/////////////////////////////////////////// // Running convGAN-majority-full on folding_kr-vs-k-zero-one_vs_draw /////////////////////////////////////////// Load 'data_input/folding_kr-vs-k-zero-one_vs_draw' from pickle file 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 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 44s - loss: 3.3824e-07 39/224 [====>.........................] - ETA: 0s - loss: 0.0013  80/224 [=========>....................] - ETA: 0s - loss: 0.0028 122/224 [===============>..............] - ETA: 0s - loss: 0.0023 162/224 [====================>.........] - ETA: 0s - loss: 0.0021 203/224 [==========================>...] - ETA: 0s - loss: 0.0018 224/224 [==============================] - 0s 1ms/step - loss: 0.0017 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 6.4814e-07 41/224 [====>.........................] - ETA: 0s - loss: 9.2203e-04 81/224 [=========>....................] - ETA: 0s - loss: 6.1597e-04 121/224 [===============>..............] - ETA: 0s - loss: 0.0011  161/224 [====================>.........] - ETA: 0s - loss: 0.0015 201/224 [=========================>....] - ETA: 0s - loss: 0.0017 224/224 [==============================] - 0s 1ms/step - loss: 0.0015 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 7.7878e-06 42/224 [====>.........................] - ETA: 0s - loss: 9.9928e-04 83/224 [==========>...................] - ETA: 0s - loss: 5.6668e-04 124/224 [===============>..............] - ETA: 0s - loss: 0.0011  164/224 [====================>.........] - ETA: 0s - loss: 0.0023 201/224 [=========================>....] - ETA: 0s - loss: 0.0021 224/224 [==============================] - 0s 1ms/step - loss: 0.0019 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 1.8610e-08 39/224 [====>.........................] - ETA: 0s - loss: 1.3163e-04 77/224 [=========>....................] - ETA: 0s - loss: 4.2770e-04 118/224 [==============>...............] - ETA: 0s - loss: 7.0999e-04 158/224 [====================>.........] - ETA: 0s - loss: 0.0014  199/224 [=========================>....] - ETA: 0s - loss: 0.0012 224/224 [==============================] - 0s 1ms/step - loss: 0.0010 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 5.8382e-07 41/224 [====>.........................] - ETA: 0s - loss: 1.6849e-04 82/224 [=========>....................] - ETA: 0s - loss: 6.1598e-04 123/224 [===============>..............] - ETA: 0s - loss: 5.3572e-04 164/224 [====================>.........] - ETA: 0s - loss: 8.7427e-04 205/224 [==========================>...] - ETA: 0s - loss: 0.0013  224/224 [==============================] - 0s 1ms/step - loss: 0.0012 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 1.3501e-06 40/224 [====>.........................] - ETA: 0s - loss: 1.9229e-04 81/224 [=========>....................] - ETA: 0s - loss: 8.0514e-04 121/224 [===============>..............] - ETA: 0s - loss: 5.8106e-04 161/224 [====================>.........] - ETA: 0s - loss: 5.6469e-04 200/224 [=========================>....] - ETA: 0s - loss: 6.7916e-04 224/224 [==============================] - 0s 1ms/step - loss: 6.0836e-04 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 1.9161e-07 41/224 [====>.........................] - ETA: 0s - loss: 8.0300e-04 83/224 [==========>...................] - ETA: 0s - loss: 4.9008e-04 125/224 [===============>..............] - ETA: 0s - loss: 3.7242e-04 165/224 [=====================>........] - ETA: 0s - loss: 6.7157e-04 204/224 [==========================>...] - ETA: 0s - loss: 6.5605e-04 224/224 [==============================] - 0s 1ms/step - loss: 6.2680e-04 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 1.0575e-06 40/224 [====>.........................] - ETA: 0s - loss: 1.6512e-04 80/224 [=========>....................] - ETA: 0s - loss: 3.7918e-04 121/224 [===============>..............] - ETA: 0s - loss: 2.9101e-04 160/224 [====================>.........] - ETA: 0s - loss: 2.5705e-04 201/224 [=========================>....] - ETA: 0s - loss: 4.5146e-04 224/224 [==============================] - 0s 1ms/step - loss: 4.3652e-04 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 1.1061e-06 43/224 [====>.........................] - ETA: 0s - loss: 2.5133e-04 85/224 [==========>...................] - ETA: 0s - loss: 3.3562e-04 126/224 [===============>..............] - ETA: 0s - loss: 4.7278e-04 167/224 [=====================>........] - ETA: 0s - loss: 5.1518e-04 208/224 [==========================>...] - ETA: 0s - loss: 4.6138e-04 224/224 [==============================] - 0s 1ms/step - loss: 4.5584e-04 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 4.9248e-07 43/224 [====>.........................] - ETA: 0s - loss: 1.3658e-04 84/224 [==========>...................] - ETA: 0s - loss: 4.9418e-04 125/224 [===============>..............] - ETA: 0s - loss: 8.7016e-04 166/224 [=====================>........] - ETA: 0s - loss: 0.0011  204/224 [==========================>...] - ETA: 0s - loss: 0.0011 224/224 [==============================] - 0s 1ms/step - loss: 0.0011 -> test with GAN.predict GAN tn, fp: 559, 1 GAN fn, tp: 5, 16 GAN f1 score: 0.842 GAN cohens kappa score: 0.837 -> test with 'LR' LR tn, fp: 556, 4 LR fn, tp: 2, 19 LR f1 score: 0.864 LR cohens kappa score: 0.858 LR average precision score: 0.878 -> test with 'RF' RF tn, fp: 560, 0 RF fn, tp: 4, 17 RF f1 score: 0.895 RF cohens kappa score: 0.891 -> test with 'GB' GB tn, fp: 560, 0 GB fn, tp: 2, 19 GB f1 score: 0.950 GB cohens kappa score: 0.948 -> test with 'KNN' KNN tn, fp: 553, 7 KNN fn, tp: 3, 18 KNN f1 score: 0.783 KNN cohens kappa score: 0.774 ------ Step 1/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 34s - loss: 2.7588e-05 35/224 [===>..........................] - ETA: 0s - loss: 0.0191  73/224 [========>.....................] - ETA: 0s - loss: 0.0283 114/224 [==============>...............] - ETA: 0s - loss: 0.0281 155/224 [===================>..........] - ETA: 0s - loss: 0.0229 195/224 [=========================>....] - ETA: 0s - loss: 0.0211 224/224 [==============================] - 0s 1ms/step - loss: 0.0205 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 5.2689e-06 42/224 [====>.........................] - ETA: 0s - loss: 0.0074  83/224 [==========>...................] - ETA: 0s - loss: 0.0147 124/224 [===============>..............] - ETA: 0s - loss: 0.0171 166/224 [=====================>........] - ETA: 0s - loss: 0.0146 205/224 [==========================>...] - ETA: 0s - loss: 0.0119 224/224 [==============================] - 0s 1ms/step - loss: 0.0132 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 1.6136e-04 41/224 [====>.........................] - ETA: 0s - loss: 0.0143  82/224 [=========>....................] - ETA: 0s - loss: 0.0127 121/224 [===============>..............] - ETA: 0s - loss: 0.0110 159/224 [====================>.........] - ETA: 0s - loss: 0.0096 197/224 [=========================>....] - ETA: 0s - loss: 0.0101 224/224 [==============================] - 0s 1ms/step - loss: 0.0100 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 9.8239e-05 41/224 [====>.........................] - ETA: 0s - loss: 0.0115  79/224 [=========>....................] - ETA: 0s - loss: 0.0101 119/224 [==============>...............] - ETA: 0s - loss: 0.0091 157/224 [====================>.........] - ETA: 0s - loss: 0.0075 197/224 [=========================>....] - ETA: 0s - loss: 0.0081 224/224 [==============================] - 0s 1ms/step - loss: 0.0083 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 3.5994e-07 42/224 [====>.........................] - ETA: 0s - loss: 0.0077  82/224 [=========>....................] - ETA: 0s - loss: 0.0086 123/224 [===============>..............] - ETA: 0s - loss: 0.0088 164/224 [====================>.........] - ETA: 0s - loss: 0.0087 204/224 [==========================>...] - ETA: 0s - loss: 0.0073 224/224 [==============================] - 0s 1ms/step - loss: 0.0075 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 1.7990e-06 41/224 [====>.........................] - ETA: 0s - loss: 0.0012  81/224 [=========>....................] - ETA: 0s - loss: 0.0060 120/224 [===============>..............] - ETA: 0s - loss: 0.0065 161/224 [====================>.........] - ETA: 0s - loss: 0.0061 201/224 [=========================>....] - ETA: 0s - loss: 0.0063 224/224 [==============================] - 0s 1ms/step - loss: 0.0066 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 1.6490e-05 42/224 [====>.........................] - ETA: 0s - loss: 0.0122  81/224 [=========>....................] - ETA: 0s - loss: 0.0106 123/224 [===============>..............] - ETA: 0s - loss: 0.0088 163/224 [====================>.........] - ETA: 0s - loss: 0.0069 203/224 [==========================>...] - ETA: 0s - loss: 0.0061 224/224 [==============================] - 0s 1ms/step - loss: 0.0061 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 2.4016e-06 41/224 [====>.........................] - ETA: 0s - loss: 0.0065  70/224 [========>.....................] - ETA: 0s - loss: 0.0064 101/224 [============>.................] - ETA: 0s - loss: 0.0072 136/224 [=================>............] - ETA: 0s - loss: 0.0065 176/224 [======================>.......] - ETA: 0s - loss: 0.0064 217/224 [============================>.] - ETA: 0s - loss: 0.0057 224/224 [==============================] - 0s 1ms/step - loss: 0.0055 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 1.3138e-04 42/224 [====>.........................] - ETA: 0s - loss: 0.0013  83/224 [==========>...................] - ETA: 0s - loss: 0.0023 124/224 [===============>..............] - ETA: 0s - loss: 0.0039 165/224 [=====================>........] - ETA: 0s - loss: 0.0052 206/224 [==========================>...] - ETA: 0s - loss: 0.0047 224/224 [==============================] - 0s 1ms/step - loss: 0.0049 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 2.0777e-06 41/224 [====>.........................] - ETA: 0s - loss: 0.0015  82/224 [=========>....................] - ETA: 0s - loss: 0.0048 123/224 [===============>..............] - ETA: 0s - loss: 0.0034 163/224 [====================>.........] - ETA: 0s - loss: 0.0030 202/224 [==========================>...] - ETA: 0s - loss: 0.0026 224/224 [==============================] - 0s 1ms/step - loss: 0.0045 -> test with GAN.predict GAN tn, fp: 559, 1 GAN fn, tp: 1, 20 GAN f1 score: 0.952 GAN cohens kappa score: 0.951 -> test with 'LR' LR tn, fp: 557, 3 LR fn, tp: 4, 17 LR f1 score: 0.829 LR cohens kappa score: 0.823 LR average precision score: 0.943 -> test with 'RF' RF tn, fp: 560, 0 RF fn, tp: 1, 20 RF f1 score: 0.976 RF cohens kappa score: 0.975 -> test with 'GB' GB tn, fp: 560, 0 GB fn, tp: 1, 20 GB f1 score: 0.976 GB cohens kappa score: 0.975 -> test with 'KNN' KNN tn, fp: 559, 1 KNN fn, tp: 2, 19 KNN f1 score: 0.927 KNN cohens kappa score: 0.924 ------ Step 1/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 34s - loss: 2.9271e-07 41/224 [====>.........................] - ETA: 0s - loss: 0.0370  83/224 [==========>...................] - ETA: 0s - loss: 0.0239 124/224 [===============>..............] - ETA: 0s - loss: 0.0174 162/224 [====================>.........] - ETA: 0s - loss: 0.0154 199/224 [=========================>....] - ETA: 0s - loss: 0.0139 224/224 [==============================] - 0s 1ms/step - loss: 0.0128 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 4.0236e-07 34/224 [===>..........................] - ETA: 0s - loss: 2.2036e-04 69/224 [========>.....................] - ETA: 0s - loss: 0.0136  108/224 [=============>................] - ETA: 0s - loss: 0.0138 147/224 [==================>...........] - ETA: 0s - loss: 0.0128 187/224 [========================>.....] - ETA: 0s - loss: 0.0101 224/224 [==============================] - 0s 1ms/step - loss: 0.0110 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 5.3913e-05 41/224 [====>.........................] - ETA: 0s - loss: 0.0102  82/224 [=========>....................] - ETA: 0s - loss: 0.0096 124/224 [===============>..............] - ETA: 0s - loss: 0.0097 166/224 [=====================>........] - ETA: 0s - loss: 0.0076 208/224 [==========================>...] - ETA: 0s - loss: 0.0070 224/224 [==============================] - 0s 1ms/step - loss: 0.0065 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 2.5887e-06 41/224 [====>.........................] - ETA: 0s - loss: 0.0013  82/224 [=========>....................] - ETA: 0s - loss: 0.0020 122/224 [===============>..............] - ETA: 0s - loss: 0.0028 163/224 [====================>.........] - ETA: 0s - loss: 0.0042 203/224 [==========================>...] - ETA: 0s - loss: 0.0056 224/224 [==============================] - 0s 1ms/step - loss: 0.0054 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 1.8110e-05 41/224 [====>.........................] - ETA: 0s - loss: 0.0089  81/224 [=========>....................] - ETA: 0s - loss: 0.0056 121/224 [===============>..............] - ETA: 0s - loss: 0.0038 160/224 [====================>.........] - ETA: 0s - loss: 0.0041 201/224 [=========================>....] - ETA: 0s - loss: 0.0048 224/224 [==============================] - 0s 1ms/step - loss: 0.0046 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 8.2101e-07 42/224 [====>.........................] - ETA: 0s - loss: 8.4385e-04 83/224 [==========>...................] - ETA: 0s - loss: 0.0011  125/224 [===============>..............] - ETA: 0s - loss: 9.5408e-04 167/224 [=====================>........] - ETA: 0s - loss: 0.0022  209/224 [==========================>...] - ETA: 0s - loss: 0.0034 224/224 [==============================] - 0s 1ms/step - loss: 0.0039 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 3.4279e-04 43/224 [====>.........................] - ETA: 0s - loss: 0.0040  85/224 [==========>...................] - ETA: 0s - loss: 0.0053 125/224 [===============>..............] - ETA: 0s - loss: 0.0039 167/224 [=====================>........] - ETA: 0s - loss: 0.0041 208/224 [==========================>...] - ETA: 0s - loss: 0.0044 224/224 [==============================] - 0s 1ms/step - loss: 0.0041 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 3.6929e-07 42/224 [====>.........................] - ETA: 0s - loss: 0.0040  82/224 [=========>....................] - ETA: 0s - loss: 0.0054 124/224 [===============>..............] - ETA: 0s - loss: 0.0044 159/224 [====================>.........] - ETA: 0s - loss: 0.0037 194/224 [========================>.....] - ETA: 0s - loss: 0.0035 224/224 [==============================] - 0s 1ms/step - loss: 0.0033 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 2.4552e-07 41/224 [====>.........................] - ETA: 0s - loss: 8.3790e-04 78/224 [=========>....................] - ETA: 0s - loss: 0.0020  116/224 [==============>...............] - ETA: 0s - loss: 0.0014 149/224 [==================>...........] - ETA: 0s - loss: 0.0017 182/224 [=======================>......] - ETA: 0s - loss: 0.0018 219/224 [============================>.] - ETA: 0s - loss: 0.0029 224/224 [==============================] - 0s 1ms/step - loss: 0.0029 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 1.2154e-05 43/224 [====>.........................] - ETA: 0s - loss: 0.0010  84/224 [==========>...................] - ETA: 0s - loss: 0.0013 125/224 [===============>..............] - ETA: 0s - loss: 0.0034 167/224 [=====================>........] - ETA: 0s - loss: 0.0031 207/224 [==========================>...] - ETA: 0s - loss: 0.0032 224/224 [==============================] - 0s 1ms/step - loss: 0.0030 -> test with GAN.predict GAN tn, fp: 560, 0 GAN fn, tp: 2, 19 GAN f1 score: 0.950 GAN cohens kappa score: 0.948 -> test with 'LR' LR tn, fp: 554, 6 LR fn, tp: 2, 19 LR f1 score: 0.826 LR cohens kappa score: 0.819 LR average precision score: 0.931 -> test with 'RF' RF tn, fp: 560, 0 RF fn, tp: 2, 19 RF f1 score: 0.950 RF cohens kappa score: 0.948 -> test with 'GB' GB tn, fp: 560, 0 GB fn, tp: 0, 21 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 556, 4 KNN fn, tp: 1, 20 KNN f1 score: 0.889 KNN cohens kappa score: 0.884 ------ Step 1/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 38s - loss: 2.3665e-07 42/224 [====>.........................] - ETA: 0s - loss: 5.1892e-04  82/224 [=========>....................] - ETA: 0s - loss: 5.5592e-04 122/224 [===============>..............] - ETA: 0s - loss: 0.0021  161/224 [====================>.........] - ETA: 0s - loss: 0.0016 200/224 [=========================>....] - ETA: 0s - loss: 0.0014 224/224 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 0.0386 42/224 [====>.........................] - ETA: 0s - loss: 0.0014 83/224 [==========>...................] - ETA: 0s - loss: 0.0012 125/224 [===============>..............] - ETA: 0s - loss: 9.1607e-04 166/224 [=====================>........] - ETA: 0s - loss: 9.3020e-04 207/224 [==========================>...] - ETA: 0s - loss: 0.0010  224/224 [==============================] - 0s 1ms/step - loss: 0.0010 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 3.0330e-07 42/224 [====>.........................] - ETA: 0s - loss: 1.2247e-04 81/224 [=========>....................] - ETA: 0s - loss: 2.0822e-04 123/224 [===============>..............] - ETA: 0s - loss: 2.2137e-04 163/224 [====================>.........] - ETA: 0s - loss: 2.1608e-04 202/224 [==========================>...] - ETA: 0s - loss: 4.2913e-04 224/224 [==============================] - 0s 1ms/step - loss: 4.2072e-04 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 1.4223e-07 41/224 [====>.........................] - ETA: 0s - loss: 3.6914e-05 82/224 [=========>....................] - ETA: 0s - loss: 4.6311e-04 120/224 [===============>..............] - ETA: 0s - loss: 5.6822e-04 160/224 [====================>.........] - ETA: 0s - loss: 4.8053e-04 198/224 [=========================>....] - ETA: 0s - loss: 5.1955e-04 224/224 [==============================] - 0s 1ms/step - loss: 4.8525e-04 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 2.8965e-08 32/224 [===>..........................] - ETA: 0s - loss: 7.4732e-04 68/224 [========>.....................] - ETA: 0s - loss: 6.0195e-04 108/224 [=============>................] - ETA: 0s - loss: 6.8685e-04 148/224 [==================>...........] - ETA: 0s - loss: 5.6053e-04 187/224 [========================>.....] - ETA: 0s - loss: 4.8318e-04 224/224 [==============================] - 0s 1ms/step - loss: 4.2994e-04 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 1.3266e-05 42/224 [====>.........................] - ETA: 0s - loss: 3.1339e-04 84/224 [==========>...................] - ETA: 0s - loss: 5.0723e-04 123/224 [===============>..............] - ETA: 0s - loss: 3.9940e-04 164/224 [====================>.........] - ETA: 0s - loss: 3.9749e-04 206/224 [==========================>...] - ETA: 0s - loss: 4.0761e-04 224/224 [==============================] - 0s 1ms/step - loss: 3.7698e-04 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 3.5971e-04 40/224 [====>.........................] - ETA: 0s - loss: 6.6336e-05 81/224 [=========>....................] - ETA: 0s - loss: 8.6819e-05 122/224 [===============>..............] - ETA: 0s - loss: 2.5219e-04 164/224 [====================>.........] - ETA: 0s - loss: 2.7709e-04 203/224 [==========================>...] - ETA: 0s - loss: 2.2717e-04 224/224 [==============================] - 0s 1ms/step - loss: 2.2964e-04 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 4.2378e-08 41/224 [====>.........................] - ETA: 0s - loss: 3.3068e-04 82/224 [=========>....................] - ETA: 0s - loss: 1.7927e-04 122/224 [===============>..............] - ETA: 0s - loss: 2.3255e-04 163/224 [====================>.........] - ETA: 0s - loss: 2.5160e-04 204/224 [==========================>...] - ETA: 0s - loss: 3.2719e-04 224/224 [==============================] - 0s 1ms/step - loss: 3.0097e-04 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 9.1439e-08 42/224 [====>.........................] - ETA: 0s - loss: 7.0016e-04 83/224 [==========>...................] - ETA: 0s - loss: 8.7203e-04 125/224 [===============>..............] - ETA: 0s - loss: 0.0011  165/224 [=====================>........] - ETA: 0s - loss: 8.9122e-04 206/224 [==========================>...] - ETA: 0s - loss: 7.1951e-04 224/224 [==============================] - 0s 1ms/step - loss: 6.6304e-04 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 3.5289e-04 42/224 [====>.........................] - ETA: 0s - loss: 5.8209e-05 86/224 [==========>...................] - ETA: 0s - loss: 1.5476e-04 128/224 [================>.............] - ETA: 0s - loss: 1.7568e-04 169/224 [=====================>........] - ETA: 0s - loss: 2.5970e-04 208/224 [==========================>...] - ETA: 0s - loss: 2.4537e-04 224/224 [==============================] - 0s 1ms/step - loss: 2.3240e-04 -> test with GAN.predict GAN tn, fp: 559, 1 GAN fn, tp: 0, 21 GAN f1 score: 0.977 GAN cohens kappa score: 0.976 -> test with 'LR' LR tn, fp: 552, 8 LR fn, tp: 2, 19 LR f1 score: 0.792 LR cohens kappa score: 0.783 LR average precision score: 0.904 -> test with 'RF' RF tn, fp: 555, 5 RF fn, tp: 0, 21 RF f1 score: 0.894 RF cohens kappa score: 0.889 -> test with 'GB' GB tn, fp: 555, 5 GB fn, tp: 0, 21 GB f1 score: 0.894 GB cohens kappa score: 0.889 -> test with 'KNN' KNN tn, fp: 555, 5 KNN fn, tp: 1, 20 KNN f1 score: 0.870 KNN cohens kappa score: 0.864 ------ Step 1/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2156 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 34s - loss: 0.5249 40/224 [====>.........................] - ETA: 0s - loss: 0.0448  79/224 [=========>....................] - ETA: 0s - loss: 0.0321 118/224 [==============>...............] - ETA: 0s - loss: 0.0265 160/224 [====================>.........] - ETA: 0s - loss: 0.0203 199/224 [=========================>....] - ETA: 0s - loss: 0.0201 224/224 [==============================] - 0s 1ms/step - loss: 0.0184 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 1.3794e-05 43/224 [====>.........................] - ETA: 0s - loss: 0.0105  81/224 [=========>....................] - ETA: 0s - loss: 0.0069 118/224 [==============>...............] - ETA: 0s - loss: 0.0095 157/224 [====================>.........] - ETA: 0s - loss: 0.0079 197/224 [=========================>....] - ETA: 0s - loss: 0.0074 224/224 [==============================] - 0s 1ms/step - loss: 0.0108 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 4.2845e-04 44/224 [====>.........................] - ETA: 0s - loss: 0.0099  80/224 [=========>....................] - ETA: 0s - loss: 0.0084 120/224 [===============>..............] - ETA: 0s - loss: 0.0092 153/224 [===================>..........] - ETA: 0s - loss: 0.0079 189/224 [========================>.....] - ETA: 0s - loss: 0.0067 223/224 [============================>.] - ETA: 0s - loss: 0.0081 224/224 [==============================] - 0s 1ms/step - loss: 0.0081 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 1.9658e-05 37/224 [===>..........................] - ETA: 0s - loss: 0.0064  76/224 [=========>....................] - ETA: 0s - loss: 0.0042 110/224 [=============>................] - ETA: 0s - loss: 0.0032 149/224 [==================>...........] - ETA: 0s - loss: 0.0046 187/224 [========================>.....] - ETA: 0s - loss: 0.0063 223/224 [============================>.] - ETA: 0s - loss: 0.0071 224/224 [==============================] - 0s 1ms/step - loss: 0.0071 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 3.9055e-05 40/224 [====>.........................] - ETA: 0s - loss: 0.0018  78/224 [=========>....................] - ETA: 0s - loss: 0.0019 114/224 [==============>...............] - ETA: 0s - loss: 0.0023 152/224 [===================>..........] - ETA: 0s - loss: 0.0044 189/224 [========================>.....] - ETA: 0s - loss: 0.0038 224/224 [==============================] - 0s 1ms/step - loss: 0.0067 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 2.4230e-05 37/224 [===>..........................] - ETA: 0s - loss: 0.0140  74/224 [========>.....................] - ETA: 0s - loss: 0.0084 108/224 [=============>................] - ETA: 0s - loss: 0.0082 138/224 [=================>............] - ETA: 0s - loss: 0.0070 168/224 [=====================>........] - ETA: 0s - loss: 0.0062 200/224 [=========================>....] - ETA: 0s - loss: 0.0058 224/224 [==============================] - 0s 2ms/step - loss: 0.0055 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 2.2252e-04 38/224 [====>.........................] - ETA: 0s - loss: 0.0013  76/224 [=========>....................] - ETA: 0s - loss: 0.0080 111/224 [=============>................] - ETA: 0s - loss: 0.0063 147/224 [==================>...........] - ETA: 0s - loss: 0.0049 185/224 [=======================>......] - ETA: 0s - loss: 0.0048 224/224 [==============================] - ETA: 0s - loss: 0.0054 224/224 [==============================] - 0s 1ms/step - loss: 0.0054 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 1.4809e-04 39/224 [====>.........................] - ETA: 0s - loss: 0.0017  77/224 [=========>....................] - ETA: 0s - loss: 0.0057 113/224 [==============>...............] - ETA: 0s - loss: 0.0044 150/224 [===================>..........] - ETA: 0s - loss: 0.0038 188/224 [========================>.....] - ETA: 0s - loss: 0.0044 224/224 [==============================] - 0s 1ms/step - loss: 0.0047 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 1.8259e-04 43/224 [====>.........................] - ETA: 0s - loss: 0.0060  81/224 [=========>....................] - ETA: 0s - loss: 0.0041 119/224 [==============>...............] - ETA: 0s - loss: 0.0037 156/224 [===================>..........] - ETA: 0s - loss: 0.0052 192/224 [========================>.....] - ETA: 0s - loss: 0.0050 224/224 [==============================] - 0s 1ms/step - loss: 0.0044 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 5.0323e-07 38/224 [====>.........................] - ETA: 0s - loss: 0.0018  75/224 [=========>....................] - ETA: 0s - loss: 0.0052 113/224 [==============>...............] - ETA: 0s - loss: 0.0037 151/224 [===================>..........] - ETA: 0s - loss: 0.0034 188/224 [========================>.....] - ETA: 0s - loss: 0.0039 224/224 [==============================] - 0s 1ms/step - loss: 0.0040 -> test with GAN.predict GAN tn, fp: 555, 1 GAN fn, tp: 1, 20 GAN f1 score: 0.952 GAN cohens kappa score: 0.951 -> test with 'LR' LR tn, fp: 552, 4 LR fn, tp: 1, 20 LR f1 score: 0.889 LR cohens kappa score: 0.884 LR average precision score: 0.981 -> test with 'RF' RF tn, fp: 556, 0 RF fn, tp: 1, 20 RF f1 score: 0.976 RF cohens kappa score: 0.975 -> test with 'GB' GB tn, fp: 556, 0 GB fn, tp: 1, 20 GB f1 score: 0.976 GB cohens kappa score: 0.975 -> test with 'KNN' KNN tn, fp: 555, 1 KNN fn, tp: 1, 20 KNN f1 score: 0.952 KNN cohens kappa score: 0.951 ====== Step 2/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 2/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 43s - loss: 6.1738e-08 43/224 [====>.........................] - ETA: 0s - loss: 6.8317e-04  85/224 [==========>...................] - ETA: 0s - loss: 0.0027  126/224 [===============>..............] - ETA: 0s - loss: 0.0036 166/224 [=====================>........] - ETA: 0s - loss: 0.0030 207/224 [==========================>...] - ETA: 0s - loss: 0.0030 224/224 [==============================] - 0s 1ms/step - loss: 0.0036 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 3.3347e-08 41/224 [====>.........................] - ETA: 0s - loss: 0.0074  82/224 [=========>....................] - ETA: 0s - loss: 0.0040 123/224 [===============>..............] - ETA: 0s - loss: 0.0028 161/224 [====================>.........] - ETA: 0s - loss: 0.0030 197/224 [=========================>....] - ETA: 0s - loss: 0.0027 224/224 [==============================] - 0s 1ms/step - loss: 0.0024 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 1.9235e-05 40/224 [====>.........................] - ETA: 0s - loss: 0.0058  80/224 [=========>....................] - ETA: 0s - loss: 0.0031 121/224 [===============>..............] - ETA: 0s - loss: 0.0023 163/224 [====================>.........] - ETA: 0s - loss: 0.0019 203/224 [==========================>...] - ETA: 0s - loss: 0.0016 224/224 [==============================] - 0s 1ms/step - loss: 0.0016 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 4.3503e-05 41/224 [====>.........................] - ETA: 0s - loss: 0.0013  82/224 [=========>....................] - ETA: 0s - loss: 0.0020 123/224 [===============>..............] - ETA: 0s - loss: 0.0016 163/224 [====================>.........] - ETA: 0s - loss: 0.0017 202/224 [==========================>...] - ETA: 0s - loss: 0.0014 224/224 [==============================] - 0s 1ms/step - loss: 0.0014 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 6.1543e-07 40/224 [====>.........................] - ETA: 0s - loss: 3.7255e-05 81/224 [=========>....................] - ETA: 0s - loss: 2.9884e-04 118/224 [==============>...............] - ETA: 0s - loss: 0.0014  158/224 [====================>.........] - ETA: 0s - loss: 0.0012 197/224 [=========================>....] - ETA: 0s - loss: 0.0015 224/224 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 1.0318e-06 42/224 [====>.........................] - ETA: 0s - loss: 3.0214e-04 82/224 [=========>....................] - ETA: 0s - loss: 3.6593e-04 123/224 [===============>..............] - ETA: 0s - loss: 4.5214e-04 164/224 [====================>.........] - ETA: 0s - loss: 4.5105e-04 204/224 [==========================>...] - ETA: 0s - loss: 0.0013  224/224 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 8.7908e-05 43/224 [====>.........................] - ETA: 0s - loss: 5.0978e-04 84/224 [==========>...................] - ETA: 0s - loss: 0.0014  124/224 [===============>..............] - ETA: 0s - loss: 9.5387e-04 165/224 [=====================>........] - ETA: 0s - loss: 0.0012  205/224 [==========================>...] - ETA: 0s - loss: 0.0011 224/224 [==============================] - 0s 1ms/step - loss: 0.0011 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 1.0015e-08 33/224 [===>..........................] - ETA: 0s - loss: 7.2749e-04 66/224 [=======>......................] - ETA: 0s - loss: 5.9100e-04 107/224 [=============>................] - ETA: 0s - loss: 0.0012  146/224 [==================>...........] - ETA: 0s - loss: 0.0012 185/224 [=======================>......] - ETA: 0s - loss: 0.0011 224/224 [==============================] - 0s 1ms/step - loss: 9.2934e-04 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 3.0590e-05 39/224 [====>.........................] - ETA: 0s - loss: 9.4829e-04 78/224 [=========>....................] - ETA: 0s - loss: 6.1001e-04 119/224 [==============>...............] - ETA: 0s - loss: 4.4252e-04 160/224 [====================>.........] - ETA: 0s - loss: 9.1491e-04 202/224 [==========================>...] - ETA: 0s - loss: 8.6284e-04 224/224 [==============================] - 0s 1ms/step - loss: 8.1084e-04 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 1.7469e-05 42/224 [====>.........................] - ETA: 0s - loss: 4.7611e-04 82/224 [=========>....................] - ETA: 0s - loss: 3.4267e-04 122/224 [===============>..............] - ETA: 0s - loss: 2.6219e-04 162/224 [====================>.........] - ETA: 0s - loss: 8.0363e-04 199/224 [=========================>....] - ETA: 0s - loss: 7.9933e-04 224/224 [==============================] - 0s 1ms/step - loss: 7.2943e-04 -> test with GAN.predict GAN tn, fp: 560, 0 GAN fn, tp: 0, 21 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 556, 4 LR fn, tp: 2, 19 LR f1 score: 0.864 LR cohens kappa score: 0.858 LR average precision score: 0.939 -> test with 'RF' RF tn, fp: 560, 0 RF fn, tp: 1, 20 RF f1 score: 0.976 RF cohens kappa score: 0.975 -> test with 'GB' GB tn, fp: 560, 0 GB fn, tp: 1, 20 GB f1 score: 0.976 GB cohens kappa score: 0.975 -> test with 'KNN' KNN tn, fp: 557, 3 KNN fn, tp: 1, 20 KNN f1 score: 0.909 KNN cohens kappa score: 0.906 ------ Step 2/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 35s - loss: 0.0286 40/224 [====>.........................] - ETA: 0s - loss: 0.0018  77/224 [=========>....................] - ETA: 0s - loss: 0.0015 112/224 [==============>...............] - ETA: 0s - loss: 0.0025 146/224 [==================>...........] - ETA: 0s - loss: 0.0019 184/224 [=======================>......] - ETA: 0s - loss: 0.0017 223/224 [============================>.] - ETA: 0s - loss: 0.0017 224/224 [==============================] - 0s 1ms/step - loss: 0.0017 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 1.6573e-07 41/224 [====>.........................] - ETA: 0s - loss: 4.5617e-04 77/224 [=========>....................] - ETA: 0s - loss: 0.0024  117/224 [==============>...............] - ETA: 0s - loss: 0.0016 159/224 [====================>.........] - ETA: 0s - loss: 0.0012 199/224 [=========================>....] - ETA: 0s - loss: 0.0014 224/224 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 6.5254e-08 41/224 [====>.........................] - ETA: 0s - loss: 0.0046  82/224 [=========>....................] - ETA: 0s - loss: 0.0024 123/224 [===============>..............] - ETA: 0s - loss: 0.0019 164/224 [====================>.........] - ETA: 0s - loss: 0.0021 205/224 [==========================>...] - ETA: 0s - loss: 0.0021 224/224 [==============================] - 0s 1ms/step - loss: 0.0020 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 0.0048 41/224 [====>.........................] - ETA: 0s - loss: 8.1215e-04 82/224 [=========>....................] - ETA: 0s - loss: 6.6883e-04 122/224 [===============>..............] - ETA: 0s - loss: 9.5740e-04 162/224 [====================>.........] - ETA: 0s - loss: 0.0010  203/224 [==========================>...] - ETA: 0s - loss: 9.1405e-04 224/224 [==============================] - 0s 1ms/step - loss: 8.5776e-04 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 6.9120e-06 42/224 [====>.........................] - ETA: 0s - loss: 6.7164e-04 82/224 [=========>....................] - ETA: 0s - loss: 5.4287e-04 123/224 [===============>..............] - ETA: 0s - loss: 6.7955e-04 164/224 [====================>.........] - ETA: 0s - loss: 5.7143e-04 205/224 [==========================>...] - ETA: 0s - loss: 6.8260e-04 224/224 [==============================] - 0s 1ms/step - loss: 7.5224e-04 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 5.8062e-06 42/224 [====>.........................] - ETA: 0s - loss: 1.9728e-04 83/224 [==========>...................] - ETA: 0s - loss: 1.3982e-04 122/224 [===============>..............] - ETA: 0s - loss: 4.3022e-04 162/224 [====================>.........] - ETA: 0s - loss: 6.1391e-04 201/224 [=========================>....] - ETA: 0s - loss: 0.0010  224/224 [==============================] - 0s 1ms/step - loss: 9.1089e-04 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 3.1193e-09 41/224 [====>.........................] - ETA: 0s - loss: 4.3083e-04 82/224 [=========>....................] - ETA: 0s - loss: 3.1750e-04 121/224 [===============>..............] - ETA: 0s - loss: 6.0759e-04 160/224 [====================>.........] - ETA: 0s - loss: 7.0303e-04 201/224 [=========================>....] - ETA: 0s - loss: 6.2950e-04 224/224 [==============================] - 0s 1ms/step - loss: 5.7436e-04 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 9.8804e-09 43/224 [====>.........................] - ETA: 0s - loss: 4.3756e-04 85/224 [==========>...................] - ETA: 0s - loss: 5.6554e-04 126/224 [===============>..............] - ETA: 0s - loss: 6.2220e-04 167/224 [=====================>........] - ETA: 0s - loss: 5.3897e-04 207/224 [==========================>...] - ETA: 0s - loss: 4.7004e-04 224/224 [==============================] - 0s 1ms/step - loss: 4.3859e-04 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 5.7928e-08 37/224 [===>..........................] - ETA: 0s - loss: 0.0015  72/224 [========>.....................] - ETA: 0s - loss: 0.0022 113/224 [==============>...............] - ETA: 0s - loss: 0.0014 155/224 [===================>..........] - ETA: 0s - loss: 0.0011 195/224 [=========================>....] - ETA: 0s - loss: 9.8496e-04 224/224 [==============================] - 0s 1ms/step - loss: 0.0010 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 2.2322e-09 42/224 [====>.........................] - ETA: 0s - loss: 4.9080e-05 82/224 [=========>....................] - ETA: 0s - loss: 3.9318e-04 122/224 [===============>..............] - ETA: 0s - loss: 3.6810e-04 162/224 [====================>.........] - ETA: 0s - loss: 4.3001e-04 203/224 [==========================>...] - ETA: 0s - loss: 3.5710e-04 224/224 [==============================] - 0s 1ms/step - loss: 3.2477e-04 -> test with GAN.predict GAN tn, fp: 560, 0 GAN fn, tp: 2, 19 GAN f1 score: 0.950 GAN cohens kappa score: 0.948 -> test with 'LR' LR tn, fp: 560, 0 LR fn, tp: 2, 19 LR f1 score: 0.950 LR cohens kappa score: 0.948 LR average precision score: 0.916 -> test with 'RF' RF tn, fp: 560, 0 RF fn, tp: 3, 18 RF f1 score: 0.923 RF cohens kappa score: 0.920 -> test with 'GB' GB tn, fp: 560, 0 GB fn, tp: 1, 20 GB f1 score: 0.976 GB cohens kappa score: 0.975 -> test with 'KNN' KNN tn, fp: 560, 0 KNN fn, tp: 2, 19 KNN f1 score: 0.950 KNN cohens kappa score: 0.948 ------ Step 2/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 45s - loss: 1.5702e-06 37/224 [===>..........................] - ETA: 0s - loss: 0.0043  74/224 [========>.....................] - ETA: 0s - loss: 0.0048 113/224 [==============>...............] - ETA: 0s - loss: 0.0063 148/224 [==================>...........] - ETA: 0s - loss: 0.0052 183/224 [=======================>......] - ETA: 0s - loss: 0.0043 215/224 [===========================>..] - ETA: 0s - loss: 0.0044 224/224 [==============================] - 1s 1ms/step - loss: 0.0043 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 1.0329e-08 36/224 [===>..........................] - ETA: 0s - loss: 4.7004e-04 70/224 [========>.....................] - ETA: 0s - loss: 3.0776e-04 108/224 [=============>................] - ETA: 0s - loss: 3.4620e-04 144/224 [==================>...........] - ETA: 0s - loss: 5.4705e-04 184/224 [=======================>......] - ETA: 0s - loss: 0.0013  224/224 [==============================] - 0s 1ms/step - loss: 0.0017 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 4.3219e-06 39/224 [====>.........................] - ETA: 0s - loss: 0.0028  74/224 [========>.....................] - ETA: 0s - loss: 0.0021 109/224 [=============>................] - ETA: 0s - loss: 0.0015 144/224 [==================>...........] - ETA: 0s - loss: 0.0012 175/224 [======================>.......] - ETA: 0s - loss: 0.0017 207/224 [==========================>...] - ETA: 0s - loss: 0.0018 224/224 [==============================] - 0s 1ms/step - loss: 0.0017 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 1.5711e-08 39/224 [====>.........................] - ETA: 0s - loss: 0.0023  75/224 [=========>....................] - ETA: 0s - loss: 0.0017 109/224 [=============>................] - ETA: 0s - loss: 0.0013 144/224 [==================>...........] - ETA: 0s - loss: 0.0010 181/224 [=======================>......] - ETA: 0s - loss: 9.4449e-04 214/224 [===========================>..] - ETA: 0s - loss: 0.0013  224/224 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 5.0340e-08 34/224 [===>..........................] - ETA: 0s - loss: 1.7077e-04 68/224 [========>.....................] - ETA: 0s - loss: 0.0014  104/224 [============>.................] - ETA: 0s - loss: 0.0014 142/224 [==================>...........] - ETA: 0s - loss: 0.0016 177/224 [======================>.......] - ETA: 0s - loss: 0.0014 213/224 [===========================>..] - ETA: 0s - loss: 0.0013 224/224 [==============================] - 0s 1ms/step - loss: 0.0012 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 4.7186e-08 38/224 [====>.........................] - ETA: 0s - loss: 9.0866e-04 71/224 [========>.....................] - ETA: 0s - loss: 6.7484e-04 108/224 [=============>................] - ETA: 0s - loss: 8.4803e-04 142/224 [==================>...........] - ETA: 0s - loss: 9.2840e-04 178/224 [======================>.......] - ETA: 0s - loss: 7.6867e-04 212/224 [===========================>..] - ETA: 0s - loss: 8.3498e-04 224/224 [==============================] - 0s 1ms/step - loss: 8.0123e-04 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 2.1476e-08 37/224 [===>..........................] - ETA: 0s - loss: 0.0012  71/224 [========>.....................] - ETA: 0s - loss: 0.0012 106/224 [=============>................] - ETA: 0s - loss: 9.1269e-04 141/224 [=================>............] - ETA: 0s - loss: 0.0011  177/224 [======================>.......] - ETA: 0s - loss: 9.0371e-04 214/224 [===========================>..] - ETA: 0s - loss: 9.1437e-04 224/224 [==============================] - 0s 1ms/step - loss: 0.0011 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 1.9574e-06 36/224 [===>..........................] - ETA: 0s - loss: 0.0013  73/224 [========>.....................] - ETA: 0s - loss: 0.0010 106/224 [=============>................] - ETA: 0s - loss: 7.6923e-04 143/224 [==================>...........] - ETA: 0s - loss: 5.9851e-04 179/224 [======================>.......] - ETA: 0s - loss: 5.1598e-04 215/224 [===========================>..] - ETA: 0s - loss: 6.6246e-04 224/224 [==============================] - 0s 1ms/step - loss: 7.1867e-04 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 1.3955e-06 36/224 [===>..........................] - ETA: 0s - loss: 4.4623e-05 68/224 [========>.....................] - ETA: 0s - loss: 6.3600e-04 102/224 [============>.................] - ETA: 0s - loss: 9.4020e-04 140/224 [=================>............] - ETA: 0s - loss: 7.8482e-04 176/224 [======================>.......] - ETA: 0s - loss: 7.8644e-04 211/224 [===========================>..] - ETA: 0s - loss: 8.4444e-04 224/224 [==============================] - 0s 1ms/step - loss: 8.1890e-04 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 3.0720e-09 36/224 [===>..........................] - ETA: 0s - loss: 1.3724e-04 69/224 [========>.....................] - ETA: 0s - loss: 9.6820e-05 100/224 [============>.................] - ETA: 0s - loss: 3.6114e-04 134/224 [================>.............] - ETA: 0s - loss: 4.5306e-04 167/224 [=====================>........] - ETA: 0s - loss: 5.6332e-04 203/224 [==========================>...] - ETA: 0s - loss: 4.8639e-04 224/224 [==============================] - 0s 2ms/step - loss: 7.0927e-04 -> test with GAN.predict GAN tn, fp: 559, 1 GAN fn, tp: 2, 19 GAN f1 score: 0.927 GAN cohens kappa score: 0.924 -> test with 'LR' LR tn, fp: 556, 4 LR fn, tp: 0, 21 LR f1 score: 0.913 LR cohens kappa score: 0.909 LR average precision score: 0.961 -> test with 'RF' RF tn, fp: 560, 0 RF fn, tp: 2, 19 RF f1 score: 0.950 RF cohens kappa score: 0.948 -> test with 'GB' GB tn, fp: 560, 0 GB fn, tp: 0, 21 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 558, 2 KNN fn, tp: 2, 19 KNN f1 score: 0.905 KNN cohens kappa score: 0.901 ------ Step 2/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 37s - loss: 5.5904e-05 41/224 [====>.........................] - ETA: 0s - loss: 0.0116  80/224 [=========>....................] - ETA: 0s - loss: 0.0098 120/224 [===============>..............] - ETA: 0s - loss: 0.0077 159/224 [====================>.........] - ETA: 0s - loss: 0.0060 199/224 [=========================>....] - ETA: 0s - loss: 0.0059 224/224 [==============================] - 0s 1ms/step - loss: 0.0056 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 1.0041e-05 38/224 [====>.........................] - ETA: 0s - loss: 0.0043  79/224 [=========>....................] - ETA: 0s - loss: 0.0037 120/224 [===============>..............] - ETA: 0s - loss: 0.0048 160/224 [====================>.........] - ETA: 0s - loss: 0.0046 201/224 [=========================>....] - ETA: 0s - loss: 0.0040 224/224 [==============================] - 0s 1ms/step - loss: 0.0036 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 7.2961e-07 42/224 [====>.........................] - ETA: 0s - loss: 0.0031  83/224 [==========>...................] - ETA: 0s - loss: 0.0023 124/224 [===============>..............] - ETA: 0s - loss: 0.0047 166/224 [=====================>........] - ETA: 0s - loss: 0.0037 207/224 [==========================>...] - ETA: 0s - loss: 0.0033 224/224 [==============================] - 0s 1ms/step - loss: 0.0030 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 1.5154e-05 42/224 [====>.........................] - ETA: 0s - loss: 0.0051  83/224 [==========>...................] - ETA: 0s - loss: 0.0034 124/224 [===============>..............] - ETA: 0s - loss: 0.0037 165/224 [=====================>........] - ETA: 0s - loss: 0.0031 206/224 [==========================>...] - ETA: 0s - loss: 0.0027 224/224 [==============================] - 0s 1ms/step - loss: 0.0025 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 3.8436e-06 41/224 [====>.........................] - ETA: 0s - loss: 0.0011  83/224 [==========>...................] - ETA: 0s - loss: 0.0025 120/224 [===============>..............] - ETA: 0s - loss: 0.0020 159/224 [====================>.........] - ETA: 0s - loss: 0.0019 200/224 [=========================>....] - ETA: 0s - loss: 0.0025 224/224 [==============================] - 0s 1ms/step - loss: 0.0023 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 5.8853e-06 41/224 [====>.........................] - ETA: 0s - loss: 8.8907e-04 82/224 [=========>....................] - ETA: 0s - loss: 6.0804e-04 123/224 [===============>..............] - ETA: 0s - loss: 6.3417e-04 161/224 [====================>.........] - ETA: 0s - loss: 6.2835e-04 202/224 [==========================>...] - ETA: 0s - loss: 5.9165e-04 224/224 [==============================] - 0s 1ms/step - loss: 0.0026 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 2.2342e-05 42/224 [====>.........................] - ETA: 0s - loss: 0.0018  77/224 [=========>....................] - ETA: 0s - loss: 0.0016 108/224 [=============>................] - ETA: 0s - loss: 0.0018 142/224 [==================>...........] - ETA: 0s - loss: 0.0014 181/224 [=======================>......] - ETA: 0s - loss: 0.0027 222/224 [============================>.] - ETA: 0s - loss: 0.0031 224/224 [==============================] - 0s 1ms/step - loss: 0.0030 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 2.4161e-06 40/224 [====>.........................] - ETA: 0s - loss: 0.0023  79/224 [=========>....................] - ETA: 0s - loss: 0.0015 118/224 [==============>...............] - ETA: 0s - loss: 0.0026 158/224 [====================>.........] - ETA: 0s - loss: 0.0023 199/224 [=========================>....] - ETA: 0s - loss: 0.0021 224/224 [==============================] - 0s 1ms/step - loss: 0.0019 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 1.0955e-05 41/224 [====>.........................] - ETA: 0s - loss: 4.2026e-04 79/224 [=========>....................] - ETA: 0s - loss: 3.3899e-04 120/224 [===============>..............] - ETA: 0s - loss: 5.9348e-04 161/224 [====================>.........] - ETA: 0s - loss: 9.7662e-04 202/224 [==========================>...] - ETA: 0s - loss: 0.0017  224/224 [==============================] - 0s 1ms/step - loss: 0.0018 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 0.0070 41/224 [====>.........................] - ETA: 0s - loss: 0.0026 82/224 [=========>....................] - ETA: 0s - loss: 0.0020 124/224 [===============>..............] - ETA: 0s - loss: 0.0016 164/224 [====================>.........] - ETA: 0s - loss: 0.0015 204/224 [==========================>...] - ETA: 0s - loss: 0.0013 224/224 [==============================] - 0s 1ms/step - loss: 0.0016 -> test with GAN.predict GAN tn, fp: 560, 0 GAN fn, tp: 2, 19 GAN f1 score: 0.950 GAN cohens kappa score: 0.948 -> test with 'LR' LR tn, fp: 550, 10 LR fn, tp: 3, 18 LR f1 score: 0.735 LR cohens kappa score: 0.723 LR average precision score: 0.899 -> test with 'RF' RF tn, fp: 559, 1 RF fn, tp: 2, 19 RF f1 score: 0.927 RF cohens kappa score: 0.924 -> test with 'GB' GB tn, fp: 559, 1 GB fn, tp: 1, 20 GB f1 score: 0.952 GB cohens kappa score: 0.951 -> test with 'KNN' KNN tn, fp: 553, 7 KNN fn, tp: 0, 21 KNN f1 score: 0.857 KNN cohens kappa score: 0.851 ------ Step 2/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2156 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 34s - loss: 5.2289e-05 45/224 [=====>........................] - ETA: 0s - loss: 4.3047e-04  88/224 [==========>...................] - ETA: 0s - loss: 7.3565e-04 131/224 [================>.............] - ETA: 0s - loss: 0.0020  176/224 [======================>.......] - ETA: 0s - loss: 0.0019 221/224 [============================>.] - ETA: 0s - loss: 0.0015 224/224 [==============================] - 0s 1ms/step - loss: 0.0019 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 1.3951e-05 45/224 [=====>........................] - ETA: 0s - loss: 4.2712e-04 90/224 [===========>..................] - ETA: 0s - loss: 2.9851e-04 134/224 [================>.............] - ETA: 0s - loss: 9.7653e-04 178/224 [======================>.......] - ETA: 0s - loss: 0.0016  222/224 [============================>.] - ETA: 0s - loss: 0.0017 224/224 [==============================] - 0s 1ms/step - loss: 0.0017 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 2.5199e-05 46/224 [=====>........................] - ETA: 0s - loss: 0.0015  88/224 [==========>...................] - ETA: 0s - loss: 0.0029 130/224 [================>.............] - ETA: 0s - loss: 0.0025 175/224 [======================>.......] - ETA: 0s - loss: 0.0021 217/224 [============================>.] - ETA: 0s - loss: 0.0017 224/224 [==============================] - 0s 1ms/step - loss: 0.0017 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 1.1615e-08 38/224 [====>.........................] - ETA: 0s - loss: 0.0021  71/224 [========>.....................] - ETA: 0s - loss: 0.0014 109/224 [=============>................] - ETA: 0s - loss: 9.4750e-04 150/224 [===================>..........] - ETA: 0s - loss: 0.0015  194/224 [========================>.....] - ETA: 0s - loss: 0.0013 224/224 [==============================] - 0s 1ms/step - loss: 0.0011 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 6.6532e-09 45/224 [=====>........................] - ETA: 0s - loss: 0.0018  88/224 [==========>...................] - ETA: 0s - loss: 0.0013 130/224 [================>.............] - ETA: 0s - loss: 0.0011 174/224 [======================>.......] - ETA: 0s - loss: 9.4888e-04 219/224 [============================>.] - ETA: 0s - loss: 9.2378e-04 224/224 [==============================] - 0s 1ms/step - loss: 9.0316e-04 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 1.2017e-07 45/224 [=====>........................] - ETA: 0s - loss: 9.1970e-05 89/224 [==========>...................] - ETA: 0s - loss: 2.5103e-04 132/224 [================>.............] - ETA: 0s - loss: 3.3484e-04 176/224 [======================>.......] - ETA: 0s - loss: 9.5536e-04 220/224 [============================>.] - ETA: 0s - loss: 9.1309e-04 224/224 [==============================] - 0s 1ms/step - loss: 9.0057e-04 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 9.8362e-09 41/224 [====>.........................] - ETA: 0s - loss: 2.9313e-04 85/224 [==========>...................] - ETA: 0s - loss: 1.8212e-04 130/224 [================>.............] - ETA: 0s - loss: 5.3293e-04 175/224 [======================>.......] - ETA: 0s - loss: 4.8068e-04 219/224 [============================>.] - ETA: 0s - loss: 6.7199e-04 224/224 [==============================] - 0s 1ms/step - loss: 6.6092e-04 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 1.2446e-09 44/224 [====>.........................] - ETA: 0s - loss: 9.9213e-04 89/224 [==========>...................] - ETA: 0s - loss: 8.9946e-04 134/224 [================>.............] - ETA: 0s - loss: 6.9847e-04 179/224 [======================>.......] - ETA: 0s - loss: 6.1254e-04 223/224 [============================>.] - ETA: 0s - loss: 6.9471e-04 224/224 [==============================] - 0s 1ms/step - loss: 6.9161e-04 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 8.9854e-09 46/224 [=====>........................] - ETA: 0s - loss: 5.3013e-04 85/224 [==========>...................] - ETA: 0s - loss: 3.9867e-04 126/224 [===============>..............] - ETA: 0s - loss: 6.3210e-04 169/224 [=====================>........] - ETA: 0s - loss: 6.2325e-04 214/224 [===========================>..] - ETA: 0s - loss: 5.0819e-04 224/224 [==============================] - 0s 1ms/step - loss: 7.0604e-04 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 5.3304e-04 46/224 [=====>........................] - ETA: 0s - loss: 0.0010  87/224 [==========>...................] - ETA: 0s - loss: 0.0017 132/224 [================>.............] - ETA: 0s - loss: 0.0018 175/224 [======================>.......] - ETA: 0s - loss: 0.0020 219/224 [============================>.] - ETA: 0s - loss: 0.0019 224/224 [==============================] - 0s 1ms/step - loss: 0.0018 -> test with GAN.predict GAN tn, fp: 556, 0 GAN fn, tp: 1, 20 GAN f1 score: 0.976 GAN cohens kappa score: 0.975 -> test with 'LR' LR tn, fp: 549, 7 LR fn, tp: 2, 19 LR f1 score: 0.809 LR cohens kappa score: 0.800 LR average precision score: 0.946 -> test with 'RF' RF tn, fp: 556, 0 RF fn, tp: 2, 19 RF f1 score: 0.950 RF cohens kappa score: 0.948 -> test with 'GB' GB tn, fp: 556, 0 GB fn, tp: 2, 19 GB f1 score: 0.950 GB cohens kappa score: 0.948 -> test with 'KNN' KNN tn, fp: 556, 0 KNN fn, tp: 1, 20 KNN f1 score: 0.976 KNN cohens kappa score: 0.975 ====== Step 3/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 3/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 43s - loss: 0.0206 43/224 [====>.........................] - ETA: 0s - loss: 0.0027  84/224 [==========>...................] - ETA: 0s - loss: 0.0030 125/224 [===============>..............] - ETA: 0s - loss: 0.0050 164/224 [====================>.........] - ETA: 0s - loss: 0.0040 205/224 [==========================>...] - ETA: 0s - loss: 0.0048 224/224 [==============================] - 0s 1ms/step - loss: 0.0052 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 8.5998e-08 42/224 [====>.........................] - ETA: 0s - loss: 0.0058  83/224 [==========>...................] - ETA: 0s - loss: 0.0035 124/224 [===============>..............] - ETA: 0s - loss: 0.0038 164/224 [====================>.........] - ETA: 0s - loss: 0.0048 204/224 [==========================>...] - ETA: 0s - loss: 0.0045 224/224 [==============================] - 0s 1ms/step - loss: 0.0049 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 0.0055 41/224 [====>.........................] - ETA: 0s - loss: 6.7368e-04 82/224 [=========>....................] - ETA: 0s - loss: 6.2149e-04 123/224 [===============>..............] - ETA: 0s - loss: 0.0023  164/224 [====================>.........] - ETA: 0s - loss: 0.0035 201/224 [=========================>....] - ETA: 0s - loss: 0.0030 224/224 [==============================] - 0s 1ms/step - loss: 0.0027 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 2.4148e-07 40/224 [====>.........................] - ETA: 0s - loss: 2.4558e-04 80/224 [=========>....................] - ETA: 0s - loss: 3.5933e-04 115/224 [==============>...............] - ETA: 0s - loss: 6.8831e-04 154/224 [===================>..........] - ETA: 0s - loss: 5.3750e-04 195/224 [=========================>....] - ETA: 0s - loss: 5.4455e-04 224/224 [==============================] - 0s 1ms/step - loss: 0.0021 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 5.3760e-07 41/224 [====>.........................] - ETA: 0s - loss: 0.0048  81/224 [=========>....................] - ETA: 0s - loss: 0.0026 121/224 [===============>..............] - ETA: 0s - loss: 0.0020 161/224 [====================>.........] - ETA: 0s - loss: 0.0016 201/224 [=========================>....] - ETA: 0s - loss: 0.0013 224/224 [==============================] - 0s 1ms/step - loss: 0.0018 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 5.7376e-08 40/224 [====>.........................] - ETA: 0s - loss: 0.0013  77/224 [=========>....................] - ETA: 0s - loss: 0.0012 106/224 [=============>................] - ETA: 0s - loss: 0.0024 136/224 [=================>............] - ETA: 0s - loss: 0.0021 173/224 [======================>.......] - ETA: 0s - loss: 0.0017 208/224 [==========================>...] - ETA: 0s - loss: 0.0018 224/224 [==============================] - 0s 1ms/step - loss: 0.0017 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 1.8892e-05 41/224 [====>.........................] - ETA: 0s - loss: 6.3419e-04 82/224 [=========>....................] - ETA: 0s - loss: 0.0010  123/224 [===============>..............] - ETA: 0s - loss: 0.0014 164/224 [====================>.........] - ETA: 0s - loss: 0.0012 205/224 [==========================>...] - ETA: 0s - loss: 0.0016 224/224 [==============================] - 0s 1ms/step - loss: 0.0015 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 2.5093e-07 43/224 [====>.........................] - ETA: 0s - loss: 0.0042  84/224 [==========>...................] - ETA: 0s - loss: 0.0022 124/224 [===============>..............] - ETA: 0s - loss: 0.0016 165/224 [=====================>........] - ETA: 0s - loss: 0.0015 205/224 [==========================>...] - ETA: 0s - loss: 0.0015 224/224 [==============================] - 0s 1ms/step - loss: 0.0014 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 0.0079 42/224 [====>.........................] - ETA: 0s - loss: 4.0116e-04 82/224 [=========>....................] - ETA: 0s - loss: 0.0014  123/224 [===============>..............] - ETA: 0s - loss: 0.0019 164/224 [====================>.........] - ETA: 0s - loss: 0.0015 205/224 [==========================>...] - ETA: 0s - loss: 0.0014 224/224 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 1.7248e-05 41/224 [====>.........................] - ETA: 0s - loss: 0.0020  81/224 [=========>....................] - ETA: 0s - loss: 0.0010 120/224 [===============>..............] - ETA: 0s - loss: 0.0010 160/224 [====================>.........] - ETA: 0s - loss: 0.0016 199/224 [=========================>....] - ETA: 0s - loss: 0.0014 224/224 [==============================] - 0s 1ms/step - loss: 0.0013 -> test with GAN.predict GAN tn, fp: 560, 0 GAN fn, tp: 2, 19 GAN f1 score: 0.950 GAN cohens kappa score: 0.948 -> test with 'LR' LR tn, fp: 558, 2 LR fn, tp: 2, 19 LR f1 score: 0.905 LR cohens kappa score: 0.901 LR average precision score: 0.945 -> test with 'RF' RF tn, fp: 559, 1 RF fn, tp: 2, 19 RF f1 score: 0.927 RF cohens kappa score: 0.924 -> test with 'GB' GB tn, fp: 559, 1 GB fn, tp: 1, 20 GB f1 score: 0.952 GB cohens kappa score: 0.951 -> test with 'KNN' KNN tn, fp: 557, 3 KNN fn, tp: 1, 20 KNN f1 score: 0.909 KNN cohens kappa score: 0.906 ------ Step 3/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 45s - loss: 5.1965e-05 39/224 [====>.........................] - ETA: 0s - loss: 0.0270  80/224 [=========>....................] - ETA: 0s - loss: 0.0226 122/224 [===============>..............] - ETA: 0s - loss: 0.0171 160/224 [====================>.........] - ETA: 0s - loss: 0.0145 199/224 [=========================>....] - ETA: 0s - loss: 0.0134 224/224 [==============================] - 0s 1ms/step - loss: 0.0125 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 2.4012e-05 39/224 [====>.........................] - ETA: 0s - loss: 0.0061  73/224 [========>.....................] - ETA: 0s - loss: 0.0128 106/224 [=============>................] - ETA: 0s - loss: 0.0120 142/224 [==================>...........] - ETA: 0s - loss: 0.0108 183/224 [=======================>......] - ETA: 0s - loss: 0.0096 223/224 [============================>.] - ETA: 0s - loss: 0.0090 224/224 [==============================] - 0s 1ms/step - loss: 0.0090 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 7.3860e-05 42/224 [====>.........................] - ETA: 0s - loss: 0.0022  83/224 [==========>...................] - ETA: 0s - loss: 0.0060 125/224 [===============>..............] - ETA: 0s - loss: 0.0079 166/224 [=====================>........] - ETA: 0s - loss: 0.0078 205/224 [==========================>...] - ETA: 0s - loss: 0.0071 224/224 [==============================] - 0s 1ms/step - loss: 0.0065 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 1.3367e-04 43/224 [====>.........................] - ETA: 0s - loss: 0.0111  82/224 [=========>....................] - ETA: 0s - loss: 0.0062 123/224 [===============>..............] - ETA: 0s - loss: 0.0047 165/224 [=====================>........] - ETA: 0s - loss: 0.0056 206/224 [==========================>...] - ETA: 0s - loss: 0.0053 224/224 [==============================] - 0s 1ms/step - loss: 0.0053 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 1.8506e-06 42/224 [====>.........................] - ETA: 0s - loss: 0.0095  82/224 [=========>....................] - ETA: 0s - loss: 0.0056 121/224 [===============>..............] - ETA: 0s - loss: 0.0043 161/224 [====================>.........] - ETA: 0s - loss: 0.0048 203/224 [==========================>...] - ETA: 0s - loss: 0.0041 224/224 [==============================] - 0s 1ms/step - loss: 0.0053 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 8.7324e-07 40/224 [====>.........................] - ETA: 0s - loss: 0.0037  79/224 [=========>....................] - ETA: 0s - loss: 0.0031 120/224 [===============>..............] - ETA: 0s - loss: 0.0031 161/224 [====================>.........] - ETA: 0s - loss: 0.0027 202/224 [==========================>...] - ETA: 0s - loss: 0.0049 224/224 [==============================] - 0s 1ms/step - loss: 0.0045 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 8.5694e-05 41/224 [====>.........................] - ETA: 0s - loss: 0.0134  81/224 [=========>....................] - ETA: 0s - loss: 0.0081 122/224 [===============>..............] - ETA: 0s - loss: 0.0059 163/224 [====================>.........] - ETA: 0s - loss: 0.0051 203/224 [==========================>...] - ETA: 0s - loss: 0.0041 224/224 [==============================] - 0s 1ms/step - loss: 0.0043 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 3.1897e-06 42/224 [====>.........................] - ETA: 0s - loss: 9.8586e-04 80/224 [=========>....................] - ETA: 0s - loss: 0.0022  116/224 [==============>...............] - ETA: 0s - loss: 0.0043 155/224 [===================>..........] - ETA: 0s - loss: 0.0034 195/224 [=========================>....] - ETA: 0s - loss: 0.0041 224/224 [==============================] - 0s 1ms/step - loss: 0.0037 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 3.4426e-06 41/224 [====>.........................] - ETA: 0s - loss: 6.7403e-04 83/224 [==========>...................] - ETA: 0s - loss: 8.0153e-04 123/224 [===============>..............] - ETA: 0s - loss: 0.0019  161/224 [====================>.........] - ETA: 0s - loss: 0.0044 200/224 [=========================>....] - ETA: 0s - loss: 0.0040 224/224 [==============================] - 0s 1ms/step - loss: 0.0038 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 1.1160e-05 36/224 [===>..........................] - ETA: 0s - loss: 0.0013  77/224 [=========>....................] - ETA: 0s - loss: 0.0043 115/224 [==============>...............] - ETA: 0s - loss: 0.0034 156/224 [===================>..........] - ETA: 0s - loss: 0.0040 196/224 [=========================>....] - ETA: 0s - loss: 0.0037 224/224 [==============================] - 0s 1ms/step - loss: 0.0033 -> test with GAN.predict GAN tn, fp: 560, 0 GAN fn, tp: 3, 18 GAN f1 score: 0.923 GAN cohens kappa score: 0.920 -> test with 'LR' LR tn, fp: 557, 3 LR fn, tp: 4, 17 LR f1 score: 0.829 LR cohens kappa score: 0.823 LR average precision score: 0.918 -> test with 'RF' RF tn, fp: 560, 0 RF fn, tp: 1, 20 RF f1 score: 0.976 RF cohens kappa score: 0.975 -> test with 'GB' GB tn, fp: 560, 0 GB fn, tp: 1, 20 GB f1 score: 0.976 GB cohens kappa score: 0.975 -> test with 'KNN' KNN tn, fp: 557, 3 KNN fn, tp: 1, 20 KNN f1 score: 0.909 KNN cohens kappa score: 0.906 ------ Step 3/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 49s - loss: 2.0295e-08 42/224 [====>.........................] - ETA: 0s - loss: 2.0902e-04  82/224 [=========>....................] - ETA: 0s - loss: 1.8051e-04 123/224 [===============>..............] - ETA: 0s - loss: 4.2020e-04 162/224 [====================>.........] - ETA: 0s - loss: 0.0017  203/224 [==========================>...] - ETA: 0s - loss: 0.0020 224/224 [==============================] - 0s 1ms/step - loss: 0.0018 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 7.6790e-05 42/224 [====>.........................] - ETA: 0s - loss: 4.9098e-05 81/224 [=========>....................] - ETA: 0s - loss: 5.8956e-05 121/224 [===============>..............] - ETA: 0s - loss: 4.8277e-04 161/224 [====================>.........] - ETA: 0s - loss: 0.0014  202/224 [==========================>...] - ETA: 0s - loss: 0.0019 224/224 [==============================] - 0s 1ms/step - loss: 0.0018 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 7.6952e-11 42/224 [====>.........................] - ETA: 0s - loss: 1.9967e-04 82/224 [=========>....................] - ETA: 0s - loss: 2.3308e-04 122/224 [===============>..............] - ETA: 0s - loss: 2.4581e-04 163/224 [====================>.........] - ETA: 0s - loss: 2.3703e-04 203/224 [==========================>...] - ETA: 0s - loss: 1.9354e-04 224/224 [==============================] - 0s 1ms/step - loss: 1.7665e-04 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 3.3779e-06 41/224 [====>.........................] - ETA: 0s - loss: 1.7407e-04 81/224 [=========>....................] - ETA: 0s - loss: 1.4146e-04 120/224 [===============>..............] - ETA: 0s - loss: 1.5420e-04 161/224 [====================>.........] - ETA: 0s - loss: 1.2879e-04 201/224 [=========================>....] - ETA: 0s - loss: 1.2538e-04 224/224 [==============================] - 0s 1ms/step - loss: 1.3213e-04 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 5.9562e-10 41/224 [====>.........................] - ETA: 0s - loss: 1.2622e-04 82/224 [=========>....................] - ETA: 0s - loss: 1.3083e-04 123/224 [===============>..............] - ETA: 0s - loss: 1.5558e-04 164/224 [====================>.........] - ETA: 0s - loss: 1.3227e-04 204/224 [==========================>...] - ETA: 0s - loss: 1.2124e-04 224/224 [==============================] - 0s 1ms/step - loss: 1.2061e-04 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 8.7874e-05 40/224 [====>.........................] - ETA: 0s - loss: 1.5141e-04 80/224 [=========>....................] - ETA: 0s - loss: 9.3762e-05 120/224 [===============>..............] - ETA: 0s - loss: 1.0270e-04 161/224 [====================>.........] - ETA: 0s - loss: 9.3579e-05 199/224 [=========================>....] - ETA: 0s - loss: 1.1533e-04 224/224 [==============================] - 0s 1ms/step - loss: 1.2620e-04 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 3.3302e-05 42/224 [====>.........................] - ETA: 0s - loss: 1.0153e-04 81/224 [=========>....................] - ETA: 0s - loss: 7.2327e-05 122/224 [===============>..............] - ETA: 0s - loss: 1.0997e-04 162/224 [====================>.........] - ETA: 0s - loss: 9.0171e-05 202/224 [==========================>...] - ETA: 0s - loss: 1.3737e-04 224/224 [==============================] - 0s 1ms/step - loss: 1.2429e-04 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 4.2444e-04 34/224 [===>..........................] - ETA: 0s - loss: 1.4863e-04 73/224 [========>.....................] - ETA: 0s - loss: 8.4609e-05 111/224 [=============>................] - ETA: 0s - loss: 5.7164e-05 148/224 [==================>...........] - ETA: 0s - loss: 6.2018e-05 187/224 [========================>.....] - ETA: 0s - loss: 1.3223e-04 224/224 [==============================] - 0s 1ms/step - loss: 1.3509e-04 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 4.1925e-08 40/224 [====>.........................] - ETA: 0s - loss: 2.8509e-04 78/224 [=========>....................] - ETA: 0s - loss: 1.4817e-04 113/224 [==============>...............] - ETA: 0s - loss: 1.1806e-04 153/224 [===================>..........] - ETA: 0s - loss: 1.0203e-04 192/224 [========================>.....] - ETA: 0s - loss: 9.6137e-05 224/224 [==============================] - 0s 1ms/step - loss: 1.0191e-04 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 3.6346e-06 42/224 [====>.........................] - ETA: 0s - loss: 1.4592e-05 83/224 [==========>...................] - ETA: 0s - loss: 5.8171e-05 123/224 [===============>..............] - ETA: 0s - loss: 1.1755e-04 164/224 [====================>.........] - ETA: 0s - loss: 1.0079e-04 205/224 [==========================>...] - ETA: 0s - loss: 9.9794e-05 224/224 [==============================] - 0s 1ms/step - loss: 1.1635e-04 -> test with GAN.predict GAN tn, fp: 560, 0 GAN fn, tp: 0, 21 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 547, 13 LR fn, tp: 2, 19 LR f1 score: 0.717 LR cohens kappa score: 0.704 LR average precision score: 0.889 -> test with 'RF' RF tn, fp: 560, 0 RF fn, tp: 3, 18 RF f1 score: 0.923 RF cohens kappa score: 0.920 -> test with 'GB' GB tn, fp: 560, 0 GB fn, tp: 0, 21 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 554, 6 KNN fn, tp: 2, 19 KNN f1 score: 0.826 KNN cohens kappa score: 0.819 ------ Step 3/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 37s - loss: 2.3291e-07 41/224 [====>.........................] - ETA: 0s - loss: 1.8572e-04  83/224 [==========>...................] - ETA: 0s - loss: 4.2426e-04 124/224 [===============>..............] - ETA: 0s - loss: 7.2365e-04 166/224 [=====================>........] - ETA: 0s - loss: 0.0060  208/224 [==========================>...] - ETA: 0s - loss: 0.0058 224/224 [==============================] - 0s 1ms/step - loss: 0.0054 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 0.0288 38/224 [====>.........................] - ETA: 0s - loss: 0.0092 69/224 [========>.....................] - ETA: 0s - loss: 0.0058 106/224 [=============>................] - ETA: 0s - loss: 0.0038 142/224 [==================>...........] - ETA: 0s - loss: 0.0030 183/224 [=======================>......] - ETA: 0s - loss: 0.0024 222/224 [============================>.] - ETA: 0s - loss: 0.0020 224/224 [==============================] - 0s 1ms/step - loss: 0.0020 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 1.2098e-09 40/224 [====>.........................] - ETA: 0s - loss: 2.7779e-04 81/224 [=========>....................] - ETA: 0s - loss: 2.3750e-04 121/224 [===============>..............] - ETA: 0s - loss: 2.2538e-04 160/224 [====================>.........] - ETA: 0s - loss: 3.1146e-04 199/224 [=========================>....] - ETA: 0s - loss: 2.8440e-04 224/224 [==============================] - 0s 1ms/step - loss: 3.3185e-04 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 8.8312e-08 41/224 [====>.........................] - ETA: 0s - loss: 1.3731e-04 81/224 [=========>....................] - ETA: 0s - loss: 1.2947e-04 122/224 [===============>..............] - ETA: 0s - loss: 3.3583e-04 163/224 [====================>.........] - ETA: 0s - loss: 3.3042e-04 204/224 [==========================>...] - ETA: 0s - loss: 2.8431e-04 224/224 [==============================] - 0s 1ms/step - loss: 2.6632e-04 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 1.5398e-06 43/224 [====>.........................] - ETA: 0s - loss: 4.2824e-04 84/224 [==========>...................] - ETA: 0s - loss: 2.4508e-04 125/224 [===============>..............] - ETA: 0s - loss: 1.9452e-04 166/224 [=====================>........] - ETA: 0s - loss: 1.8645e-04 208/224 [==========================>...] - ETA: 0s - loss: 2.3436e-04 224/224 [==============================] - 0s 1ms/step - loss: 2.7234e-04 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 2.5875e-09 42/224 [====>.........................] - ETA: 0s - loss: 2.1287e-05 83/224 [==========>...................] - ETA: 0s - loss: 1.5488e-04 124/224 [===============>..............] - ETA: 0s - loss: 1.1620e-04 161/224 [====================>.........] - ETA: 0s - loss: 2.1759e-04 200/224 [=========================>....] - ETA: 0s - loss: 1.8278e-04 224/224 [==============================] - 0s 1ms/step - loss: 2.1171e-04 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 1.0236e-09 43/224 [====>.........................] - ETA: 0s - loss: 4.6858e-05 85/224 [==========>...................] - ETA: 0s - loss: 4.3590e-05 126/224 [===============>..............] - ETA: 0s - loss: 1.4324e-04 165/224 [=====================>........] - ETA: 0s - loss: 1.8841e-04 207/224 [==========================>...] - ETA: 0s - loss: 2.3979e-04 224/224 [==============================] - 0s 1ms/step - loss: 2.3093e-04 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 2.7857e-06 44/224 [====>.........................] - ETA: 0s - loss: 7.0157e-04 86/224 [==========>...................] - ETA: 0s - loss: 4.9692e-04 127/224 [================>.............] - ETA: 0s - loss: 4.6626e-04 167/224 [=====================>........] - ETA: 0s - loss: 3.5663e-04 207/224 [==========================>...] - ETA: 0s - loss: 3.1621e-04 224/224 [==============================] - 0s 1ms/step - loss: 3.7790e-04 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 7.0217e-07 41/224 [====>.........................] - ETA: 0s - loss: 3.3821e-05 82/224 [=========>....................] - ETA: 0s - loss: 8.9005e-05 122/224 [===============>..............] - ETA: 0s - loss: 1.3160e-04 161/224 [====================>.........] - ETA: 0s - loss: 1.7971e-04 195/224 [=========================>....] - ETA: 0s - loss: 1.5531e-04 224/224 [==============================] - 0s 1ms/step - loss: 1.9582e-04 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 1.1358e-08 38/224 [====>.........................] - ETA: 0s - loss: 6.3209e-05 80/224 [=========>....................] - ETA: 0s - loss: 1.2350e-04 118/224 [==============>...............] - ETA: 0s - loss: 1.0216e-04 157/224 [====================>.........] - ETA: 0s - loss: 1.1698e-04 197/224 [=========================>....] - ETA: 0s - loss: 2.0976e-04 224/224 [==============================] - 0s 1ms/step - loss: 1.8570e-04 -> test with GAN.predict GAN tn, fp: 560, 0 GAN fn, tp: 1, 20 GAN f1 score: 0.976 GAN cohens kappa score: 0.975 -> test with 'LR' LR tn, fp: 551, 9 LR fn, tp: 1, 20 LR f1 score: 0.800 LR cohens kappa score: 0.791 LR average precision score: 0.946 -> test with 'RF' RF tn, fp: 560, 0 RF fn, tp: 1, 20 RF f1 score: 0.976 RF cohens kappa score: 0.975 -> test with 'GB' GB tn, fp: 560, 0 GB fn, tp: 1, 20 GB f1 score: 0.976 GB cohens kappa score: 0.975 -> test with 'KNN' KNN tn, fp: 558, 2 KNN fn, tp: 1, 20 KNN f1 score: 0.930 KNN cohens kappa score: 0.928 ------ Step 3/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2156 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 37s - loss: 2.4431e-08 41/224 [====>.........................] - ETA: 0s - loss: 2.8304e-04  77/224 [=========>....................] - ETA: 0s - loss: 0.0027  118/224 [==============>...............] - ETA: 0s - loss: 0.0034 163/224 [====================>.........] - ETA: 0s - loss: 0.0031 205/224 [==========================>...] - ETA: 0s - loss: 0.0037 224/224 [==============================] - 0s 1ms/step - loss: 0.0039 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 0.0650 45/224 [=====>........................] - ETA: 0s - loss: 0.0038 90/224 [===========>..................] - ETA: 0s - loss: 0.0038 134/224 [================>.............] - ETA: 0s - loss: 0.0036 178/224 [======================>.......] - ETA: 0s - loss: 0.0027 221/224 [============================>.] - ETA: 0s - loss: 0.0022 224/224 [==============================] - 0s 1ms/step - loss: 0.0022 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 4.3019e-07 45/224 [=====>........................] - ETA: 0s - loss: 0.0026  89/224 [==========>...................] - ETA: 0s - loss: 0.0016 133/224 [================>.............] - ETA: 0s - loss: 0.0019 178/224 [======================>.......] - ETA: 0s - loss: 0.0027 223/224 [============================>.] - ETA: 0s - loss: 0.0022 224/224 [==============================] - 0s 1ms/step - loss: 0.0022 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 7.0221e-08 42/224 [====>.........................] - ETA: 0s - loss: 7.4001e-04 81/224 [=========>....................] - ETA: 0s - loss: 4.3366e-04 123/224 [===============>..............] - ETA: 0s - loss: 5.6376e-04 166/224 [=====================>........] - ETA: 0s - loss: 9.3764e-04 205/224 [==========================>...] - ETA: 0s - loss: 0.0020  224/224 [==============================] - 0s 1ms/step - loss: 0.0022 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 5.3106e-06 44/224 [====>.........................] - ETA: 0s - loss: 0.0027  87/224 [==========>...................] - ETA: 0s - loss: 0.0021 131/224 [================>.............] - ETA: 0s - loss: 0.0022 174/224 [======================>.......] - ETA: 0s - loss: 0.0017 216/224 [===========================>..] - ETA: 0s - loss: 0.0016 224/224 [==============================] - 0s 1ms/step - loss: 0.0016 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 4.6032e-07 45/224 [=====>........................] - ETA: 0s - loss: 1.0818e-04 88/224 [==========>...................] - ETA: 0s - loss: 0.0023  131/224 [================>.............] - ETA: 0s - loss: 0.0020 176/224 [======================>.......] - ETA: 0s - loss: 0.0016 219/224 [============================>.] - ETA: 0s - loss: 0.0015 224/224 [==============================] - 0s 1ms/step - loss: 0.0017 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 1.4456e-07 46/224 [=====>........................] - ETA: 0s - loss: 0.0016  89/224 [==========>...................] - ETA: 0s - loss: 0.0017 134/224 [================>.............] - ETA: 0s - loss: 0.0012 177/224 [======================>.......] - ETA: 0s - loss: 0.0011 222/224 [============================>.] - ETA: 0s - loss: 0.0011 224/224 [==============================] - 0s 1ms/step - loss: 0.0011 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 0.0288 45/224 [=====>........................] - ETA: 0s - loss: 0.0011 89/224 [==========>...................] - ETA: 0s - loss: 0.0011 129/224 [================>.............] - ETA: 0s - loss: 0.0012 167/224 [=====================>........] - ETA: 0s - loss: 0.0011 200/224 [=========================>....] - ETA: 0s - loss: 0.0011 224/224 [==============================] - 0s 1ms/step - loss: 9.8701e-04 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 3.6941e-06 43/224 [====>.........................] - ETA: 0s - loss: 0.0015  86/224 [==========>...................] - ETA: 0s - loss: 0.0010 131/224 [================>.............] - ETA: 0s - loss: 7.2566e-04 175/224 [======================>.......] - ETA: 0s - loss: 0.0011  220/224 [============================>.] - ETA: 0s - loss: 9.2917e-04 224/224 [==============================] - 0s 1ms/step - loss: 9.7366e-04 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 2.1925e-06 45/224 [=====>........................] - ETA: 0s - loss: 1.5918e-04 89/224 [==========>...................] - ETA: 0s - loss: 7.9197e-04 133/224 [================>.............] - ETA: 0s - loss: 8.6653e-04 176/224 [======================>.......] - ETA: 0s - loss: 7.8923e-04 215/224 [===========================>..] - ETA: 0s - loss: 0.0010  224/224 [==============================] - 0s 1ms/step - loss: 0.0010 -> test with GAN.predict GAN tn, fp: 552, 4 GAN fn, tp: 0, 21 GAN f1 score: 0.913 GAN cohens kappa score: 0.909 -> test with 'LR' LR tn, fp: 550, 6 LR fn, tp: 0, 21 LR f1 score: 0.875 LR cohens kappa score: 0.870 LR average precision score: 0.978 -> test with 'RF' RF tn, fp: 556, 0 RF fn, tp: 1, 20 RF f1 score: 0.976 RF cohens kappa score: 0.975 -> test with 'GB' GB tn, fp: 555, 1 GB fn, tp: 0, 21 GB f1 score: 0.977 GB cohens kappa score: 0.976 -> test with 'KNN' KNN tn, fp: 551, 5 KNN fn, tp: 0, 21 KNN f1 score: 0.894 KNN cohens kappa score: 0.889 ====== Step 4/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 4/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 38s - loss: 3.2253e-06 42/224 [====>.........................] - ETA: 0s - loss: 0.0138  81/224 [=========>....................] - ETA: 0s - loss: 0.0163 122/224 [===============>..............] - ETA: 0s - loss: 0.0131 163/224 [====================>.........] - ETA: 0s - loss: 0.0119 203/224 [==========================>...] - ETA: 0s - loss: 0.0107 224/224 [==============================] - 0s 1ms/step - loss: 0.0098 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 5.3362e-06 42/224 [====>.........................] - ETA: 0s - loss: 0.0111  83/224 [==========>...................] - ETA: 0s - loss: 0.0109 123/224 [===============>..............] - ETA: 0s - loss: 0.0094 162/224 [====================>.........] - ETA: 0s - loss: 0.0077 203/224 [==========================>...] - ETA: 0s - loss: 0.0067 224/224 [==============================] - 0s 1ms/step - loss: 0.0066 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 4.6455e-07 41/224 [====>.........................] - ETA: 0s - loss: 0.0074  83/224 [==========>...................] - ETA: 0s - loss: 0.0100 124/224 [===============>..............] - ETA: 0s - loss: 0.0072 166/224 [=====================>........] - ETA: 0s - loss: 0.0064 207/224 [==========================>...] - ETA: 0s - loss: 0.0055 224/224 [==============================] - 0s 1ms/step - loss: 0.0059 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 2.2410e-06 38/224 [====>.........................] - ETA: 0s - loss: 0.0044  70/224 [========>.....................] - ETA: 0s - loss: 0.0029 102/224 [============>.................] - ETA: 0s - loss: 0.0023 140/224 [=================>............] - ETA: 0s - loss: 0.0039 181/224 [=======================>......] - ETA: 0s - loss: 0.0055 220/224 [============================>.] - ETA: 0s - loss: 0.0047 224/224 [==============================] - 0s 1ms/step - loss: 0.0046 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 2.6766e-06 37/224 [===>..........................] - ETA: 0s - loss: 4.4542e-04 73/224 [========>.....................] - ETA: 0s - loss: 0.0090  110/224 [=============>................] - ETA: 0s - loss: 0.0071 149/224 [==================>...........] - ETA: 0s - loss: 0.0060 188/224 [========================>.....] - ETA: 0s - loss: 0.0054 224/224 [==============================] - 0s 1ms/step - loss: 0.0047 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 2.6320e-06 40/224 [====>.........................] - ETA: 0s - loss: 0.0069  80/224 [=========>....................] - ETA: 0s - loss: 0.0039 120/224 [===============>..............] - ETA: 0s - loss: 0.0038 159/224 [====================>.........] - ETA: 0s - loss: 0.0053 198/224 [=========================>....] - ETA: 0s - loss: 0.0043 224/224 [==============================] - 0s 1ms/step - loss: 0.0039 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 7.6740e-06 41/224 [====>.........................] - ETA: 0s - loss: 9.3351e-04 82/224 [=========>....................] - ETA: 0s - loss: 0.0059  123/224 [===============>..............] - ETA: 0s - loss: 0.0055 164/224 [====================>.........] - ETA: 0s - loss: 0.0042 205/224 [==========================>...] - ETA: 0s - loss: 0.0037 224/224 [==============================] - 0s 1ms/step - loss: 0.0035 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 5.0282e-06 42/224 [====>.........................] - ETA: 0s - loss: 4.7110e-04 82/224 [=========>....................] - ETA: 0s - loss: 0.0032  123/224 [===============>..............] - ETA: 0s - loss: 0.0032 164/224 [====================>.........] - ETA: 0s - loss: 0.0039 205/224 [==========================>...] - ETA: 0s - loss: 0.0034 224/224 [==============================] - 0s 1ms/step - loss: 0.0031 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 9.2874e-05 41/224 [====>.........................] - ETA: 0s - loss: 0.0084  81/224 [=========>....................] - ETA: 0s - loss: 0.0050 122/224 [===============>..............] - ETA: 0s - loss: 0.0042 160/224 [====================>.........] - ETA: 0s - loss: 0.0039 202/224 [==========================>...] - ETA: 0s - loss: 0.0032 224/224 [==============================] - 0s 1ms/step - loss: 0.0030 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 4.1489e-05 40/224 [====>.........................] - ETA: 0s - loss: 0.0013  78/224 [=========>....................] - ETA: 0s - loss: 0.0036 118/224 [==============>...............] - ETA: 0s - loss: 0.0026 160/224 [====================>.........] - ETA: 0s - loss: 0.0023 199/224 [=========================>....] - ETA: 0s - loss: 0.0031 224/224 [==============================] - 0s 1ms/step - loss: 0.0028 -> test with GAN.predict GAN tn, fp: 560, 0 GAN fn, tp: 1, 20 GAN f1 score: 0.976 GAN cohens kappa score: 0.975 -> test with 'LR' LR tn, fp: 556, 4 LR fn, tp: 2, 19 LR f1 score: 0.864 LR cohens kappa score: 0.858 LR average precision score: 0.934 -> test with 'RF' RF tn, fp: 558, 2 RF fn, tp: 0, 21 RF f1 score: 0.955 RF cohens kappa score: 0.953 -> test with 'GB' GB tn, fp: 560, 0 GB fn, tp: 0, 21 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 554, 6 KNN fn, tp: 1, 20 KNN f1 score: 0.851 KNN cohens kappa score: 0.845 ------ Step 4/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 44s - loss: 7.7526e-07 41/224 [====>.........................] - ETA: 0s - loss: 3.6415e-04  81/224 [=========>....................] - ETA: 0s - loss: 7.5396e-04 120/224 [===============>..............] - ETA: 0s - loss: 0.0029  153/224 [===================>..........] - ETA: 0s - loss: 0.0027 188/224 [========================>.....] - ETA: 0s - loss: 0.0028 224/224 [==============================] - 1s 1ms/step - loss: 0.0031 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 4.2045e-04 40/224 [====>.........................] - ETA: 0s - loss: 0.0014  81/224 [=========>....................] - ETA: 0s - loss: 9.4448e-04 121/224 [===============>..............] - ETA: 0s - loss: 0.0014  162/224 [====================>.........] - ETA: 0s - loss: 0.0015 203/224 [==========================>...] - ETA: 0s - loss: 0.0013 224/224 [==============================] - 0s 1ms/step - loss: 0.0014 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 3.8064e-06 41/224 [====>.........................] - ETA: 0s - loss: 0.0016  80/224 [=========>....................] - ETA: 0s - loss: 8.6754e-04 120/224 [===============>..............] - ETA: 0s - loss: 0.0011  159/224 [====================>.........] - ETA: 0s - loss: 8.5151e-04 200/224 [=========================>....] - ETA: 0s - loss: 9.1308e-04 224/224 [==============================] - 0s 1ms/step - loss: 9.7299e-04 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 2.0579e-07 41/224 [====>.........................] - ETA: 0s - loss: 7.5704e-04 81/224 [=========>....................] - ETA: 0s - loss: 4.9904e-04 121/224 [===============>..............] - ETA: 0s - loss: 5.9619e-04 161/224 [====================>.........] - ETA: 0s - loss: 0.0014  201/224 [=========================>....] - ETA: 0s - loss: 0.0013 224/224 [==============================] - 0s 1ms/step - loss: 0.0012 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 4.3934e-07 41/224 [====>.........................] - ETA: 0s - loss: 0.0012  82/224 [=========>....................] - ETA: 0s - loss: 0.0012 123/224 [===============>..............] - ETA: 0s - loss: 0.0012 160/224 [====================>.........] - ETA: 0s - loss: 0.0010 199/224 [=========================>....] - ETA: 0s - loss: 0.0012 224/224 [==============================] - 0s 1ms/step - loss: 0.0011 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 2.5886e-08 42/224 [====>.........................] - ETA: 0s - loss: 0.0015  83/224 [==========>...................] - ETA: 0s - loss: 0.0014 122/224 [===============>..............] - ETA: 0s - loss: 0.0015 161/224 [====================>.........] - ETA: 0s - loss: 0.0012 202/224 [==========================>...] - ETA: 0s - loss: 0.0010 224/224 [==============================] - 0s 1ms/step - loss: 0.0011 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 3.7737e-07 42/224 [====>.........................] - ETA: 0s - loss: 4.0693e-04 83/224 [==========>...................] - ETA: 0s - loss: 8.2055e-04 124/224 [===============>..............] - ETA: 0s - loss: 0.0010  165/224 [=====================>........] - ETA: 0s - loss: 0.0010 205/224 [==========================>...] - ETA: 0s - loss: 0.0014 224/224 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 5.2551e-07 41/224 [====>.........................] - ETA: 0s - loss: 6.4076e-04 82/224 [=========>....................] - ETA: 0s - loss: 6.6356e-04 122/224 [===============>..............] - ETA: 0s - loss: 5.1500e-04 162/224 [====================>.........] - ETA: 0s - loss: 7.3607e-04 198/224 [=========================>....] - ETA: 0s - loss: 6.4811e-04 224/224 [==============================] - 0s 1ms/step - loss: 6.1886e-04 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 8.6942e-08 35/224 [===>..........................] - ETA: 0s - loss: 9.9245e-05 69/224 [========>.....................] - ETA: 0s - loss: 6.0292e-05 106/224 [=============>................] - ETA: 0s - loss: 5.1086e-04 142/224 [==================>...........] - ETA: 0s - loss: 5.0784e-04 183/224 [=======================>......] - ETA: 0s - loss: 7.3722e-04 223/224 [============================>.] - ETA: 0s - loss: 0.0012  224/224 [==============================] - 0s 1ms/step - loss: 0.0012 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 0.0037 41/224 [====>.........................] - ETA: 0s - loss: 0.0012 82/224 [=========>....................] - ETA: 0s - loss: 0.0013 123/224 [===============>..............] - ETA: 0s - loss: 0.0012 162/224 [====================>.........] - ETA: 0s - loss: 9.3418e-04 202/224 [==========================>...] - ETA: 0s - loss: 8.0460e-04 224/224 [==============================] - 0s 1ms/step - loss: 7.4963e-04 -> test with GAN.predict GAN tn, fp: 556, 4 GAN fn, tp: 0, 21 GAN f1 score: 0.913 GAN cohens kappa score: 0.909 -> test with 'LR' LR tn, fp: 550, 10 LR fn, tp: 1, 20 LR f1 score: 0.784 LR cohens kappa score: 0.775 LR average precision score: 0.983 -> test with 'RF' RF tn, fp: 560, 0 RF fn, tp: 1, 20 RF f1 score: 0.976 RF cohens kappa score: 0.975 -> test with 'GB' GB tn, fp: 560, 0 GB fn, tp: 0, 21 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 557, 3 KNN fn, tp: 0, 21 KNN f1 score: 0.933 KNN cohens kappa score: 0.931 ------ Step 4/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 42s - loss: 4.8513e-07 42/224 [====>.........................] - ETA: 0s - loss: 0.0025  84/224 [==========>...................] - ETA: 0s - loss: 0.0032 125/224 [===============>..............] - ETA: 0s - loss: 0.0027 166/224 [=====================>........] - ETA: 0s - loss: 0.0044 208/224 [==========================>...] - ETA: 0s - loss: 0.0042 224/224 [==============================] - 0s 1ms/step - loss: 0.0039 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 1.4399e-07 42/224 [====>.........................] - ETA: 0s - loss: 4.5558e-04 82/224 [=========>....................] - ETA: 0s - loss: 3.4154e-04 124/224 [===============>..............] - ETA: 0s - loss: 9.0133e-04 160/224 [====================>.........] - ETA: 0s - loss: 0.0016  200/224 [=========================>....] - ETA: 0s - loss: 0.0019 224/224 [==============================] - 0s 1ms/step - loss: 0.0017 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 4.0995e-05 36/224 [===>..........................] - ETA: 0s - loss: 0.0030  70/224 [========>.....................] - ETA: 0s - loss: 0.0020 109/224 [=============>................] - ETA: 0s - loss: 0.0021 148/224 [==================>...........] - ETA: 0s - loss: 0.0016 189/224 [========================>.....] - ETA: 0s - loss: 0.0018 224/224 [==============================] - 0s 1ms/step - loss: 0.0017 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 1.8980e-04 43/224 [====>.........................] - ETA: 0s - loss: 2.1960e-04 83/224 [==========>...................] - ETA: 0s - loss: 6.2152e-04 123/224 [===============>..............] - ETA: 0s - loss: 0.0015  163/224 [====================>.........] - ETA: 0s - loss: 0.0012 203/224 [==========================>...] - ETA: 0s - loss: 0.0013 224/224 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 1.7299e-05 43/224 [====>.........................] - ETA: 0s - loss: 3.4044e-04 84/224 [==========>...................] - ETA: 0s - loss: 4.6967e-04 124/224 [===============>..............] - ETA: 0s - loss: 7.1701e-04 163/224 [====================>.........] - ETA: 0s - loss: 7.3297e-04 203/224 [==========================>...] - ETA: 0s - loss: 8.3768e-04 224/224 [==============================] - 0s 1ms/step - loss: 9.3955e-04 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 8.5005e-08 42/224 [====>.........................] - ETA: 0s - loss: 0.0011  84/224 [==========>...................] - ETA: 0s - loss: 9.4288e-04 125/224 [===============>..............] - ETA: 0s - loss: 0.0013  162/224 [====================>.........] - ETA: 0s - loss: 9.9988e-04 203/224 [==========================>...] - ETA: 0s - loss: 0.0011  224/224 [==============================] - 0s 1ms/step - loss: 0.0011 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 7.4847e-07 42/224 [====>.........................] - ETA: 0s - loss: 9.9112e-04 84/224 [==========>...................] - ETA: 0s - loss: 0.0011  125/224 [===============>..............] - ETA: 0s - loss: 8.3848e-04 166/224 [=====================>........] - ETA: 0s - loss: 7.2954e-04 207/224 [==========================>...] - ETA: 0s - loss: 6.8970e-04 224/224 [==============================] - 0s 1ms/step - loss: 6.5441e-04 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 5.8519e-08 42/224 [====>.........................] - ETA: 0s - loss: 4.2261e-04 82/224 [=========>....................] - ETA: 0s - loss: 4.3987e-04 122/224 [===============>..............] - ETA: 0s - loss: 9.0018e-04 164/224 [====================>.........] - ETA: 0s - loss: 8.1462e-04 204/224 [==========================>...] - ETA: 0s - loss: 7.5090e-04 224/224 [==============================] - 0s 1ms/step - loss: 6.9032e-04 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 1.9225e-07 40/224 [====>.........................] - ETA: 0s - loss: 3.8761e-04 79/224 [=========>....................] - ETA: 0s - loss: 2.9680e-04 120/224 [===============>..............] - ETA: 0s - loss: 5.4316e-04 161/224 [====================>.........] - ETA: 0s - loss: 6.7053e-04 200/224 [=========================>....] - ETA: 0s - loss: 5.7708e-04 224/224 [==============================] - 0s 1ms/step - loss: 7.5692e-04 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 8.7119e-04 41/224 [====>.........................] - ETA: 0s - loss: 0.0010  82/224 [=========>....................] - ETA: 0s - loss: 0.0011 116/224 [==============>...............] - ETA: 0s - loss: 8.4198e-04 151/224 [===================>..........] - ETA: 0s - loss: 6.6542e-04 182/224 [=======================>......] - ETA: 0s - loss: 6.4288e-04 220/224 [============================>.] - ETA: 0s - loss: 6.4333e-04 224/224 [==============================] - 0s 1ms/step - loss: 6.3302e-04 -> test with GAN.predict GAN tn, fp: 560, 0 GAN fn, tp: 6, 15 GAN f1 score: 0.833 GAN cohens kappa score: 0.828 -> test with 'LR' LR tn, fp: 555, 5 LR fn, tp: 7, 14 LR f1 score: 0.700 LR cohens kappa score: 0.689 LR average precision score: 0.785 -> test with 'RF' RF tn, fp: 560, 0 RF fn, tp: 5, 16 RF f1 score: 0.865 RF cohens kappa score: 0.861 -> test with 'GB' GB tn, fp: 560, 0 GB fn, tp: 1, 20 GB f1 score: 0.976 GB cohens kappa score: 0.975 -> test with 'KNN' KNN tn, fp: 557, 3 KNN fn, tp: 4, 17 KNN f1 score: 0.829 KNN cohens kappa score: 0.823 ------ Step 4/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 47s - loss: 2.8876e-04 36/224 [===>..........................] - ETA: 0s - loss: 0.0017  74/224 [========>.....................] - ETA: 0s - loss: 0.0017 115/224 [==============>...............] - ETA: 0s - loss: 0.0012 156/224 [===================>..........] - ETA: 0s - loss: 0.0021 196/224 [=========================>....] - ETA: 0s - loss: 0.0018 224/224 [==============================] - 1s 1ms/step - loss: 0.0016 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 1.8150e-07 40/224 [====>.........................] - ETA: 0s - loss: 0.0025  81/224 [=========>....................] - ETA: 0s - loss: 0.0017 121/224 [===============>..............] - ETA: 0s - loss: 0.0027 162/224 [====================>.........] - ETA: 0s - loss: 0.0024 200/224 [=========================>....] - ETA: 0s - loss: 0.0020 224/224 [==============================] - 0s 1ms/step - loss: 0.0018 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 1.6714e-06 41/224 [====>.........................] - ETA: 0s - loss: 0.0013  82/224 [=========>....................] - ETA: 0s - loss: 0.0016 122/224 [===============>..............] - ETA: 0s - loss: 0.0019 163/224 [====================>.........] - ETA: 0s - loss: 0.0018 204/224 [==========================>...] - ETA: 0s - loss: 0.0017 224/224 [==============================] - 0s 1ms/step - loss: 0.0015 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 0.0017 41/224 [====>.........................] - ETA: 0s - loss: 2.4935e-04 81/224 [=========>....................] - ETA: 0s - loss: 5.9160e-04 122/224 [===============>..............] - ETA: 0s - loss: 7.3234e-04 163/224 [====================>.........] - ETA: 0s - loss: 6.0971e-04 204/224 [==========================>...] - ETA: 0s - loss: 7.2007e-04 224/224 [==============================] - 0s 1ms/step - loss: 9.5126e-04 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 1.8959e-09 41/224 [====>.........................] - ETA: 0s - loss: 3.1791e-04 83/224 [==========>...................] - ETA: 0s - loss: 6.5796e-04 124/224 [===============>..............] - ETA: 0s - loss: 9.7150e-04 164/224 [====================>.........] - ETA: 0s - loss: 0.0017  206/224 [==========================>...] - ETA: 0s - loss: 0.0015 224/224 [==============================] - 0s 1ms/step - loss: 0.0014 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 1.5179e-06 42/224 [====>.........................] - ETA: 0s - loss: 0.0015  83/224 [==========>...................] - ETA: 0s - loss: 0.0012 124/224 [===============>..............] - ETA: 0s - loss: 8.9318e-04 165/224 [=====================>........] - ETA: 0s - loss: 9.8345e-04 206/224 [==========================>...] - ETA: 0s - loss: 9.5516e-04 224/224 [==============================] - 0s 1ms/step - loss: 8.9301e-04 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 6.8558e-09 43/224 [====>.........................] - ETA: 0s - loss: 7.0807e-04 81/224 [=========>....................] - ETA: 0s - loss: 7.9489e-04 120/224 [===============>..............] - ETA: 0s - loss: 5.7081e-04 158/224 [====================>.........] - ETA: 0s - loss: 7.9883e-04 199/224 [=========================>....] - ETA: 0s - loss: 9.7112e-04 224/224 [==============================] - 0s 1ms/step - loss: 9.0984e-04 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 6.9844e-07 42/224 [====>.........................] - ETA: 0s - loss: 0.0018  82/224 [=========>....................] - ETA: 0s - loss: 0.0012 117/224 [==============>...............] - ETA: 0s - loss: 9.1581e-04 148/224 [==================>...........] - ETA: 0s - loss: 7.7911e-04 184/224 [=======================>......] - ETA: 0s - loss: 6.5774e-04 223/224 [============================>.] - ETA: 0s - loss: 6.5620e-04 224/224 [==============================] - 0s 1ms/step - loss: 6.5444e-04 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 4.2156e-08 42/224 [====>.........................] - ETA: 0s - loss: 5.3709e-04 82/224 [=========>....................] - ETA: 0s - loss: 5.6260e-04 123/224 [===============>..............] - ETA: 0s - loss: 5.3243e-04 164/224 [====================>.........] - ETA: 0s - loss: 5.4251e-04 205/224 [==========================>...] - ETA: 0s - loss: 7.2663e-04 224/224 [==============================] - 0s 1ms/step - loss: 6.7934e-04 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 2.0188e-06 41/224 [====>.........................] - ETA: 0s - loss: 0.0021  82/224 [=========>....................] - ETA: 0s - loss: 0.0013 123/224 [===============>..............] - ETA: 0s - loss: 0.0011 164/224 [====================>.........] - ETA: 0s - loss: 9.1646e-04 204/224 [==========================>...] - ETA: 0s - loss: 7.6476e-04 224/224 [==============================] - 0s 1ms/step - loss: 7.0116e-04 -> test with GAN.predict GAN tn, fp: 560, 0 GAN fn, tp: 0, 21 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 554, 6 LR fn, tp: 0, 21 LR f1 score: 0.875 LR cohens kappa score: 0.870 LR average precision score: 0.973 -> test with 'RF' RF tn, fp: 559, 1 RF fn, tp: 1, 20 RF f1 score: 0.952 RF cohens kappa score: 0.951 -> test with 'GB' GB tn, fp: 559, 1 GB fn, tp: 0, 21 GB f1 score: 0.977 GB cohens kappa score: 0.976 -> test with 'KNN' KNN tn, fp: 557, 3 KNN fn, tp: 1, 20 KNN f1 score: 0.909 KNN cohens kappa score: 0.906 ------ Step 4/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2156 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 35s - loss: 6.1812e-07 37/224 [===>..........................] - ETA: 0s - loss: 0.0035  73/224 [========>.....................] - ETA: 0s - loss: 0.0064 111/224 [=============>................] - ETA: 0s - loss: 0.0052 146/224 [==================>...........] - ETA: 0s - loss: 0.0063 188/224 [========================>.....] - ETA: 0s - loss: 0.0050 224/224 [==============================] - 0s 1ms/step - loss: 0.0042 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 4.2793e-08 44/224 [====>.........................] - ETA: 0s - loss: 0.0012  86/224 [==========>...................] - ETA: 0s - loss: 0.0020 129/224 [================>.............] - ETA: 0s - loss: 0.0032 173/224 [======================>.......] - ETA: 0s - loss: 0.0027 217/224 [============================>.] - ETA: 0s - loss: 0.0030 224/224 [==============================] - 0s 1ms/step - loss: 0.0029 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 2.9770e-06 45/224 [=====>........................] - ETA: 0s - loss: 9.6442e-04 86/224 [==========>...................] - ETA: 0s - loss: 0.0012  128/224 [================>.............] - ETA: 0s - loss: 9.9855e-04 172/224 [======================>.......] - ETA: 0s - loss: 0.0013  216/224 [===========================>..] - ETA: 0s - loss: 0.0020 224/224 [==============================] - 0s 1ms/step - loss: 0.0019 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 3.3932e-07 45/224 [=====>........................] - ETA: 0s - loss: 0.0023  88/224 [==========>...................] - ETA: 0s - loss: 0.0014 130/224 [================>.............] - ETA: 0s - loss: 0.0024 174/224 [======================>.......] - ETA: 0s - loss: 0.0023 218/224 [============================>.] - ETA: 0s - loss: 0.0019 224/224 [==============================] - 0s 1ms/step - loss: 0.0018 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 1.2514e-04 42/224 [====>.........................] - ETA: 0s - loss: 0.0018  86/224 [==========>...................] - ETA: 0s - loss: 0.0010 130/224 [================>.............] - ETA: 0s - loss: 9.0696e-04 174/224 [======================>.......] - ETA: 0s - loss: 0.0014  218/224 [============================>.] - ETA: 0s - loss: 0.0015 224/224 [==============================] - 0s 1ms/step - loss: 0.0015 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 1.3716e-07 41/224 [====>.........................] - ETA: 0s - loss: 0.0044  84/224 [==========>...................] - ETA: 0s - loss: 0.0026 128/224 [================>.............] - ETA: 0s - loss: 0.0020 171/224 [=====================>........] - ETA: 0s - loss: 0.0019 214/224 [===========================>..] - ETA: 0s - loss: 0.0020 224/224 [==============================] - 0s 1ms/step - loss: 0.0019 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 1.1257e-07 43/224 [====>.........................] - ETA: 0s - loss: 4.4977e-04 86/224 [==========>...................] - ETA: 0s - loss: 0.0013  128/224 [================>.............] - ETA: 0s - loss: 0.0013 169/224 [=====================>........] - ETA: 0s - loss: 0.0016 212/224 [===========================>..] - ETA: 0s - loss: 0.0014 224/224 [==============================] - 0s 1ms/step - loss: 0.0014 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 5.8523e-07 44/224 [====>.........................] - ETA: 0s - loss: 3.7410e-04 87/224 [==========>...................] - ETA: 0s - loss: 4.8298e-04 130/224 [================>.............] - ETA: 0s - loss: 8.7314e-04 174/224 [======================>.......] - ETA: 0s - loss: 8.0255e-04 217/224 [============================>.] - ETA: 0s - loss: 0.0014  224/224 [==============================] - 0s 1ms/step - loss: 0.0014 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 1.5499e-05 36/224 [===>..........................] - ETA: 0s - loss: 5.7699e-04 70/224 [========>.....................] - ETA: 0s - loss: 5.9592e-04 108/224 [=============>................] - ETA: 0s - loss: 7.1732e-04 152/224 [===================>..........] - ETA: 0s - loss: 6.6172e-04 192/224 [========================>.....] - ETA: 0s - loss: 0.0015  224/224 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 5.4185e-05 45/224 [=====>........................] - ETA: 0s - loss: 2.1680e-04 89/224 [==========>...................] - ETA: 0s - loss: 7.7160e-04 132/224 [================>.............] - ETA: 0s - loss: 6.7919e-04 175/224 [======================>.......] - ETA: 0s - loss: 5.3577e-04 215/224 [===========================>..] - ETA: 0s - loss: 0.0013  224/224 [==============================] - 0s 1ms/step - loss: 0.0013 -> test with GAN.predict GAN tn, fp: 556, 0 GAN fn, tp: 1, 20 GAN f1 score: 0.976 GAN cohens kappa score: 0.975 -> test with 'LR' LR tn, fp: 554, 2 LR fn, tp: 2, 19 LR f1 score: 0.905 LR cohens kappa score: 0.901 LR average precision score: 0.948 -> test with 'RF' RF tn, fp: 556, 0 RF fn, tp: 2, 19 RF f1 score: 0.950 RF cohens kappa score: 0.948 -> test with 'GB' GB tn, fp: 556, 0 GB fn, tp: 2, 19 GB f1 score: 0.950 GB cohens kappa score: 0.948 -> test with 'KNN' KNN tn, fp: 554, 2 KNN fn, tp: 1, 20 KNN f1 score: 0.930 KNN cohens kappa score: 0.928 ====== Step 5/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 5/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 46s - loss: 9.2803e-09 42/224 [====>.........................] - ETA: 0s - loss: 0.0072  84/224 [==========>...................] - ETA: 0s - loss: 0.0048 125/224 [===============>..............] - ETA: 0s - loss: 0.0070 166/224 [=====================>........] - ETA: 0s - loss: 0.0100 207/224 [==========================>...] - ETA: 0s - loss: 0.0101 224/224 [==============================] - 0s 1ms/step - loss: 0.0094 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 7.0640e-07 38/224 [====>.........................] - ETA: 0s - loss: 1.7609e-04 79/224 [=========>....................] - ETA: 0s - loss: 0.0027  120/224 [===============>..............] - ETA: 0s - loss: 0.0018 160/224 [====================>.........] - ETA: 0s - loss: 0.0028 200/224 [=========================>....] - ETA: 0s - loss: 0.0039 224/224 [==============================] - 0s 1ms/step - loss: 0.0035 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 0.0242 41/224 [====>.........................] - ETA: 0s - loss: 8.5662e-04 82/224 [=========>....................] - ETA: 0s - loss: 8.1861e-04 123/224 [===============>..............] - ETA: 0s - loss: 0.0012  164/224 [====================>.........] - ETA: 0s - loss: 0.0014 206/224 [==========================>...] - ETA: 0s - loss: 0.0025 224/224 [==============================] - 0s 1ms/step - loss: 0.0023 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 1.2041e-07 42/224 [====>.........................] - ETA: 0s - loss: 0.0053  82/224 [=========>....................] - ETA: 0s - loss: 0.0043 121/224 [===============>..............] - ETA: 0s - loss: 0.0043 159/224 [====================>.........] - ETA: 0s - loss: 0.0042 200/224 [=========================>....] - ETA: 0s - loss: 0.0034 224/224 [==============================] - 0s 1ms/step - loss: 0.0034 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 1.8992e-07 36/224 [===>..........................] - ETA: 0s - loss: 1.8755e-04 69/224 [========>.....................] - ETA: 0s - loss: 5.4447e-04 104/224 [============>.................] - ETA: 0s - loss: 9.2096e-04 144/224 [==================>...........] - ETA: 0s - loss: 7.4316e-04 185/224 [=======================>......] - ETA: 0s - loss: 9.6296e-04 224/224 [==============================] - ETA: 0s - loss: 0.0017  224/224 [==============================] - 0s 1ms/step - loss: 0.0017 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 6.2076e-06 41/224 [====>.........................] - ETA: 0s - loss: 0.0038  83/224 [==========>...................] - ETA: 0s - loss: 0.0022 123/224 [===============>..............] - ETA: 0s - loss: 0.0018 164/224 [====================>.........] - ETA: 0s - loss: 0.0021 203/224 [==========================>...] - ETA: 0s - loss: 0.0021 224/224 [==============================] - 0s 1ms/step - loss: 0.0020 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 8.1254e-08 41/224 [====>.........................] - ETA: 0s - loss: 7.5369e-04 81/224 [=========>....................] - ETA: 0s - loss: 4.6913e-04 119/224 [==============>...............] - ETA: 0s - loss: 0.0014  159/224 [====================>.........] - ETA: 0s - loss: 0.0013 200/224 [=========================>....] - ETA: 0s - loss: 0.0015 224/224 [==============================] - 0s 1ms/step - loss: 0.0015 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 5.9194e-08 41/224 [====>.........................] - ETA: 0s - loss: 0.0019  83/224 [==========>...................] - ETA: 0s - loss: 9.9290e-04 122/224 [===============>..............] - ETA: 0s - loss: 7.1188e-04 162/224 [====================>.........] - ETA: 0s - loss: 0.0013  204/224 [==========================>...] - ETA: 0s - loss: 0.0011 224/224 [==============================] - 0s 1ms/step - loss: 0.0012 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 1.1202e-04 41/224 [====>.........................] - ETA: 0s - loss: 0.0036  81/224 [=========>....................] - ETA: 0s - loss: 0.0020 120/224 [===============>..............] - ETA: 0s - loss: 0.0016 158/224 [====================>.........] - ETA: 0s - loss: 0.0013 198/224 [=========================>....] - ETA: 0s - loss: 0.0013 224/224 [==============================] - 0s 1ms/step - loss: 0.0012 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 4.2085e-06 42/224 [====>.........................] - ETA: 0s - loss: 0.0016  83/224 [==========>...................] - ETA: 0s - loss: 0.0022 124/224 [===============>..............] - ETA: 0s - loss: 0.0020 162/224 [====================>.........] - ETA: 0s - loss: 0.0016 202/224 [==========================>...] - ETA: 0s - loss: 0.0015 224/224 [==============================] - 0s 1ms/step - loss: 0.0014 -> test with GAN.predict GAN tn, fp: 560, 0 GAN fn, tp: 1, 20 GAN f1 score: 0.976 GAN cohens kappa score: 0.975 -> test with 'LR' LR tn, fp: 557, 3 LR fn, tp: 2, 19 LR f1 score: 0.884 LR cohens kappa score: 0.879 LR average precision score: 0.975 -> test with 'RF' RF tn, fp: 559, 1 RF fn, tp: 2, 19 RF f1 score: 0.927 RF cohens kappa score: 0.924 -> test with 'GB' GB tn, fp: 560, 0 GB fn, tp: 1, 20 GB f1 score: 0.976 GB cohens kappa score: 0.975 -> test with 'KNN' KNN tn, fp: 559, 1 KNN fn, tp: 0, 21 KNN f1 score: 0.977 KNN cohens kappa score: 0.976 ------ Step 5/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 46s - loss: 6.3307e-09 42/224 [====>.........................] - ETA: 0s - loss: 0.0077  84/224 [==========>...................] - ETA: 0s - loss: 0.0063 125/224 [===============>..............] - ETA: 0s - loss: 0.0063 165/224 [=====================>........] - ETA: 0s - loss: 0.0064 204/224 [==========================>...] - ETA: 0s - loss: 0.0059 224/224 [==============================] - 0s 1ms/step - loss: 0.0055 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 6.9054e-07 38/224 [====>.........................] - ETA: 0s - loss: 0.0022  74/224 [========>.....................] - ETA: 0s - loss: 0.0031 110/224 [=============>................] - ETA: 0s - loss: 0.0055 145/224 [==================>...........] - ETA: 0s - loss: 0.0043 187/224 [========================>.....] - ETA: 0s - loss: 0.0042 224/224 [==============================] - 0s 1ms/step - loss: 0.0042 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 1.1188e-05 43/224 [====>.........................] - ETA: 0s - loss: 0.0057  82/224 [=========>....................] - ETA: 0s - loss: 0.0031 123/224 [===============>..............] - ETA: 0s - loss: 0.0022 163/224 [====================>.........] - ETA: 0s - loss: 0.0038 203/224 [==========================>...] - ETA: 0s - loss: 0.0032 224/224 [==============================] - 0s 1ms/step - loss: 0.0030 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 1.0064e-07 41/224 [====>.........................] - ETA: 0s - loss: 6.2107e-04 80/224 [=========>....................] - ETA: 0s - loss: 5.2403e-04 121/224 [===============>..............] - ETA: 0s - loss: 7.6561e-04 160/224 [====================>.........] - ETA: 0s - loss: 0.0021  200/224 [=========================>....] - ETA: 0s - loss: 0.0019 224/224 [==============================] - 0s 1ms/step - loss: 0.0018 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 5.6044e-08 40/224 [====>.........................] - ETA: 0s - loss: 0.0011  81/224 [=========>....................] - ETA: 0s - loss: 0.0029 122/224 [===============>..............] - ETA: 0s - loss: 0.0021 162/224 [====================>.........] - ETA: 0s - loss: 0.0017 204/224 [==========================>...] - ETA: 0s - loss: 0.0015 224/224 [==============================] - 0s 1ms/step - loss: 0.0016 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 8.3183e-08 41/224 [====>.........................] - ETA: 0s - loss: 0.0044  81/224 [=========>....................] - ETA: 0s - loss: 0.0026 124/224 [===============>..............] - ETA: 0s - loss: 0.0019 165/224 [=====================>........] - ETA: 0s - loss: 0.0015 206/224 [==========================>...] - ETA: 0s - loss: 0.0014 224/224 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 2.6798e-05 42/224 [====>.........................] - ETA: 0s - loss: 1.0798e-04 82/224 [=========>....................] - ETA: 0s - loss: 1.3107e-04 122/224 [===============>..............] - ETA: 0s - loss: 3.1937e-04 163/224 [====================>.........] - ETA: 0s - loss: 0.0011  202/224 [==========================>...] - ETA: 0s - loss: 0.0012 224/224 [==============================] - 0s 1ms/step - loss: 0.0012 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 1.2403e-04 41/224 [====>.........................] - ETA: 0s - loss: 5.4970e-04 81/224 [=========>....................] - ETA: 0s - loss: 0.0020  121/224 [===============>..............] - ETA: 0s - loss: 0.0017 162/224 [====================>.........] - ETA: 0s - loss: 0.0016 202/224 [==========================>...] - ETA: 0s - loss: 0.0015 224/224 [==============================] - 0s 1ms/step - loss: 0.0015 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 4.6556e-09 40/224 [====>.........................] - ETA: 0s - loss: 0.0025  81/224 [=========>....................] - ETA: 0s - loss: 0.0016 122/224 [===============>..............] - ETA: 0s - loss: 0.0012 162/224 [====================>.........] - ETA: 0s - loss: 9.2917e-04 198/224 [=========================>....] - ETA: 0s - loss: 0.0010  224/224 [==============================] - 0s 1ms/step - loss: 9.6518e-04 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 1.5842e-06 38/224 [====>.........................] - ETA: 0s - loss: 9.5401e-05 78/224 [=========>....................] - ETA: 0s - loss: 1.3183e-04 116/224 [==============>...............] - ETA: 0s - loss: 3.4580e-04 156/224 [===================>..........] - ETA: 0s - loss: 4.6201e-04 195/224 [=========================>....] - ETA: 0s - loss: 9.1785e-04 224/224 [==============================] - 0s 1ms/step - loss: 8.9717e-04 -> test with GAN.predict GAN tn, fp: 559, 1 GAN fn, tp: 2, 19 GAN f1 score: 0.927 GAN cohens kappa score: 0.924 -> test with 'LR' LR tn, fp: 557, 3 LR fn, tp: 4, 17 LR f1 score: 0.829 LR cohens kappa score: 0.823 LR average precision score: 0.919 -> test with 'RF' RF tn, fp: 560, 0 RF fn, tp: 3, 18 RF f1 score: 0.923 RF cohens kappa score: 0.920 -> test with 'GB' GB tn, fp: 560, 0 GB fn, tp: 3, 18 GB f1 score: 0.923 GB cohens kappa score: 0.920 -> test with 'KNN' KNN tn, fp: 557, 3 KNN fn, tp: 2, 19 KNN f1 score: 0.884 KNN cohens kappa score: 0.879 ------ Step 5/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 46s - loss: 1.9550e-09 42/224 [====>.........................] - ETA: 0s - loss: 3.4119e-05  84/224 [==========>...................] - ETA: 0s - loss: 8.1755e-05 125/224 [===============>..............] - ETA: 0s - loss: 1.0157e-04 166/224 [=====================>........] - ETA: 0s - loss: 1.0915e-04 207/224 [==========================>...] - ETA: 0s - loss: 1.4829e-04 224/224 [==============================] - 0s 1ms/step - loss: 1.6524e-04 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 3.0332e-07 42/224 [====>.........................] - ETA: 0s - loss: 6.8735e-05 82/224 [=========>....................] - ETA: 0s - loss: 5.1186e-05 121/224 [===============>..............] - ETA: 0s - loss: 1.8072e-04 162/224 [====================>.........] - ETA: 0s - loss: 1.8272e-04 203/224 [==========================>...] - ETA: 0s - loss: 1.7075e-04 224/224 [==============================] - 0s 1ms/step - loss: 1.6235e-04 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 4.6503e-10 42/224 [====>.........................] - ETA: 0s - loss: 6.6690e-05 77/224 [=========>....................] - ETA: 0s - loss: 7.3758e-05 112/224 [==============>...............] - ETA: 0s - loss: 6.7113e-05 142/224 [==================>...........] - ETA: 0s - loss: 9.3328e-05 180/224 [=======================>......] - ETA: 0s - loss: 1.3813e-04 218/224 [============================>.] - ETA: 0s - loss: 1.1761e-04 224/224 [==============================] - 0s 1ms/step - loss: 1.1468e-04 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 2.4026e-06 41/224 [====>.........................] - ETA: 0s - loss: 0.0014  77/224 [=========>....................] - ETA: 0s - loss: 8.8374e-04 111/224 [=============>................] - ETA: 0s - loss: 6.8820e-04 145/224 [==================>...........] - ETA: 0s - loss: 5.8187e-04 180/224 [=======================>......] - ETA: 0s - loss: 4.7354e-04 217/224 [============================>.] - ETA: 0s - loss: 4.1978e-04 224/224 [==============================] - 0s 1ms/step - loss: 4.0849e-04 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 1.1067e-08 38/224 [====>.........................] - ETA: 0s - loss: 1.3064e-04 79/224 [=========>....................] - ETA: 0s - loss: 3.8145e-04 119/224 [==============>...............] - ETA: 0s - loss: 2.5888e-04 159/224 [====================>.........] - ETA: 0s - loss: 2.3229e-04 197/224 [=========================>....] - ETA: 0s - loss: 2.3677e-04 224/224 [==============================] - 0s 1ms/step - loss: 2.6189e-04 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 0.0065 42/224 [====>.........................] - ETA: 0s - loss: 1.8407e-04 82/224 [=========>....................] - ETA: 0s - loss: 1.0379e-04 122/224 [===============>..............] - ETA: 0s - loss: 8.3716e-05 161/224 [====================>.........] - ETA: 0s - loss: 7.3688e-05 200/224 [=========================>....] - ETA: 0s - loss: 1.5437e-04 224/224 [==============================] - 0s 1ms/step - loss: 5.0420e-04 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 1.0419e-06 41/224 [====>.........................] - ETA: 0s - loss: 0.0052  80/224 [=========>....................] - ETA: 0s - loss: 0.0067 121/224 [===============>..............] - ETA: 0s - loss: 0.0046 159/224 [====================>.........] - ETA: 0s - loss: 0.0035 199/224 [=========================>....] - ETA: 0s - loss: 0.0028 224/224 [==============================] - 0s 1ms/step - loss: 0.0027 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 2.4300e-08 41/224 [====>.........................] - ETA: 0s - loss: 6.8434e-05 81/224 [=========>....................] - ETA: 0s - loss: 6.1294e-04 122/224 [===============>..............] - ETA: 0s - loss: 4.1300e-04 163/224 [====================>.........] - ETA: 0s - loss: 3.1969e-04 204/224 [==========================>...] - ETA: 0s - loss: 2.7606e-04 224/224 [==============================] - 0s 1ms/step - loss: 2.7353e-04 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 4.6457e-10 43/224 [====>.........................] - ETA: 0s - loss: 4.5154e-05 83/224 [==========>...................] - ETA: 0s - loss: 6.4461e-05 123/224 [===============>..............] - ETA: 0s - loss: 5.7313e-05 163/224 [====================>.........] - ETA: 0s - loss: 5.4712e-05 204/224 [==========================>...] - ETA: 0s - loss: 5.5402e-05 224/224 [==============================] - 0s 1ms/step - loss: 6.2285e-05 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 9.4913e-07 41/224 [====>.........................] - ETA: 0s - loss: 9.0412e-05 81/224 [=========>....................] - ETA: 0s - loss: 5.6320e-05 119/224 [==============>...............] - ETA: 0s - loss: 4.6553e-05 156/224 [===================>..........] - ETA: 0s - loss: 5.6414e-05 195/224 [=========================>....] - ETA: 0s - loss: 5.3382e-05 224/224 [==============================] - 0s 1ms/step - loss: 5.8837e-05 -> test with GAN.predict GAN tn, fp: 560, 0 GAN fn, tp: 1, 20 GAN f1 score: 0.976 GAN cohens kappa score: 0.975 -> test with 'LR' LR tn, fp: 553, 7 LR fn, tp: 2, 19 LR f1 score: 0.809 LR cohens kappa score: 0.801 LR average precision score: 0.897 -> test with 'RF' RF tn, fp: 560, 0 RF fn, tp: 2, 19 RF f1 score: 0.950 RF cohens kappa score: 0.948 -> test with 'GB' GB tn, fp: 560, 0 GB fn, tp: 0, 21 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 553, 7 KNN fn, tp: 0, 21 KNN f1 score: 0.857 KNN cohens kappa score: 0.851 ------ Step 5/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 42s - loss: 1.5939e-06 38/224 [====>.........................] - ETA: 0s - loss: 0.0114  77/224 [=========>....................] - ETA: 0s - loss: 0.0059 114/224 [==============>...............] - ETA: 0s - loss: 0.0055 153/224 [===================>..........] - ETA: 0s - loss: 0.0042 194/224 [========================>.....] - ETA: 0s - loss: 0.0041 224/224 [==============================] - 0s 1ms/step - loss: 0.0056 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 9.0170e-06 34/224 [===>..........................] - ETA: 0s - loss: 0.0109  67/224 [=======>......................] - ETA: 0s - loss: 0.0056 107/224 [=============>................] - ETA: 0s - loss: 0.0062 148/224 [==================>...........] - ETA: 0s - loss: 0.0065 189/224 [========================>.....] - ETA: 0s - loss: 0.0067 224/224 [==============================] - 0s 1ms/step - loss: 0.0063 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 3.9212e-06 42/224 [====>.........................] - ETA: 0s - loss: 0.0020  81/224 [=========>....................] - ETA: 0s - loss: 0.0016 121/224 [===============>..............] - ETA: 0s - loss: 0.0021 161/224 [====================>.........] - ETA: 0s - loss: 0.0053 201/224 [=========================>....] - ETA: 0s - loss: 0.0048 224/224 [==============================] - 0s 1ms/step - loss: 0.0044 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 2.7010e-06 41/224 [====>.........................] - ETA: 0s - loss: 0.0051  82/224 [=========>....................] - ETA: 0s - loss: 0.0057 123/224 [===============>..............] - ETA: 0s - loss: 0.0060 164/224 [====================>.........] - ETA: 0s - loss: 0.0053 205/224 [==========================>...] - ETA: 0s - loss: 0.0045 224/224 [==============================] - 0s 1ms/step - loss: 0.0045 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 5.0798e-07 41/224 [====>.........................] - ETA: 0s - loss: 5.7026e-04 82/224 [=========>....................] - ETA: 0s - loss: 5.3265e-04 123/224 [===============>..............] - ETA: 0s - loss: 0.0022  163/224 [====================>.........] - ETA: 0s - loss: 0.0037 202/224 [==========================>...] - ETA: 0s - loss: 0.0037 224/224 [==============================] - 0s 1ms/step - loss: 0.0034 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 1.9841e-05 41/224 [====>.........................] - ETA: 0s - loss: 9.0901e-04 82/224 [=========>....................] - ETA: 0s - loss: 6.5111e-04 122/224 [===============>..............] - ETA: 0s - loss: 0.0012  163/224 [====================>.........] - ETA: 0s - loss: 0.0011 203/224 [==========================>...] - ETA: 0s - loss: 0.0011 224/224 [==============================] - 0s 1ms/step - loss: 0.0029 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 1.1929e-07 41/224 [====>.........................] - ETA: 0s - loss: 0.0012  82/224 [=========>....................] - ETA: 0s - loss: 0.0018 120/224 [===============>..............] - ETA: 0s - loss: 0.0018 162/224 [====================>.........] - ETA: 0s - loss: 0.0021 202/224 [==========================>...] - ETA: 0s - loss: 0.0034 224/224 [==============================] - 0s 1ms/step - loss: 0.0031 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 3.3934e-05 43/224 [====>.........................] - ETA: 0s - loss: 9.9637e-04 83/224 [==========>...................] - ETA: 0s - loss: 9.2954e-04 124/224 [===============>..............] - ETA: 0s - loss: 0.0010  165/224 [=====================>........] - ETA: 0s - loss: 0.0016 206/224 [==========================>...] - ETA: 0s - loss: 0.0015 224/224 [==============================] - 0s 1ms/step - loss: 0.0024 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 1.6581e-06 43/224 [====>.........................] - ETA: 0s - loss: 0.0018  83/224 [==========>...................] - ETA: 0s - loss: 0.0019 118/224 [==============>...............] - ETA: 0s - loss: 0.0018 149/224 [==================>...........] - ETA: 0s - loss: 0.0015 185/224 [=======================>......] - ETA: 0s - loss: 0.0025 224/224 [==============================] - 0s 1ms/step - loss: 0.0024 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 1.5179e-05 43/224 [====>.........................] - ETA: 0s - loss: 0.0023  84/224 [==========>...................] - ETA: 0s - loss: 0.0034 125/224 [===============>..............] - ETA: 0s - loss: 0.0027 166/224 [=====================>........] - ETA: 0s - loss: 0.0024 207/224 [==========================>...] - ETA: 0s - loss: 0.0020 224/224 [==============================] - 0s 1ms/step - loss: 0.0019 -> test with GAN.predict GAN tn, fp: 560, 0 GAN fn, tp: 1, 20 GAN f1 score: 0.976 GAN cohens kappa score: 0.975 -> test with 'LR' LR tn, fp: 554, 6 LR fn, tp: 2, 19 LR f1 score: 0.826 LR cohens kappa score: 0.819 LR average precision score: 0.921 -> test with 'RF' RF tn, fp: 560, 0 RF fn, tp: 1, 20 RF f1 score: 0.976 RF cohens kappa score: 0.975 -> test with 'GB' GB tn, fp: 560, 0 GB fn, tp: 1, 20 GB f1 score: 0.976 GB cohens kappa score: 0.975 -> test with 'KNN' KNN tn, fp: 555, 5 KNN fn, tp: 1, 20 KNN f1 score: 0.870 KNN cohens kappa score: 0.864 ------ Step 5/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2156 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 42s - loss: 6.3864e-04 36/224 [===>..........................] - ETA: 0s - loss: 0.0030  71/224 [========>.....................] - ETA: 0s - loss: 0.0017 103/224 [============>.................] - ETA: 0s - loss: 0.0032 141/224 [=================>............] - ETA: 0s - loss: 0.0038 178/224 [======================>.......] - ETA: 0s - loss: 0.0031 217/224 [============================>.] - ETA: 0s - loss: 0.0025 224/224 [==============================] - 1s 1ms/step - loss: 0.0025 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 5.8489e-04 35/224 [===>..........................] - ETA: 0s - loss: 7.3386e-04 75/224 [=========>....................] - ETA: 0s - loss: 0.0013  112/224 [==============>...............] - ETA: 0s - loss: 9.5705e-04 151/224 [===================>..........] - ETA: 0s - loss: 0.0011  189/224 [========================>.....] - ETA: 0s - loss: 0.0010 224/224 [==============================] - 0s 1ms/step - loss: 9.5694e-04 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 1.6825e-07 39/224 [====>.........................] - ETA: 0s - loss: 0.0020  76/224 [=========>....................] - ETA: 0s - loss: 0.0018 111/224 [=============>................] - ETA: 0s - loss: 0.0022 149/224 [==================>...........] - ETA: 0s - loss: 0.0021 186/224 [=======================>......] - ETA: 0s - loss: 0.0017 224/224 [==============================] - ETA: 0s - loss: 0.0015 224/224 [==============================] - 0s 1ms/step - loss: 0.0015 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 6.7752e-06 39/224 [====>.........................] - ETA: 0s - loss: 0.0013  77/224 [=========>....................] - ETA: 0s - loss: 0.0013 116/224 [==============>...............] - ETA: 0s - loss: 0.0014 155/224 [===================>..........] - ETA: 0s - loss: 0.0012 195/224 [=========================>....] - ETA: 0s - loss: 0.0011 224/224 [==============================] - 0s 1ms/step - loss: 9.8401e-04 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 3.1605e-08 30/224 [===>..........................] - ETA: 0s - loss: 2.4896e-05 66/224 [=======>......................] - ETA: 0s - loss: 0.0021  103/224 [============>.................] - ETA: 0s - loss: 0.0023 141/224 [=================>............] - ETA: 0s - loss: 0.0018 178/224 [======================>.......] - ETA: 0s - loss: 0.0016 217/224 [============================>.] - ETA: 0s - loss: 0.0014 224/224 [==============================] - 0s 1ms/step - loss: 0.0014 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 3.5853e-05 43/224 [====>.........................] - ETA: 0s - loss: 3.7272e-05 82/224 [=========>....................] - ETA: 0s - loss: 2.7721e-04 119/224 [==============>...............] - ETA: 0s - loss: 3.3200e-04 156/224 [===================>..........] - ETA: 0s - loss: 6.2237e-04 193/224 [========================>.....] - ETA: 0s - loss: 6.3757e-04 222/224 [============================>.] - ETA: 0s - loss: 7.0757e-04 224/224 [==============================] - 0s 1ms/step - loss: 7.0126e-04 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 1.2277e-04 37/224 [===>..........................] - ETA: 0s - loss: 0.0010  73/224 [========>.....................] - ETA: 0s - loss: 8.1713e-04 110/224 [=============>................] - ETA: 0s - loss: 7.5070e-04 148/224 [==================>...........] - ETA: 0s - loss: 8.7219e-04 186/224 [=======================>......] - ETA: 0s - loss: 7.1789e-04 224/224 [==============================] - ETA: 0s - loss: 7.3953e-04 224/224 [==============================] - 0s 1ms/step - loss: 7.3953e-04 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 0.0041 36/224 [===>..........................] - ETA: 0s - loss: 4.6286e-04 71/224 [========>.....................] - ETA: 0s - loss: 5.8778e-04 108/224 [=============>................] - ETA: 0s - loss: 6.3681e-04 143/224 [==================>...........] - ETA: 0s - loss: 6.0445e-04 179/224 [======================>.......] - ETA: 0s - loss: 5.7974e-04 215/224 [===========================>..] - ETA: 0s - loss: 6.3819e-04 224/224 [==============================] - 0s 1ms/step - loss: 6.2484e-04 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 7.5457e-08 37/224 [===>..........................] - ETA: 0s - loss: 1.2528e-04 74/224 [========>.....................] - ETA: 0s - loss: 4.8521e-04 114/224 [==============>...............] - ETA: 0s - loss: 3.4067e-04 153/224 [===================>..........] - ETA: 0s - loss: 4.5458e-04 195/224 [=========================>....] - ETA: 0s - loss: 4.4194e-04 224/224 [==============================] - 0s 1ms/step - loss: 5.0537e-04 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 4.5320e-08 37/224 [===>..........................] - ETA: 0s - loss: 1.6039e-04 75/224 [=========>....................] - ETA: 0s - loss: 5.3460e-04 115/224 [==============>...............] - ETA: 0s - loss: 3.5542e-04 157/224 [====================>.........] - ETA: 0s - loss: 4.0744e-04 195/224 [=========================>....] - ETA: 0s - loss: 3.7406e-04 224/224 [==============================] - 0s 1ms/step - loss: 5.0845e-04 -> test with GAN.predict GAN tn, fp: 556, 0 GAN fn, tp: 1, 20 GAN f1 score: 0.976 GAN cohens kappa score: 0.975 -> test with 'LR' LR tn, fp: 549, 7 LR fn, tp: 1, 20 LR f1 score: 0.833 LR cohens kappa score: 0.826 LR average precision score: 0.934 -> test with 'RF' RF tn, fp: 556, 0 RF fn, tp: 1, 20 RF f1 score: 0.976 RF cohens kappa score: 0.975 -> test with 'GB' GB tn, fp: 556, 0 GB fn, tp: 0, 21 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 552, 4 KNN fn, tp: 1, 20 KNN f1 score: 0.889 KNN cohens kappa score: 0.884 ### Exercise is done. -----[ LR ]----- maximum: LR tn, fp: 560, 13 LR fn, tp: 7, 21 LR f1 score: 0.950 LR cohens kappa score: 0.948 LR average precision score: 0.983 average: LR tn, fp: 553.76, 5.44 LR fn, tp: 2.08, 18.92 LR f1 score: 0.836 LR cohens kappa score: 0.830 LR average precision score: 0.930 minimum: LR tn, fp: 547, 0 LR fn, tp: 0, 14 LR f1 score: 0.700 LR cohens kappa score: 0.689 LR average precision score: 0.785 -----[ RF ]----- maximum: RF tn, fp: 560, 5 RF fn, tp: 5, 21 RF f1 score: 0.976 RF cohens kappa score: 0.975 average: RF tn, fp: 558.76, 0.44 RF fn, tp: 1.76, 19.24 RF f1 score: 0.946 RF cohens kappa score: 0.944 minimum: RF tn, fp: 555, 0 RF fn, tp: 0, 16 RF f1 score: 0.865 RF cohens kappa score: 0.861 -----[ GB ]----- maximum: GB tn, fp: 560, 5 GB fn, tp: 3, 21 GB f1 score: 1.000 GB cohens kappa score: 1.000 average: GB tn, fp: 558.84, 0.36 GB fn, tp: 0.8, 20.2 GB f1 score: 0.972 GB cohens kappa score: 0.971 minimum: GB tn, fp: 555, 0 GB fn, tp: 0, 18 GB f1 score: 0.894 GB cohens kappa score: 0.889 -----[ KNN ]----- maximum: KNN tn, fp: 560, 7 KNN fn, tp: 4, 21 KNN f1 score: 0.977 KNN cohens kappa score: 0.976 average: KNN tn, fp: 555.76, 3.44 KNN fn, tp: 1.2, 19.8 KNN f1 score: 0.897 KNN cohens kappa score: 0.892 minimum: KNN tn, fp: 551, 0 KNN fn, tp: 0, 17 KNN f1 score: 0.783 KNN cohens kappa score: 0.774 -----[ GAN ]----- maximum: GAN tn, fp: 560, 4 GAN fn, tp: 6, 21 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 average: GAN tn, fp: 558.64, 0.56 GAN fn, tp: 1.44, 19.56 GAN f1 score: 0.951 GAN cohens kappa score: 0.949 minimum: GAN tn, fp: 552, 0 GAN fn, tp: 0, 15 GAN f1 score: 0.833 GAN cohens kappa score: 0.828