/////////////////////////////////////////// // Running convGAN-majority-full on folding_hypothyroid /////////////////////////////////////////// Load 'data_input/folding_hypothyroid' from pickle file non empty cut in data_input/folding_hypothyroid! (1 points) Data loaded. -> Shuffling data ### Start exercise for synthetic point generator ====== Step 1/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 1/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 39s - loss: 4.2982e-04 41/241 [====>.........................] - ETA: 0s - loss: 0.0047  80/241 [========>.....................] - ETA: 0s - loss: 0.0033 118/241 [=============>................] - ETA: 0s - loss: 0.0050 156/241 [==================>...........] - ETA: 0s - loss: 0.0055 196/241 [=======================>......] - ETA: 0s - loss: 0.0057 233/241 [============================>.] - ETA: 0s - loss: 0.0053 241/241 [==============================] - 0s 1ms/step - loss: 0.0051 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 1.0397e-04 41/241 [====>.........................] - ETA: 0s - loss: 0.0026  80/241 [========>.....................] - ETA: 0s - loss: 0.0028 119/241 [=============>................] - ETA: 0s - loss: 0.0044 156/241 [==================>...........] - ETA: 0s - loss: 0.0040 192/241 [======================>.......] - ETA: 0s - loss: 0.0044 229/241 [===========================>..] - ETA: 0s - loss: 0.0067 241/241 [==============================] - 0s 1ms/step - loss: 0.0077 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0013 38/241 [===>..........................] - ETA: 0s - loss: 0.0100 76/241 [========>.....................] - ETA: 0s - loss: 0.0089 115/241 [=============>................] - ETA: 0s - loss: 0.0090 154/241 [==================>...........] - ETA: 0s - loss: 0.0074 190/241 [======================>.......] - ETA: 0s - loss: 0.0071 230/241 [===========================>..] - ETA: 0s - loss: 0.0081 241/241 [==============================] - 0s 1ms/step - loss: 0.0080 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 3.0085e-04 40/241 [===>..........................] - ETA: 0s - loss: 0.0050  79/241 [========>.....................] - ETA: 0s - loss: 0.0047 117/241 [=============>................] - ETA: 0s - loss: 0.0056 157/241 [==================>...........] - ETA: 0s - loss: 0.0047 195/241 [=======================>......] - ETA: 0s - loss: 0.0055 233/241 [============================>.] - ETA: 0s - loss: 0.0049 241/241 [==============================] - 0s 1ms/step - loss: 0.0048 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 2.0915e-04 38/241 [===>..........................] - ETA: 0s - loss: 0.0032  76/241 [========>.....................] - ETA: 0s - loss: 0.0029 114/241 [=============>................] - ETA: 0s - loss: 0.0042 153/241 [==================>...........] - ETA: 0s - loss: 0.0040 192/241 [======================>.......] - ETA: 0s - loss: 0.0037 232/241 [===========================>..] - ETA: 0s - loss: 0.0079 241/241 [==============================] - 0s 1ms/step - loss: 0.0078 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 6.3741e-06 41/241 [====>.........................] - ETA: 0s - loss: 0.0074  77/241 [========>.....................] - ETA: 0s - loss: 0.0066 115/241 [=============>................] - ETA: 0s - loss: 0.0055 155/241 [==================>...........] - ETA: 0s - loss: 0.0068 195/241 [=======================>......] - ETA: 0s - loss: 0.0067 229/241 [===========================>..] - ETA: 0s - loss: 0.0062 241/241 [==============================] - 0s 1ms/step - loss: 0.0064 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 1.9336e-04 31/241 [==>...........................] - ETA: 0s - loss: 0.0168  63/241 [======>.......................] - ETA: 0s - loss: 0.0118 104/241 [===========>..................] - ETA: 0s - loss: 0.0079 141/241 [================>.............] - ETA: 0s - loss: 0.0066 178/241 [=====================>........] - ETA: 0s - loss: 0.0060 216/241 [=========================>....] - ETA: 0s - loss: 0.0063 241/241 [==============================] - 0s 1ms/step - loss: 0.0065 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 2.6671e-04 38/241 [===>..........................] - ETA: 0s - loss: 0.0011  75/241 [========>.....................] - ETA: 0s - loss: 0.0045 115/241 [=============>................] - ETA: 0s - loss: 0.0055 154/241 [==================>...........] - ETA: 0s - loss: 0.0047 194/241 [=======================>......] - ETA: 0s - loss: 0.0051 233/241 [============================>.] - ETA: 0s - loss: 0.0060 241/241 [==============================] - 0s 1ms/step - loss: 0.0059 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 9.2568e-05 40/241 [===>..........................] - ETA: 0s - loss: 0.0060  77/241 [========>.....................] - ETA: 0s - loss: 0.0039 114/241 [=============>................] - ETA: 0s - loss: 0.0040 153/241 [==================>...........] - ETA: 0s - loss: 0.0034 192/241 [======================>.......] - ETA: 0s - loss: 0.0045 230/241 [===========================>..] - ETA: 0s - loss: 0.0054 241/241 [==============================] - 0s 1ms/step - loss: 0.0057 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 5.4561e-05 41/241 [====>.........................] - ETA: 0s - loss: 0.0037  80/241 [========>.....................] - ETA: 0s - loss: 0.0091 118/241 [=============>................] - ETA: 0s - loss: 0.0080 157/241 [==================>...........] - ETA: 0s - loss: 0.0076 195/241 [=======================>......] - ETA: 0s - loss: 0.0064 234/241 [============================>.] - ETA: 0s - loss: 0.0056 241/241 [==============================] - 0s 1ms/step - loss: 0.0059 -> test with GAN.predict GAN tn, fp: 595, 8 GAN fn, tp: 9, 22 GAN f1 score: 0.721 GAN cohens kappa score: 0.707 -> test with 'LR' LR tn, fp: 533, 70 LR fn, tp: 5, 26 LR f1 score: 0.409 LR cohens kappa score: 0.362 LR average precision score: 0.443 -> test with 'RF' RF tn, fp: 598, 5 RF fn, tp: 6, 25 RF f1 score: 0.820 RF cohens kappa score: 0.811 -> test with 'GB' GB tn, fp: 595, 8 GB fn, tp: 5, 26 GB f1 score: 0.800 GB cohens kappa score: 0.789 -> test with 'KNN' KNN tn, fp: 582, 21 KNN fn, tp: 6, 25 KNN f1 score: 0.649 KNN cohens kappa score: 0.628 ------ Step 1/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 38s - loss: 1.2537e-04 35/241 [===>..........................] - ETA: 0s - loss: 0.0119  74/241 [========>.....................] - ETA: 0s - loss: 0.0075 110/241 [============>.................] - ETA: 0s - loss: 0.0064 146/241 [=================>............] - ETA: 0s - loss: 0.0077 180/241 [=====================>........] - ETA: 0s - loss: 0.0111 214/241 [=========================>....] - ETA: 0s - loss: 0.0127 241/241 [==============================] - 1s 1ms/step - loss: 0.0121 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 5.5394e-05 38/241 [===>..........................] - ETA: 0s - loss: 0.0133  78/241 [========>.....................] - ETA: 0s - loss: 0.0086 117/241 [=============>................] - ETA: 0s - loss: 0.0077 154/241 [==================>...........] - ETA: 0s - loss: 0.0076 193/241 [=======================>......] - ETA: 0s - loss: 0.0072 233/241 [============================>.] - ETA: 0s - loss: 0.0068 241/241 [==============================] - 0s 1ms/step - loss: 0.0070 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0056 39/241 [===>..........................] - ETA: 0s - loss: 0.0070 73/241 [========>.....................] - ETA: 0s - loss: 0.0067 106/241 [============>.................] - ETA: 0s - loss: 0.0055 141/241 [================>.............] - ETA: 0s - loss: 0.0061 175/241 [====================>.........] - ETA: 0s - loss: 0.0056 212/241 [=========================>....] - ETA: 0s - loss: 0.0060 241/241 [==============================] - 0s 1ms/step - loss: 0.0059 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 8.3413e-04 40/241 [===>..........................] - ETA: 0s - loss: 0.0038  79/241 [========>.....................] - ETA: 0s - loss: 0.0046 118/241 [=============>................] - ETA: 0s - loss: 0.0043 157/241 [==================>...........] - ETA: 0s - loss: 0.0042 197/241 [=======================>......] - ETA: 0s - loss: 0.0051 236/241 [============================>.] - ETA: 0s - loss: 0.0047 241/241 [==============================] - 0s 1ms/step - loss: 0.0052 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 4.8096e-04 40/241 [===>..........................] - ETA: 0s - loss: 0.0051  78/241 [========>.....................] - ETA: 0s - loss: 0.0039 118/241 [=============>................] - ETA: 0s - loss: 0.0032 157/241 [==================>...........] - ETA: 0s - loss: 0.0039 195/241 [=======================>......] - ETA: 0s - loss: 0.0034 234/241 [============================>.] - ETA: 0s - loss: 0.0035 241/241 [==============================] - 0s 1ms/step - loss: 0.0035 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 2.6989e-04 37/241 [===>..........................] - ETA: 0s - loss: 0.0022  75/241 [========>.....................] - ETA: 0s - loss: 0.0026 112/241 [============>.................] - ETA: 0s - loss: 0.0036 150/241 [=================>............] - ETA: 0s - loss: 0.0032 189/241 [======================>.......] - ETA: 0s - loss: 0.0032 227/241 [===========================>..] - ETA: 0s - loss: 0.0029 241/241 [==============================] - 0s 1ms/step - loss: 0.0031 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 1.5875e-04 37/241 [===>..........................] - ETA: 0s - loss: 0.0026  76/241 [========>.....................] - ETA: 0s - loss: 0.0028 116/241 [=============>................] - ETA: 0s - loss: 0.0067 155/241 [==================>...........] - ETA: 0s - loss: 0.0092 191/241 [======================>.......] - ETA: 0s - loss: 0.0128 230/241 [===========================>..] - ETA: 0s - loss: 0.0115 241/241 [==============================] - 0s 1ms/step - loss: 0.0112 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 6.1578e-05 41/241 [====>.........................] - ETA: 0s - loss: 0.0133  74/241 [========>.....................] - ETA: 0s - loss: 0.0201 109/241 [============>.................] - ETA: 0s - loss: 0.0209 144/241 [================>.............] - ETA: 0s - loss: 0.0168 183/241 [=====================>........] - ETA: 0s - loss: 0.0161 219/241 [==========================>...] - ETA: 0s - loss: 0.0143 241/241 [==============================] - 0s 1ms/step - loss: 0.0131 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 8.7841e-04 41/241 [====>.........................] - ETA: 0s - loss: 0.0083  80/241 [========>.....................] - ETA: 0s - loss: 0.0081 120/241 [=============>................] - ETA: 0s - loss: 0.0072 156/241 [==================>...........] - ETA: 0s - loss: 0.0062 196/241 [=======================>......] - ETA: 0s - loss: 0.0056 235/241 [============================>.] - ETA: 0s - loss: 0.0054 241/241 [==============================] - 0s 1ms/step - loss: 0.0053 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0012 40/241 [===>..........................] - ETA: 0s - loss: 0.0022 79/241 [========>.....................] - ETA: 0s - loss: 0.0024 116/241 [=============>................] - ETA: 0s - loss: 0.0029 153/241 [==================>...........] - ETA: 0s - loss: 0.0036 189/241 [======================>.......] - ETA: 0s - loss: 0.0034 226/241 [===========================>..] - ETA: 0s - loss: 0.0048 241/241 [==============================] - 0s 1ms/step - loss: 0.0046 -> test with GAN.predict GAN tn, fp: 591, 12 GAN fn, tp: 9, 22 GAN f1 score: 0.677 GAN cohens kappa score: 0.660 -> test with 'LR' LR tn, fp: 514, 89 LR fn, tp: 3, 28 LR f1 score: 0.378 LR cohens kappa score: 0.326 LR average precision score: 0.456 -> test with 'RF' RF tn, fp: 594, 9 RF fn, tp: 4, 27 RF f1 score: 0.806 RF cohens kappa score: 0.795 -> test with 'GB' GB tn, fp: 592, 11 GB fn, tp: 4, 27 GB f1 score: 0.783 GB cohens kappa score: 0.770 -> test with 'KNN' KNN tn, fp: 571, 32 KNN fn, tp: 6, 25 KNN f1 score: 0.568 KNN cohens kappa score: 0.539 ------ Step 1/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 48s - loss: 0.0409 41/241 [====>.........................] - ETA: 0s - loss: 0.0116  78/241 [========>.....................] - ETA: 0s - loss: 0.0103 113/241 [=============>................] - ETA: 0s - loss: 0.0084 153/241 [==================>...........] - ETA: 0s - loss: 0.0135 191/241 [======================>.......] - ETA: 0s - loss: 0.0137 228/241 [===========================>..] - ETA: 0s - loss: 0.0147 241/241 [==============================] - 1s 1ms/step - loss: 0.0142 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.0028 39/241 [===>..........................] - ETA: 0s - loss: 0.0099 79/241 [========>.....................] - ETA: 0s - loss: 0.0136 118/241 [=============>................] - ETA: 0s - loss: 0.0117 156/241 [==================>...........] - ETA: 0s - loss: 0.0109 193/241 [=======================>......] - ETA: 0s - loss: 0.0105 229/241 [===========================>..] - ETA: 0s - loss: 0.0099 241/241 [==============================] - 0s 1ms/step - loss: 0.0098 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0013 32/241 [==>...........................] - ETA: 0s - loss: 0.0027 63/241 [======>.......................] - ETA: 0s - loss: 0.0028 97/241 [===========>..................] - ETA: 0s - loss: 0.0024 136/241 [===============>..............] - ETA: 0s - loss: 0.0030 175/241 [====================>.........] - ETA: 0s - loss: 0.0044 213/241 [=========================>....] - ETA: 0s - loss: 0.0053 241/241 [==============================] - 0s 1ms/step - loss: 0.0068 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 3.6515e-05 39/241 [===>..........................] - ETA: 0s - loss: 0.0118  75/241 [========>.....................] - ETA: 0s - loss: 0.0127 115/241 [=============>................] - ETA: 0s - loss: 0.0136 153/241 [==================>...........] - ETA: 0s - loss: 0.0143 192/241 [======================>.......] - ETA: 0s - loss: 0.0146 231/241 [===========================>..] - ETA: 0s - loss: 0.0131 241/241 [==============================] - 0s 1ms/step - loss: 0.0126 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 2.7308e-05 40/241 [===>..........................] - ETA: 0s - loss: 0.0174  78/241 [========>.....................] - ETA: 0s - loss: 0.0167 115/241 [=============>................] - ETA: 0s - loss: 0.0221 148/241 [=================>............] - ETA: 0s - loss: 0.0198 184/241 [=====================>........] - ETA: 0s - loss: 0.0170 219/241 [==========================>...] - ETA: 0s - loss: 0.0159 241/241 [==============================] - 0s 1ms/step - loss: 0.0154 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0239 40/241 [===>..........................] - ETA: 0s - loss: 0.0112 79/241 [========>.....................] - ETA: 0s - loss: 0.0086 117/241 [=============>................] - ETA: 0s - loss: 0.0094 156/241 [==================>...........] - ETA: 0s - loss: 0.0077 190/241 [======================>.......] - ETA: 0s - loss: 0.0072 228/241 [===========================>..] - ETA: 0s - loss: 0.0079 241/241 [==============================] - 0s 1ms/step - loss: 0.0076 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 1.9669e-04 39/241 [===>..........................] - ETA: 0s - loss: 0.0144  77/241 [========>.....................] - ETA: 0s - loss: 0.0102 112/241 [============>.................] - ETA: 0s - loss: 0.0100 149/241 [=================>............] - ETA: 0s - loss: 0.0093 185/241 [======================>.......] - ETA: 0s - loss: 0.0098 224/241 [==========================>...] - ETA: 0s - loss: 0.0096 241/241 [==============================] - 0s 1ms/step - loss: 0.0093 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 2.7943e-05 41/241 [====>.........................] - ETA: 0s - loss: 0.0105  78/241 [========>.....................] - ETA: 0s - loss: 0.0110 109/241 [============>.................] - ETA: 0s - loss: 0.0094 147/241 [=================>............] - ETA: 0s - loss: 0.0075 182/241 [=====================>........] - ETA: 0s - loss: 0.0064 218/241 [==========================>...] - ETA: 0s - loss: 0.0081 241/241 [==============================] - 0s 1ms/step - loss: 0.0085 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0723 39/241 [===>..........................] - ETA: 0s - loss: 0.0136 79/241 [========>.....................] - ETA: 0s - loss: 0.0099 114/241 [=============>................] - ETA: 0s - loss: 0.0092 143/241 [================>.............] - ETA: 0s - loss: 0.0076 174/241 [====================>.........] - ETA: 0s - loss: 0.0069 207/241 [========================>.....] - ETA: 0s - loss: 0.0086 241/241 [==============================] - 0s 1ms/step - loss: 0.0089 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 1.4794e-05 39/241 [===>..........................] - ETA: 0s - loss: 0.0106  78/241 [========>.....................] - ETA: 0s - loss: 0.0095 115/241 [=============>................] - ETA: 0s - loss: 0.0092 154/241 [==================>...........] - ETA: 0s - loss: 0.0092 194/241 [=======================>......] - ETA: 0s - loss: 0.0093 232/241 [===========================>..] - ETA: 0s - loss: 0.0092 241/241 [==============================] - 0s 1ms/step - loss: 0.0090 -> test with GAN.predict GAN tn, fp: 595, 8 GAN fn, tp: 11, 20 GAN f1 score: 0.678 GAN cohens kappa score: 0.662 -> test with 'LR' LR tn, fp: 516, 87 LR fn, tp: 7, 24 LR f1 score: 0.338 LR cohens kappa score: 0.283 LR average precision score: 0.331 -> test with 'RF' RF tn, fp: 599, 4 RF fn, tp: 6, 25 RF f1 score: 0.833 RF cohens kappa score: 0.825 -> test with 'GB' GB tn, fp: 590, 13 GB fn, tp: 2, 29 GB f1 score: 0.795 GB cohens kappa score: 0.782 -> test with 'KNN' KNN tn, fp: 580, 23 KNN fn, tp: 6, 25 KNN f1 score: 0.633 KNN cohens kappa score: 0.610 ------ Step 1/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 39s - loss: 3.4072e-04 34/241 [===>..........................] - ETA: 0s - loss: 0.0045  66/241 [=======>......................] - ETA: 0s - loss: 0.0058 103/241 [===========>..................] - ETA: 0s - loss: 0.0049 141/241 [================>.............] - ETA: 0s - loss: 0.0040 179/241 [=====================>........] - ETA: 0s - loss: 0.0039 218/241 [==========================>...] - ETA: 0s - loss: 0.0038 241/241 [==============================] - 1s 1ms/step - loss: 0.0042 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 1.4938e-04 41/241 [====>.........................] - ETA: 0s - loss: 0.0088  81/241 [=========>....................] - ETA: 0s - loss: 0.0063 120/241 [=============>................] - ETA: 0s - loss: 0.0058 160/241 [==================>...........] - ETA: 0s - loss: 0.0078 199/241 [=======================>......] - ETA: 0s - loss: 0.0080 238/241 [============================>.] - ETA: 0s - loss: 0.0078 241/241 [==============================] - 0s 1ms/step - loss: 0.0079 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 8.2057e-04 39/241 [===>..........................] - ETA: 0s - loss: 0.0110  76/241 [========>.....................] - ETA: 0s - loss: 0.0072 116/241 [=============>................] - ETA: 0s - loss: 0.0058 154/241 [==================>...........] - ETA: 0s - loss: 0.0046 193/241 [=======================>......] - ETA: 0s - loss: 0.0040 231/241 [===========================>..] - ETA: 0s - loss: 0.0043 241/241 [==============================] - 0s 1ms/step - loss: 0.0043 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 2.4716e-04 40/241 [===>..........................] - ETA: 0s - loss: 0.0075  80/241 [========>.....................] - ETA: 0s - loss: 0.0053 119/241 [=============>................] - ETA: 0s - loss: 0.0048 157/241 [==================>...........] - ETA: 0s - loss: 0.0041 189/241 [======================>.......] - ETA: 0s - loss: 0.0036 227/241 [===========================>..] - ETA: 0s - loss: 0.0033 241/241 [==============================] - 0s 1ms/step - loss: 0.0037 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 2.3250e-05 40/241 [===>..........................] - ETA: 0s - loss: 0.0054  80/241 [========>.....................] - ETA: 0s - loss: 0.0080 120/241 [=============>................] - ETA: 0s - loss: 0.0099 159/241 [==================>...........] - ETA: 0s - loss: 0.0098 197/241 [=======================>......] - ETA: 0s - loss: 0.0091 236/241 [============================>.] - ETA: 0s - loss: 0.0088 241/241 [==============================] - 0s 1ms/step - loss: 0.0087 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 9.8257e-04 38/241 [===>..........................] - ETA: 0s - loss: 0.0094  78/241 [========>.....................] - ETA: 0s - loss: 0.0071 116/241 [=============>................] - ETA: 0s - loss: 0.0053 155/241 [==================>...........] - ETA: 0s - loss: 0.0054 194/241 [=======================>......] - ETA: 0s - loss: 0.0048 231/241 [===========================>..] - ETA: 0s - loss: 0.0045 241/241 [==============================] - 0s 1ms/step - loss: 0.0044 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0012 41/241 [====>.........................] - ETA: 0s - loss: 0.0020 76/241 [========>.....................] - ETA: 0s - loss: 0.0036 116/241 [=============>................] - ETA: 0s - loss: 0.0043 150/241 [=================>............] - ETA: 0s - loss: 0.0038 182/241 [=====================>........] - ETA: 0s - loss: 0.0038 216/241 [=========================>....] - ETA: 0s - loss: 0.0035 241/241 [==============================] - 0s 1ms/step - loss: 0.0032 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 7.1901e-05 40/241 [===>..........................] - ETA: 0s - loss: 0.0047  79/241 [========>.....................] - ETA: 0s - loss: 0.0053 119/241 [=============>................] - ETA: 0s - loss: 0.0063 159/241 [==================>...........] - ETA: 0s - loss: 0.0059 198/241 [=======================>......] - ETA: 0s - loss: 0.0057 236/241 [============================>.] - ETA: 0s - loss: 0.0059 241/241 [==============================] - 0s 1ms/step - loss: 0.0058 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 4.9113e-04 40/241 [===>..........................] - ETA: 0s - loss: 0.0016  79/241 [========>.....................] - ETA: 0s - loss: 0.0025 119/241 [=============>................] - ETA: 0s - loss: 0.0026 157/241 [==================>...........] - ETA: 0s - loss: 0.0034 196/241 [=======================>......] - ETA: 0s - loss: 0.0043 235/241 [============================>.] - ETA: 0s - loss: 0.0045 241/241 [==============================] - 0s 1ms/step - loss: 0.0060 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0015 41/241 [====>.........................] - ETA: 0s - loss: 0.0050 80/241 [========>.....................] - ETA: 0s - loss: 0.0074 118/241 [=============>................] - ETA: 0s - loss: 0.0054 157/241 [==================>...........] - ETA: 0s - loss: 0.0044 195/241 [=======================>......] - ETA: 0s - loss: 0.0061 233/241 [============================>.] - ETA: 0s - loss: 0.0112 241/241 [==============================] - 0s 1ms/step - loss: 0.0112 -> test with GAN.predict GAN tn, fp: 597, 6 GAN fn, tp: 9, 22 GAN f1 score: 0.746 GAN cohens kappa score: 0.733 -> test with 'LR' LR tn, fp: 508, 95 LR fn, tp: 4, 27 LR f1 score: 0.353 LR cohens kappa score: 0.298 LR average precision score: 0.398 -> test with 'RF' RF tn, fp: 600, 3 RF fn, tp: 12, 19 RF f1 score: 0.717 RF cohens kappa score: 0.705 -> test with 'GB' GB tn, fp: 596, 7 GB fn, tp: 7, 24 GB f1 score: 0.774 GB cohens kappa score: 0.763 -> test with 'KNN' KNN tn, fp: 578, 25 KNN fn, tp: 11, 20 KNN f1 score: 0.526 KNN cohens kappa score: 0.497 ------ Step 1/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2288 synthetic samples -> retrain GAN for predict Epoch 1/10 1/242 [..............................] - ETA: 1:51 - loss: 0.1364 10/242 [>.............................] - ETA: 1s - loss: 0.0178  22/242 [=>............................] - ETA: 1s - loss: 0.0083 36/242 [===>..........................] - ETA: 0s - loss: 0.0108 46/242 [====>.........................] - ETA: 0s - loss: 0.0086 58/242 [======>.......................] - ETA: 0s - loss: 0.0086 70/242 [=======>......................] - ETA: 0s - loss: 0.0096 83/242 [=========>....................] - ETA: 0s - loss: 0.0083 98/242 [===========>..................] - ETA: 0s - loss: 0.0106 113/242 [=============>................] - ETA: 0s - loss: 0.0095 126/242 [==============>...............] - ETA: 0s - loss: 0.0087 141/242 [================>.............] - ETA: 0s - loss: 0.0088 157/242 [==================>...........] - ETA: 0s - loss: 0.0085 175/242 [====================>.........] - ETA: 0s - loss: 0.0077 196/242 [=======================>......] - ETA: 0s - loss: 0.0071 218/242 [==========================>...] - ETA: 0s - loss: 0.0071 235/242 [============================>.] - ETA: 0s - loss: 0.0072 242/242 [==============================] - 1s 4ms/step - loss: 0.0071 Epoch 2/10 1/242 [..............................] - ETA: 0s - loss: 0.0017 21/242 [=>............................] - ETA: 0s - loss: 9.1124e-04 35/242 [===>..........................] - ETA: 0s - loss: 0.0069  50/242 [=====>........................] - ETA: 0s - loss: 0.0061 66/242 [=======>......................] - ETA: 0s - loss: 0.0064 85/242 [=========>....................] - ETA: 0s - loss: 0.0056 105/242 [============>.................] - ETA: 0s - loss: 0.0065 125/242 [==============>...............] - ETA: 0s - loss: 0.0063 153/242 [=================>............] - ETA: 0s - loss: 0.0057 166/242 [===================>..........] - ETA: 0s - loss: 0.0055 181/242 [=====================>........] - ETA: 0s - loss: 0.0050 190/242 [======================>.......] - ETA: 0s - loss: 0.0049 201/242 [=======================>......] - ETA: 0s - loss: 0.0047 222/242 [==========================>...] - ETA: 0s - loss: 0.0044 240/242 [============================>.] - ETA: 0s - loss: 0.0071 242/242 [==============================] - 1s 3ms/step - loss: 0.0071 Epoch 3/10 1/242 [..............................] - ETA: 0s - loss: 0.0047 21/242 [=>............................] - ETA: 0s - loss: 0.0120 40/242 [===>..........................] - ETA: 0s - loss: 0.0112 55/242 [=====>........................] - ETA: 0s - loss: 0.0094 74/242 [========>.....................] - ETA: 0s - loss: 0.0071 97/242 [===========>..................] - ETA: 0s - loss: 0.0060 117/242 [=============>................] - ETA: 0s - loss: 0.0066 140/242 [================>.............] - ETA: 0s - loss: 0.0058 163/242 [===================>..........] - ETA: 0s - loss: 0.0054 188/242 [======================>.......] - ETA: 0s - loss: 0.0060 211/242 [=========================>....] - ETA: 0s - loss: 0.0060 233/242 [===========================>..] - ETA: 0s - loss: 0.0082 242/242 [==============================] - 1s 3ms/step - loss: 0.0080 Epoch 4/10 1/242 [..............................] - ETA: 0s - loss: 9.0164e-04 19/242 [=>............................] - ETA: 0s - loss: 0.0197  37/242 [===>..........................] - ETA: 0s - loss: 0.0123 59/242 [======>.......................] - ETA: 0s - loss: 0.0117 82/242 [=========>....................] - ETA: 0s - loss: 0.0105 106/242 [============>.................] - ETA: 0s - loss: 0.0113 128/242 [==============>...............] - ETA: 0s - loss: 0.0112 145/242 [================>.............] - ETA: 0s - loss: 0.0105 169/242 [===================>..........] - ETA: 0s - loss: 0.0094 192/242 [======================>.......] - ETA: 0s - loss: 0.0084 209/242 [========================>.....] - ETA: 0s - loss: 0.0079 231/242 [===========================>..] - ETA: 0s - loss: 0.0074 242/242 [==============================] - 1s 2ms/step - loss: 0.0075 Epoch 5/10 1/242 [..............................] - ETA: 0s - loss: 2.3880e-04 21/242 [=>............................] - ETA: 0s - loss: 0.0017  32/242 [==>...........................] - ETA: 0s - loss: 0.0015 38/242 [===>..........................] - ETA: 0s - loss: 0.0018 49/242 [=====>........................] - ETA: 0s - loss: 0.0016 63/242 [======>.......................] - ETA: 0s - loss: 0.0022 74/242 [========>.....................] - ETA: 0s - loss: 0.0019 83/242 [=========>....................] - ETA: 0s - loss: 0.0025 93/242 [==========>...................] - ETA: 0s - loss: 0.0029 109/242 [============>.................] - ETA: 0s - loss: 0.0028 123/242 [==============>...............] - ETA: 0s - loss: 0.0028 139/242 [================>.............] - ETA: 0s - loss: 0.0025 155/242 [==================>...........] - ETA: 0s - loss: 0.0030 171/242 [====================>.........] - ETA: 0s - loss: 0.0028 184/242 [=====================>........] - ETA: 0s - loss: 0.0027 193/242 [======================>.......] - ETA: 0s - loss: 0.0026 209/242 [========================>.....] - ETA: 0s - loss: 0.0027 225/242 [==========================>...] - ETA: 0s - loss: 0.0026 240/242 [============================>.] - ETA: 0s - loss: 0.0031 242/242 [==============================] - 1s 4ms/step - loss: 0.0031 Epoch 6/10 1/242 [..............................] - ETA: 1s - loss: 1.5521e-04 15/242 [>.............................] - ETA: 0s - loss: 0.0015  29/242 [==>...........................] - ETA: 0s - loss: 0.0011 39/242 [===>..........................] - ETA: 0s - loss: 0.0010 54/242 [=====>........................] - ETA: 0s - loss: 9.3718e-04 69/242 [=======>......................] - ETA: 0s - loss: 0.0021  83/242 [=========>....................] - ETA: 0s - loss: 0.0018 97/242 [===========>..................] - ETA: 0s - loss: 0.0017 112/242 [============>.................] - ETA: 0s - loss: 0.0022 128/242 [==============>...............] - ETA: 0s - loss: 0.0032 145/242 [================>.............] - ETA: 0s - loss: 0.0044 163/242 [===================>..........] - ETA: 0s - loss: 0.0040 177/242 [====================>.........] - ETA: 0s - loss: 0.0041 193/242 [======================>.......] - ETA: 0s - loss: 0.0039 210/242 [=========================>....] - ETA: 0s - loss: 0.0036 226/242 [===========================>..] - ETA: 0s - loss: 0.0040 242/242 [==============================] - ETA: 0s - loss: 0.0039 242/242 [==============================] - 1s 3ms/step - loss: 0.0039 Epoch 7/10 1/242 [..............................] - ETA: 0s - loss: 1.6512e-04 17/242 [=>............................] - ETA: 0s - loss: 1.8301e-04 34/242 [===>..........................] - ETA: 0s - loss: 4.8692e-04 50/242 [=====>........................] - ETA: 0s - loss: 0.0023  68/242 [=======>......................] - ETA: 0s - loss: 0.0020 86/242 [=========>....................] - ETA: 0s - loss: 0.0023 106/242 [============>.................] - ETA: 0s - loss: 0.0021 124/242 [==============>...............] - ETA: 0s - loss: 0.0018 143/242 [================>.............] - ETA: 0s - loss: 0.0022 157/242 [==================>...........] - ETA: 0s - loss: 0.0021 178/242 [=====================>........] - ETA: 0s - loss: 0.0027 195/242 [=======================>......] - ETA: 0s - loss: 0.0026 209/242 [========================>.....] - ETA: 0s - loss: 0.0032 222/242 [==========================>...] - ETA: 0s - loss: 0.0032 235/242 [============================>.] - ETA: 0s - loss: 0.0038 242/242 [==============================] - 1s 3ms/step - loss: 0.0037 Epoch 8/10 1/242 [..............................] - ETA: 0s - loss: 5.2432e-06 17/242 [=>............................] - ETA: 0s - loss: 0.0033  34/242 [===>..........................] - ETA: 0s - loss: 0.0046 49/242 [=====>........................] - ETA: 0s - loss: 0.0054 63/242 [======>.......................] - ETA: 0s - loss: 0.0175 74/242 [========>.....................] - ETA: 0s - loss: 0.0186 89/242 [==========>...................] - ETA: 0s - loss: 0.0182 100/242 [===========>..................] - ETA: 0s - loss: 0.0172 117/242 [=============>................] - ETA: 0s - loss: 0.0168 139/242 [================>.............] - ETA: 0s - loss: 0.0144 160/242 [==================>...........] - ETA: 0s - loss: 0.0136 181/242 [=====================>........] - ETA: 0s - loss: 0.0122 208/242 [========================>.....] - ETA: 0s - loss: 0.0116 231/242 [===========================>..] - ETA: 0s - loss: 0.0107 242/242 [==============================] - 1s 3ms/step - loss: 0.0103 Epoch 9/10 1/242 [..............................] - ETA: 0s - loss: 3.5713e-05 21/242 [=>............................] - ETA: 0s - loss: 0.0131  36/242 [===>..........................] - ETA: 0s - loss: 0.0083 52/242 [=====>........................] - ETA: 0s - loss: 0.0060 71/242 [=======>......................] - ETA: 0s - loss: 0.0062 87/242 [=========>....................] - ETA: 0s - loss: 0.0051 106/242 [============>.................] - ETA: 0s - loss: 0.0045 126/242 [==============>...............] - ETA: 0s - loss: 0.0044 146/242 [=================>............] - ETA: 0s - loss: 0.0039 166/242 [===================>..........] - ETA: 0s - loss: 0.0035 187/242 [======================>.......] - ETA: 0s - loss: 0.0034 209/242 [========================>.....] - ETA: 0s - loss: 0.0036 233/242 [===========================>..] - ETA: 0s - loss: 0.0036 242/242 [==============================] - 1s 3ms/step - loss: 0.0035 Epoch 10/10 1/242 [..............................] - ETA: 0s - loss: 4.9582e-04 26/242 [==>...........................] - ETA: 0s - loss: 0.0028  49/242 [=====>........................] - ETA: 0s - loss: 0.0034 69/242 [=======>......................] - ETA: 0s - loss: 0.0029 89/242 [==========>...................] - ETA: 0s - loss: 0.0024 109/242 [============>.................] - ETA: 0s - loss: 0.0020 132/242 [===============>..............] - ETA: 0s - loss: 0.0019 154/242 [==================>...........] - ETA: 0s - loss: 0.0020 177/242 [====================>.........] - ETA: 0s - loss: 0.0022 203/242 [========================>.....] - ETA: 0s - loss: 0.0028 229/242 [===========================>..] - ETA: 0s - loss: 0.0041 242/242 [==============================] - 1s 2ms/step - loss: 0.0045 -> test with GAN.predict GAN tn, fp: 578, 22 GAN fn, tp: 6, 21 GAN f1 score: 0.600 GAN cohens kappa score: 0.578 -> test with 'LR' LR tn, fp: 528, 72 LR fn, tp: 3, 24 LR f1 score: 0.390 LR cohens kappa score: 0.346 LR average precision score: 0.548 -> test with 'RF' RF tn, fp: 596, 4 RF fn, tp: 5, 22 RF f1 score: 0.830 RF cohens kappa score: 0.823 -> test with 'GB' GB tn, fp: 594, 6 GB fn, tp: 4, 23 GB f1 score: 0.821 GB cohens kappa score: 0.813 -> test with 'KNN' KNN tn, fp: 573, 27 KNN fn, tp: 4, 23 KNN f1 score: 0.597 KNN cohens kappa score: 0.574 ====== Step 2/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 2/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 41s - loss: 9.6063e-05 40/241 [===>..........................] - ETA: 0s - loss: 0.0030  81/241 [=========>....................] - ETA: 0s - loss: 0.0020 121/241 [==============>...............] - ETA: 0s - loss: 0.0028 161/241 [===================>..........] - ETA: 0s - loss: 0.0023 201/241 [========================>.....] - ETA: 0s - loss: 0.0036 240/241 [============================>.] - ETA: 0s - loss: 0.0053 241/241 [==============================] - 0s 1ms/step - loss: 0.0052 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.0012 41/241 [====>.........................] - ETA: 0s - loss: 0.0018 79/241 [========>.....................] - ETA: 0s - loss: 0.0012 117/241 [=============>................] - ETA: 0s - loss: 0.0030 156/241 [==================>...........] - ETA: 0s - loss: 0.0077 192/241 [======================>.......] - ETA: 0s - loss: 0.0085 231/241 [===========================>..] - ETA: 0s - loss: 0.0075 241/241 [==============================] - 0s 1ms/step - loss: 0.0073 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 1.0804e-04 41/241 [====>.........................] - ETA: 0s - loss: 0.0027  78/241 [========>.....................] - ETA: 0s - loss: 0.0060 113/241 [=============>................] - ETA: 0s - loss: 0.0046 150/241 [=================>............] - ETA: 0s - loss: 0.0037 184/241 [=====================>........] - ETA: 0s - loss: 0.0033 217/241 [==========================>...] - ETA: 0s - loss: 0.0034 241/241 [==============================] - 0s 1ms/step - loss: 0.0034 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 2.6654e-04 31/241 [==>...........................] - ETA: 0s - loss: 0.0020  69/241 [=======>......................] - ETA: 0s - loss: 0.0012 104/241 [===========>..................] - ETA: 0s - loss: 0.0024 144/241 [================>.............] - ETA: 0s - loss: 0.0031 181/241 [=====================>........] - ETA: 0s - loss: 0.0027 221/241 [==========================>...] - ETA: 0s - loss: 0.0041 241/241 [==============================] - 0s 1ms/step - loss: 0.0042 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 3.7106e-04 41/241 [====>.........................] - ETA: 0s - loss: 0.0053  80/241 [========>.....................] - ETA: 0s - loss: 0.0071 120/241 [=============>................] - ETA: 0s - loss: 0.0053 159/241 [==================>...........] - ETA: 0s - loss: 0.0041 199/241 [=======================>......] - ETA: 0s - loss: 0.0034 239/241 [============================>.] - ETA: 0s - loss: 0.0034 241/241 [==============================] - 0s 1ms/step - loss: 0.0034 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 6.3647e-05 40/241 [===>..........................] - ETA: 0s - loss: 0.0102  80/241 [========>.....................] - ETA: 0s - loss: 0.0054 120/241 [=============>................] - ETA: 0s - loss: 0.0046 159/241 [==================>...........] - ETA: 0s - loss: 0.0038 198/241 [=======================>......] - ETA: 0s - loss: 0.0031 236/241 [============================>.] - ETA: 0s - loss: 0.0035 241/241 [==============================] - 0s 1ms/step - loss: 0.0035 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 2.3078e-04 40/241 [===>..........................] - ETA: 0s - loss: 0.0025  76/241 [========>.....................] - ETA: 0s - loss: 0.0029 114/241 [=============>................] - ETA: 0s - loss: 0.0027 151/241 [=================>............] - ETA: 0s - loss: 0.0038 190/241 [======================>.......] - ETA: 0s - loss: 0.0042 229/241 [===========================>..] - ETA: 0s - loss: 0.0036 241/241 [==============================] - 0s 1ms/step - loss: 0.0035 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 2.6078e-05 37/241 [===>..........................] - ETA: 0s - loss: 7.3656e-04 77/241 [========>.....................] - ETA: 0s - loss: 0.0022  116/241 [=============>................] - ETA: 0s - loss: 0.0033 156/241 [==================>...........] - ETA: 0s - loss: 0.0062 195/241 [=======================>......] - ETA: 0s - loss: 0.0101 234/241 [============================>.] - ETA: 0s - loss: 0.0118 241/241 [==============================] - 0s 1ms/step - loss: 0.0134 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0048 39/241 [===>..........................] - ETA: 0s - loss: 0.0022 78/241 [========>.....................] - ETA: 0s - loss: 0.0033 117/241 [=============>................] - ETA: 0s - loss: 0.0044 157/241 [==================>...........] - ETA: 0s - loss: 0.0063 196/241 [=======================>......] - ETA: 0s - loss: 0.0081 237/241 [============================>.] - ETA: 0s - loss: 0.0083 241/241 [==============================] - 0s 1ms/step - loss: 0.0082 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0043 40/241 [===>..........................] - ETA: 0s - loss: 0.0017 80/241 [========>.....................] - ETA: 0s - loss: 0.0042 113/241 [=============>................] - ETA: 0s - loss: 0.0031 146/241 [=================>............] - ETA: 0s - loss: 0.0026 179/241 [=====================>........] - ETA: 0s - loss: 0.0051 215/241 [=========================>....] - ETA: 0s - loss: 0.0055 241/241 [==============================] - 0s 1ms/step - loss: 0.0053 -> test with GAN.predict GAN tn, fp: 594, 9 GAN fn, tp: 7, 24 GAN f1 score: 0.750 GAN cohens kappa score: 0.737 -> test with 'LR' LR tn, fp: 523, 80 LR fn, tp: 5, 26 LR f1 score: 0.380 LR cohens kappa score: 0.329 LR average precision score: 0.478 -> test with 'RF' RF tn, fp: 597, 6 RF fn, tp: 7, 24 RF f1 score: 0.787 RF cohens kappa score: 0.776 -> test with 'GB' GB tn, fp: 590, 13 GB fn, tp: 4, 27 GB f1 score: 0.761 GB cohens kappa score: 0.747 -> test with 'KNN' KNN tn, fp: 582, 21 KNN fn, tp: 6, 25 KNN f1 score: 0.649 KNN cohens kappa score: 0.628 ------ Step 2/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 1:02 - loss: 2.9372e-04 41/241 [====>.........................] - ETA: 0s - loss: 0.0054  80/241 [========>.....................] - ETA: 0s - loss: 0.0164 118/241 [=============>................] - ETA: 0s - loss: 0.0186 156/241 [==================>...........] - ETA: 0s - loss: 0.0174 193/241 [=======================>......] - ETA: 0s - loss: 0.0159 227/241 [===========================>..] - ETA: 0s - loss: 0.0141 241/241 [==============================] - 1s 1ms/step - loss: 0.0138 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 4.6319e-04 35/241 [===>..........................] - ETA: 0s - loss: 0.0100  73/241 [========>.....................] - ETA: 0s - loss: 0.0068 109/241 [============>.................] - ETA: 0s - loss: 0.0055 148/241 [=================>............] - ETA: 0s - loss: 0.0048 181/241 [=====================>........] - ETA: 0s - loss: 0.0050 214/241 [=========================>....] - ETA: 0s - loss: 0.0051 241/241 [==============================] - 0s 1ms/step - loss: 0.0065 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.1770 39/241 [===>..........................] - ETA: 0s - loss: 0.0112 78/241 [========>.....................] - ETA: 0s - loss: 0.0106 117/241 [=============>................] - ETA: 0s - loss: 0.0101 156/241 [==================>...........] - ETA: 0s - loss: 0.0088 191/241 [======================>.......] - ETA: 0s - loss: 0.0082 231/241 [===========================>..] - ETA: 0s - loss: 0.0085 241/241 [==============================] - 0s 1ms/step - loss: 0.0086 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0433 40/241 [===>..........................] - ETA: 0s - loss: 0.0035 80/241 [========>.....................] - ETA: 0s - loss: 0.0087 120/241 [=============>................] - ETA: 0s - loss: 0.0084 159/241 [==================>...........] - ETA: 0s - loss: 0.0093 199/241 [=======================>......] - ETA: 0s - loss: 0.0136 239/241 [============================>.] - ETA: 0s - loss: 0.0145 241/241 [==============================] - 0s 1ms/step - loss: 0.0144 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0011 41/241 [====>.........................] - ETA: 0s - loss: 0.0088 80/241 [========>.....................] - ETA: 0s - loss: 0.0104 119/241 [=============>................] - ETA: 0s - loss: 0.0085 159/241 [==================>...........] - ETA: 0s - loss: 0.0078 196/241 [=======================>......] - ETA: 0s - loss: 0.0082 227/241 [===========================>..] - ETA: 0s - loss: 0.0081 241/241 [==============================] - 0s 1ms/step - loss: 0.0084 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 4.9370e-04 27/241 [==>...........................] - ETA: 0s - loss: 0.0089  55/241 [=====>........................] - ETA: 0s - loss: 0.0108 87/241 [=========>....................] - ETA: 0s - loss: 0.0177 124/241 [==============>...............] - ETA: 0s - loss: 0.0140 161/241 [===================>..........] - ETA: 0s - loss: 0.0124 199/241 [=======================>......] - ETA: 0s - loss: 0.0117 237/241 [============================>.] - ETA: 0s - loss: 0.0107 241/241 [==============================] - 0s 2ms/step - loss: 0.0105 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0034 40/241 [===>..........................] - ETA: 0s - loss: 0.0028 80/241 [========>.....................] - ETA: 0s - loss: 0.0037 119/241 [=============>................] - ETA: 0s - loss: 0.0052 158/241 [==================>...........] - ETA: 0s - loss: 0.0053 192/241 [======================>.......] - ETA: 0s - loss: 0.0059 221/241 [==========================>...] - ETA: 0s - loss: 0.0056 241/241 [==============================] - 0s 1ms/step - loss: 0.0062 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0015 28/241 [==>...........................] - ETA: 0s - loss: 0.0050 53/241 [=====>........................] - ETA: 0s - loss: 0.0058 85/241 [=========>....................] - ETA: 0s - loss: 0.0054 111/241 [============>.................] - ETA: 0s - loss: 0.0080 136/241 [===============>..............] - ETA: 0s - loss: 0.0076 160/241 [==================>...........] - ETA: 0s - loss: 0.0074 190/241 [======================>.......] - ETA: 0s - loss: 0.0075 226/241 [===========================>..] - ETA: 0s - loss: 0.0073 241/241 [==============================] - 0s 2ms/step - loss: 0.0070 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 2.8341e-04 40/241 [===>..........................] - ETA: 0s - loss: 0.0015  79/241 [========>.....................] - ETA: 0s - loss: 0.0059 116/241 [=============>................] - ETA: 0s - loss: 0.0069 155/241 [==================>...........] - ETA: 0s - loss: 0.0060 193/241 [=======================>......] - ETA: 0s - loss: 0.0079 230/241 [===========================>..] - ETA: 0s - loss: 0.0079 241/241 [==============================] - 0s 1ms/step - loss: 0.0081 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0174 41/241 [====>.........................] - ETA: 0s - loss: 0.0037 77/241 [========>.....................] - ETA: 0s - loss: 0.0040 116/241 [=============>................] - ETA: 0s - loss: 0.0045 157/241 [==================>...........] - ETA: 0s - loss: 0.0058 197/241 [=======================>......] - ETA: 0s - loss: 0.0075 235/241 [============================>.] - ETA: 0s - loss: 0.0090 241/241 [==============================] - 0s 1ms/step - loss: 0.0093 -> test with GAN.predict GAN tn, fp: 596, 7 GAN fn, tp: 13, 18 GAN f1 score: 0.643 GAN cohens kappa score: 0.627 -> test with 'LR' LR tn, fp: 539, 64 LR fn, tp: 6, 25 LR f1 score: 0.417 LR cohens kappa score: 0.371 LR average precision score: 0.448 -> test with 'RF' RF tn, fp: 598, 5 RF fn, tp: 8, 23 RF f1 score: 0.780 RF cohens kappa score: 0.769 -> test with 'GB' GB tn, fp: 595, 8 GB fn, tp: 3, 28 GB f1 score: 0.836 GB cohens kappa score: 0.827 -> test with 'KNN' KNN tn, fp: 581, 22 KNN fn, tp: 7, 24 KNN f1 score: 0.623 KNN cohens kappa score: 0.600 ------ Step 2/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 53s - loss: 2.6611e-04 39/241 [===>..........................] - ETA: 0s - loss: 9.4669e-04  78/241 [========>.....................] - ETA: 0s - loss: 0.0010  117/241 [=============>................] - ETA: 0s - loss: 0.0016 154/241 [==================>...........] - ETA: 0s - loss: 0.0047 194/241 [=======================>......] - ETA: 0s - loss: 0.0057 233/241 [============================>.] - ETA: 0s - loss: 0.0062 241/241 [==============================] - 1s 1ms/step - loss: 0.0061 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.0012 40/241 [===>..........................] - ETA: 0s - loss: 0.0039 79/241 [========>.....................] - ETA: 0s - loss: 0.0026 119/241 [=============>................] - ETA: 0s - loss: 0.0038 156/241 [==================>...........] - ETA: 0s - loss: 0.0031 193/241 [=======================>......] - ETA: 0s - loss: 0.0030 232/241 [===========================>..] - ETA: 0s - loss: 0.0033 241/241 [==============================] - 0s 1ms/step - loss: 0.0034 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 2.3492e-04 40/241 [===>..........................] - ETA: 0s - loss: 0.0030  78/241 [========>.....................] - ETA: 0s - loss: 0.0062 115/241 [=============>................] - ETA: 0s - loss: 0.0090 153/241 [==================>...........] - ETA: 0s - loss: 0.0090 190/241 [======================>.......] - ETA: 0s - loss: 0.0084 225/241 [===========================>..] - ETA: 0s - loss: 0.0088 241/241 [==============================] - 0s 1ms/step - loss: 0.0083 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 8.7070e-04 40/241 [===>..........................] - ETA: 0s - loss: 0.0012  78/241 [========>.....................] - ETA: 0s - loss: 0.0021 118/241 [=============>................] - ETA: 0s - loss: 0.0021 158/241 [==================>...........] - ETA: 0s - loss: 0.0034 196/241 [=======================>......] - ETA: 0s - loss: 0.0034 232/241 [===========================>..] - ETA: 0s - loss: 0.0031 241/241 [==============================] - 0s 1ms/step - loss: 0.0031 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 4.7060e-04 38/241 [===>..........................] - ETA: 0s - loss: 0.0050  76/241 [========>.....................] - ETA: 0s - loss: 0.0039 115/241 [=============>................] - ETA: 0s - loss: 0.0052 155/241 [==================>...........] - ETA: 0s - loss: 0.0048 193/241 [=======================>......] - ETA: 0s - loss: 0.0058 233/241 [============================>.] - ETA: 0s - loss: 0.0050 241/241 [==============================] - 0s 1ms/step - loss: 0.0051 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 5.5682e-06 39/241 [===>..........................] - ETA: 0s - loss: 0.0039  78/241 [========>.....................] - ETA: 0s - loss: 0.0024 110/241 [============>.................] - ETA: 0s - loss: 0.0023 141/241 [================>.............] - ETA: 0s - loss: 0.0024 177/241 [=====================>........] - ETA: 0s - loss: 0.0043 215/241 [=========================>....] - ETA: 0s - loss: 0.0039 241/241 [==============================] - 0s 1ms/step - loss: 0.0036 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 9.1001e-05 41/241 [====>.........................] - ETA: 0s - loss: 0.0048  81/241 [=========>....................] - ETA: 0s - loss: 0.0040 121/241 [==============>...............] - ETA: 0s - loss: 0.0031 158/241 [==================>...........] - ETA: 0s - loss: 0.0028 186/241 [======================>.......] - ETA: 0s - loss: 0.0034 225/241 [===========================>..] - ETA: 0s - loss: 0.0032 241/241 [==============================] - 0s 1ms/step - loss: 0.0030 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 2.2963e-04 35/241 [===>..........................] - ETA: 0s - loss: 0.0150  66/241 [=======>......................] - ETA: 0s - loss: 0.0154 104/241 [===========>..................] - ETA: 0s - loss: 0.0119 142/241 [================>.............] - ETA: 0s - loss: 0.0088 179/241 [=====================>........] - ETA: 0s - loss: 0.0083 214/241 [=========================>....] - ETA: 0s - loss: 0.0073 241/241 [==============================] - 0s 1ms/step - loss: 0.0071 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0015 41/241 [====>.........................] - ETA: 0s - loss: 0.0105 80/241 [========>.....................] - ETA: 0s - loss: 0.0067 119/241 [=============>................] - ETA: 0s - loss: 0.0047 157/241 [==================>...........] - ETA: 0s - loss: 0.0037 198/241 [=======================>......] - ETA: 0s - loss: 0.0033 232/241 [===========================>..] - ETA: 0s - loss: 0.0038 241/241 [==============================] - 0s 1ms/step - loss: 0.0039 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 1.9309e-04 39/241 [===>..........................] - ETA: 0s - loss: 0.0031  78/241 [========>.....................] - ETA: 0s - loss: 0.0033 117/241 [=============>................] - ETA: 0s - loss: 0.0026 155/241 [==================>...........] - ETA: 0s - loss: 0.0028 193/241 [=======================>......] - ETA: 0s - loss: 0.0024 231/241 [===========================>..] - ETA: 0s - loss: 0.0048 241/241 [==============================] - 0s 1ms/step - loss: 0.0046 -> test with GAN.predict GAN tn, fp: 588, 15 GAN fn, tp: 6, 25 GAN f1 score: 0.704 GAN cohens kappa score: 0.687 -> test with 'LR' LR tn, fp: 521, 82 LR fn, tp: 3, 28 LR f1 score: 0.397 LR cohens kappa score: 0.347 LR average precision score: 0.549 -> test with 'RF' RF tn, fp: 599, 4 RF fn, tp: 9, 22 RF f1 score: 0.772 RF cohens kappa score: 0.761 -> test with 'GB' GB tn, fp: 596, 7 GB fn, tp: 6, 25 GB f1 score: 0.794 GB cohens kappa score: 0.783 -> test with 'KNN' KNN tn, fp: 580, 23 KNN fn, tp: 9, 22 KNN f1 score: 0.579 KNN cohens kappa score: 0.553 ------ Step 2/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 53s - loss: 5.9163e-04 40/241 [===>..........................] - ETA: 0s - loss: 0.0048  79/241 [========>.....................] - ETA: 0s - loss: 0.0030 119/241 [=============>................] - ETA: 0s - loss: 0.0027 159/241 [==================>...........] - ETA: 0s - loss: 0.0031 194/241 [=======================>......] - ETA: 0s - loss: 0.0030 233/241 [============================>.] - ETA: 0s - loss: 0.0031 241/241 [==============================] - 1s 1ms/step - loss: 0.0031 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.0335 41/241 [====>.........................] - ETA: 0s - loss: 0.0041 80/241 [========>.....................] - ETA: 0s - loss: 0.0030 119/241 [=============>................] - ETA: 0s - loss: 0.0025 158/241 [==================>...........] - ETA: 0s - loss: 0.0031 194/241 [=======================>......] - ETA: 0s - loss: 0.0029 234/241 [============================>.] - ETA: 0s - loss: 0.0027 241/241 [==============================] - 0s 1ms/step - loss: 0.0026 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 3.6439e-05 39/241 [===>..........................] - ETA: 0s - loss: 9.2810e-04 75/241 [========>.....................] - ETA: 0s - loss: 7.0932e-04 114/241 [=============>................] - ETA: 0s - loss: 8.5120e-04 152/241 [=================>............] - ETA: 0s - loss: 0.0018  189/241 [======================>.......] - ETA: 0s - loss: 0.0021 225/241 [===========================>..] - ETA: 0s - loss: 0.0022 241/241 [==============================] - 0s 1ms/step - loss: 0.0023 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0011 37/241 [===>..........................] - ETA: 0s - loss: 0.0051 75/241 [========>.....................] - ETA: 0s - loss: 0.0047 113/241 [=============>................] - ETA: 0s - loss: 0.0039 143/241 [================>.............] - ETA: 0s - loss: 0.0035 175/241 [====================>.........] - ETA: 0s - loss: 0.0044 207/241 [========================>.....] - ETA: 0s - loss: 0.0040 241/241 [==============================] - ETA: 0s - loss: 0.0036 241/241 [==============================] - 0s 1ms/step - loss: 0.0036 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0050 38/241 [===>..........................] - ETA: 0s - loss: 0.0014 70/241 [=======>......................] - ETA: 0s - loss: 0.0063 107/241 [============>.................] - ETA: 0s - loss: 0.0079 145/241 [=================>............] - ETA: 0s - loss: 0.0084 181/241 [=====================>........] - ETA: 0s - loss: 0.0073 216/241 [=========================>....] - ETA: 0s - loss: 0.0063 241/241 [==============================] - 0s 1ms/step - loss: 0.0064 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 1.7973e-05 36/241 [===>..........................] - ETA: 0s - loss: 0.0078  73/241 [========>.....................] - ETA: 0s - loss: 0.0054 111/241 [============>.................] - ETA: 0s - loss: 0.0042 149/241 [=================>............] - ETA: 0s - loss: 0.0036 187/241 [======================>.......] - ETA: 0s - loss: 0.0035 225/241 [===========================>..] - ETA: 0s - loss: 0.0035 241/241 [==============================] - 0s 1ms/step - loss: 0.0038 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0232 39/241 [===>..........................] - ETA: 0s - loss: 0.0055 77/241 [========>.....................] - ETA: 0s - loss: 0.0034 116/241 [=============>................] - ETA: 0s - loss: 0.0026 153/241 [==================>...........] - ETA: 0s - loss: 0.0037 195/241 [=======================>......] - ETA: 0s - loss: 0.0052 236/241 [============================>.] - ETA: 0s - loss: 0.0057 241/241 [==============================] - 0s 1ms/step - loss: 0.0056 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 6.3099e-05 40/241 [===>..........................] - ETA: 0s - loss: 0.0066  75/241 [========>.....................] - ETA: 0s - loss: 0.0062 114/241 [=============>................] - ETA: 0s - loss: 0.0067 154/241 [==================>...........] - ETA: 0s - loss: 0.0058 192/241 [======================>.......] - ETA: 0s - loss: 0.0053 230/241 [===========================>..] - ETA: 0s - loss: 0.0046 241/241 [==============================] - 0s 1ms/step - loss: 0.0044 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 8.8814e-04 37/241 [===>..........................] - ETA: 0s - loss: 0.0020  70/241 [=======>......................] - ETA: 0s - loss: 0.0015 108/241 [============>.................] - ETA: 0s - loss: 0.0016 145/241 [=================>............] - ETA: 0s - loss: 0.0014 182/241 [=====================>........] - ETA: 0s - loss: 0.0016 222/241 [==========================>...] - ETA: 0s - loss: 0.0016 241/241 [==============================] - 0s 1ms/step - loss: 0.0015 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 7.9542e-05 40/241 [===>..........................] - ETA: 0s - loss: 0.0014  78/241 [========>.....................] - ETA: 0s - loss: 0.0023 117/241 [=============>................] - ETA: 0s - loss: 0.0019 155/241 [==================>...........] - ETA: 0s - loss: 0.0015 192/241 [======================>.......] - ETA: 0s - loss: 0.0013 230/241 [===========================>..] - ETA: 0s - loss: 0.0013 241/241 [==============================] - 0s 1ms/step - loss: 0.0013 -> test with GAN.predict GAN tn, fp: 590, 13 GAN fn, tp: 9, 22 GAN f1 score: 0.667 GAN cohens kappa score: 0.648 -> test with 'LR' LR tn, fp: 515, 88 LR fn, tp: 6, 25 LR f1 score: 0.347 LR cohens kappa score: 0.293 LR average precision score: 0.274 -> test with 'RF' RF tn, fp: 596, 7 RF fn, tp: 7, 24 RF f1 score: 0.774 RF cohens kappa score: 0.763 -> test with 'GB' GB tn, fp: 594, 9 GB fn, tp: 6, 25 GB f1 score: 0.769 GB cohens kappa score: 0.757 -> test with 'KNN' KNN tn, fp: 578, 25 KNN fn, tp: 8, 23 KNN f1 score: 0.582 KNN cohens kappa score: 0.556 ------ Step 2/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2288 synthetic samples -> retrain GAN for predict Epoch 1/10 1/242 [..............................] - ETA: 53s - loss: 4.0421e-05 41/242 [====>.........................] - ETA: 0s - loss: 0.0013  81/242 [=========>....................] - ETA: 0s - loss: 0.0101 120/242 [=============>................] - ETA: 0s - loss: 0.0096 161/242 [==================>...........] - ETA: 0s - loss: 0.0083 200/242 [=======================>......] - ETA: 0s - loss: 0.0076 239/242 [============================>.] - ETA: 0s - loss: 0.0075 242/242 [==============================] - 1s 1ms/step - loss: 0.0074 Epoch 2/10 1/242 [..............................] - ETA: 0s - loss: 0.0034 38/242 [===>..........................] - ETA: 0s - loss: 0.0099 77/242 [========>.....................] - ETA: 0s - loss: 0.0055 117/242 [=============>................] - ETA: 0s - loss: 0.0086 158/242 [==================>...........] - ETA: 0s - loss: 0.0102 198/242 [=======================>......] - ETA: 0s - loss: 0.0104 239/242 [============================>.] - ETA: 0s - loss: 0.0110 242/242 [==============================] - 0s 1ms/step - loss: 0.0110 Epoch 3/10 1/242 [..............................] - ETA: 0s - loss: 4.3548e-05 42/242 [====>.........................] - ETA: 0s - loss: 0.0017  82/242 [=========>....................] - ETA: 0s - loss: 0.0022 122/242 [==============>...............] - ETA: 0s - loss: 0.0028 162/242 [===================>..........] - ETA: 0s - loss: 0.0036 203/242 [========================>.....] - ETA: 0s - loss: 0.0038 242/242 [==============================] - 0s 1ms/step - loss: 0.0034 Epoch 4/10 1/242 [..............................] - ETA: 0s - loss: 7.2232e-05 41/242 [====>.........................] - ETA: 0s - loss: 0.0060  80/242 [========>.....................] - ETA: 0s - loss: 0.0043 120/242 [=============>................] - ETA: 0s - loss: 0.0037 161/242 [==================>...........] - ETA: 0s - loss: 0.0036 201/242 [=======================>......] - ETA: 0s - loss: 0.0033 241/242 [============================>.] - ETA: 0s - loss: 0.0031 242/242 [==============================] - 0s 1ms/step - loss: 0.0031 Epoch 5/10 1/242 [..............................] - ETA: 0s - loss: 0.0013 39/242 [===>..........................] - ETA: 0s - loss: 0.0013 79/242 [========>.....................] - ETA: 0s - loss: 0.0012 118/242 [=============>................] - ETA: 0s - loss: 0.0012 158/242 [==================>...........] - ETA: 0s - loss: 0.0024 194/242 [=======================>......] - ETA: 0s - loss: 0.0029 234/242 [============================>.] - ETA: 0s - loss: 0.0049 242/242 [==============================] - 0s 1ms/step - loss: 0.0048 Epoch 6/10 1/242 [..............................] - ETA: 0s - loss: 4.0108e-06 41/242 [====>.........................] - ETA: 0s - loss: 0.0145  81/242 [=========>....................] - ETA: 0s - loss: 0.0079 120/242 [=============>................] - ETA: 0s - loss: 0.0069 160/242 [==================>...........] - ETA: 0s - loss: 0.0063 200/242 [=======================>......] - ETA: 0s - loss: 0.0057 239/242 [============================>.] - ETA: 0s - loss: 0.0055 242/242 [==============================] - 0s 1ms/step - loss: 0.0054 Epoch 7/10 1/242 [..............................] - ETA: 0s - loss: 1.3672e-04 41/242 [====>.........................] - ETA: 0s - loss: 0.0021  82/242 [=========>....................] - ETA: 0s - loss: 0.0014 118/242 [=============>................] - ETA: 0s - loss: 0.0017 150/242 [=================>............] - ETA: 0s - loss: 0.0040 184/242 [=====================>........] - ETA: 0s - loss: 0.0058 224/242 [==========================>...] - ETA: 0s - loss: 0.0067 242/242 [==============================] - 0s 1ms/step - loss: 0.0065 Epoch 8/10 1/242 [..............................] - ETA: 0s - loss: 0.0047 41/242 [====>.........................] - ETA: 0s - loss: 0.0013 80/242 [========>.....................] - ETA: 0s - loss: 0.0036 119/242 [=============>................] - ETA: 0s - loss: 0.0036 158/242 [==================>...........] - ETA: 0s - loss: 0.0034 196/242 [=======================>......] - ETA: 0s - loss: 0.0032 235/242 [============================>.] - ETA: 0s - loss: 0.0029 242/242 [==============================] - 0s 1ms/step - loss: 0.0028 Epoch 9/10 1/242 [..............................] - ETA: 0s - loss: 0.0018 41/242 [====>.........................] - ETA: 0s - loss: 0.0045 82/242 [=========>....................] - ETA: 0s - loss: 0.0047 123/242 [==============>...............] - ETA: 0s - loss: 0.0044 163/242 [===================>..........] - ETA: 0s - loss: 0.0041 204/242 [========================>.....] - ETA: 0s - loss: 0.0099 242/242 [==============================] - ETA: 0s - loss: 0.0109 242/242 [==============================] - 0s 1ms/step - loss: 0.0109 Epoch 10/10 1/242 [..............................] - ETA: 0s - loss: 0.0033 38/242 [===>..........................] - ETA: 0s - loss: 0.0037 78/242 [========>.....................] - ETA: 0s - loss: 0.0054 118/242 [=============>................] - ETA: 0s - loss: 0.0038 157/242 [==================>...........] - ETA: 0s - loss: 0.0042 199/242 [=======================>......] - ETA: 0s - loss: 0.0041 238/242 [============================>.] - ETA: 0s - loss: 0.0044 242/242 [==============================] - 0s 1ms/step - loss: 0.0044 -> test with GAN.predict GAN tn, fp: 593, 7 GAN fn, tp: 4, 23 GAN f1 score: 0.807 GAN cohens kappa score: 0.798 -> test with 'LR' LR tn, fp: 504, 96 LR fn, tp: 1, 26 LR f1 score: 0.349 LR cohens kappa score: 0.300 LR average precision score: 0.437 -> test with 'RF' RF tn, fp: 595, 5 RF fn, tp: 3, 24 RF f1 score: 0.857 RF cohens kappa score: 0.850 -> test with 'GB' GB tn, fp: 591, 9 GB fn, tp: 4, 23 GB f1 score: 0.780 GB cohens kappa score: 0.769 -> test with 'KNN' KNN tn, fp: 572, 28 KNN fn, tp: 6, 21 KNN f1 score: 0.553 KNN cohens kappa score: 0.526 ====== Step 3/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 3/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 52s - loss: 8.1897e-04 42/241 [====>.........................] - ETA: 0s - loss: 0.0021  83/241 [=========>....................] - ETA: 0s - loss: 0.0020 124/241 [==============>...............] - ETA: 0s - loss: 0.0026 165/241 [===================>..........] - ETA: 0s - loss: 0.0028 202/241 [========================>.....] - ETA: 0s - loss: 0.0054 234/241 [============================>.] - ETA: 0s - loss: 0.0078 241/241 [==============================] - 1s 1ms/step - loss: 0.0077 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.0011 37/241 [===>..........................] - ETA: 0s - loss: 0.0072 73/241 [========>.....................] - ETA: 0s - loss: 0.0047 114/241 [=============>................] - ETA: 0s - loss: 0.0042 153/241 [==================>...........] - ETA: 0s - loss: 0.0037 193/241 [=======================>......] - ETA: 0s - loss: 0.0037 234/241 [============================>.] - ETA: 0s - loss: 0.0040 241/241 [==============================] - 0s 1ms/step - loss: 0.0041 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0019 41/241 [====>.........................] - ETA: 0s - loss: 0.0097 80/241 [========>.....................] - ETA: 0s - loss: 0.0086 120/241 [=============>................] - ETA: 0s - loss: 0.0086 159/241 [==================>...........] - ETA: 0s - loss: 0.0077 199/241 [=======================>......] - ETA: 0s - loss: 0.0072 239/241 [============================>.] - ETA: 0s - loss: 0.0065 241/241 [==============================] - 0s 1ms/step - loss: 0.0065 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 6.6303e-06 42/241 [====>.........................] - ETA: 0s - loss: 0.0055  84/241 [=========>....................] - ETA: 0s - loss: 0.0042 124/241 [==============>...............] - ETA: 0s - loss: 0.0036 165/241 [===================>..........] - ETA: 0s - loss: 0.0053 204/241 [========================>.....] - ETA: 0s - loss: 0.0052 241/241 [==============================] - 0s 1ms/step - loss: 0.0048 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0015 41/241 [====>.........................] - ETA: 0s - loss: 0.0030 82/241 [=========>....................] - ETA: 0s - loss: 0.0024 123/241 [==============>...............] - ETA: 0s - loss: 0.0027 164/241 [===================>..........] - ETA: 0s - loss: 0.0023 203/241 [========================>.....] - ETA: 0s - loss: 0.0031 241/241 [==============================] - 0s 1ms/step - loss: 0.0036 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 3.6980e-04 42/241 [====>.........................] - ETA: 0s - loss: 0.0033  82/241 [=========>....................] - ETA: 0s - loss: 0.0025 123/241 [==============>...............] - ETA: 0s - loss: 0.0026 164/241 [===================>..........] - ETA: 0s - loss: 0.0051 204/241 [========================>.....] - ETA: 0s - loss: 0.0070 241/241 [==============================] - 0s 1ms/step - loss: 0.0063 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 3.7809e-05 37/241 [===>..........................] - ETA: 0s - loss: 0.0071  71/241 [=======>......................] - ETA: 0s - loss: 0.0096 107/241 [============>.................] - ETA: 0s - loss: 0.0085 141/241 [================>.............] - ETA: 0s - loss: 0.0092 182/241 [=====================>........] - ETA: 0s - loss: 0.0084 223/241 [==========================>...] - ETA: 0s - loss: 0.0072 241/241 [==============================] - 0s 1ms/step - loss: 0.0068 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 1.1675e-04 42/241 [====>.........................] - ETA: 0s - loss: 0.0025  82/241 [=========>....................] - ETA: 0s - loss: 0.0027 123/241 [==============>...............] - ETA: 0s - loss: 0.0023 162/241 [===================>..........] - ETA: 0s - loss: 0.0024 197/241 [=======================>......] - ETA: 0s - loss: 0.0024 228/241 [===========================>..] - ETA: 0s - loss: 0.0030 241/241 [==============================] - 0s 1ms/step - loss: 0.0031 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 3.3703e-04 35/241 [===>..........................] - ETA: 0s - loss: 0.0064  75/241 [========>.....................] - ETA: 0s - loss: 0.0053 116/241 [=============>................] - ETA: 0s - loss: 0.0044 157/241 [==================>...........] - ETA: 0s - loss: 0.0047 196/241 [=======================>......] - ETA: 0s - loss: 0.0071 234/241 [============================>.] - ETA: 0s - loss: 0.0068 241/241 [==============================] - 0s 1ms/step - loss: 0.0066 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0014 40/241 [===>..........................] - ETA: 0s - loss: 0.0029 80/241 [========>.....................] - ETA: 0s - loss: 0.0050 119/241 [=============>................] - ETA: 0s - loss: 0.0039 157/241 [==================>...........] - ETA: 0s - loss: 0.0036 196/241 [=======================>......] - ETA: 0s - loss: 0.0044 236/241 [============================>.] - ETA: 0s - loss: 0.0053 241/241 [==============================] - 0s 1ms/step - loss: 0.0052 -> test with GAN.predict GAN tn, fp: 598, 5 GAN fn, tp: 8, 23 GAN f1 score: 0.780 GAN cohens kappa score: 0.769 -> test with 'LR' LR tn, fp: 509, 94 LR fn, tp: 5, 26 LR f1 score: 0.344 LR cohens kappa score: 0.289 LR average precision score: 0.466 -> test with 'RF' RF tn, fp: 601, 2 RF fn, tp: 11, 20 RF f1 score: 0.755 RF cohens kappa score: 0.744 -> test with 'GB' GB tn, fp: 601, 2 GB fn, tp: 5, 26 GB f1 score: 0.881 GB cohens kappa score: 0.876 -> test with 'KNN' KNN tn, fp: 584, 19 KNN fn, tp: 7, 24 KNN f1 score: 0.649 KNN cohens kappa score: 0.627 ------ Step 3/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 53s - loss: 4.1733e-05 34/241 [===>..........................] - ETA: 0s - loss: 0.0125  70/241 [=======>......................] - ETA: 0s - loss: 0.0084 109/241 [============>.................] - ETA: 0s - loss: 0.0075 148/241 [=================>............] - ETA: 0s - loss: 0.0071 186/241 [======================>.......] - ETA: 0s - loss: 0.0092 225/241 [===========================>..] - ETA: 0s - loss: 0.0087 241/241 [==============================] - 1s 1ms/step - loss: 0.0082 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 2.3475e-04 40/241 [===>..........................] - ETA: 0s - loss: 0.0059  80/241 [========>.....................] - ETA: 0s - loss: 0.0096 118/241 [=============>................] - ETA: 0s - loss: 0.0073 158/241 [==================>...........] - ETA: 0s - loss: 0.0088 198/241 [=======================>......] - ETA: 0s - loss: 0.0085 239/241 [============================>.] - ETA: 0s - loss: 0.0079 241/241 [==============================] - 0s 1ms/step - loss: 0.0080 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 2.3462e-04 41/241 [====>.........................] - ETA: 0s - loss: 0.0072  81/241 [=========>....................] - ETA: 0s - loss: 0.0078 119/241 [=============>................] - ETA: 0s - loss: 0.0057 155/241 [==================>...........] - ETA: 0s - loss: 0.0060 194/241 [=======================>......] - ETA: 0s - loss: 0.0063 231/241 [===========================>..] - ETA: 0s - loss: 0.0056 241/241 [==============================] - 0s 1ms/step - loss: 0.0056 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 1.9726e-04 40/241 [===>..........................] - ETA: 0s - loss: 0.0025  79/241 [========>.....................] - ETA: 0s - loss: 0.0019 116/241 [=============>................] - ETA: 0s - loss: 0.0027 155/241 [==================>...........] - ETA: 0s - loss: 0.0057 195/241 [=======================>......] - ETA: 0s - loss: 0.0101 234/241 [============================>.] - ETA: 0s - loss: 0.0104 241/241 [==============================] - 0s 1ms/step - loss: 0.0103 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 1.1709e-04 43/241 [====>.........................] - ETA: 0s - loss: 0.0043  83/241 [=========>....................] - ETA: 0s - loss: 0.0063 122/241 [==============>...............] - ETA: 0s - loss: 0.0129 161/241 [===================>..........] - ETA: 0s - loss: 0.0147 199/241 [=======================>......] - ETA: 0s - loss: 0.0147 238/241 [============================>.] - ETA: 0s - loss: 0.0142 241/241 [==============================] - 0s 1ms/step - loss: 0.0141 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0254 39/241 [===>..........................] - ETA: 0s - loss: 0.0075 76/241 [========>.....................] - ETA: 0s - loss: 0.0052 116/241 [=============>................] - ETA: 0s - loss: 0.0058 154/241 [==================>...........] - ETA: 0s - loss: 0.0057 194/241 [=======================>......] - ETA: 0s - loss: 0.0049 232/241 [===========================>..] - ETA: 0s - loss: 0.0049 241/241 [==============================] - 0s 1ms/step - loss: 0.0052 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0019 41/241 [====>.........................] - ETA: 0s - loss: 0.0109 80/241 [========>.....................] - ETA: 0s - loss: 0.0126 120/241 [=============>................] - ETA: 0s - loss: 0.0104 155/241 [==================>...........] - ETA: 0s - loss: 0.0092 190/241 [======================>.......] - ETA: 0s - loss: 0.0077 223/241 [==========================>...] - ETA: 0s - loss: 0.0072 241/241 [==============================] - 0s 1ms/step - loss: 0.0068 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0038 39/241 [===>..........................] - ETA: 0s - loss: 0.0015 79/241 [========>.....................] - ETA: 0s - loss: 0.0016 120/241 [=============>................] - ETA: 0s - loss: 0.0031 159/241 [==================>...........] - ETA: 0s - loss: 0.0041 198/241 [=======================>......] - ETA: 0s - loss: 0.0048 238/241 [============================>.] - ETA: 0s - loss: 0.0043 241/241 [==============================] - 0s 1ms/step - loss: 0.0043 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 1.7457e-05 42/241 [====>.........................] - ETA: 0s - loss: 0.0026  82/241 [=========>....................] - ETA: 0s - loss: 0.0033 124/241 [==============>...............] - ETA: 0s - loss: 0.0026 165/241 [===================>..........] - ETA: 0s - loss: 0.0027 199/241 [=======================>......] - ETA: 0s - loss: 0.0028 235/241 [============================>.] - ETA: 0s - loss: 0.0043 241/241 [==============================] - 0s 1ms/step - loss: 0.0046 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.1964 39/241 [===>..........................] - ETA: 0s - loss: 0.0377 79/241 [========>.....................] - ETA: 0s - loss: 0.0210 118/241 [=============>................] - ETA: 0s - loss: 0.0171 158/241 [==================>...........] - ETA: 0s - loss: 0.0144 199/241 [=======================>......] - ETA: 0s - loss: 0.0138 238/241 [============================>.] - ETA: 0s - loss: 0.0118 241/241 [==============================] - 0s 1ms/step - loss: 0.0117 -> test with GAN.predict GAN tn, fp: 583, 20 GAN fn, tp: 5, 26 GAN f1 score: 0.675 GAN cohens kappa score: 0.655 -> test with 'LR' LR tn, fp: 536, 67 LR fn, tp: 10, 21 LR f1 score: 0.353 LR cohens kappa score: 0.303 LR average precision score: 0.288 -> test with 'RF' RF tn, fp: 595, 8 RF fn, tp: 3, 28 RF f1 score: 0.836 RF cohens kappa score: 0.827 -> test with 'GB' GB tn, fp: 591, 12 GB fn, tp: 3, 28 GB f1 score: 0.789 GB cohens kappa score: 0.776 -> test with 'KNN' KNN tn, fp: 575, 28 KNN fn, tp: 7, 24 KNN f1 score: 0.578 KNN cohens kappa score: 0.551 ------ Step 3/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 54s - loss: 0.0015 36/241 [===>..........................] - ETA: 0s - loss: 0.0133  74/241 [========>.....................] - ETA: 0s - loss: 0.0143 111/241 [============>.................] - ETA: 0s - loss: 0.0127 146/241 [=================>............] - ETA: 0s - loss: 0.0136 181/241 [=====================>........] - ETA: 0s - loss: 0.0226 217/241 [==========================>...] - ETA: 0s - loss: 0.0209 241/241 [==============================] - 1s 1ms/step - loss: 0.0202 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 7.4917e-05 35/241 [===>..........................] - ETA: 0s - loss: 0.0082  69/241 [=======>......................] - ETA: 0s - loss: 0.0070 105/241 [============>.................] - ETA: 0s - loss: 0.0077 140/241 [================>.............] - ETA: 0s - loss: 0.0070 174/241 [====================>.........] - ETA: 0s - loss: 0.0079 210/241 [=========================>....] - ETA: 0s - loss: 0.0082 241/241 [==============================] - 0s 1ms/step - loss: 0.0099 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0383 37/241 [===>..........................] - ETA: 0s - loss: 0.0112 71/241 [=======>......................] - ETA: 0s - loss: 0.0082 105/241 [============>.................] - ETA: 0s - loss: 0.0109 141/241 [================>.............] - ETA: 0s - loss: 0.0093 175/241 [====================>.........] - ETA: 0s - loss: 0.0091 208/241 [========================>.....] - ETA: 0s - loss: 0.0083 237/241 [============================>.] - ETA: 0s - loss: 0.0091 241/241 [==============================] - 0s 2ms/step - loss: 0.0090 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 7.2500e-04 34/241 [===>..........................] - ETA: 0s - loss: 0.0019  73/241 [========>.....................] - ETA: 0s - loss: 0.0013 106/241 [============>.................] - ETA: 0s - loss: 0.0033 142/241 [================>.............] - ETA: 0s - loss: 0.0068 177/241 [=====================>........] - ETA: 0s - loss: 0.0074 213/241 [=========================>....] - ETA: 0s - loss: 0.0071 241/241 [==============================] - 0s 1ms/step - loss: 0.0068 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 4.2600e-04 35/241 [===>..........................] - ETA: 0s - loss: 0.0154  73/241 [========>.....................] - ETA: 0s - loss: 0.0106 106/241 [============>.................] - ETA: 0s - loss: 0.0113 140/241 [================>.............] - ETA: 0s - loss: 0.0096 177/241 [=====================>........] - ETA: 0s - loss: 0.0084 214/241 [=========================>....] - ETA: 0s - loss: 0.0077 241/241 [==============================] - 0s 1ms/step - loss: 0.0073 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 1.7461e-05 35/241 [===>..........................] - ETA: 0s - loss: 0.0107  70/241 [=======>......................] - ETA: 0s - loss: 0.0125 107/241 [============>.................] - ETA: 0s - loss: 0.0098 142/241 [================>.............] - ETA: 0s - loss: 0.0101 178/241 [=====================>........] - ETA: 0s - loss: 0.0087 211/241 [=========================>....] - ETA: 0s - loss: 0.0084 241/241 [==============================] - 0s 1ms/step - loss: 0.0085 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 4.4408e-05 38/241 [===>..........................] - ETA: 0s - loss: 0.0147  76/241 [========>.....................] - ETA: 0s - loss: 0.0153 111/241 [============>.................] - ETA: 0s - loss: 0.0161 148/241 [=================>............] - ETA: 0s - loss: 0.0128 184/241 [=====================>........] - ETA: 0s - loss: 0.0129 220/241 [==========================>...] - ETA: 0s - loss: 0.0119 241/241 [==============================] - 0s 1ms/step - loss: 0.0113 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 1.7893e-06 34/241 [===>..........................] - ETA: 0s - loss: 0.0088  71/241 [=======>......................] - ETA: 0s - loss: 0.0233 106/241 [============>.................] - ETA: 0s - loss: 0.0182 140/241 [================>.............] - ETA: 0s - loss: 0.0150 175/241 [====================>.........] - ETA: 0s - loss: 0.0142 209/241 [=========================>....] - ETA: 0s - loss: 0.0135 241/241 [==============================] - 0s 1ms/step - loss: 0.0124 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 5.8460e-04 33/241 [===>..........................] - ETA: 0s - loss: 0.0102  71/241 [=======>......................] - ETA: 0s - loss: 0.0101 109/241 [============>.................] - ETA: 0s - loss: 0.0093 145/241 [=================>............] - ETA: 0s - loss: 0.0093 181/241 [=====================>........] - ETA: 0s - loss: 0.0081 217/241 [==========================>...] - ETA: 0s - loss: 0.0085 241/241 [==============================] - 0s 1ms/step - loss: 0.0082 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0013 31/241 [==>...........................] - ETA: 0s - loss: 0.0031 61/241 [======>.......................] - ETA: 0s - loss: 0.0074 96/241 [==========>...................] - ETA: 0s - loss: 0.0087 132/241 [===============>..............] - ETA: 0s - loss: 0.0073 168/241 [===================>..........] - ETA: 0s - loss: 0.0072 200/241 [=======================>......] - ETA: 0s - loss: 0.0073 235/241 [============================>.] - ETA: 0s - loss: 0.0080 241/241 [==============================] - 0s 2ms/step - loss: 0.0079 -> test with GAN.predict GAN tn, fp: 591, 12 GAN fn, tp: 8, 23 GAN f1 score: 0.697 GAN cohens kappa score: 0.680 -> test with 'LR' LR tn, fp: 514, 89 LR fn, tp: 1, 30 LR f1 score: 0.400 LR cohens kappa score: 0.350 LR average precision score: 0.548 -> test with 'RF' RF tn, fp: 598, 5 RF fn, tp: 7, 24 RF f1 score: 0.800 RF cohens kappa score: 0.790 -> test with 'GB' GB tn, fp: 591, 12 GB fn, tp: 5, 26 GB f1 score: 0.754 GB cohens kappa score: 0.740 -> test with 'KNN' KNN tn, fp: 574, 29 KNN fn, tp: 8, 23 KNN f1 score: 0.554 KNN cohens kappa score: 0.525 ------ Step 3/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 52s - loss: 1.3410e-05 42/241 [====>.........................] - ETA: 0s - loss: 0.0078  83/241 [=========>....................] - ETA: 0s - loss: 0.0097 124/241 [==============>...............] - ETA: 0s - loss: 0.0089 165/241 [===================>..........] - ETA: 0s - loss: 0.0109 207/241 [========================>.....] - ETA: 0s - loss: 0.0108 241/241 [==============================] - 1s 1ms/step - loss: 0.0096 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 8.7970e-04 42/241 [====>.........................] - ETA: 0s - loss: 0.0027  82/241 [=========>....................] - ETA: 0s - loss: 0.0040 123/241 [==============>...............] - ETA: 0s - loss: 0.0034 163/241 [===================>..........] - ETA: 0s - loss: 0.0058 202/241 [========================>.....] - ETA: 0s - loss: 0.0069 241/241 [==============================] - 0s 1ms/step - loss: 0.0068 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0075 40/241 [===>..........................] - ETA: 0s - loss: 0.0016 77/241 [========>.....................] - ETA: 0s - loss: 0.0011 117/241 [=============>................] - ETA: 0s - loss: 0.0042 157/241 [==================>...........] - ETA: 0s - loss: 0.0054 198/241 [=======================>......] - ETA: 0s - loss: 0.0069 238/241 [============================>.] - ETA: 0s - loss: 0.0068 241/241 [==============================] - 0s 1ms/step - loss: 0.0067 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0130 39/241 [===>..........................] - ETA: 0s - loss: 0.0082 78/241 [========>.....................] - ETA: 0s - loss: 0.0110 119/241 [=============>................] - ETA: 0s - loss: 0.0095 159/241 [==================>...........] - ETA: 0s - loss: 0.0096 200/241 [=======================>......] - ETA: 0s - loss: 0.0083 236/241 [============================>.] - ETA: 0s - loss: 0.0093 241/241 [==============================] - 0s 1ms/step - loss: 0.0092 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 4.1494e-04 42/241 [====>.........................] - ETA: 0s - loss: 0.0026  80/241 [========>.....................] - ETA: 0s - loss: 0.0052 117/241 [=============>................] - ETA: 0s - loss: 0.0044 156/241 [==================>...........] - ETA: 0s - loss: 0.0037 196/241 [=======================>......] - ETA: 0s - loss: 0.0031 231/241 [===========================>..] - ETA: 0s - loss: 0.0049 241/241 [==============================] - 0s 1ms/step - loss: 0.0049 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0453 36/241 [===>..........................] - ETA: 0s - loss: 0.0128 69/241 [=======>......................] - ETA: 0s - loss: 0.0115 109/241 [============>.................] - ETA: 0s - loss: 0.0081 149/241 [=================>............] - ETA: 0s - loss: 0.0066 189/241 [======================>.......] - ETA: 0s - loss: 0.0065 230/241 [===========================>..] - ETA: 0s - loss: 0.0061 241/241 [==============================] - 0s 1ms/step - loss: 0.0059 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 9.0459e-04 42/241 [====>.........................] - ETA: 0s - loss: 0.0141  82/241 [=========>....................] - ETA: 0s - loss: 0.0119 123/241 [==============>...............] - ETA: 0s - loss: 0.0101 162/241 [===================>..........] - ETA: 0s - loss: 0.0097 202/241 [========================>.....] - ETA: 0s - loss: 0.0086 241/241 [==============================] - 0s 1ms/step - loss: 0.0075 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 1.9603e-04 41/241 [====>.........................] - ETA: 0s - loss: 0.0106  82/241 [=========>....................] - ETA: 0s - loss: 0.0092 123/241 [==============>...............] - ETA: 0s - loss: 0.0073 164/241 [===================>..........] - ETA: 0s - loss: 0.0060 203/241 [========================>.....] - ETA: 0s - loss: 0.0053 241/241 [==============================] - 0s 1ms/step - loss: 0.0056 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0015 40/241 [===>..........................] - ETA: 0s - loss: 0.0020 80/241 [========>.....................] - ETA: 0s - loss: 0.0017 121/241 [==============>...............] - ETA: 0s - loss: 0.0034 160/241 [==================>...........] - ETA: 0s - loss: 0.0050 199/241 [=======================>......] - ETA: 0s - loss: 0.0059 239/241 [============================>.] - ETA: 0s - loss: 0.0073 241/241 [==============================] - 0s 1ms/step - loss: 0.0073 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 4.5027e-05 40/241 [===>..........................] - ETA: 0s - loss: 4.0838e-04 81/241 [=========>....................] - ETA: 0s - loss: 0.0015  120/241 [=============>................] - ETA: 0s - loss: 0.0033 161/241 [===================>..........] - ETA: 0s - loss: 0.0075 201/241 [========================>.....] - ETA: 0s - loss: 0.0067 240/241 [============================>.] - ETA: 0s - loss: 0.0068 241/241 [==============================] - 0s 1ms/step - loss: 0.0068 -> test with GAN.predict GAN tn, fp: 593, 10 GAN fn, tp: 11, 20 GAN f1 score: 0.656 GAN cohens kappa score: 0.638 -> test with 'LR' LR tn, fp: 515, 88 LR fn, tp: 2, 29 LR f1 score: 0.392 LR cohens kappa score: 0.341 LR average precision score: 0.475 -> test with 'RF' RF tn, fp: 596, 7 RF fn, tp: 9, 22 RF f1 score: 0.733 RF cohens kappa score: 0.720 -> test with 'GB' GB tn, fp: 592, 11 GB fn, tp: 6, 25 GB f1 score: 0.746 GB cohens kappa score: 0.732 -> test with 'KNN' KNN tn, fp: 577, 26 KNN fn, tp: 8, 23 KNN f1 score: 0.575 KNN cohens kappa score: 0.548 ------ Step 3/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2288 synthetic samples -> retrain GAN for predict Epoch 1/10 1/242 [..............................] - ETA: 53s - loss: 0.0026 42/242 [====>.........................] - ETA: 0s - loss: 0.0227  83/242 [=========>....................] - ETA: 0s - loss: 0.0134 123/242 [==============>...............] - ETA: 0s - loss: 0.0104 164/242 [===================>..........] - ETA: 0s - loss: 0.0092 204/242 [========================>.....] - ETA: 0s - loss: 0.0083 242/242 [==============================] - 1s 1ms/step - loss: 0.0073 Epoch 2/10 1/242 [..............................] - ETA: 0s - loss: 6.6385e-05 41/242 [====>.........................] - ETA: 0s - loss: 0.0059  82/242 [=========>....................] - ETA: 0s - loss: 0.0059 120/242 [=============>................] - ETA: 0s - loss: 0.0046 160/242 [==================>...........] - ETA: 0s - loss: 0.0043 199/242 [=======================>......] - ETA: 0s - loss: 0.0047 238/242 [============================>.] - ETA: 0s - loss: 0.0044 242/242 [==============================] - 0s 1ms/step - loss: 0.0043 Epoch 3/10 1/242 [..............................] - ETA: 0s - loss: 1.1798e-04 42/242 [====>.........................] - ETA: 0s - loss: 0.0017  82/242 [=========>....................] - ETA: 0s - loss: 0.0023 121/242 [==============>...............] - ETA: 0s - loss: 0.0020 161/242 [==================>...........] - ETA: 0s - loss: 0.0044 201/242 [=======================>......] - ETA: 0s - loss: 0.0061 240/242 [============================>.] - ETA: 0s - loss: 0.0062 242/242 [==============================] - 0s 1ms/step - loss: 0.0062 Epoch 4/10 1/242 [..............................] - ETA: 0s - loss: 1.3244e-04 40/242 [===>..........................] - ETA: 0s - loss: 0.0067  76/242 [========>.....................] - ETA: 0s - loss: 0.0057 109/242 [============>.................] - ETA: 0s - loss: 0.0060 143/242 [================>.............] - ETA: 0s - loss: 0.0080 176/242 [====================>.........] - ETA: 0s - loss: 0.0076 215/242 [=========================>....] - ETA: 0s - loss: 0.0067 242/242 [==============================] - 0s 1ms/step - loss: 0.0062 Epoch 5/10 1/242 [..............................] - ETA: 0s - loss: 2.1294e-04 41/242 [====>.........................] - ETA: 0s - loss: 0.0010  82/242 [=========>....................] - ETA: 0s - loss: 0.0024 122/242 [==============>...............] - ETA: 0s - loss: 0.0025 161/242 [==================>...........] - ETA: 0s - loss: 0.0031 201/242 [=======================>......] - ETA: 0s - loss: 0.0028 238/242 [============================>.] - ETA: 0s - loss: 0.0046 242/242 [==============================] - 0s 1ms/step - loss: 0.0046 Epoch 6/10 1/242 [..............................] - ETA: 0s - loss: 1.6549e-04 42/242 [====>.........................] - ETA: 0s - loss: 0.0017  83/242 [=========>....................] - ETA: 0s - loss: 0.0033 122/242 [==============>...............] - ETA: 0s - loss: 0.0037 161/242 [==================>...........] - ETA: 0s - loss: 0.0040 201/242 [=======================>......] - ETA: 0s - loss: 0.0042 241/242 [============================>.] - ETA: 0s - loss: 0.0037 242/242 [==============================] - 0s 1ms/step - loss: 0.0037 Epoch 7/10 1/242 [..............................] - ETA: 0s - loss: 2.7370e-04 43/242 [====>.........................] - ETA: 0s - loss: 0.0061  81/242 [=========>....................] - ETA: 0s - loss: 0.0048 122/242 [==============>...............] - ETA: 0s - loss: 0.0041 163/242 [===================>..........] - ETA: 0s - loss: 0.0039 203/242 [========================>.....] - ETA: 0s - loss: 0.0036 242/242 [==============================] - 0s 1ms/step - loss: 0.0035 Epoch 8/10 1/242 [..............................] - ETA: 0s - loss: 2.2467e-04 42/242 [====>.........................] - ETA: 0s - loss: 0.0048  82/242 [=========>....................] - ETA: 0s - loss: 0.0048 120/242 [=============>................] - ETA: 0s - loss: 0.0038 156/242 [==================>...........] - ETA: 0s - loss: 0.0051 196/242 [=======================>......] - ETA: 0s - loss: 0.0061 236/242 [============================>.] - ETA: 0s - loss: 0.0064 242/242 [==============================] - 0s 1ms/step - loss: 0.0064 Epoch 9/10 1/242 [..............................] - ETA: 0s - loss: 4.4610e-04 42/242 [====>.........................] - ETA: 0s - loss: 0.0033  82/242 [=========>....................] - ETA: 0s - loss: 0.0149 122/242 [==============>...............] - ETA: 0s - loss: 0.0132 162/242 [===================>..........] - ETA: 0s - loss: 0.0116 201/242 [=======================>......] - ETA: 0s - loss: 0.0114 241/242 [============================>.] - ETA: 0s - loss: 0.0096 242/242 [==============================] - 0s 1ms/step - loss: 0.0096 Epoch 10/10 1/242 [..............................] - ETA: 0s - loss: 5.1804e-06 40/242 [===>..........................] - ETA: 0s - loss: 9.7092e-04 79/242 [========>.....................] - ETA: 0s - loss: 0.0012  119/242 [=============>................] - ETA: 0s - loss: 0.0033 159/242 [==================>...........] - ETA: 0s - loss: 0.0042 200/242 [=======================>......] - ETA: 0s - loss: 0.0037 239/242 [============================>.] - ETA: 0s - loss: 0.0035 242/242 [==============================] - 0s 1ms/step - loss: 0.0036 -> test with GAN.predict GAN tn, fp: 596, 4 GAN fn, tp: 7, 20 GAN f1 score: 0.784 GAN cohens kappa score: 0.775 -> test with 'LR' LR tn, fp: 525, 75 LR fn, tp: 6, 21 LR f1 score: 0.341 LR cohens kappa score: 0.294 LR average precision score: 0.341 -> test with 'RF' RF tn, fp: 598, 2 RF fn, tp: 3, 24 RF f1 score: 0.906 RF cohens kappa score: 0.901 -> test with 'GB' GB tn, fp: 595, 5 GB fn, tp: 1, 26 GB f1 score: 0.897 GB cohens kappa score: 0.892 -> test with 'KNN' KNN tn, fp: 586, 14 KNN fn, tp: 3, 24 KNN f1 score: 0.738 KNN cohens kappa score: 0.725 ====== Step 4/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 4/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 59s - loss: 0.0279 34/241 [===>..........................] - ETA: 0s - loss: 0.0129  75/241 [========>.....................] - ETA: 0s - loss: 0.0148 115/241 [=============>................] - ETA: 0s - loss: 0.0108 156/241 [==================>...........] - ETA: 0s - loss: 0.0099 197/241 [=======================>......] - ETA: 0s - loss: 0.0099 237/241 [============================>.] - ETA: 0s - loss: 0.0131 241/241 [==============================] - 1s 1ms/step - loss: 0.0129 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 1.6058e-07 39/241 [===>..........................] - ETA: 0s - loss: 0.0271  76/241 [========>.....................] - ETA: 0s - loss: 0.0211 116/241 [=============>................] - ETA: 0s - loss: 0.0182 154/241 [==================>...........] - ETA: 0s - loss: 0.0171 194/241 [=======================>......] - ETA: 0s - loss: 0.0141 234/241 [============================>.] - ETA: 0s - loss: 0.0129 241/241 [==============================] - 0s 1ms/step - loss: 0.0127 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 6.9331e-04 39/241 [===>..........................] - ETA: 0s - loss: 0.0117  75/241 [========>.....................] - ETA: 0s - loss: 0.0097 116/241 [=============>................] - ETA: 0s - loss: 0.0084 156/241 [==================>...........] - ETA: 0s - loss: 0.0075 194/241 [=======================>......] - ETA: 0s - loss: 0.0068 234/241 [============================>.] - ETA: 0s - loss: 0.0081 241/241 [==============================] - 0s 1ms/step - loss: 0.0081 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0423 42/241 [====>.........................] - ETA: 0s - loss: 0.0059 81/241 [=========>....................] - ETA: 0s - loss: 0.0082 122/241 [==============>...............] - ETA: 0s - loss: 0.0090 163/241 [===================>..........] - ETA: 0s - loss: 0.0078 203/241 [========================>.....] - ETA: 0s - loss: 0.0067 241/241 [==============================] - 0s 1ms/step - loss: 0.0067 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 3.7772e-04 39/241 [===>..........................] - ETA: 0s - loss: 0.0201  80/241 [========>.....................] - ETA: 0s - loss: 0.0133 120/241 [=============>................] - ETA: 0s - loss: 0.0110 155/241 [==================>...........] - ETA: 0s - loss: 0.0105 194/241 [=======================>......] - ETA: 0s - loss: 0.0096 232/241 [===========================>..] - ETA: 0s - loss: 0.0104 241/241 [==============================] - 0s 1ms/step - loss: 0.0106 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0019 40/241 [===>..........................] - ETA: 0s - loss: 0.0097 80/241 [========>.....................] - ETA: 0s - loss: 0.0132 118/241 [=============>................] - ETA: 0s - loss: 0.0100 158/241 [==================>...........] - ETA: 0s - loss: 0.0080 199/241 [=======================>......] - ETA: 0s - loss: 0.0076 238/241 [============================>.] - ETA: 0s - loss: 0.0073 241/241 [==============================] - 0s 1ms/step - loss: 0.0075 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 4.3154e-04 41/241 [====>.........................] - ETA: 0s - loss: 0.0014  81/241 [=========>....................] - ETA: 0s - loss: 0.0013 121/241 [==============>...............] - ETA: 0s - loss: 0.0036 158/241 [==================>...........] - ETA: 0s - loss: 0.0038 190/241 [======================>.......] - ETA: 0s - loss: 0.0046 223/241 [==========================>...] - ETA: 0s - loss: 0.0058 241/241 [==============================] - 0s 1ms/step - loss: 0.0057 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0013 40/241 [===>..........................] - ETA: 0s - loss: 0.0070 80/241 [========>.....................] - ETA: 0s - loss: 0.0094 119/241 [=============>................] - ETA: 0s - loss: 0.0073 157/241 [==================>...........] - ETA: 0s - loss: 0.0060 196/241 [=======================>......] - ETA: 0s - loss: 0.0059 236/241 [============================>.] - ETA: 0s - loss: 0.0069 241/241 [==============================] - 0s 1ms/step - loss: 0.0069 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0045 40/241 [===>..........................] - ETA: 0s - loss: 0.0073 80/241 [========>.....................] - ETA: 0s - loss: 0.0074 118/241 [=============>................] - ETA: 0s - loss: 0.0064 158/241 [==================>...........] - ETA: 0s - loss: 0.0073 199/241 [=======================>......] - ETA: 0s - loss: 0.0066 239/241 [============================>.] - ETA: 0s - loss: 0.0073 241/241 [==============================] - 0s 1ms/step - loss: 0.0072 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 2.9800e-06 42/241 [====>.........................] - ETA: 0s - loss: 0.0034  81/241 [=========>....................] - ETA: 0s - loss: 0.0043 120/241 [=============>................] - ETA: 0s - loss: 0.0055 161/241 [===================>..........] - ETA: 0s - loss: 0.0067 201/241 [========================>.....] - ETA: 0s - loss: 0.0064 241/241 [==============================] - ETA: 0s - loss: 0.0074 241/241 [==============================] - 0s 1ms/step - loss: 0.0074 -> test with GAN.predict GAN tn, fp: 584, 19 GAN fn, tp: 7, 24 GAN f1 score: 0.649 GAN cohens kappa score: 0.627 -> test with 'LR' LR tn, fp: 528, 75 LR fn, tp: 5, 26 LR f1 score: 0.394 LR cohens kappa score: 0.345 LR average precision score: 0.403 -> test with 'RF' RF tn, fp: 597, 6 RF fn, tp: 6, 25 RF f1 score: 0.806 RF cohens kappa score: 0.797 -> test with 'GB' GB tn, fp: 592, 11 GB fn, tp: 3, 28 GB f1 score: 0.800 GB cohens kappa score: 0.788 -> test with 'KNN' KNN tn, fp: 579, 24 KNN fn, tp: 6, 25 KNN f1 score: 0.625 KNN cohens kappa score: 0.601 ------ Step 4/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 53s - loss: 9.5310e-07 40/241 [===>..........................] - ETA: 0s - loss: 0.0061  79/241 [========>.....................] - ETA: 0s - loss: 0.0052 116/241 [=============>................] - ETA: 0s - loss: 0.0039 155/241 [==================>...........] - ETA: 0s - loss: 0.0051 195/241 [=======================>......] - ETA: 0s - loss: 0.0062 235/241 [============================>.] - ETA: 0s - loss: 0.0062 241/241 [==============================] - 1s 1ms/step - loss: 0.0061 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 4.0795e-05 39/241 [===>..........................] - ETA: 0s - loss: 0.0103  78/241 [========>.....................] - ETA: 0s - loss: 0.0099 112/241 [============>.................] - ETA: 0s - loss: 0.0098 145/241 [=================>............] - ETA: 0s - loss: 0.0105 180/241 [=====================>........] - ETA: 0s - loss: 0.0095 220/241 [==========================>...] - ETA: 0s - loss: 0.0094 241/241 [==============================] - 0s 1ms/step - loss: 0.0090 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 6.2360e-04 39/241 [===>..........................] - ETA: 0s - loss: 0.0133  79/241 [========>.....................] - ETA: 0s - loss: 0.0126 119/241 [=============>................] - ETA: 0s - loss: 0.0117 157/241 [==================>...........] - ETA: 0s - loss: 0.0094 198/241 [=======================>......] - ETA: 0s - loss: 0.0083 238/241 [============================>.] - ETA: 0s - loss: 0.0072 241/241 [==============================] - 0s 1ms/step - loss: 0.0071 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 1.4915e-04 40/241 [===>..........................] - ETA: 0s - loss: 0.0017  80/241 [========>.....................] - ETA: 0s - loss: 0.0059 120/241 [=============>................] - ETA: 0s - loss: 0.0048 158/241 [==================>...........] - ETA: 0s - loss: 0.0038 196/241 [=======================>......] - ETA: 0s - loss: 0.0032 236/241 [============================>.] - ETA: 0s - loss: 0.0038 241/241 [==============================] - 0s 1ms/step - loss: 0.0037 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 6.3587e-04 42/241 [====>.........................] - ETA: 0s - loss: 0.0049  82/241 [=========>....................] - ETA: 0s - loss: 0.0033 122/241 [==============>...............] - ETA: 0s - loss: 0.0036 163/241 [===================>..........] - ETA: 0s - loss: 0.0048 200/241 [=======================>......] - ETA: 0s - loss: 0.0055 237/241 [============================>.] - ETA: 0s - loss: 0.0052 241/241 [==============================] - 0s 1ms/step - loss: 0.0052 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 2.3212e-04 33/241 [===>..........................] - ETA: 0s - loss: 0.0018  70/241 [=======>......................] - ETA: 0s - loss: 0.0013 107/241 [============>.................] - ETA: 0s - loss: 0.0012 144/241 [================>.............] - ETA: 0s - loss: 0.0017 184/241 [=====================>........] - ETA: 0s - loss: 0.0044 220/241 [==========================>...] - ETA: 0s - loss: 0.0091 241/241 [==============================] - 0s 1ms/step - loss: 0.0090 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 2.4823e-05 40/241 [===>..........................] - ETA: 0s - loss: 0.0060  80/241 [========>.....................] - ETA: 0s - loss: 0.0040 119/241 [=============>................] - ETA: 0s - loss: 0.0047 159/241 [==================>...........] - ETA: 0s - loss: 0.0045 198/241 [=======================>......] - ETA: 0s - loss: 0.0044 238/241 [============================>.] - ETA: 0s - loss: 0.0046 241/241 [==============================] - 0s 1ms/step - loss: 0.0048 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.1913 41/241 [====>.........................] - ETA: 0s - loss: 0.0101 81/241 [=========>....................] - ETA: 0s - loss: 0.0061 121/241 [==============>...............] - ETA: 0s - loss: 0.0056 161/241 [===================>..........] - ETA: 0s - loss: 0.0049 201/241 [========================>.....] - ETA: 0s - loss: 0.0049 241/241 [==============================] - 0s 1ms/step - loss: 0.0046 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0010 40/241 [===>..........................] - ETA: 0s - loss: 0.0023 79/241 [========>.....................] - ETA: 0s - loss: 0.0045 118/241 [=============>................] - ETA: 0s - loss: 0.0038 157/241 [==================>...........] - ETA: 0s - loss: 0.0044 197/241 [=======================>......] - ETA: 0s - loss: 0.0056 237/241 [============================>.] - ETA: 0s - loss: 0.0050 241/241 [==============================] - 0s 1ms/step - loss: 0.0049 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 8.1747e-05 41/241 [====>.........................] - ETA: 0s - loss: 0.0027  82/241 [=========>....................] - ETA: 0s - loss: 0.0032 121/241 [==============>...............] - ETA: 0s - loss: 0.0049 161/241 [===================>..........] - ETA: 0s - loss: 0.0054 202/241 [========================>.....] - ETA: 0s - loss: 0.0055 241/241 [==============================] - ETA: 0s - loss: 0.0052 241/241 [==============================] - 0s 1ms/step - loss: 0.0052 -> test with GAN.predict GAN tn, fp: 594, 9 GAN fn, tp: 9, 22 GAN f1 score: 0.710 GAN cohens kappa score: 0.695 -> test with 'LR' LR tn, fp: 541, 62 LR fn, tp: 6, 25 LR f1 score: 0.424 LR cohens kappa score: 0.379 LR average precision score: 0.438 -> test with 'RF' RF tn, fp: 598, 5 RF fn, tp: 8, 23 RF f1 score: 0.780 RF cohens kappa score: 0.769 -> test with 'GB' GB tn, fp: 595, 8 GB fn, tp: 4, 27 GB f1 score: 0.818 GB cohens kappa score: 0.808 -> test with 'KNN' KNN tn, fp: 582, 21 KNN fn, tp: 6, 25 KNN f1 score: 0.649 KNN cohens kappa score: 0.628 ------ Step 4/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 56s - loss: 0.0866 41/241 [====>.........................] - ETA: 0s - loss: 0.0077  80/241 [========>.....................] - ETA: 0s - loss: 0.0073 118/241 [=============>................] - ETA: 0s - loss: 0.0063 157/241 [==================>...........] - ETA: 0s - loss: 0.0062 197/241 [=======================>......] - ETA: 0s - loss: 0.0071 236/241 [============================>.] - ETA: 0s - loss: 0.0090 241/241 [==============================] - 1s 1ms/step - loss: 0.0089 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.1651 40/241 [===>..........................] - ETA: 0s - loss: 0.0199 79/241 [========>.....................] - ETA: 0s - loss: 0.0150 118/241 [=============>................] - ETA: 0s - loss: 0.0126 158/241 [==================>...........] - ETA: 0s - loss: 0.0126 198/241 [=======================>......] - ETA: 0s - loss: 0.0124 237/241 [============================>.] - ETA: 0s - loss: 0.0111 241/241 [==============================] - 0s 1ms/step - loss: 0.0109 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 1.5859e-04 39/241 [===>..........................] - ETA: 0s - loss: 0.0096  79/241 [========>.....................] - ETA: 0s - loss: 0.0132 116/241 [=============>................] - ETA: 0s - loss: 0.0102 155/241 [==================>...........] - ETA: 0s - loss: 0.0107 195/241 [=======================>......] - ETA: 0s - loss: 0.0088 235/241 [============================>.] - ETA: 0s - loss: 0.0100 241/241 [==============================] - 0s 1ms/step - loss: 0.0098 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 4.8320e-04 39/241 [===>..........................] - ETA: 0s - loss: 0.0223  76/241 [========>.....................] - ETA: 0s - loss: 0.0154 116/241 [=============>................] - ETA: 0s - loss: 0.0117 156/241 [==================>...........] - ETA: 0s - loss: 0.0097 194/241 [=======================>......] - ETA: 0s - loss: 0.0088 234/241 [============================>.] - ETA: 0s - loss: 0.0081 241/241 [==============================] - 0s 1ms/step - loss: 0.0080 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 1.3688e-04 39/241 [===>..........................] - ETA: 0s - loss: 0.0040  77/241 [========>.....................] - ETA: 0s - loss: 0.0034 116/241 [=============>................] - ETA: 0s - loss: 0.0050 157/241 [==================>...........] - ETA: 0s - loss: 0.0069 198/241 [=======================>......] - ETA: 0s - loss: 0.0075 237/241 [============================>.] - ETA: 0s - loss: 0.0088 241/241 [==============================] - 0s 1ms/step - loss: 0.0093 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0012 39/241 [===>..........................] - ETA: 0s - loss: 0.0587 77/241 [========>.....................] - ETA: 0s - loss: 0.0802 118/241 [=============>................] - ETA: 0s - loss: 0.0617 157/241 [==================>...........] - ETA: 0s - loss: 0.0503 197/241 [=======================>......] - ETA: 0s - loss: 0.0417 236/241 [============================>.] - ETA: 0s - loss: 0.0370 241/241 [==============================] - 0s 1ms/step - loss: 0.0367 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0022 39/241 [===>..........................] - ETA: 0s - loss: 0.0041 78/241 [========>.....................] - ETA: 0s - loss: 0.0054 114/241 [=============>................] - ETA: 0s - loss: 0.0046 148/241 [=================>............] - ETA: 0s - loss: 0.0038 187/241 [======================>.......] - ETA: 0s - loss: 0.0043 225/241 [===========================>..] - ETA: 0s - loss: 0.0049 241/241 [==============================] - 0s 1ms/step - loss: 0.0058 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0028 41/241 [====>.........................] - ETA: 0s - loss: 0.0026 80/241 [========>.....................] - ETA: 0s - loss: 0.0026 120/241 [=============>................] - ETA: 0s - loss: 0.0035 159/241 [==================>...........] - ETA: 0s - loss: 0.0041 198/241 [=======================>......] - ETA: 0s - loss: 0.0058 237/241 [============================>.] - ETA: 0s - loss: 0.0058 241/241 [==============================] - 0s 1ms/step - loss: 0.0060 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0012 41/241 [====>.........................] - ETA: 0s - loss: 0.0016 77/241 [========>.....................] - ETA: 0s - loss: 0.0027 118/241 [=============>................] - ETA: 0s - loss: 0.0045 158/241 [==================>...........] - ETA: 0s - loss: 0.0110 197/241 [=======================>......] - ETA: 0s - loss: 0.0129 234/241 [============================>.] - ETA: 0s - loss: 0.0139 241/241 [==============================] - 0s 1ms/step - loss: 0.0139 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 8.2241e-05 40/241 [===>..........................] - ETA: 0s - loss: 0.0088  79/241 [========>.....................] - ETA: 0s - loss: 0.0057 114/241 [=============>................] - ETA: 0s - loss: 0.0056 154/241 [==================>...........] - ETA: 0s - loss: 0.0058 194/241 [=======================>......] - ETA: 0s - loss: 0.0053 235/241 [============================>.] - ETA: 0s - loss: 0.0067 241/241 [==============================] - 0s 1ms/step - loss: 0.0067 -> test with GAN.predict GAN tn, fp: 598, 5 GAN fn, tp: 11, 20 GAN f1 score: 0.714 GAN cohens kappa score: 0.701 -> test with 'LR' LR tn, fp: 518, 85 LR fn, tp: 3, 28 LR f1 score: 0.389 LR cohens kappa score: 0.338 LR average precision score: 0.584 -> test with 'RF' RF tn, fp: 598, 5 RF fn, tp: 9, 22 RF f1 score: 0.759 RF cohens kappa score: 0.747 -> test with 'GB' GB tn, fp: 596, 7 GB fn, tp: 5, 26 GB f1 score: 0.812 GB cohens kappa score: 0.803 -> test with 'KNN' KNN tn, fp: 579, 24 KNN fn, tp: 6, 25 KNN f1 score: 0.625 KNN cohens kappa score: 0.601 ------ Step 4/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 1:52 - loss: 2.7773e-04 42/241 [====>.........................] - ETA: 0s - loss: 0.0088  83/241 [=========>....................] - ETA: 0s - loss: 0.0071 123/241 [==============>...............] - ETA: 0s - loss: 0.0063 163/241 [===================>..........] - ETA: 0s - loss: 0.0052 203/241 [========================>.....] - ETA: 0s - loss: 0.0043 241/241 [==============================] - 1s 1ms/step - loss: 0.0037 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 9.6371e-05 38/241 [===>..........................] - ETA: 0s - loss: 9.3152e-04 76/241 [========>.....................] - ETA: 0s - loss: 0.0048  115/241 [=============>................] - ETA: 0s - loss: 0.0072 155/241 [==================>...........] - ETA: 0s - loss: 0.0060 196/241 [=======================>......] - ETA: 0s - loss: 0.0054 236/241 [============================>.] - ETA: 0s - loss: 0.0049 241/241 [==============================] - 0s 1ms/step - loss: 0.0048 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 6.6689e-05 41/241 [====>.........................] - ETA: 0s - loss: 0.0026  80/241 [========>.....................] - ETA: 0s - loss: 0.0031 120/241 [=============>................] - ETA: 0s - loss: 0.0035 161/241 [===================>..........] - ETA: 0s - loss: 0.0037 202/241 [========================>.....] - ETA: 0s - loss: 0.0033 241/241 [==============================] - ETA: 0s - loss: 0.0052 241/241 [==============================] - 0s 1ms/step - loss: 0.0052 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0112 42/241 [====>.........................] - ETA: 0s - loss: 0.0213 82/241 [=========>....................] - ETA: 0s - loss: 0.0113 122/241 [==============>...............] - ETA: 0s - loss: 0.0097 163/241 [===================>..........] - ETA: 0s - loss: 0.0080 200/241 [=======================>......] - ETA: 0s - loss: 0.0079 238/241 [============================>.] - ETA: 0s - loss: 0.0071 241/241 [==============================] - 0s 1ms/step - loss: 0.0071 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 1.9375e-04 40/241 [===>..........................] - ETA: 0s - loss: 0.0041  79/241 [========>.....................] - ETA: 0s - loss: 0.0038 118/241 [=============>................] - ETA: 0s - loss: 0.0029 157/241 [==================>...........] - ETA: 0s - loss: 0.0026 196/241 [=======================>......] - ETA: 0s - loss: 0.0034 236/241 [============================>.] - ETA: 0s - loss: 0.0031 241/241 [==============================] - 0s 1ms/step - loss: 0.0031 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0012 42/241 [====>.........................] - ETA: 0s - loss: 7.9987e-04 83/241 [=========>....................] - ETA: 0s - loss: 6.5979e-04 122/241 [==============>...............] - ETA: 0s - loss: 0.0032  152/241 [=================>............] - ETA: 0s - loss: 0.0036 187/241 [======================>.......] - ETA: 0s - loss: 0.0041 221/241 [==========================>...] - ETA: 0s - loss: 0.0037 241/241 [==============================] - 0s 1ms/step - loss: 0.0034 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 7.7832e-04 41/241 [====>.........................] - ETA: 0s - loss: 3.3681e-04 82/241 [=========>....................] - ETA: 0s - loss: 7.2788e-04 118/241 [=============>................] - ETA: 0s - loss: 7.7752e-04 155/241 [==================>...........] - ETA: 0s - loss: 0.0018  194/241 [=======================>......] - ETA: 0s - loss: 0.0016 232/241 [===========================>..] - ETA: 0s - loss: 0.0036 241/241 [==============================] - 0s 1ms/step - loss: 0.0035 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 1.7376e-04 40/241 [===>..........................] - ETA: 0s - loss: 0.0011  79/241 [========>.....................] - ETA: 0s - loss: 0.0024 119/241 [=============>................] - ETA: 0s - loss: 0.0036 158/241 [==================>...........] - ETA: 0s - loss: 0.0040 198/241 [=======================>......] - ETA: 0s - loss: 0.0042 237/241 [============================>.] - ETA: 0s - loss: 0.0039 241/241 [==============================] - 0s 1ms/step - loss: 0.0038 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 6.5345e-05 41/241 [====>.........................] - ETA: 0s - loss: 0.0039  82/241 [=========>....................] - ETA: 0s - loss: 0.0023 123/241 [==============>...............] - ETA: 0s - loss: 0.0035 162/241 [===================>..........] - ETA: 0s - loss: 0.0030 200/241 [=======================>......] - ETA: 0s - loss: 0.0031 239/241 [============================>.] - ETA: 0s - loss: 0.0034 241/241 [==============================] - 0s 1ms/step - loss: 0.0034 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 3.4014e-04 42/241 [====>.........................] - ETA: 0s - loss: 3.6459e-04 79/241 [========>.....................] - ETA: 0s - loss: 6.0000e-04 120/241 [=============>................] - ETA: 0s - loss: 0.0026  160/241 [==================>...........] - ETA: 0s - loss: 0.0033 200/241 [=======================>......] - ETA: 0s - loss: 0.0060 240/241 [============================>.] - ETA: 0s - loss: 0.0071 241/241 [==============================] - 0s 1ms/step - loss: 0.0071 -> test with GAN.predict GAN tn, fp: 597, 6 GAN fn, tp: 7, 24 GAN f1 score: 0.787 GAN cohens kappa score: 0.776 -> test with 'LR' LR tn, fp: 506, 97 LR fn, tp: 2, 29 LR f1 score: 0.369 LR cohens kappa score: 0.316 LR average precision score: 0.470 -> test with 'RF' RF tn, fp: 601, 2 RF fn, tp: 4, 27 RF f1 score: 0.900 RF cohens kappa score: 0.895 -> test with 'GB' GB tn, fp: 596, 7 GB fn, tp: 3, 28 GB f1 score: 0.848 GB cohens kappa score: 0.840 -> test with 'KNN' KNN tn, fp: 579, 24 KNN fn, tp: 9, 22 KNN f1 score: 0.571 KNN cohens kappa score: 0.545 ------ Step 4/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2288 synthetic samples -> retrain GAN for predict Epoch 1/10 1/242 [..............................] - ETA: 1:03 - loss: 5.1027e-05 35/242 [===>..........................] - ETA: 0s - loss: 0.0180  71/242 [=======>......................] - ETA: 0s - loss: 0.0196 103/242 [===========>..................] - ETA: 0s - loss: 0.0178 137/242 [===============>..............] - ETA: 0s - loss: 0.0167 172/242 [====================>.........] - ETA: 0s - loss: 0.0191 207/242 [========================>.....] - ETA: 0s - loss: 0.0200 240/242 [============================>.] - ETA: 0s - loss: 0.0197 242/242 [==============================] - 1s 1ms/step - loss: 0.0196 Epoch 2/10 1/242 [..............................] - ETA: 0s - loss: 0.0044 36/242 [===>..........................] - ETA: 0s - loss: 0.0081 69/242 [=======>......................] - ETA: 0s - loss: 0.0234 104/242 [===========>..................] - ETA: 0s - loss: 0.0166 140/242 [================>.............] - ETA: 0s - loss: 0.0132 173/242 [====================>.........] - ETA: 0s - loss: 0.0158 207/242 [========================>.....] - ETA: 0s - loss: 0.0144 242/242 [==============================] - 0s 1ms/step - loss: 0.0138 Epoch 3/10 1/242 [..............................] - ETA: 0s - loss: 0.0033 38/242 [===>..........................] - ETA: 0s - loss: 0.0047 75/242 [========>.....................] - ETA: 0s - loss: 0.0064 110/242 [============>.................] - ETA: 0s - loss: 0.0066 145/242 [================>.............] - ETA: 0s - loss: 0.0136 185/242 [=====================>........] - ETA: 0s - loss: 0.0128 219/242 [==========================>...] - ETA: 0s - loss: 0.0111 242/242 [==============================] - 0s 1ms/step - loss: 0.0115 Epoch 4/10 1/242 [..............................] - ETA: 0s - loss: 6.9322e-06 37/242 [===>..........................] - ETA: 0s - loss: 0.0101  72/242 [=======>......................] - ETA: 0s - loss: 0.0075 109/242 [============>.................] - ETA: 0s - loss: 0.0062 146/242 [=================>............] - ETA: 0s - loss: 0.0059 182/242 [=====================>........] - ETA: 0s - loss: 0.0055 220/242 [==========================>...] - ETA: 0s - loss: 0.0053 242/242 [==============================] - 0s 1ms/step - loss: 0.0061 Epoch 5/10 1/242 [..............................] - ETA: 0s - loss: 0.0018 37/242 [===>..........................] - ETA: 0s - loss: 0.0094 71/242 [=======>......................] - ETA: 0s - loss: 0.0109 99/242 [===========>..................] - ETA: 0s - loss: 0.0095 131/242 [===============>..............] - ETA: 0s - loss: 0.0082 162/242 [===================>..........] - ETA: 0s - loss: 0.0073 196/242 [=======================>......] - ETA: 0s - loss: 0.0065 231/242 [===========================>..] - ETA: 0s - loss: 0.0062 242/242 [==============================] - 0s 2ms/step - loss: 0.0060 Epoch 6/10 1/242 [..............................] - ETA: 0s - loss: 1.1653e-04 39/242 [===>..........................] - ETA: 0s - loss: 0.0040  75/242 [========>.....................] - ETA: 0s - loss: 0.0024 109/242 [============>.................] - ETA: 0s - loss: 0.0036 136/242 [===============>..............] - ETA: 0s - loss: 0.0029 166/242 [===================>..........] - ETA: 0s - loss: 0.0029 197/242 [=======================>......] - ETA: 0s - loss: 0.0067 232/242 [===========================>..] - ETA: 0s - loss: 0.0072 242/242 [==============================] - 0s 2ms/step - loss: 0.0070 Epoch 7/10 1/242 [..............................] - ETA: 0s - loss: 0.0057 35/242 [===>..........................] - ETA: 0s - loss: 0.0104 70/242 [=======>......................] - ETA: 0s - loss: 0.0167 106/242 [============>.................] - ETA: 0s - loss: 0.0166 144/242 [================>.............] - ETA: 0s - loss: 0.0154 181/242 [=====================>........] - ETA: 0s - loss: 0.0137 218/242 [==========================>...] - ETA: 0s - loss: 0.0119 242/242 [==============================] - 0s 1ms/step - loss: 0.0119 Epoch 8/10 1/242 [..............................] - ETA: 0s - loss: 0.0060 37/242 [===>..........................] - ETA: 0s - loss: 0.0102 75/242 [========>.....................] - ETA: 0s - loss: 0.0117 110/242 [============>.................] - ETA: 0s - loss: 0.0105 146/242 [=================>............] - ETA: 0s - loss: 0.0086 181/242 [=====================>........] - ETA: 0s - loss: 0.0080 218/242 [==========================>...] - ETA: 0s - loss: 0.0078 242/242 [==============================] - 0s 1ms/step - loss: 0.0083 Epoch 9/10 1/242 [..............................] - ETA: 0s - loss: 5.0127e-04 34/242 [===>..........................] - ETA: 0s - loss: 0.0082  67/242 [=======>......................] - ETA: 0s - loss: 0.0120 102/242 [===========>..................] - ETA: 0s - loss: 0.0093 137/242 [===============>..............] - ETA: 0s - loss: 0.0100 175/242 [====================>.........] - ETA: 0s - loss: 0.0085 208/242 [========================>.....] - ETA: 0s - loss: 0.0076 241/242 [============================>.] - ETA: 0s - loss: 0.0071 242/242 [==============================] - 0s 1ms/step - loss: 0.0071 Epoch 10/10 1/242 [..............................] - ETA: 0s - loss: 4.2716e-04 36/242 [===>..........................] - ETA: 0s - loss: 0.0016  72/242 [=======>......................] - ETA: 0s - loss: 0.0022 106/242 [============>.................] - ETA: 0s - loss: 0.0056 142/242 [================>.............] - ETA: 0s - loss: 0.0057 178/242 [=====================>........] - ETA: 0s - loss: 0.0071 211/242 [=========================>....] - ETA: 0s - loss: 0.0078 242/242 [==============================] - 0s 1ms/step - loss: 0.0072 -> test with GAN.predict GAN tn, fp: 586, 14 GAN fn, tp: 6, 21 GAN f1 score: 0.677 GAN cohens kappa score: 0.661 -> test with 'LR' LR tn, fp: 523, 77 LR fn, tp: 6, 21 LR f1 score: 0.336 LR cohens kappa score: 0.288 LR average precision score: 0.403 -> test with 'RF' RF tn, fp: 594, 6 RF fn, tp: 8, 19 RF f1 score: 0.731 RF cohens kappa score: 0.719 -> test with 'GB' GB tn, fp: 592, 8 GB fn, tp: 4, 23 GB f1 score: 0.793 GB cohens kappa score: 0.783 -> test with 'KNN' KNN tn, fp: 576, 24 KNN fn, tp: 6, 21 KNN f1 score: 0.583 KNN cohens kappa score: 0.560 ====== Step 5/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 5/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 53s - loss: 0.0016 41/241 [====>.........................] - ETA: 0s - loss: 0.0097  81/241 [=========>....................] - ETA: 0s - loss: 0.0126 122/241 [==============>...............] - ETA: 0s - loss: 0.0099 164/241 [===================>..........] - ETA: 0s - loss: 0.0102 203/241 [========================>.....] - ETA: 0s - loss: 0.0123 241/241 [==============================] - 1s 1ms/step - loss: 0.0110 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.0054 42/241 [====>.........................] - ETA: 0s - loss: 0.0081 81/241 [=========>....................] - ETA: 0s - loss: 0.0071 122/241 [==============>...............] - ETA: 0s - loss: 0.0072 162/241 [===================>..........] - ETA: 0s - loss: 0.0094 201/241 [========================>.....] - ETA: 0s - loss: 0.0092 241/241 [==============================] - ETA: 0s - loss: 0.0098 241/241 [==============================] - 0s 1ms/step - loss: 0.0098 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 9.7073e-04 41/241 [====>.........................] - ETA: 0s - loss: 0.0164  81/241 [=========>....................] - ETA: 0s - loss: 0.0132 122/241 [==============>...............] - ETA: 0s - loss: 0.0128 163/241 [===================>..........] - ETA: 0s - loss: 0.0123 198/241 [=======================>......] - ETA: 0s - loss: 0.0119 229/241 [===========================>..] - ETA: 0s - loss: 0.0109 241/241 [==============================] - 0s 1ms/step - loss: 0.0110 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 5.0109e-04 38/241 [===>..........................] - ETA: 0s - loss: 0.0129  77/241 [========>.....................] - ETA: 0s - loss: 0.0126 117/241 [=============>................] - ETA: 0s - loss: 0.0094 157/241 [==================>...........] - ETA: 0s - loss: 0.0149 197/241 [=======================>......] - ETA: 0s - loss: 0.0162 237/241 [============================>.] - ETA: 0s - loss: 0.0158 241/241 [==============================] - 0s 1ms/step - loss: 0.0155 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 8.7073e-05 41/241 [====>.........................] - ETA: 0s - loss: 0.0109  81/241 [=========>....................] - ETA: 0s - loss: 0.0115 114/241 [=============>................] - ETA: 0s - loss: 0.0136 155/241 [==================>...........] - ETA: 0s - loss: 0.0137 196/241 [=======================>......] - ETA: 0s - loss: 0.0116 237/241 [============================>.] - ETA: 0s - loss: 0.0122 241/241 [==============================] - 0s 1ms/step - loss: 0.0120 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0091 41/241 [====>.........................] - ETA: 0s - loss: 0.0071 78/241 [========>.....................] - ETA: 0s - loss: 0.0062 117/241 [=============>................] - ETA: 0s - loss: 0.0132 157/241 [==================>...........] - ETA: 0s - loss: 0.0106 197/241 [=======================>......] - ETA: 0s - loss: 0.0100 237/241 [============================>.] - ETA: 0s - loss: 0.0116 241/241 [==============================] - 0s 1ms/step - loss: 0.0121 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 2.9716e-06 41/241 [====>.........................] - ETA: 0s - loss: 0.0078  81/241 [=========>....................] - ETA: 0s - loss: 0.0071 121/241 [==============>...............] - ETA: 0s - loss: 0.0121 161/241 [===================>..........] - ETA: 0s - loss: 0.0167 201/241 [========================>.....] - ETA: 0s - loss: 0.0149 241/241 [==============================] - ETA: 0s - loss: 0.0156 241/241 [==============================] - 0s 1ms/step - loss: 0.0156 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0299 42/241 [====>.........................] - ETA: 0s - loss: 0.0126 83/241 [=========>....................] - ETA: 0s - loss: 0.0190 124/241 [==============>...............] - ETA: 0s - loss: 0.0140 162/241 [===================>..........] - ETA: 0s - loss: 0.0128 199/241 [=======================>......] - ETA: 0s - loss: 0.0117 239/241 [============================>.] - ETA: 0s - loss: 0.0112 241/241 [==============================] - 0s 1ms/step - loss: 0.0111 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0014 40/241 [===>..........................] - ETA: 0s - loss: 0.0047 79/241 [========>.....................] - ETA: 0s - loss: 0.0054 119/241 [=============>................] - ETA: 0s - loss: 0.0065 158/241 [==================>...........] - ETA: 0s - loss: 0.0077 199/241 [=======================>......] - ETA: 0s - loss: 0.0081 239/241 [============================>.] - ETA: 0s - loss: 0.0086 241/241 [==============================] - 0s 1ms/step - loss: 0.0086 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 1.4641e-04 41/241 [====>.........................] - ETA: 0s - loss: 0.0072  82/241 [=========>....................] - ETA: 0s - loss: 0.0082 123/241 [==============>...............] - ETA: 0s - loss: 0.0070 157/241 [==================>...........] - ETA: 0s - loss: 0.0068 188/241 [======================>.......] - ETA: 0s - loss: 0.0066 222/241 [==========================>...] - ETA: 0s - loss: 0.0078 241/241 [==============================] - 0s 1ms/step - loss: 0.0096 -> test with GAN.predict GAN tn, fp: 578, 25 GAN fn, tp: 6, 25 GAN f1 score: 0.617 GAN cohens kappa score: 0.593 -> test with 'LR' LR tn, fp: 528, 75 LR fn, tp: 5, 26 LR f1 score: 0.394 LR cohens kappa score: 0.345 LR average precision score: 0.411 -> test with 'RF' RF tn, fp: 599, 4 RF fn, tp: 7, 24 RF f1 score: 0.814 RF cohens kappa score: 0.804 -> test with 'GB' GB tn, fp: 595, 8 GB fn, tp: 4, 27 GB f1 score: 0.818 GB cohens kappa score: 0.808 -> test with 'KNN' KNN tn, fp: 585, 18 KNN fn, tp: 5, 26 KNN f1 score: 0.693 KNN cohens kappa score: 0.675 ------ Step 5/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 51s - loss: 0.0200 41/241 [====>.........................] - ETA: 0s - loss: 0.0075  82/241 [=========>....................] - ETA: 0s - loss: 0.0083 123/241 [==============>...............] - ETA: 0s - loss: 0.0083 162/241 [===================>..........] - ETA: 0s - loss: 0.0071 202/241 [========================>.....] - ETA: 0s - loss: 0.0059 241/241 [==============================] - 1s 1ms/step - loss: 0.0051 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 8.2359e-05 41/241 [====>.........................] - ETA: 0s - loss: 6.5416e-04 81/241 [=========>....................] - ETA: 0s - loss: 9.4792e-04 122/241 [==============>...............] - ETA: 0s - loss: 0.0012  163/241 [===================>..........] - ETA: 0s - loss: 0.0014 201/241 [========================>.....] - ETA: 0s - loss: 0.0014 241/241 [==============================] - 0s 1ms/step - loss: 0.0014 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0011 43/241 [====>.........................] - ETA: 0s - loss: 0.0062 83/241 [=========>....................] - ETA: 0s - loss: 0.0047 121/241 [==============>...............] - ETA: 0s - loss: 0.0063 162/241 [===================>..........] - ETA: 0s - loss: 0.0063 203/241 [========================>.....] - ETA: 0s - loss: 0.0056 241/241 [==============================] - 0s 1ms/step - loss: 0.0050 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 7.6535e-04 41/241 [====>.........................] - ETA: 0s - loss: 7.3553e-04 78/241 [========>.....................] - ETA: 0s - loss: 6.1797e-04 116/241 [=============>................] - ETA: 0s - loss: 0.0020  157/241 [==================>...........] - ETA: 0s - loss: 0.0027 198/241 [=======================>......] - ETA: 0s - loss: 0.0027 231/241 [===========================>..] - ETA: 0s - loss: 0.0031 241/241 [==============================] - 0s 1ms/step - loss: 0.0030 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0051 34/241 [===>..........................] - ETA: 0s - loss: 0.0013 70/241 [=======>......................] - ETA: 0s - loss: 0.0016 112/241 [============>.................] - ETA: 0s - loss: 0.0014 152/241 [=================>............] - ETA: 0s - loss: 0.0021 193/241 [=======================>......] - ETA: 0s - loss: 0.0018 234/241 [============================>.] - ETA: 0s - loss: 0.0016 241/241 [==============================] - 0s 1ms/step - loss: 0.0016 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 7.7760e-06 41/241 [====>.........................] - ETA: 0s - loss: 0.0034  80/241 [========>.....................] - ETA: 0s - loss: 0.0028 121/241 [==============>...............] - ETA: 0s - loss: 0.0024 162/241 [===================>..........] - ETA: 0s - loss: 0.0022 203/241 [========================>.....] - ETA: 0s - loss: 0.0022 241/241 [==============================] - 0s 1ms/step - loss: 0.0022 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0026 41/241 [====>.........................] - ETA: 0s - loss: 0.0095 82/241 [=========>....................] - ETA: 0s - loss: 0.0095 121/241 [==============>...............] - ETA: 0s - loss: 0.0073 162/241 [===================>..........] - ETA: 0s - loss: 0.0070 203/241 [========================>.....] - ETA: 0s - loss: 0.0072 241/241 [==============================] - 0s 1ms/step - loss: 0.0067 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 2.8004e-05 41/241 [====>.........................] - ETA: 0s - loss: 8.9200e-04 80/241 [========>.....................] - ETA: 0s - loss: 7.6182e-04 119/241 [=============>................] - ETA: 0s - loss: 0.0011  159/241 [==================>...........] - ETA: 0s - loss: 0.0024 200/241 [=======================>......] - ETA: 0s - loss: 0.0026 240/241 [============================>.] - ETA: 0s - loss: 0.0030 241/241 [==============================] - 0s 1ms/step - loss: 0.0030 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 7.4961e-04 40/241 [===>..........................] - ETA: 0s - loss: 0.0014  80/241 [========>.....................] - ETA: 0s - loss: 0.0017 121/241 [==============>...............] - ETA: 0s - loss: 0.0014 161/241 [===================>..........] - ETA: 0s - loss: 0.0015 200/241 [=======================>......] - ETA: 0s - loss: 0.0017 240/241 [============================>.] - ETA: 0s - loss: 0.0017 241/241 [==============================] - 0s 1ms/step - loss: 0.0017 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 2.0936e-05 41/241 [====>.........................] - ETA: 0s - loss: 0.0014  82/241 [=========>....................] - ETA: 0s - loss: 0.0011 123/241 [==============>...............] - ETA: 0s - loss: 0.0011 164/241 [===================>..........] - ETA: 0s - loss: 0.0017 204/241 [========================>.....] - ETA: 0s - loss: 0.0014 241/241 [==============================] - 0s 1ms/step - loss: 0.0013 -> test with GAN.predict GAN tn, fp: 600, 3 GAN fn, tp: 11, 20 GAN f1 score: 0.741 GAN cohens kappa score: 0.729 -> test with 'LR' LR tn, fp: 529, 74 LR fn, tp: 5, 26 LR f1 score: 0.397 LR cohens kappa score: 0.348 LR average precision score: 0.505 -> test with 'RF' RF tn, fp: 600, 3 RF fn, tp: 4, 27 RF f1 score: 0.885 RF cohens kappa score: 0.879 -> test with 'GB' GB tn, fp: 595, 8 GB fn, tp: 2, 29 GB f1 score: 0.853 GB cohens kappa score: 0.845 -> test with 'KNN' KNN tn, fp: 577, 26 KNN fn, tp: 9, 22 KNN f1 score: 0.557 KNN cohens kappa score: 0.529 ------ Step 5/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 54s - loss: 7.2239e-05 41/241 [====>.........................] - ETA: 0s - loss: 0.0115  81/241 [=========>....................] - ETA: 0s - loss: 0.0169 119/241 [=============>................] - ETA: 0s - loss: 0.0152 153/241 [==================>...........] - ETA: 0s - loss: 0.0124 187/241 [======================>.......] - ETA: 0s - loss: 0.0114 224/241 [==========================>...] - ETA: 0s - loss: 0.0111 241/241 [==============================] - 1s 1ms/step - loss: 0.0105 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 5.5059e-04 42/241 [====>.........................] - ETA: 0s - loss: 0.0040  82/241 [=========>....................] - ETA: 0s - loss: 0.0055 123/241 [==============>...............] - ETA: 0s - loss: 0.0046 160/241 [==================>...........] - ETA: 0s - loss: 0.0047 201/241 [========================>.....] - ETA: 0s - loss: 0.0056 241/241 [==============================] - ETA: 0s - loss: 0.0055 241/241 [==============================] - 0s 1ms/step - loss: 0.0055 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 9.7380e-06 39/241 [===>..........................] - ETA: 0s - loss: 0.0069  77/241 [========>.....................] - ETA: 0s - loss: 0.0050 112/241 [============>.................] - ETA: 0s - loss: 0.0059 148/241 [=================>............] - ETA: 0s - loss: 0.0048 188/241 [======================>.......] - ETA: 0s - loss: 0.0048 227/241 [===========================>..] - ETA: 0s - loss: 0.0044 241/241 [==============================] - 0s 1ms/step - loss: 0.0047 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 7.0396e-04 39/241 [===>..........................] - ETA: 0s - loss: 0.0070  78/241 [========>.....................] - ETA: 0s - loss: 0.0067 118/241 [=============>................] - ETA: 0s - loss: 0.0070 154/241 [==================>...........] - ETA: 0s - loss: 0.0062 194/241 [=======================>......] - ETA: 0s - loss: 0.0055 234/241 [============================>.] - ETA: 0s - loss: 0.0050 241/241 [==============================] - 0s 1ms/step - loss: 0.0049 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0018 40/241 [===>..........................] - ETA: 0s - loss: 9.3812e-04 77/241 [========>.....................] - ETA: 0s - loss: 0.0029  116/241 [=============>................] - ETA: 0s - loss: 0.0031 157/241 [==================>...........] - ETA: 0s - loss: 0.0074 196/241 [=======================>......] - ETA: 0s - loss: 0.0075 236/241 [============================>.] - ETA: 0s - loss: 0.0067 241/241 [==============================] - 0s 1ms/step - loss: 0.0068 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0070 41/241 [====>.........................] - ETA: 0s - loss: 0.0075 82/241 [=========>....................] - ETA: 0s - loss: 0.0068 120/241 [=============>................] - ETA: 0s - loss: 0.0056 160/241 [==================>...........] - ETA: 0s - loss: 0.0050 199/241 [=======================>......] - ETA: 0s - loss: 0.0044 237/241 [============================>.] - ETA: 0s - loss: 0.0041 241/241 [==============================] - 0s 1ms/step - loss: 0.0041 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 2.4841e-04 41/241 [====>.........................] - ETA: 0s - loss: 0.0014  79/241 [========>.....................] - ETA: 0s - loss: 0.0010 119/241 [=============>................] - ETA: 0s - loss: 0.0013 157/241 [==================>...........] - ETA: 0s - loss: 0.0049 197/241 [=======================>......] - ETA: 0s - loss: 0.0056 237/241 [============================>.] - ETA: 0s - loss: 0.0054 241/241 [==============================] - 0s 1ms/step - loss: 0.0054 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 4.1915e-04 41/241 [====>.........................] - ETA: 0s - loss: 0.0026  76/241 [========>.....................] - ETA: 0s - loss: 0.0034 109/241 [============>.................] - ETA: 0s - loss: 0.0029 144/241 [================>.............] - ETA: 0s - loss: 0.0028 183/241 [=====================>........] - ETA: 0s - loss: 0.0028 219/241 [==========================>...] - ETA: 0s - loss: 0.0042 241/241 [==============================] - 0s 1ms/step - loss: 0.0046 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 7.2604e-05 40/241 [===>..........................] - ETA: 0s - loss: 0.0059  79/241 [========>.....................] - ETA: 0s - loss: 0.0043 119/241 [=============>................] - ETA: 0s - loss: 0.0054 157/241 [==================>...........] - ETA: 0s - loss: 0.0046 197/241 [=======================>......] - ETA: 0s - loss: 0.0046 237/241 [============================>.] - ETA: 0s - loss: 0.0053 241/241 [==============================] - 0s 1ms/step - loss: 0.0052 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0244 41/241 [====>.........................] - ETA: 0s - loss: 0.0109 82/241 [=========>....................] - ETA: 0s - loss: 0.0072 122/241 [==============>...............] - ETA: 0s - loss: 0.0086 163/241 [===================>..........] - ETA: 0s - loss: 0.0083 202/241 [========================>.....] - ETA: 0s - loss: 0.0082 241/241 [==============================] - 0s 1ms/step - loss: 0.0107 -> test with GAN.predict GAN tn, fp: 591, 12 GAN fn, tp: 9, 22 GAN f1 score: 0.677 GAN cohens kappa score: 0.660 -> test with 'LR' LR tn, fp: 513, 90 LR fn, tp: 1, 30 LR f1 score: 0.397 LR cohens kappa score: 0.347 LR average precision score: 0.514 -> test with 'RF' RF tn, fp: 600, 3 RF fn, tp: 10, 21 RF f1 score: 0.764 RF cohens kappa score: 0.753 -> test with 'GB' GB tn, fp: 593, 10 GB fn, tp: 10, 21 GB f1 score: 0.677 GB cohens kappa score: 0.661 -> test with 'KNN' KNN tn, fp: 581, 22 KNN fn, tp: 7, 24 KNN f1 score: 0.623 KNN cohens kappa score: 0.600 ------ Step 5/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2289 synthetic samples -> retrain GAN for predict Epoch 1/10 1/241 [..............................] - ETA: 55s - loss: 2.9469e-04 41/241 [====>.........................] - ETA: 0s - loss: 0.0180  78/241 [========>.....................] - ETA: 0s - loss: 0.0211 118/241 [=============>................] - ETA: 0s - loss: 0.0202 157/241 [==================>...........] - ETA: 0s - loss: 0.0331 196/241 [=======================>......] - ETA: 0s - loss: 0.0310 236/241 [============================>.] - ETA: 0s - loss: 0.0302 241/241 [==============================] - 1s 1ms/step - loss: 0.0300 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 1.8080e-04 41/241 [====>.........................] - ETA: 0s - loss: 0.0096  80/241 [========>.....................] - ETA: 0s - loss: 0.0147 120/241 [=============>................] - ETA: 0s - loss: 0.0201 160/241 [==================>...........] - ETA: 0s - loss: 0.0193 200/241 [=======================>......] - ETA: 0s - loss: 0.0184 239/241 [============================>.] - ETA: 0s - loss: 0.0172 241/241 [==============================] - 0s 1ms/step - loss: 0.0171 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 1.4184e-04 40/241 [===>..........................] - ETA: 0s - loss: 0.0039  79/241 [========>.....................] - ETA: 0s - loss: 0.0037 119/241 [=============>................] - ETA: 0s - loss: 0.0071 158/241 [==================>...........] - ETA: 0s - loss: 0.0097 197/241 [=======================>......] - ETA: 0s - loss: 0.0096 233/241 [============================>.] - ETA: 0s - loss: 0.0095 241/241 [==============================] - 0s 1ms/step - loss: 0.0092 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 4.1094e-06 39/241 [===>..........................] - ETA: 0s - loss: 0.0119  76/241 [========>.....................] - ETA: 0s - loss: 0.0084 116/241 [=============>................] - ETA: 0s - loss: 0.0066 154/241 [==================>...........] - ETA: 0s - loss: 0.0072 192/241 [======================>.......] - ETA: 0s - loss: 0.0061 231/241 [===========================>..] - ETA: 0s - loss: 0.0067 241/241 [==============================] - 0s 1ms/step - loss: 0.0074 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 9.4126e-04 40/241 [===>..........................] - ETA: 0s - loss: 0.0086  78/241 [========>.....................] - ETA: 0s - loss: 0.0069 118/241 [=============>................] - ETA: 0s - loss: 0.0073 158/241 [==================>...........] - ETA: 0s - loss: 0.0073 195/241 [=======================>......] - ETA: 0s - loss: 0.0090 236/241 [============================>.] - ETA: 0s - loss: 0.0117 241/241 [==============================] - 0s 1ms/step - loss: 0.0116 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 1.6022e-04 37/241 [===>..........................] - ETA: 0s - loss: 0.0085  77/241 [========>.....................] - ETA: 0s - loss: 0.0086 118/241 [=============>................] - ETA: 0s - loss: 0.0085 157/241 [==================>...........] - ETA: 0s - loss: 0.0097 197/241 [=======================>......] - ETA: 0s - loss: 0.0096 236/241 [============================>.] - ETA: 0s - loss: 0.0092 241/241 [==============================] - 0s 1ms/step - loss: 0.0090 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 8.0483e-07 37/241 [===>..........................] - ETA: 0s - loss: 0.0041  70/241 [=======>......................] - ETA: 0s - loss: 0.0081 105/241 [============>.................] - ETA: 0s - loss: 0.0066 140/241 [================>.............] - ETA: 0s - loss: 0.0096 179/241 [=====================>........] - ETA: 0s - loss: 0.0109 218/241 [==========================>...] - ETA: 0s - loss: 0.0094 241/241 [==============================] - 0s 1ms/step - loss: 0.0088 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 1.9335e-05 40/241 [===>..........................] - ETA: 0s - loss: 0.0059  81/241 [=========>....................] - ETA: 0s - loss: 0.0060 121/241 [==============>...............] - ETA: 0s - loss: 0.0058 161/241 [===================>..........] - ETA: 0s - loss: 0.0059 200/241 [=======================>......] - ETA: 0s - loss: 0.0066 238/241 [============================>.] - ETA: 0s - loss: 0.0083 241/241 [==============================] - 0s 1ms/step - loss: 0.0082 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0014 40/241 [===>..........................] - ETA: 0s - loss: 0.0120 78/241 [========>.....................] - ETA: 0s - loss: 0.0124 113/241 [=============>................] - ETA: 0s - loss: 0.0114 151/241 [=================>............] - ETA: 0s - loss: 0.0102 191/241 [======================>.......] - ETA: 0s - loss: 0.0126 230/241 [===========================>..] - ETA: 0s - loss: 0.0145 241/241 [==============================] - 0s 1ms/step - loss: 0.0142 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0470 41/241 [====>.........................] - ETA: 0s - loss: 0.0085 78/241 [========>.....................] - ETA: 0s - loss: 0.0114 119/241 [=============>................] - ETA: 0s - loss: 0.0119 158/241 [==================>...........] - ETA: 0s - loss: 0.0101 197/241 [=======================>......] - ETA: 0s - loss: 0.0092 236/241 [============================>.] - ETA: 0s - loss: 0.0086 241/241 [==============================] - 0s 1ms/step - loss: 0.0085 -> test with GAN.predict GAN tn, fp: 594, 9 GAN fn, tp: 8, 23 GAN f1 score: 0.730 GAN cohens kappa score: 0.716 -> test with 'LR' LR tn, fp: 527, 76 LR fn, tp: 4, 27 LR f1 score: 0.403 LR cohens kappa score: 0.354 LR average precision score: 0.584 -> test with 'RF' RF tn, fp: 597, 6 RF fn, tp: 5, 26 RF f1 score: 0.825 RF cohens kappa score: 0.816 -> test with 'GB' GB tn, fp: 593, 10 GB fn, tp: 3, 28 GB f1 score: 0.812 GB cohens kappa score: 0.801 -> test with 'KNN' KNN tn, fp: 577, 26 KNN fn, tp: 6, 25 KNN f1 score: 0.610 KNN cohens kappa score: 0.584 ------ Step 5/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2288 synthetic samples -> retrain GAN for predict Epoch 1/10 1/242 [..............................] - ETA: 54s - loss: 1.7060e-04 42/242 [====>.........................] - ETA: 0s - loss: 0.0025  83/242 [=========>....................] - ETA: 0s - loss: 0.0033 122/242 [==============>...............] - ETA: 0s - loss: 0.0046 162/242 [===================>..........] - ETA: 0s - loss: 0.0041 202/242 [========================>.....] - ETA: 0s - loss: 0.0045 242/242 [==============================] - ETA: 0s - loss: 0.0040 242/242 [==============================] - 1s 1ms/step - loss: 0.0040 Epoch 2/10 1/242 [..............................] - ETA: 0s - loss: 0.0015 42/242 [====>.........................] - ETA: 0s - loss: 0.0013 82/242 [=========>....................] - ETA: 0s - loss: 0.0020 122/242 [==============>...............] - ETA: 0s - loss: 0.0019 162/242 [===================>..........] - ETA: 0s - loss: 0.0031 195/242 [=======================>......] - ETA: 0s - loss: 0.0048 226/242 [===========================>..] - ETA: 0s - loss: 0.0047 242/242 [==============================] - 0s 1ms/step - loss: 0.0046 Epoch 3/10 1/242 [..............................] - ETA: 0s - loss: 7.1076e-04 37/242 [===>..........................] - ETA: 0s - loss: 6.2890e-04 75/242 [========>.....................] - ETA: 0s - loss: 0.0022  108/242 [============>.................] - ETA: 0s - loss: 0.0028 145/242 [================>.............] - ETA: 0s - loss: 0.0060 186/242 [======================>.......] - ETA: 0s - loss: 0.0061 227/242 [===========================>..] - ETA: 0s - loss: 0.0055 242/242 [==============================] - 0s 1ms/step - loss: 0.0054 Epoch 4/10 1/242 [..............................] - ETA: 0s - loss: 7.5048e-05 41/242 [====>.........................] - ETA: 0s - loss: 0.0020  82/242 [=========>....................] - ETA: 0s - loss: 0.0012 123/242 [==============>...............] - ETA: 0s - loss: 0.0020 163/242 [===================>..........] - ETA: 0s - loss: 0.0052 202/242 [========================>.....] - ETA: 0s - loss: 0.0046 241/242 [============================>.] - ETA: 0s - loss: 0.0053 242/242 [==============================] - 0s 1ms/step - loss: 0.0053 Epoch 5/10 1/242 [..............................] - ETA: 0s - loss: 3.8202e-05 39/242 [===>..........................] - ETA: 0s - loss: 9.2648e-04 80/242 [========>.....................] - ETA: 0s - loss: 9.9772e-04 120/242 [=============>................] - ETA: 0s - loss: 9.2293e-04 160/242 [==================>...........] - ETA: 0s - loss: 8.3690e-04 200/242 [=======================>......] - ETA: 0s - loss: 0.0019  238/242 [============================>.] - ETA: 0s - loss: 0.0020 242/242 [==============================] - 0s 1ms/step - loss: 0.0020 Epoch 6/10 1/242 [..............................] - ETA: 0s - loss: 1.7507e-04 41/242 [====>.........................] - ETA: 0s - loss: 4.9199e-04 80/242 [========>.....................] - ETA: 0s - loss: 0.0019  121/242 [==============>...............] - ETA: 0s - loss: 0.0027 162/242 [===================>..........] - ETA: 0s - loss: 0.0032 202/242 [========================>.....] - ETA: 0s - loss: 0.0041 241/242 [============================>.] - ETA: 0s - loss: 0.0058 242/242 [==============================] - 0s 1ms/step - loss: 0.0058 Epoch 7/10 1/242 [..............................] - ETA: 0s - loss: 0.0051 40/242 [===>..........................] - ETA: 0s - loss: 0.0120 78/242 [========>.....................] - ETA: 0s - loss: 0.0102 117/242 [=============>................] - ETA: 0s - loss: 0.0116 156/242 [==================>...........] - ETA: 0s - loss: 0.0109 192/242 [======================>.......] - ETA: 0s - loss: 0.0121 233/242 [===========================>..] - ETA: 0s - loss: 0.0108 242/242 [==============================] - 0s 1ms/step - loss: 0.0105 Epoch 8/10 1/242 [..............................] - ETA: 0s - loss: 1.0771e-04 41/242 [====>.........................] - ETA: 0s - loss: 0.0012  81/242 [=========>....................] - ETA: 0s - loss: 0.0011 120/242 [=============>................] - ETA: 0s - loss: 8.2602e-04 160/242 [==================>...........] - ETA: 0s - loss: 0.0019  200/242 [=======================>......] - ETA: 0s - loss: 0.0029 237/242 [============================>.] - ETA: 0s - loss: 0.0027 242/242 [==============================] - 0s 1ms/step - loss: 0.0027 Epoch 9/10 1/242 [..............................] - ETA: 0s - loss: 1.3797e-04 38/242 [===>..........................] - ETA: 0s - loss: 0.0016  77/242 [========>.....................] - ETA: 0s - loss: 0.0053 114/242 [=============>................] - ETA: 0s - loss: 0.0050 144/242 [================>.............] - ETA: 0s - loss: 0.0050 177/242 [====================>.........] - ETA: 0s - loss: 0.0043 210/242 [=========================>....] - ETA: 0s - loss: 0.0042 242/242 [==============================] - 0s 1ms/step - loss: 0.0044 Epoch 10/10 1/242 [..............................] - ETA: 0s - loss: 0.0031 34/242 [===>..........................] - ETA: 0s - loss: 0.0023 75/242 [========>.....................] - ETA: 0s - loss: 0.0022 116/242 [=============>................] - ETA: 0s - loss: 0.0017 156/242 [==================>...........] - ETA: 0s - loss: 0.0028 197/242 [=======================>......] - ETA: 0s - loss: 0.0043 238/242 [============================>.] - ETA: 0s - loss: 0.0066 242/242 [==============================] - 0s 1ms/step - loss: 0.0065 -> test with GAN.predict GAN tn, fp: 588, 12 GAN fn, tp: 6, 21 GAN f1 score: 0.700 GAN cohens kappa score: 0.685 -> test with 'LR' LR tn, fp: 528, 72 LR fn, tp: 5, 22 LR f1 score: 0.364 LR cohens kappa score: 0.318 LR average precision score: 0.306 -> test with 'RF' RF tn, fp: 594, 6 RF fn, tp: 10, 17 RF f1 score: 0.680 RF cohens kappa score: 0.667 -> test with 'GB' GB tn, fp: 592, 8 GB fn, tp: 4, 23 GB f1 score: 0.793 GB cohens kappa score: 0.783 -> test with 'KNN' KNN tn, fp: 576, 24 KNN fn, tp: 7, 20 KNN f1 score: 0.563 KNN cohens kappa score: 0.539 ### Exercise is done. -----[ LR ]----- maximum: LR tn, fp: 541, 97 LR fn, tp: 10, 30 LR f1 score: 0.424 LR cohens kappa score: 0.379 LR average precision score: 0.584 average: LR tn, fp: 521.64, 80.76 LR fn, tp: 4.36, 25.84 LR f1 score: 0.378 LR cohens kappa score: 0.328 LR average precision score: 0.444 minimum: LR tn, fp: 504, 62 LR fn, tp: 1, 21 LR f1 score: 0.336 LR cohens kappa score: 0.283 LR average precision score: 0.274 -----[ RF ]----- maximum: RF tn, fp: 601, 9 RF fn, tp: 12, 28 RF f1 score: 0.906 RF cohens kappa score: 0.901 average: RF tn, fp: 597.52, 4.88 RF fn, tp: 6.84, 23.36 RF f1 score: 0.798 RF cohens kappa score: 0.788 minimum: RF tn, fp: 594, 2 RF fn, tp: 3, 17 RF f1 score: 0.680 RF cohens kappa score: 0.667 -----[ GB ]----- maximum: GB tn, fp: 601, 13 GB fn, tp: 10, 29 GB f1 score: 0.897 GB cohens kappa score: 0.892 average: GB tn, fp: 593.68, 8.72 GB fn, tp: 4.28, 25.92 GB f1 score: 0.800 GB cohens kappa score: 0.789 minimum: GB tn, fp: 590, 2 GB fn, tp: 1, 21 GB f1 score: 0.677 GB cohens kappa score: 0.661 -----[ KNN ]----- maximum: KNN tn, fp: 586, 32 KNN fn, tp: 11, 26 KNN f1 score: 0.738 KNN cohens kappa score: 0.725 average: KNN tn, fp: 578.56, 23.84 KNN fn, tp: 6.76, 23.44 KNN f1 score: 0.606 KNN cohens kappa score: 0.582 minimum: KNN tn, fp: 571, 14 KNN fn, tp: 3, 20 KNN f1 score: 0.526 KNN cohens kappa score: 0.497 -----[ GAN ]----- maximum: GAN tn, fp: 600, 25 GAN fn, tp: 13, 26 GAN f1 score: 0.807 GAN cohens kappa score: 0.798 average: GAN tn, fp: 591.52, 10.88 GAN fn, tp: 8.08, 22.12 GAN f1 score: 0.703 GAN cohens kappa score: 0.688 minimum: GAN tn, fp: 578, 3 GAN fn, tp: 4, 18 GAN f1 score: 0.600 GAN cohens kappa score: 0.578