36/242 [===>..........................] - ETA: 0s - loss: 0.1150 68/242 [=======>......................] - ETA: 0s - loss: 0.1023 104/242 [===========>..................] - ETA: 0s - loss: 0.0965 139/242 [================>.............] - ETA: 0s - loss: 0.0911 171/242 [====================>.........] - ETA: 0s - loss: 0.0897 205/242 [========================>.....] - ETA: 0s - loss: 0.0924 236/242 [============================>.] - ETA: 0s - loss: 0.0886 242/242 [==============================] - 0s 2ms/step - loss: 0.0886 Epoch 6/10 1/242 [..............................] - ETA: 0s - loss: 0.0678 36/242 [===>..........................] - ETA: 0s - loss: 0.0800 75/242 [========>.....................] - ETA: 0s - loss: 0.0724 111/242 [============>.................] - ETA: 0s - loss: 0.0740 144/242 [================>.............] - ETA: 0s - loss: 0.0800 178/242 [=====================>........] - ETA: 0s - loss: 0.0888 215/242 [=========================>....] - ETA: 0s - loss: 0.0900 242/242 [==============================] - 0s 1ms/step - loss: 0.0900 Epoch 7/10 1/242 [..............................] - ETA: 0s - loss: 0.0111 34/242 [===>..........................] - ETA: 0s - loss: 0.0751 71/242 [=======>......................] - ETA: 0s - loss: 0.0753 105/242 [============>.................] - ETA: 0s - loss: 0.0845 138/242 [================>.............] - ETA: 0s - loss: 0.0911 171/242 [====================>.........] - ETA: 0s - loss: 0.0926 205/242 [========================>.....] - ETA: 0s - loss: 0.0923 238/242 [============================>.] - ETA: 0s - loss: 0.0907 242/242 [==============================] - 0s 2ms/step - loss: 0.0902 Epoch 8/10 1/242 [..............................] - ETA: 0s - loss: 0.0264 35/242 [===>..........................] - ETA: 0s - loss: 0.0923 69/242 [=======>......................] - ETA: 0s - loss: 0.0918 103/242 [===========>..................] - ETA: 0s - loss: 0.0888 138/242 [================>.............] - ETA: 0s - loss: 0.0781 175/242 [====================>.........] - ETA: 0s - loss: 0.0788 206/242 [========================>.....] - ETA: 0s - loss: 0.0800 240/242 [============================>.] - ETA: 0s - loss: 0.0779 242/242 [==============================] - 0s 1ms/step - loss: 0.0776 Epoch 9/10 1/242 [..............................] - ETA: 0s - loss: 0.0751 34/242 [===>..........................] - ETA: 0s - loss: 0.0577 69/242 [=======>......................] - ETA: 0s - loss: 0.0539 105/242 [============>.................] - ETA: 0s - loss: 0.0610 139/242 [================>.............] - ETA: 0s - loss: 0.0678 175/242 [====================>.........] - ETA: 0s - loss: 0.0694 209/242 [========================>.....] - ETA: 0s - loss: 0.0758 242/242 [==============================] - 0s 1ms/step - loss: 0.0759 Epoch 10/10 1/242 [..............................] - ETA: 0s - loss: 0.0267 35/242 [===>..........................] - ETA: 0s - loss: 0.0838 70/242 [=======>......................] - ETA: 0s - loss: 0.0905 105/242 [============>.................] - ETA: 0s - loss: 0.0897 144/242 [================>.............] - ETA: 0s - loss: 0.0815 179/242 [=====================>........] - ETA: 0s - loss: 0.0814 214/242 [=========================>....] - ETA: 0s - loss: 0.0799 242/242 [==============================] - 0s 1ms/step - loss: 0.0803 -> test with GAN.predict GAN tn, fp: 582, 18 GAN fn, tp: 7, 20 GAN f1 score: 0.615 GAN cohens kappa score: 0.595 -> test with 'LR' LR tn, fp: 525, 75 LR fn, tp: 5, 22 LR f1 score: 0.355 LR cohens kappa score: 0.308 LR average precision score: 0.317 -> test with 'RF' RF tn, fp: 593, 7 RF fn, tp: 9, 18 RF f1 score: 0.692 RF cohens kappa score: 0.679 -> test with 'GB' GB tn, fp: 591, 9 GB fn, tp: 6, 21 GB f1 score: 0.737 GB cohens kappa score: 0.724 -> test with 'KNN' KNN tn, fp: 567, 33 KNN fn, tp: 4, 23 KNN f1 score: 0.554 KNN cohens kappa score: 0.527 ### Exercise is done. -----[ LR ]----- maximum: LR tn, fp: 537, 106 LR fn, tp: 10, 30 LR f1 score: 0.410 LR cohens kappa score: 0.363 LR average precision score: 0.588 average: LR tn, fp: 516.08, 86.32 LR fn, tp: 4.36, 25.84 LR f1 score: 0.363 LR cohens kappa score: 0.312 LR average precision score: 0.449 minimum: LR tn, fp: 496, 66 LR fn, tp: 1, 20 LR f1 score: 0.315 LR cohens kappa score: 0.265 LR average precision score: 0.275 -----[ RF ]----- maximum: RF tn, fp: 601, 9 RF fn, tp: 13, 28 RF f1 score: 0.903 RF cohens kappa score: 0.898 average: RF tn, fp: 597.24, 5.16 RF fn, tp: 7.4, 22.8 RF f1 score: 0.782 RF cohens kappa score: 0.772 minimum: RF tn, fp: 593, 2 RF fn, tp: 3, 18 RF f1 score: 0.667 RF cohens kappa score: 0.650 -----[ GB ]----- maximum: GB tn, fp: 601, 17 GB fn, tp: 7, 30 GB f1 score: 0.882 GB cohens kappa score: 0.876 average: GB tn, fp: 592.8, 9.6 GB fn, tp: 4.4, 25.8 GB f1 score: 0.789 GB cohens kappa score: 0.777 minimum: GB tn, fp: 586, 2 GB fn, tp: 1, 21 GB f1 score: 0.716 GB cohens kappa score: 0.701 -----[ KNN ]----- maximum: KNN tn, fp: 582, 36 KNN fn, tp: 11, 27 KNN f1 score: 0.676 KNN cohens kappa score: 0.658 average: KNN tn, fp: 573.4, 29.0 KNN fn, tp: 6.32, 23.88 KNN f1 score: 0.576 KNN cohens kappa score: 0.548 minimum: KNN tn, fp: 564, 20 KNN fn, tp: 3, 20 KNN f1 score: 0.500 KNN cohens kappa score: 0.469 -----[ GAN ]----- maximum: GAN tn, fp: 595, 38 GAN fn, tp: 10, 29 GAN f1 score: 0.750 GAN cohens kappa score: 0.737 average: GAN tn, fp: 579.52, 22.88 GAN fn, tp: 6.24, 23.96 GAN f1 score: 0.627 GAN cohens kappa score: 0.604 minimum: GAN tn, fp: 565, 8 GAN fn, tp: 1, 20 GAN f1 score: 0.545 GAN cohens kappa score: 0.515