/////////////////////////////////////////// // Running convGAN-proximary-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: 40s - loss: 1.5312 42/241 [====>.........................] - ETA: 0s - loss: 0.3137  83/241 [=========>....................] - ETA: 0s - loss: 0.2147 123/241 [==============>...............] - ETA: 0s - loss: 0.1823 164/241 [===================>..........] - ETA: 0s - loss: 0.1669 203/241 [========================>.....] - ETA: 0s - loss: 0.1585 241/241 [==============================] - 0s 1ms/step - loss: 0.1465 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.1748 42/241 [====>.........................] - ETA: 0s - loss: 0.0761 83/241 [=========>....................] - ETA: 0s - loss: 0.0746 124/241 [==============>...............] - ETA: 0s - loss: 0.0632 164/241 [===================>..........] - ETA: 0s - loss: 0.0645 205/241 [========================>.....] - ETA: 0s - loss: 0.0625 241/241 [==============================] - 0s 1ms/step - loss: 0.0631 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 4.9179e-04 38/241 [===>..........................] - ETA: 0s - loss: 0.0589  79/241 [========>.....................] - ETA: 0s - loss: 0.0446 120/241 [=============>................] - ETA: 0s - loss: 0.0471 158/241 [==================>...........] - ETA: 0s - loss: 0.0495 200/241 [=======================>......] - ETA: 0s - loss: 0.0500 240/241 [============================>.] - ETA: 0s - loss: 0.0483 241/241 [==============================] - 0s 1ms/step - loss: 0.0481 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 3.3122e-04 42/241 [====>.........................] - ETA: 0s - loss: 0.0474  84/241 [=========>....................] - ETA: 0s - loss: 0.0351 123/241 [==============>...............] - ETA: 0s - loss: 0.0295 164/241 [===================>..........] - ETA: 0s - loss: 0.0316 204/241 [========================>.....] - ETA: 0s - loss: 0.0367 241/241 [==============================] - 0s 1ms/step - loss: 0.0371 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0148 41/241 [====>.........................] - ETA: 0s - loss: 0.0349 81/241 [=========>....................] - ETA: 0s - loss: 0.0343 121/241 [==============>...............] - ETA: 0s - loss: 0.0315 162/241 [===================>..........] - ETA: 0s - loss: 0.0331 203/241 [========================>.....] - ETA: 0s - loss: 0.0352 241/241 [==============================] - 0s 1ms/step - loss: 0.0359 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 5.1234e-05 42/241 [====>.........................] - ETA: 0s - loss: 0.0218  82/241 [=========>....................] - ETA: 0s - loss: 0.0254 122/241 [==============>...............] - ETA: 0s - loss: 0.0250 162/241 [===================>..........] - ETA: 0s - loss: 0.0274 203/241 [========================>.....] - ETA: 0s - loss: 0.0300 241/241 [==============================] - 0s 1ms/step - loss: 0.0326 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0256 35/241 [===>..........................] - ETA: 0s - loss: 0.0324 68/241 [=======>......................] - ETA: 0s - loss: 0.0304 103/241 [===========>..................] - ETA: 0s - loss: 0.0238 143/241 [================>.............] - ETA: 0s - loss: 0.0244 185/241 [======================>.......] - ETA: 0s - loss: 0.0253 225/241 [===========================>..] - ETA: 0s - loss: 0.0301 241/241 [==============================] - 0s 1ms/step - loss: 0.0295 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0071 40/241 [===>..........................] - ETA: 0s - loss: 0.0201 80/241 [========>.....................] - ETA: 0s - loss: 0.0205 120/241 [=============>................] - ETA: 0s - loss: 0.0248 160/241 [==================>...........] - ETA: 0s - loss: 0.0240 201/241 [========================>.....] - ETA: 0s - loss: 0.0260 241/241 [==============================] - 0s 1ms/step - loss: 0.0290 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0159 42/241 [====>.........................] - ETA: 0s - loss: 0.0161 83/241 [=========>....................] - ETA: 0s - loss: 0.0272 124/241 [==============>...............] - ETA: 0s - loss: 0.0286 166/241 [===================>..........] - ETA: 0s - loss: 0.0248 203/241 [========================>.....] - ETA: 0s - loss: 0.0268 241/241 [==============================] - 0s 1ms/step - loss: 0.0279 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0117 40/241 [===>..........................] - ETA: 0s - loss: 0.0208 81/241 [=========>....................] - ETA: 0s - loss: 0.0244 122/241 [==============>...............] - ETA: 0s - loss: 0.0281 163/241 [===================>..........] - ETA: 0s - loss: 0.0268 205/241 [========================>.....] - ETA: 0s - loss: 0.0260 241/241 [==============================] - 0s 1ms/step - loss: 0.0264 -> 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: 556, 47 LR fn, tp: 7, 24 LR f1 score: 0.471 LR cohens kappa score: 0.432 LR average precision score: 0.516 -> test with 'RF' RF tn, fp: 601, 2 RF fn, tp: 7, 24 RF f1 score: 0.842 RF cohens kappa score: 0.835 -> test with 'GB' GB tn, fp: 598, 5 GB fn, tp: 6, 25 GB f1 score: 0.820 GB cohens kappa score: 0.811 -> test with 'KNN' KNN tn, fp: 595, 8 KNN fn, tp: 10, 21 KNN f1 score: 0.700 KNN cohens kappa score: 0.685 ------ 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: 42s - loss: 1.5458 41/241 [====>.........................] - ETA: 0s - loss: 0.2415  82/241 [=========>....................] - ETA: 0s - loss: 0.1733 123/241 [==============>...............] - ETA: 0s - loss: 0.1760 163/241 [===================>..........] - ETA: 0s - loss: 0.1651 202/241 [========================>.....] - ETA: 0s - loss: 0.1565 241/241 [==============================] - ETA: 0s - loss: 0.1448 241/241 [==============================] - 0s 1ms/step - loss: 0.1448 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.0271 42/241 [====>.........................] - ETA: 0s - loss: 0.0961 83/241 [=========>....................] - ETA: 0s - loss: 0.0646 122/241 [==============>...............] - ETA: 0s - loss: 0.0663 162/241 [===================>..........] - ETA: 0s - loss: 0.0571 201/241 [========================>.....] - ETA: 0s - loss: 0.0563 240/241 [============================>.] - ETA: 0s - loss: 0.0528 241/241 [==============================] - 0s 1ms/step - loss: 0.0532 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.2563 41/241 [====>.........................] - ETA: 0s - loss: 0.0243 81/241 [=========>....................] - ETA: 0s - loss: 0.0397 120/241 [=============>................] - ETA: 0s - loss: 0.0412 156/241 [==================>...........] - ETA: 0s - loss: 0.0371 196/241 [=======================>......] - ETA: 0s - loss: 0.0374 237/241 [============================>.] - ETA: 0s - loss: 0.0370 241/241 [==============================] - 0s 1ms/step - loss: 0.0376 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0031 40/241 [===>..........................] - ETA: 0s - loss: 0.0262 79/241 [========>.....................] - ETA: 0s - loss: 0.0364 116/241 [=============>................] - ETA: 0s - loss: 0.0360 151/241 [=================>............] - ETA: 0s - loss: 0.0338 190/241 [======================>.......] - ETA: 0s - loss: 0.0332 225/241 [===========================>..] - ETA: 0s - loss: 0.0356 241/241 [==============================] - 0s 1ms/step - loss: 0.0356 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0403 41/241 [====>.........................] - ETA: 0s - loss: 0.0220 82/241 [=========>....................] - ETA: 0s - loss: 0.0222 123/241 [==============>...............] - ETA: 0s - loss: 0.0257 164/241 [===================>..........] - ETA: 0s - loss: 0.0274 203/241 [========================>.....] - ETA: 0s - loss: 0.0262 241/241 [==============================] - 0s 1ms/step - loss: 0.0284 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0267 41/241 [====>.........................] - ETA: 0s - loss: 0.0193 79/241 [========>.....................] - ETA: 0s - loss: 0.0203 113/241 [=============>................] - ETA: 0s - loss: 0.0209 152/241 [=================>............] - ETA: 0s - loss: 0.0270 193/241 [=======================>......] - ETA: 0s - loss: 0.0256 234/241 [============================>.] - ETA: 0s - loss: 0.0248 241/241 [==============================] - 0s 1ms/step - loss: 0.0252 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0142 37/241 [===>..........................] - ETA: 0s - loss: 0.0420 72/241 [=======>......................] - ETA: 0s - loss: 0.0355 112/241 [============>.................] - ETA: 0s - loss: 0.0327 152/241 [=================>............] - ETA: 0s - loss: 0.0301 191/241 [======================>.......] - ETA: 0s - loss: 0.0284 230/241 [===========================>..] - ETA: 0s - loss: 0.0272 241/241 [==============================] - 0s 1ms/step - loss: 0.0268 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.1435 40/241 [===>..........................] - ETA: 0s - loss: 0.0136 79/241 [========>.....................] - ETA: 0s - loss: 0.0223 119/241 [=============>................] - ETA: 0s - loss: 0.0213 158/241 [==================>...........] - ETA: 0s - loss: 0.0213 197/241 [=======================>......] - ETA: 0s - loss: 0.0240 237/241 [============================>.] - ETA: 0s - loss: 0.0238 241/241 [==============================] - 0s 1ms/step - loss: 0.0234 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0940 40/241 [===>..........................] - ETA: 0s - loss: 0.0339 81/241 [=========>....................] - ETA: 0s - loss: 0.0253 120/241 [=============>................] - ETA: 0s - loss: 0.0234 157/241 [==================>...........] - ETA: 0s - loss: 0.0219 196/241 [=======================>......] - ETA: 0s - loss: 0.0224 236/241 [============================>.] - ETA: 0s - loss: 0.0237 241/241 [==============================] - 0s 1ms/step - loss: 0.0235 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.1154 41/241 [====>.........................] - ETA: 0s - loss: 0.0301 80/241 [========>.....................] - ETA: 0s - loss: 0.0216 119/241 [=============>................] - ETA: 0s - loss: 0.0194 158/241 [==================>...........] - ETA: 0s - loss: 0.0203 197/241 [=======================>......] - ETA: 0s - loss: 0.0200 238/241 [============================>.] - ETA: 0s - loss: 0.0200 241/241 [==============================] - 0s 1ms/step - loss: 0.0198 -> test with GAN.predict GAN tn, fp: 594, 9 GAN fn, tp: 12, 19 GAN f1 score: 0.644 GAN cohens kappa score: 0.627 -> test with 'LR' LR tn, fp: 543, 60 LR fn, tp: 5, 26 LR f1 score: 0.444 LR cohens kappa score: 0.401 LR average precision score: 0.496 -> test with 'RF' RF tn, fp: 596, 7 RF fn, tp: 4, 27 RF f1 score: 0.831 RF cohens kappa score: 0.822 -> 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: 590, 13 KNN fn, tp: 8, 23 KNN f1 score: 0.687 KNN cohens kappa score: 0.669 ------ 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: 42s - loss: 0.6290 41/241 [====>.........................] - ETA: 0s - loss: 0.2860  76/241 [========>.....................] - ETA: 0s - loss: 0.2280 111/241 [============>.................] - ETA: 0s - loss: 0.1911 147/241 [=================>............] - ETA: 0s - loss: 0.1718 181/241 [=====================>........] - ETA: 0s - loss: 0.1651 218/241 [==========================>...] - ETA: 0s - loss: 0.1529 241/241 [==============================] - 1s 1ms/step - loss: 0.1440 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.3470 40/241 [===>..........................] - ETA: 0s - loss: 0.0798 79/241 [========>.....................] - ETA: 0s - loss: 0.0701 119/241 [=============>................] - ETA: 0s - loss: 0.0671 160/241 [==================>...........] - ETA: 0s - loss: 0.0606 197/241 [=======================>......] - ETA: 0s - loss: 0.0674 236/241 [============================>.] - ETA: 0s - loss: 0.0649 241/241 [==============================] - 0s 1ms/step - loss: 0.0644 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.4797 41/241 [====>.........................] - ETA: 0s - loss: 0.0500 79/241 [========>.....................] - ETA: 0s - loss: 0.0456 119/241 [=============>................] - ETA: 0s - loss: 0.0515 160/241 [==================>...........] - ETA: 0s - loss: 0.0514 199/241 [=======================>......] - ETA: 0s - loss: 0.0489 239/241 [============================>.] - ETA: 0s - loss: 0.0517 241/241 [==============================] - 0s 1ms/step - loss: 0.0517 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0014 41/241 [====>.........................] - ETA: 0s - loss: 0.0392 81/241 [=========>....................] - ETA: 0s - loss: 0.0462 122/241 [==============>...............] - ETA: 0s - loss: 0.0425 163/241 [===================>..........] - ETA: 0s - loss: 0.0406 204/241 [========================>.....] - ETA: 0s - loss: 0.0378 241/241 [==============================] - 0s 1ms/step - loss: 0.0409 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0022 39/241 [===>..........................] - ETA: 0s - loss: 0.0518 78/241 [========>.....................] - ETA: 0s - loss: 0.0386 118/241 [=============>................] - ETA: 0s - loss: 0.0318 156/241 [==================>...........] - ETA: 0s - loss: 0.0337 195/241 [=======================>......] - ETA: 0s - loss: 0.0329 235/241 [============================>.] - ETA: 0s - loss: 0.0330 241/241 [==============================] - 0s 1ms/step - loss: 0.0330 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 4.2619e-04 41/241 [====>.........................] - ETA: 0s - loss: 0.0547  81/241 [=========>....................] - ETA: 0s - loss: 0.0423 121/241 [==============>...............] - ETA: 0s - loss: 0.0373 161/241 [===================>..........] - ETA: 0s - loss: 0.0375 199/241 [=======================>......] - ETA: 0s - loss: 0.0357 238/241 [============================>.] - ETA: 0s - loss: 0.0346 241/241 [==============================] - 0s 1ms/step - loss: 0.0343 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0012 41/241 [====>.........................] - ETA: 0s - loss: 0.0189 78/241 [========>.....................] - ETA: 0s - loss: 0.0218 118/241 [=============>................] - ETA: 0s - loss: 0.0229 159/241 [==================>...........] - ETA: 0s - loss: 0.0267 197/241 [=======================>......] - ETA: 0s - loss: 0.0293 234/241 [============================>.] - ETA: 0s - loss: 0.0278 241/241 [==============================] - 0s 1ms/step - loss: 0.0289 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.1061 38/241 [===>..........................] - ETA: 0s - loss: 0.0222 69/241 [=======>......................] - ETA: 0s - loss: 0.0279 103/241 [===========>..................] - ETA: 0s - loss: 0.0326 137/241 [================>.............] - ETA: 0s - loss: 0.0315 174/241 [====================>.........] - ETA: 0s - loss: 0.0283 212/241 [=========================>....] - ETA: 0s - loss: 0.0276 241/241 [==============================] - 0s 1ms/step - loss: 0.0286 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0022 37/241 [===>..........................] - ETA: 0s - loss: 0.0246 76/241 [========>.....................] - ETA: 0s - loss: 0.0207 116/241 [=============>................] - ETA: 0s - loss: 0.0257 156/241 [==================>...........] - ETA: 0s - loss: 0.0231 196/241 [=======================>......] - ETA: 0s - loss: 0.0244 237/241 [============================>.] - ETA: 0s - loss: 0.0259 241/241 [==============================] - 0s 1ms/step - loss: 0.0256 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0287 38/241 [===>..........................] - ETA: 0s - loss: 0.0184 79/241 [========>.....................] - ETA: 0s - loss: 0.0206 118/241 [=============>................] - ETA: 0s - loss: 0.0258 159/241 [==================>...........] - ETA: 0s - loss: 0.0255 196/241 [=======================>......] - ETA: 0s - loss: 0.0231 237/241 [============================>.] - ETA: 0s - loss: 0.0236 241/241 [==============================] - 0s 1ms/step - loss: 0.0239 -> test with GAN.predict GAN tn, fp: 589, 14 GAN fn, tp: 10, 21 GAN f1 score: 0.636 GAN cohens kappa score: 0.616 -> test with 'LR' LR tn, fp: 535, 68 LR fn, tp: 9, 22 LR f1 score: 0.364 LR cohens kappa score: 0.314 LR average precision score: 0.376 -> test with 'RF' RF tn, fp: 600, 3 RF fn, tp: 6, 25 RF f1 score: 0.847 RF cohens kappa score: 0.840 -> test with 'GB' GB tn, fp: 597, 6 GB fn, tp: 3, 28 GB f1 score: 0.862 GB cohens kappa score: 0.854 -> test with 'KNN' KNN tn, fp: 587, 16 KNN fn, tp: 10, 21 KNN f1 score: 0.618 KNN cohens kappa score: 0.596 ------ 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: 56s - loss: 0.7439 37/241 [===>..........................] - ETA: 0s - loss: 0.4364  75/241 [========>.....................] - ETA: 0s - loss: 0.2985 115/241 [=============>................] - ETA: 0s - loss: 0.2360 154/241 [==================>...........] - ETA: 0s - loss: 0.1913 187/241 [======================>.......] - ETA: 0s - loss: 0.1836 215/241 [=========================>....] - ETA: 0s - loss: 0.1657 241/241 [==============================] - 1s 1ms/step - loss: 0.1566 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.0098 32/241 [==>...........................] - ETA: 0s - loss: 0.0486 66/241 [=======>......................] - ETA: 0s - loss: 0.0543 99/241 [===========>..................] - ETA: 0s - loss: 0.0501 133/241 [===============>..............] - ETA: 0s - loss: 0.0539 166/241 [===================>..........] - ETA: 0s - loss: 0.0565 199/241 [=======================>......] - ETA: 0s - loss: 0.0550 234/241 [============================>.] - ETA: 0s - loss: 0.0542 241/241 [==============================] - 0s 2ms/step - loss: 0.0534 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0110 37/241 [===>..........................] - ETA: 0s - loss: 0.0369 75/241 [========>.....................] - ETA: 0s - loss: 0.0455 112/241 [============>.................] - ETA: 0s - loss: 0.0453 147/241 [=================>............] - ETA: 0s - loss: 0.0458 182/241 [=====================>........] - ETA: 0s - loss: 0.0400 218/241 [==========================>...] - ETA: 0s - loss: 0.0380 241/241 [==============================] - 0s 1ms/step - loss: 0.0374 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0066 36/241 [===>..........................] - ETA: 0s - loss: 0.0382 69/241 [=======>......................] - ETA: 0s - loss: 0.0259 106/241 [============>.................] - ETA: 0s - loss: 0.0233 144/241 [================>.............] - ETA: 0s - loss: 0.0266 176/241 [====================>.........] - ETA: 0s - loss: 0.0316 210/241 [=========================>....] - ETA: 0s - loss: 0.0357 241/241 [==============================] - 0s 1ms/step - loss: 0.0354 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0023 37/241 [===>..........................] - ETA: 0s - loss: 0.0316 72/241 [=======>......................] - ETA: 0s - loss: 0.0304 108/241 [============>.................] - ETA: 0s - loss: 0.0295 143/241 [================>.............] - ETA: 0s - loss: 0.0264 176/241 [====================>.........] - ETA: 0s - loss: 0.0293 211/241 [=========================>....] - ETA: 0s - loss: 0.0313 241/241 [==============================] - 0s 1ms/step - loss: 0.0305 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0096 41/241 [====>.........................] - ETA: 0s - loss: 0.0210 80/241 [========>.....................] - ETA: 0s - loss: 0.0207 115/241 [=============>................] - ETA: 0s - loss: 0.0236 151/241 [=================>............] - ETA: 0s - loss: 0.0266 186/241 [======================>.......] - ETA: 0s - loss: 0.0292 221/241 [==========================>...] - ETA: 0s - loss: 0.0282 241/241 [==============================] - 0s 1ms/step - loss: 0.0289 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0024 38/241 [===>..........................] - ETA: 0s - loss: 0.0204 74/241 [========>.....................] - ETA: 0s - loss: 0.0245 110/241 [============>.................] - ETA: 0s - loss: 0.0222 144/241 [================>.............] - ETA: 0s - loss: 0.0253 177/241 [=====================>........] - ETA: 0s - loss: 0.0267 214/241 [=========================>....] - ETA: 0s - loss: 0.0303 241/241 [==============================] - 0s 1ms/step - loss: 0.0302 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0022 30/241 [==>...........................] - ETA: 0s - loss: 0.0225 59/241 [======>.......................] - ETA: 0s - loss: 0.0223 93/241 [==========>...................] - ETA: 0s - loss: 0.0257 128/241 [==============>...............] - ETA: 0s - loss: 0.0252 165/241 [===================>..........] - ETA: 0s - loss: 0.0252 201/241 [========================>.....] - ETA: 0s - loss: 0.0269 237/241 [============================>.] - ETA: 0s - loss: 0.0248 241/241 [==============================] - 0s 2ms/step - loss: 0.0254 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0357 42/241 [====>.........................] - ETA: 0s - loss: 0.0162 81/241 [=========>....................] - ETA: 0s - loss: 0.0209 116/241 [=============>................] - ETA: 0s - loss: 0.0208 152/241 [=================>............] - ETA: 0s - loss: 0.0204 187/241 [======================>.......] - ETA: 0s - loss: 0.0226 221/241 [==========================>...] - ETA: 0s - loss: 0.0232 241/241 [==============================] - 0s 1ms/step - loss: 0.0233 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0061 35/241 [===>..........................] - ETA: 0s - loss: 0.0316 71/241 [=======>......................] - ETA: 0s - loss: 0.0326 106/241 [============>.................] - ETA: 0s - loss: 0.0286 142/241 [================>.............] - ETA: 0s - loss: 0.0285 175/241 [====================>.........] - ETA: 0s - loss: 0.0256 209/241 [=========================>....] - ETA: 0s - loss: 0.0256 241/241 [==============================] - 0s 1ms/step - loss: 0.0249 -> test with GAN.predict GAN tn, fp: 586, 17 GAN fn, tp: 8, 23 GAN f1 score: 0.648 GAN cohens kappa score: 0.627 -> test with 'LR' LR tn, fp: 527, 76 LR fn, tp: 5, 26 LR f1 score: 0.391 LR cohens kappa score: 0.342 LR average precision score: 0.400 -> test with 'RF' RF tn, fp: 601, 2 RF fn, tp: 14, 17 RF f1 score: 0.680 RF cohens kappa score: 0.668 -> test with 'GB' GB tn, fp: 599, 4 GB fn, tp: 10, 21 GB f1 score: 0.750 GB cohens kappa score: 0.739 -> test with 'KNN' KNN tn, fp: 590, 13 KNN fn, tp: 10, 21 KNN f1 score: 0.646 KNN cohens kappa score: 0.627 ------ 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: 41s - loss: 1.5249e-05 41/242 [====>.........................] - ETA: 0s - loss: 0.2763  80/242 [========>.....................] - ETA: 0s - loss: 0.2187 119/242 [=============>................] - ETA: 0s - loss: 0.1679 160/242 [==================>...........] - ETA: 0s - loss: 0.1571 200/242 [=======================>......] - ETA: 0s - loss: 0.1415 240/242 [============================>.] - ETA: 0s - loss: 0.1295 242/242 [==============================] - 0s 1ms/step - loss: 0.1291 Epoch 2/10 1/242 [..............................] - ETA: 0s - loss: 0.0517 43/242 [====>.........................] - ETA: 0s - loss: 0.0561 84/242 [=========>....................] - ETA: 0s - loss: 0.0507 123/242 [==============>...............] - ETA: 0s - loss: 0.0526 162/242 [===================>..........] - ETA: 0s - loss: 0.0566 203/242 [========================>.....] - ETA: 0s - loss: 0.0572 242/242 [==============================] - 0s 1ms/step - loss: 0.0553 Epoch 3/10 1/242 [..............................] - ETA: 0s - loss: 7.7498e-04 41/242 [====>.........................] - ETA: 0s - loss: 0.0409  79/242 [========>.....................] - ETA: 0s - loss: 0.0450 117/242 [=============>................] - ETA: 0s - loss: 0.0412 155/242 [==================>...........] - ETA: 0s - loss: 0.0453 193/242 [======================>.......] - ETA: 0s - loss: 0.0480 229/242 [===========================>..] - ETA: 0s - loss: 0.0469 242/242 [==============================] - 0s 1ms/step - loss: 0.0471 Epoch 4/10 1/242 [..............................] - ETA: 0s - loss: 8.0211e-04 40/242 [===>..........................] - ETA: 0s - loss: 0.0509  80/242 [========>.....................] - ETA: 0s - loss: 0.0579 120/242 [=============>................] - ETA: 0s - loss: 0.0476 159/242 [==================>...........] - ETA: 0s - loss: 0.0465 199/242 [=======================>......] - ETA: 0s - loss: 0.0433 239/242 [============================>.] - ETA: 0s - loss: 0.0443 242/242 [==============================] - 0s 1ms/step - loss: 0.0443 Epoch 5/10 1/242 [..............................] - ETA: 0s - loss: 0.0073 40/242 [===>..........................] - ETA: 0s - loss: 0.0264 79/242 [========>.....................] - ETA: 0s - loss: 0.0351 118/242 [=============>................] - ETA: 0s - loss: 0.0370 157/242 [==================>...........] - ETA: 0s - loss: 0.0360 191/242 [======================>.......] - ETA: 0s - loss: 0.0402 223/242 [==========================>...] - ETA: 0s - loss: 0.0388 242/242 [==============================] - 0s 1ms/step - loss: 0.0380 Epoch 6/10 1/242 [..............................] - ETA: 0s - loss: 6.1440e-04 35/242 [===>..........................] - ETA: 0s - loss: 0.0357  74/242 [========>.....................] - ETA: 0s - loss: 0.0345 112/242 [============>.................] - ETA: 0s - loss: 0.0384 152/242 [=================>............] - ETA: 0s - loss: 0.0387 193/242 [======================>.......] - ETA: 0s - loss: 0.0392 233/242 [===========================>..] - ETA: 0s - loss: 0.0386 242/242 [==============================] - 0s 1ms/step - loss: 0.0375 Epoch 7/10 1/242 [..............................] - ETA: 0s - loss: 0.0291 40/242 [===>..........................] - ETA: 0s - loss: 0.0228 79/242 [========>.....................] - ETA: 0s - loss: 0.0234 117/242 [=============>................] - ETA: 0s - loss: 0.0254 156/242 [==================>...........] - ETA: 0s - loss: 0.0323 197/242 [=======================>......] - ETA: 0s - loss: 0.0331 236/242 [============================>.] - ETA: 0s - loss: 0.0329 242/242 [==============================] - 0s 1ms/step - loss: 0.0324 Epoch 8/10 1/242 [..............................] - ETA: 0s - loss: 0.0725 39/242 [===>..........................] - ETA: 0s - loss: 0.0421 80/242 [========>.....................] - ETA: 0s - loss: 0.0340 120/242 [=============>................] - ETA: 0s - loss: 0.0290 159/242 [==================>...........] - ETA: 0s - loss: 0.0320 198/242 [=======================>......] - ETA: 0s - loss: 0.0341 235/242 [============================>.] - ETA: 0s - loss: 0.0315 242/242 [==============================] - 0s 1ms/step - loss: 0.0312 Epoch 9/10 1/242 [..............................] - ETA: 0s - loss: 0.1700 41/242 [====>.........................] - ETA: 0s - loss: 0.0362 81/242 [=========>....................] - ETA: 0s - loss: 0.0314 120/242 [=============>................] - ETA: 0s - loss: 0.0248 160/242 [==================>...........] - ETA: 0s - loss: 0.0272 201/242 [=======================>......] - ETA: 0s - loss: 0.0307 239/242 [============================>.] - ETA: 0s - loss: 0.0328 242/242 [==============================] - 0s 1ms/step - loss: 0.0325 Epoch 10/10 1/242 [..............................] - ETA: 0s - loss: 0.0049 41/242 [====>.........................] - ETA: 0s - loss: 0.0385 81/242 [=========>....................] - ETA: 0s - loss: 0.0327 120/242 [=============>................] - ETA: 0s - loss: 0.0325 160/242 [==================>...........] - ETA: 0s - loss: 0.0298 200/242 [=======================>......] - ETA: 0s - loss: 0.0294 238/242 [============================>.] - ETA: 0s - loss: 0.0302 242/242 [==============================] - 0s 1ms/step - loss: 0.0302 -> 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: 543, 57 LR fn, tp: 3, 24 LR f1 score: 0.444 LR cohens kappa score: 0.406 LR average precision score: 0.561 -> test with 'RF' RF tn, fp: 596, 4 RF fn, tp: 6, 21 RF f1 score: 0.808 RF cohens kappa score: 0.799 -> test with 'GB' GB tn, fp: 594, 6 GB fn, tp: 3, 24 GB f1 score: 0.842 GB cohens kappa score: 0.835 -> test with 'KNN' KNN tn, fp: 584, 16 KNN fn, tp: 6, 21 KNN f1 score: 0.656 KNN cohens kappa score: 0.638 ====== 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: 47s - loss: 0.8602 36/241 [===>..........................] - ETA: 0s - loss: 0.3342  77/241 [========>.....................] - ETA: 0s - loss: 0.2390 118/241 [=============>................] - ETA: 0s - loss: 0.1836 154/241 [==================>...........] - ETA: 0s - loss: 0.1755 192/241 [======================>.......] - ETA: 0s - loss: 0.1537 224/241 [==========================>...] - ETA: 0s - loss: 0.1380 241/241 [==============================] - 1s 1ms/step - loss: 0.1311 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.7600 36/241 [===>..........................] - ETA: 0s - loss: 0.0740 71/241 [=======>......................] - ETA: 0s - loss: 0.0688 108/241 [============>.................] - ETA: 0s - loss: 0.0581 140/241 [================>.............] - ETA: 0s - loss: 0.0579 173/241 [====================>.........] - ETA: 0s - loss: 0.0534 205/241 [========================>.....] - ETA: 0s - loss: 0.0523 239/241 [============================>.] - ETA: 0s - loss: 0.0504 241/241 [==============================] - 0s 1ms/step - loss: 0.0521 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 5.9779e-04 36/241 [===>..........................] - ETA: 0s - loss: 0.0465  73/241 [========>.....................] - ETA: 0s - loss: 0.0400 111/241 [============>.................] - ETA: 0s - loss: 0.0466 144/241 [================>.............] - ETA: 0s - loss: 0.0401 179/241 [=====================>........] - ETA: 0s - loss: 0.0395 212/241 [=========================>....] - ETA: 0s - loss: 0.0383 241/241 [==============================] - 0s 1ms/step - loss: 0.0387 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0016 33/241 [===>..........................] - ETA: 0s - loss: 0.0305 63/241 [======>.......................] - ETA: 0s - loss: 0.0505 94/241 [==========>...................] - ETA: 0s - loss: 0.0433 125/241 [==============>...............] - ETA: 0s - loss: 0.0436 159/241 [==================>...........] - ETA: 0s - loss: 0.0405 192/241 [======================>.......] - ETA: 0s - loss: 0.0376 223/241 [==========================>...] - ETA: 0s - loss: 0.0387 241/241 [==============================] - 0s 2ms/step - loss: 0.0376 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 6.4327e-05 34/241 [===>..........................] - ETA: 0s - loss: 0.0828  66/241 [=======>......................] - ETA: 0s - loss: 0.0574 100/241 [===========>..................] - ETA: 0s - loss: 0.0481 134/241 [===============>..............] - ETA: 0s - loss: 0.0463 168/241 [===================>..........] - ETA: 0s - loss: 0.0436 203/241 [========================>.....] - ETA: 0s - loss: 0.0404 241/241 [==============================] - ETA: 0s - loss: 0.0383 241/241 [==============================] - 0s 1ms/step - loss: 0.0383 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0320 38/241 [===>..........................] - ETA: 0s - loss: 0.0139 76/241 [========>.....................] - ETA: 0s - loss: 0.0326 111/241 [============>.................] - ETA: 0s - loss: 0.0317 146/241 [=================>............] - ETA: 0s - loss: 0.0328 179/241 [=====================>........] - ETA: 0s - loss: 0.0317 209/241 [=========================>....] - ETA: 0s - loss: 0.0301 240/241 [============================>.] - ETA: 0s - loss: 0.0316 241/241 [==============================] - 0s 1ms/step - loss: 0.0315 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0214 33/241 [===>..........................] - ETA: 0s - loss: 0.0151 69/241 [=======>......................] - ETA: 0s - loss: 0.0208 105/241 [============>.................] - ETA: 0s - loss: 0.0204 142/241 [================>.............] - ETA: 0s - loss: 0.0219 177/241 [=====================>........] - ETA: 0s - loss: 0.0252 211/241 [=========================>....] - ETA: 0s - loss: 0.0259 241/241 [==============================] - 0s 1ms/step - loss: 0.0261 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0452 30/241 [==>...........................] - ETA: 0s - loss: 0.0125 63/241 [======>.......................] - ETA: 0s - loss: 0.0162 99/241 [===========>..................] - ETA: 0s - loss: 0.0203 134/241 [===============>..............] - ETA: 0s - loss: 0.0230 168/241 [===================>..........] - ETA: 0s - loss: 0.0268 204/241 [========================>.....] - ETA: 0s - loss: 0.0250 238/241 [============================>.] - ETA: 0s - loss: 0.0239 241/241 [==============================] - 0s 1ms/step - loss: 0.0240 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0086 36/241 [===>..........................] - ETA: 0s - loss: 0.0085 72/241 [=======>......................] - ETA: 0s - loss: 0.0098 107/241 [============>.................] - ETA: 0s - loss: 0.0127 141/241 [================>.............] - ETA: 0s - loss: 0.0184 177/241 [=====================>........] - ETA: 0s - loss: 0.0202 213/241 [=========================>....] - ETA: 0s - loss: 0.0206 241/241 [==============================] - 0s 1ms/step - loss: 0.0214 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.1223 37/241 [===>..........................] - ETA: 0s - loss: 0.0301 59/241 [======>.......................] - ETA: 0s - loss: 0.0259 76/241 [========>.....................] - ETA: 0s - loss: 0.0245 94/241 [==========>...................] - ETA: 0s - loss: 0.0235 111/241 [============>.................] - ETA: 0s - loss: 0.0212 134/241 [===============>..............] - ETA: 0s - loss: 0.0202 160/241 [==================>...........] - ETA: 0s - loss: 0.0184 188/241 [======================>.......] - ETA: 0s - loss: 0.0202 219/241 [==========================>...] - ETA: 0s - loss: 0.0198 241/241 [==============================] - 0s 2ms/step - loss: 0.0198 -> test with GAN.predict GAN tn, fp: 600, 3 GAN fn, tp: 15, 16 GAN f1 score: 0.640 GAN cohens kappa score: 0.626 -> test with 'LR' LR tn, fp: 561, 42 LR fn, tp: 10, 21 LR f1 score: 0.447 LR cohens kappa score: 0.408 LR average precision score: 0.526 -> test with 'RF' RF tn, fp: 598, 5 RF fn, tp: 10, 21 RF f1 score: 0.737 RF cohens kappa score: 0.725 -> test with 'GB' GB tn, fp: 596, 7 GB fn, tp: 11, 20 GB f1 score: 0.690 GB cohens kappa score: 0.675 -> test with 'KNN' KNN tn, fp: 598, 5 KNN fn, tp: 21, 10 KNN f1 score: 0.435 KNN cohens kappa score: 0.416 ------ 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: 1:00 - loss: 0.8674 31/241 [==>...........................] - ETA: 0s - loss: 0.3188  59/241 [======>.......................] - ETA: 0s - loss: 0.2022 83/241 [=========>....................] - ETA: 0s - loss: 0.1803 109/241 [============>.................] - ETA: 0s - loss: 0.1922 140/241 [================>.............] - ETA: 0s - loss: 0.1769 171/241 [====================>.........] - ETA: 0s - loss: 0.1672 201/241 [========================>.....] - ETA: 0s - loss: 0.1529 230/241 [===========================>..] - ETA: 0s - loss: 0.1428 241/241 [==============================] - 1s 2ms/step - loss: 0.1401 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 2.8402e-04 32/241 [==>...........................] - ETA: 0s - loss: 0.0357  63/241 [======>.......................] - ETA: 0s - loss: 0.0428 92/241 [==========>...................] - ETA: 0s - loss: 0.0468 124/241 [==============>...............] - ETA: 0s - loss: 0.0461 154/241 [==================>...........] - ETA: 0s - loss: 0.0502 184/241 [=====================>........] - ETA: 0s - loss: 0.0534 215/241 [=========================>....] - ETA: 0s - loss: 0.0535 241/241 [==============================] - 0s 2ms/step - loss: 0.0534 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0029 30/241 [==>...........................] - ETA: 0s - loss: 0.0536 59/241 [======>.......................] - ETA: 0s - loss: 0.0443 87/241 [=========>....................] - ETA: 0s - loss: 0.0504 116/241 [=============>................] - ETA: 0s - loss: 0.0491 143/241 [================>.............] - ETA: 0s - loss: 0.0472 174/241 [====================>.........] - ETA: 0s - loss: 0.0438 204/241 [========================>.....] - ETA: 0s - loss: 0.0442 234/241 [============================>.] - ETA: 0s - loss: 0.0455 241/241 [==============================] - 0s 2ms/step - loss: 0.0446 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0165 31/241 [==>...........................] - ETA: 0s - loss: 0.0315 60/241 [======>.......................] - ETA: 0s - loss: 0.0331 87/241 [=========>....................] - ETA: 0s - loss: 0.0319 115/241 [=============>................] - ETA: 0s - loss: 0.0356 137/241 [================>.............] - ETA: 0s - loss: 0.0346 163/241 [===================>..........] - ETA: 0s - loss: 0.0367 191/241 [======================>.......] - ETA: 0s - loss: 0.0364 219/241 [==========================>...] - ETA: 0s - loss: 0.0375 241/241 [==============================] - 0s 2ms/step - loss: 0.0384 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0018 31/241 [==>...........................] - ETA: 0s - loss: 0.0321 59/241 [======>.......................] - ETA: 0s - loss: 0.0344 87/241 [=========>....................] - ETA: 0s - loss: 0.0379 114/241 [=============>................] - ETA: 0s - loss: 0.0375 143/241 [================>.............] - ETA: 0s - loss: 0.0390 172/241 [====================>.........] - ETA: 0s - loss: 0.0375 201/241 [========================>.....] - ETA: 0s - loss: 0.0362 229/241 [===========================>..] - ETA: 0s - loss: 0.0343 241/241 [==============================] - 0s 2ms/step - loss: 0.0335 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0026 28/241 [==>...........................] - ETA: 0s - loss: 0.0342 57/241 [======>.......................] - ETA: 0s - loss: 0.0316 86/241 [=========>....................] - ETA: 0s - loss: 0.0317 116/241 [=============>................] - ETA: 0s - loss: 0.0290 147/241 [=================>............] - ETA: 0s - loss: 0.0290 174/241 [====================>.........] - ETA: 0s - loss: 0.0297 201/241 [========================>.....] - ETA: 0s - loss: 0.0311 228/241 [===========================>..] - ETA: 0s - loss: 0.0326 241/241 [==============================] - 0s 2ms/step - loss: 0.0317 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0012 28/241 [==>...........................] - ETA: 0s - loss: 0.0137 56/241 [=====>........................] - ETA: 0s - loss: 0.0191 84/241 [=========>....................] - ETA: 0s - loss: 0.0164 112/241 [============>.................] - ETA: 0s - loss: 0.0203 140/241 [================>.............] - ETA: 0s - loss: 0.0244 169/241 [====================>.........] - ETA: 0s - loss: 0.0252 196/241 [=======================>......] - ETA: 0s - loss: 0.0266 223/241 [==========================>...] - ETA: 0s - loss: 0.0273 241/241 [==============================] - 0s 2ms/step - loss: 0.0281 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0413 31/241 [==>...........................] - ETA: 0s - loss: 0.0239 61/241 [======>.......................] - ETA: 0s - loss: 0.0204 91/241 [==========>...................] - ETA: 0s - loss: 0.0212 120/241 [=============>................] - ETA: 0s - loss: 0.0205 153/241 [==================>...........] - ETA: 0s - loss: 0.0217 182/241 [=====================>........] - ETA: 0s - loss: 0.0267 212/241 [=========================>....] - ETA: 0s - loss: 0.0268 241/241 [==============================] - ETA: 0s - loss: 0.0276 241/241 [==============================] - 0s 2ms/step - loss: 0.0276 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0237 32/241 [==>...........................] - ETA: 0s - loss: 0.0154 60/241 [======>.......................] - ETA: 0s - loss: 0.0221 90/241 [==========>...................] - ETA: 0s - loss: 0.0258 120/241 [=============>................] - ETA: 0s - loss: 0.0236 148/241 [=================>............] - ETA: 0s - loss: 0.0268 174/241 [====================>.........] - ETA: 0s - loss: 0.0283 206/241 [========================>.....] - ETA: 0s - loss: 0.0296 237/241 [============================>.] - ETA: 0s - loss: 0.0291 241/241 [==============================] - 0s 2ms/step - loss: 0.0291 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0027 26/241 [==>...........................] - ETA: 0s - loss: 0.0141 53/241 [=====>........................] - ETA: 0s - loss: 0.0228 80/241 [========>.....................] - ETA: 0s - loss: 0.0272 108/241 [============>.................] - ETA: 0s - loss: 0.0291 138/241 [================>.............] - ETA: 0s - loss: 0.0294 169/241 [====================>.........] - ETA: 0s - loss: 0.0261 198/241 [=======================>......] - ETA: 0s - loss: 0.0297 226/241 [===========================>..] - ETA: 0s - loss: 0.0296 241/241 [==============================] - 0s 2ms/step - loss: 0.0296 -> test with GAN.predict GAN tn, fp: 597, 6 GAN fn, tp: 10, 21 GAN f1 score: 0.724 GAN cohens kappa score: 0.711 -> test with 'LR' LR tn, fp: 552, 51 LR fn, tp: 5, 26 LR f1 score: 0.481 LR cohens kappa score: 0.443 LR average precision score: 0.502 -> 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: 597, 6 GB fn, tp: 4, 27 GB f1 score: 0.844 GB cohens kappa score: 0.835 -> test with 'KNN' KNN tn, fp: 594, 9 KNN fn, tp: 10, 21 KNN f1 score: 0.689 KNN cohens kappa score: 0.673 ------ 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: 8.7981e-05 40/241 [===>..........................] - ETA: 0s - loss: 0.3122  80/241 [========>.....................] - ETA: 0s - loss: 0.2364 117/241 [=============>................] - ETA: 0s - loss: 0.1766 156/241 [==================>...........] - ETA: 0s - loss: 0.1637 190/241 [======================>.......] - ETA: 0s - loss: 0.1424 226/241 [===========================>..] - ETA: 0s - loss: 0.1360 241/241 [==============================] - 1s 1ms/step - loss: 0.1330 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.4785 38/241 [===>..........................] - ETA: 0s - loss: 0.0599 79/241 [========>.....................] - ETA: 0s - loss: 0.0552 119/241 [=============>................] - ETA: 0s - loss: 0.0464 150/241 [=================>............] - ETA: 0s - loss: 0.0502 185/241 [======================>.......] - ETA: 0s - loss: 0.0466 220/241 [==========================>...] - ETA: 0s - loss: 0.0479 241/241 [==============================] - 0s 1ms/step - loss: 0.0508 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0420 34/241 [===>..........................] - ETA: 0s - loss: 0.0521 70/241 [=======>......................] - ETA: 0s - loss: 0.0392 109/241 [============>.................] - ETA: 0s - loss: 0.0405 149/241 [=================>............] - ETA: 0s - loss: 0.0456 188/241 [======================>.......] - ETA: 0s - loss: 0.0426 228/241 [===========================>..] - ETA: 0s - loss: 0.0404 241/241 [==============================] - 0s 1ms/step - loss: 0.0419 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0050 42/241 [====>.........................] - ETA: 0s - loss: 0.0222 80/241 [========>.....................] - ETA: 0s - loss: 0.0294 118/241 [=============>................] - ETA: 0s - loss: 0.0429 156/241 [==================>...........] - ETA: 0s - loss: 0.0431 189/241 [======================>.......] - ETA: 0s - loss: 0.0399 222/241 [==========================>...] - ETA: 0s - loss: 0.0389 241/241 [==============================] - 0s 1ms/step - loss: 0.0375 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0054 40/241 [===>..........................] - ETA: 0s - loss: 0.0415 78/241 [========>.....................] - ETA: 0s - loss: 0.0384 117/241 [=============>................] - ETA: 0s - loss: 0.0341 151/241 [=================>............] - ETA: 0s - loss: 0.0325 192/241 [======================>.......] - ETA: 0s - loss: 0.0349 232/241 [===========================>..] - ETA: 0s - loss: 0.0342 241/241 [==============================] - 0s 1ms/step - loss: 0.0332 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0040 41/241 [====>.........................] - ETA: 0s - loss: 0.0357 80/241 [========>.....................] - ETA: 0s - loss: 0.0310 117/241 [=============>................] - ETA: 0s - loss: 0.0271 156/241 [==================>...........] - ETA: 0s - loss: 0.0279 197/241 [=======================>......] - ETA: 0s - loss: 0.0300 239/241 [============================>.] - ETA: 0s - loss: 0.0303 241/241 [==============================] - 0s 1ms/step - loss: 0.0302 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0053 42/241 [====>.........................] - ETA: 0s - loss: 0.0161 83/241 [=========>....................] - ETA: 0s - loss: 0.0219 121/241 [==============>...............] - ETA: 0s - loss: 0.0278 161/241 [===================>..........] - ETA: 0s - loss: 0.0282 200/241 [=======================>......] - ETA: 0s - loss: 0.0303 241/241 [==============================] - ETA: 0s - loss: 0.0302 241/241 [==============================] - 0s 1ms/step - loss: 0.0302 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0632 40/241 [===>..........................] - ETA: 0s - loss: 0.0319 79/241 [========>.....................] - ETA: 0s - loss: 0.0287 119/241 [=============>................] - ETA: 0s - loss: 0.0241 159/241 [==================>...........] - ETA: 0s - loss: 0.0258 199/241 [=======================>......] - ETA: 0s - loss: 0.0232 238/241 [============================>.] - ETA: 0s - loss: 0.0277 241/241 [==============================] - 0s 1ms/step - loss: 0.0280 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.1779 38/241 [===>..........................] - ETA: 0s - loss: 0.0303 76/241 [========>.....................] - ETA: 0s - loss: 0.0256 116/241 [=============>................] - ETA: 0s - loss: 0.0263 153/241 [==================>...........] - ETA: 0s - loss: 0.0278 192/241 [======================>.......] - ETA: 0s - loss: 0.0278 231/241 [===========================>..] - ETA: 0s - loss: 0.0269 241/241 [==============================] - 0s 1ms/step - loss: 0.0263 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0047 39/241 [===>..........................] - ETA: 0s - loss: 0.0180 80/241 [========>.....................] - ETA: 0s - loss: 0.0219 118/241 [=============>................] - ETA: 0s - loss: 0.0176 157/241 [==================>...........] - ETA: 0s - loss: 0.0228 197/241 [=======================>......] - ETA: 0s - loss: 0.0280 235/241 [============================>.] - ETA: 0s - loss: 0.0263 241/241 [==============================] - 0s 1ms/step - loss: 0.0259 -> 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: 551, 52 LR fn, tp: 6, 25 LR f1 score: 0.463 LR cohens kappa score: 0.423 LR average precision score: 0.549 -> 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: 598, 5 GB fn, tp: 6, 25 GB f1 score: 0.820 GB cohens kappa score: 0.811 -> test with 'KNN' KNN tn, fp: 596, 7 KNN fn, tp: 13, 18 KNN f1 score: 0.643 KNN cohens kappa score: 0.627 ------ 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: 49s - loss: 0.1504 39/241 [===>..........................] - ETA: 0s - loss: 0.3549  78/241 [========>.....................] - ETA: 0s - loss: 0.2554 117/241 [=============>................] - ETA: 0s - loss: 0.2047 156/241 [==================>...........] - ETA: 0s - loss: 0.1715 193/241 [=======================>......] - ETA: 0s - loss: 0.1483 231/241 [===========================>..] - ETA: 0s - loss: 0.1344 241/241 [==============================] - 1s 1ms/step - loss: 0.1307 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.0138 40/241 [===>..........................] - ETA: 0s - loss: 0.0551 77/241 [========>.....................] - ETA: 0s - loss: 0.0625 115/241 [=============>................] - ETA: 0s - loss: 0.0550 154/241 [==================>...........] - ETA: 0s - loss: 0.0498 190/241 [======================>.......] - ETA: 0s - loss: 0.0475 229/241 [===========================>..] - ETA: 0s - loss: 0.0482 241/241 [==============================] - 0s 1ms/step - loss: 0.0473 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0014 38/241 [===>..........................] - ETA: 0s - loss: 0.0153 74/241 [========>.....................] - ETA: 0s - loss: 0.0349 114/241 [=============>................] - ETA: 0s - loss: 0.0383 153/241 [==================>...........] - ETA: 0s - loss: 0.0360 192/241 [======================>.......] - ETA: 0s - loss: 0.0343 232/241 [===========================>..] - ETA: 0s - loss: 0.0351 241/241 [==============================] - 0s 1ms/step - loss: 0.0346 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0161 38/241 [===>..........................] - ETA: 0s - loss: 0.0191 74/241 [========>.....................] - ETA: 0s - loss: 0.0255 108/241 [============>.................] - ETA: 0s - loss: 0.0279 141/241 [================>.............] - ETA: 0s - loss: 0.0310 180/241 [=====================>........] - ETA: 0s - loss: 0.0323 219/241 [==========================>...] - ETA: 0s - loss: 0.0337 241/241 [==============================] - 0s 1ms/step - loss: 0.0322 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.1923 33/241 [===>..........................] - ETA: 0s - loss: 0.0308 66/241 [=======>......................] - ETA: 0s - loss: 0.0328 104/241 [===========>..................] - ETA: 0s - loss: 0.0304 145/241 [=================>............] - ETA: 0s - loss: 0.0292 186/241 [======================>.......] - ETA: 0s - loss: 0.0301 225/241 [===========================>..] - ETA: 0s - loss: 0.0284 241/241 [==============================] - 0s 1ms/step - loss: 0.0284 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0729 40/241 [===>..........................] - ETA: 0s - loss: 0.0289 80/241 [========>.....................] - ETA: 0s - loss: 0.0263 120/241 [=============>................] - ETA: 0s - loss: 0.0265 159/241 [==================>...........] - ETA: 0s - loss: 0.0255 199/241 [=======================>......] - ETA: 0s - loss: 0.0273 236/241 [============================>.] - ETA: 0s - loss: 0.0254 241/241 [==============================] - 0s 1ms/step - loss: 0.0261 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0237 39/241 [===>..........................] - ETA: 0s - loss: 0.0269 77/241 [========>.....................] - ETA: 0s - loss: 0.0303 115/241 [=============>................] - ETA: 0s - loss: 0.0256 153/241 [==================>...........] - ETA: 0s - loss: 0.0255 192/241 [======================>.......] - ETA: 0s - loss: 0.0220 231/241 [===========================>..] - ETA: 0s - loss: 0.0242 241/241 [==============================] - 0s 1ms/step - loss: 0.0241 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0089 38/241 [===>..........................] - ETA: 0s - loss: 0.0237 78/241 [========>.....................] - ETA: 0s - loss: 0.0232 116/241 [=============>................] - ETA: 0s - loss: 0.0195 150/241 [=================>............] - ETA: 0s - loss: 0.0254 190/241 [======================>.......] - ETA: 0s - loss: 0.0229 228/241 [===========================>..] - ETA: 0s - loss: 0.0209 241/241 [==============================] - 0s 1ms/step - loss: 0.0216 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0037 39/241 [===>..........................] - ETA: 0s - loss: 0.0143 78/241 [========>.....................] - ETA: 0s - loss: 0.0147 117/241 [=============>................] - ETA: 0s - loss: 0.0157 154/241 [==================>...........] - ETA: 0s - loss: 0.0179 189/241 [======================>.......] - ETA: 0s - loss: 0.0178 231/241 [===========================>..] - ETA: 0s - loss: 0.0188 241/241 [==============================] - 0s 1ms/step - loss: 0.0205 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0318 39/241 [===>..........................] - ETA: 0s - loss: 0.0131 71/241 [=======>......................] - ETA: 0s - loss: 0.0144 100/241 [===========>..................] - ETA: 0s - loss: 0.0153 130/241 [===============>..............] - ETA: 0s - loss: 0.0147 169/241 [====================>.........] - ETA: 0s - loss: 0.0150 209/241 [=========================>....] - ETA: 0s - loss: 0.0154 241/241 [==============================] - 0s 1ms/step - loss: 0.0193 -> test with GAN.predict GAN tn, fp: 588, 15 GAN fn, tp: 8, 23 GAN f1 score: 0.667 GAN cohens kappa score: 0.648 -> test with 'LR' LR tn, fp: 531, 72 LR fn, tp: 7, 24 LR f1 score: 0.378 LR cohens kappa score: 0.328 LR average precision score: 0.324 -> 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: 597, 6 GB fn, tp: 6, 25 GB f1 score: 0.806 GB cohens kappa score: 0.797 -> test with 'KNN' KNN tn, fp: 591, 12 KNN fn, tp: 10, 21 KNN f1 score: 0.656 KNN cohens kappa score: 0.638 ------ 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: 1:09 - loss: 2.0773 26/242 [==>...........................] - ETA: 0s - loss: 0.3251  58/242 [======>.......................] - ETA: 0s - loss: 0.2440 88/242 [=========>....................] - ETA: 0s - loss: 0.2087 115/242 [=============>................] - ETA: 0s - loss: 0.1875 146/242 [=================>............] - ETA: 0s - loss: 0.1721 174/242 [====================>.........] - ETA: 0s - loss: 0.1608 201/242 [=======================>......] - ETA: 0s - loss: 0.1532 232/242 [===========================>..] - ETA: 0s - loss: 0.1486 242/242 [==============================] - 1s 2ms/step - loss: 0.1454 Epoch 2/10 1/242 [..............................] - ETA: 0s - loss: 0.0351 33/242 [===>..........................] - ETA: 0s - loss: 0.0401 57/242 [======>.......................] - ETA: 0s - loss: 0.0569 87/242 [=========>....................] - ETA: 0s - loss: 0.0611 112/242 [============>.................] - ETA: 0s - loss: 0.0562 140/242 [================>.............] - ETA: 0s - loss: 0.0562 166/242 [===================>..........] - ETA: 0s - loss: 0.0562 192/242 [======================>.......] - ETA: 0s - loss: 0.0553 222/242 [==========================>...] - ETA: 0s - loss: 0.0568 242/242 [==============================] - 0s 2ms/step - loss: 0.0575 Epoch 3/10 1/242 [..............................] - ETA: 0s - loss: 0.0195 31/242 [==>...........................] - ETA: 0s - loss: 0.0555 61/242 [======>.......................] - ETA: 0s - loss: 0.0466 86/242 [=========>....................] - ETA: 0s - loss: 0.0475 117/242 [=============>................] - ETA: 0s - loss: 0.0506 146/242 [=================>............] - ETA: 0s - loss: 0.0456 172/242 [====================>.........] - ETA: 0s - loss: 0.0450 196/242 [=======================>......] - ETA: 0s - loss: 0.0433 221/242 [==========================>...] - ETA: 0s - loss: 0.0420 242/242 [==============================] - 0s 2ms/step - loss: 0.0427 Epoch 4/10 1/242 [..............................] - ETA: 0s - loss: 0.0596 27/242 [==>...........................] - ETA: 0s - loss: 0.0536 56/242 [=====>........................] - ETA: 0s - loss: 0.0480 87/242 [=========>....................] - ETA: 0s - loss: 0.0444 112/242 [============>.................] - ETA: 0s - loss: 0.0380 144/242 [================>.............] - ETA: 0s - loss: 0.0383 174/242 [====================>.........] - ETA: 0s - loss: 0.0390 196/242 [=======================>......] - ETA: 0s - loss: 0.0407 224/242 [==========================>...] - ETA: 0s - loss: 0.0373 242/242 [==============================] - 0s 2ms/step - loss: 0.0384 Epoch 5/10 1/242 [..............................] - ETA: 0s - loss: 0.1818 30/242 [==>...........................] - ETA: 0s - loss: 0.0455 55/242 [=====>........................] - ETA: 0s - loss: 0.0443 82/242 [=========>....................] - ETA: 0s - loss: 0.0382 111/242 [============>.................] - ETA: 0s - loss: 0.0332 134/242 [===============>..............] - ETA: 0s - loss: 0.0311 166/242 [===================>..........] - ETA: 0s - loss: 0.0327 195/242 [=======================>......] - ETA: 0s - loss: 0.0340 220/242 [==========================>...] - ETA: 0s - loss: 0.0333 242/242 [==============================] - 0s 2ms/step - loss: 0.0336 Epoch 6/10 1/242 [..............................] - ETA: 0s - loss: 0.0038 26/242 [==>...........................] - ETA: 0s - loss: 0.0224 58/242 [======>.......................] - ETA: 0s - loss: 0.0278 87/242 [=========>....................] - ETA: 0s - loss: 0.0266 115/242 [=============>................] - ETA: 0s - loss: 0.0284 145/242 [================>.............] - ETA: 0s - loss: 0.0287 172/242 [====================>.........] - ETA: 0s - loss: 0.0324 199/242 [=======================>......] - ETA: 0s - loss: 0.0319 229/242 [===========================>..] - ETA: 0s - loss: 0.0329 242/242 [==============================] - 0s 2ms/step - loss: 0.0321 Epoch 7/10 1/242 [..............................] - ETA: 0s - loss: 0.0036 30/242 [==>...........................] - ETA: 0s - loss: 0.0252 53/242 [=====>........................] - ETA: 0s - loss: 0.0296 82/242 [=========>....................] - ETA: 0s - loss: 0.0259 106/242 [============>.................] - ETA: 0s - loss: 0.0248 135/242 [===============>..............] - ETA: 0s - loss: 0.0231 167/242 [===================>..........] - ETA: 0s - loss: 0.0232 193/242 [======================>.......] - ETA: 0s - loss: 0.0243 224/242 [==========================>...] - ETA: 0s - loss: 0.0266 242/242 [==============================] - 0s 2ms/step - loss: 0.0268 Epoch 8/10 1/242 [..............................] - ETA: 0s - loss: 0.0040 28/242 [==>...........................] - ETA: 0s - loss: 0.0468 58/242 [======>.......................] - ETA: 0s - loss: 0.0364 83/242 [=========>....................] - ETA: 0s - loss: 0.0347 115/242 [=============>................] - ETA: 0s - loss: 0.0307 144/242 [================>.............] - ETA: 0s - loss: 0.0291 171/242 [====================>.........] - ETA: 0s - loss: 0.0260 201/242 [=======================>......] - ETA: 0s - loss: 0.0260 228/242 [===========================>..] - ETA: 0s - loss: 0.0269 242/242 [==============================] - 0s 2ms/step - loss: 0.0273 Epoch 9/10 1/242 [..............................] - ETA: 0s - loss: 0.0111 23/242 [=>............................] - ETA: 0s - loss: 0.0274 53/242 [=====>........................] - ETA: 0s - loss: 0.0195 85/242 [=========>....................] - ETA: 0s - loss: 0.0251 109/242 [============>.................] - ETA: 0s - loss: 0.0240 141/242 [================>.............] - ETA: 0s - loss: 0.0247 170/242 [====================>.........] - ETA: 0s - loss: 0.0237 199/242 [=======================>......] - ETA: 0s - loss: 0.0242 229/242 [===========================>..] - ETA: 0s - loss: 0.0244 242/242 [==============================] - 0s 2ms/step - loss: 0.0248 Epoch 10/10 1/242 [..............................] - ETA: 0s - loss: 0.0109 32/242 [==>...........................] - ETA: 0s - loss: 0.0208 56/242 [=====>........................] - ETA: 0s - loss: 0.0240 84/242 [=========>....................] - ETA: 0s - loss: 0.0246 114/242 [=============>................] - ETA: 0s - loss: 0.0248 140/242 [================>.............] - ETA: 0s - loss: 0.0265 173/242 [====================>.........] - ETA: 0s - loss: 0.0243 200/242 [=======================>......] - ETA: 0s - loss: 0.0229 228/242 [===========================>..] - ETA: 0s - loss: 0.0246 242/242 [==============================] - 0s 2ms/step - loss: 0.0258 -> test with GAN.predict GAN tn, fp: 588, 12 GAN fn, tp: 2, 25 GAN f1 score: 0.781 GAN cohens kappa score: 0.770 -> test with 'LR' LR tn, fp: 523, 77 LR fn, tp: 1, 26 LR f1 score: 0.400 LR cohens kappa score: 0.356 LR average precision score: 0.508 -> test with 'RF' RF tn, fp: 597, 3 RF fn, tp: 4, 23 RF f1 score: 0.868 RF cohens kappa score: 0.862 -> test with 'GB' GB tn, fp: 595, 5 GB fn, tp: 3, 24 GB f1 score: 0.857 GB cohens kappa score: 0.850 -> test with 'KNN' KNN tn, fp: 591, 9 KNN fn, tp: 10, 17 KNN f1 score: 0.642 KNN cohens kappa score: 0.626 ====== 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: 1:10 - loss: 1.2044 29/241 [==>...........................] - ETA: 0s - loss: 0.4456  60/241 [======>.......................] - ETA: 0s - loss: 0.2999 86/241 [=========>....................] - ETA: 0s - loss: 0.2402 118/241 [=============>................] - ETA: 0s - loss: 0.2204 148/241 [=================>............] - ETA: 0s - loss: 0.1845 173/241 [====================>.........] - ETA: 0s - loss: 0.1664 205/241 [========================>.....] - ETA: 0s - loss: 0.1554 231/241 [===========================>..] - ETA: 0s - loss: 0.1435 241/241 [==============================] - 1s 2ms/step - loss: 0.1401 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.0769 27/241 [==>...........................] - ETA: 0s - loss: 0.0306 61/241 [======>.......................] - ETA: 0s - loss: 0.0427 87/241 [=========>....................] - ETA: 0s - loss: 0.0411 119/241 [=============>................] - ETA: 0s - loss: 0.0512 146/241 [=================>............] - ETA: 0s - loss: 0.0502 176/241 [====================>.........] - ETA: 0s - loss: 0.0536 207/241 [========================>.....] - ETA: 0s - loss: 0.0501 230/241 [===========================>..] - ETA: 0s - loss: 0.0498 241/241 [==============================] - 0s 2ms/step - loss: 0.0492 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0132 30/241 [==>...........................] - ETA: 0s - loss: 0.0610 56/241 [=====>........................] - ETA: 0s - loss: 0.0441 84/241 [=========>....................] - ETA: 0s - loss: 0.0453 115/241 [=============>................] - ETA: 0s - loss: 0.0383 141/241 [================>.............] - ETA: 0s - loss: 0.0368 172/241 [====================>.........] - ETA: 0s - loss: 0.0371 202/241 [========================>.....] - ETA: 0s - loss: 0.0362 230/241 [===========================>..] - ETA: 0s - loss: 0.0349 241/241 [==============================] - 0s 2ms/step - loss: 0.0367 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0310 29/241 [==>...........................] - ETA: 0s - loss: 0.0509 61/241 [======>.......................] - ETA: 0s - loss: 0.0390 89/241 [==========>...................] - ETA: 0s - loss: 0.0389 121/241 [==============>...............] - ETA: 0s - loss: 0.0352 146/241 [=================>............] - ETA: 0s - loss: 0.0306 177/241 [=====================>........] - ETA: 0s - loss: 0.0323 201/241 [========================>.....] - ETA: 0s - loss: 0.0304 230/241 [===========================>..] - ETA: 0s - loss: 0.0287 241/241 [==============================] - 0s 2ms/step - loss: 0.0309 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0828 32/241 [==>...........................] - ETA: 0s - loss: 0.0230 61/241 [======>.......................] - ETA: 0s - loss: 0.0329 87/241 [=========>....................] - ETA: 0s - loss: 0.0315 119/241 [=============>................] - ETA: 0s - loss: 0.0299 145/241 [=================>............] - ETA: 0s - loss: 0.0319 172/241 [====================>.........] - ETA: 0s - loss: 0.0301 196/241 [=======================>......] - ETA: 0s - loss: 0.0285 221/241 [==========================>...] - ETA: 0s - loss: 0.0299 241/241 [==============================] - 0s 2ms/step - loss: 0.0291 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 3.6047e-04 29/241 [==>...........................] - ETA: 0s - loss: 0.0329  60/241 [======>.......................] - ETA: 0s - loss: 0.0256 85/241 [=========>....................] - ETA: 0s - loss: 0.0235 121/241 [==============>...............] - ETA: 0s - loss: 0.0278 146/241 [=================>............] - ETA: 0s - loss: 0.0266 176/241 [====================>.........] - ETA: 0s - loss: 0.0273 207/241 [========================>.....] - ETA: 0s - loss: 0.0271 233/241 [============================>.] - ETA: 0s - loss: 0.0262 241/241 [==============================] - 0s 2ms/step - loss: 0.0261 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0016 30/241 [==>...........................] - ETA: 0s - loss: 0.0330 61/241 [======>.......................] - ETA: 0s - loss: 0.0255 84/241 [=========>....................] - ETA: 0s - loss: 0.0257 117/241 [=============>................] - ETA: 0s - loss: 0.0272 143/241 [================>.............] - ETA: 0s - loss: 0.0247 171/241 [====================>.........] - ETA: 0s - loss: 0.0258 202/241 [========================>.....] - ETA: 0s - loss: 0.0261 227/241 [===========================>..] - ETA: 0s - loss: 0.0253 241/241 [==============================] - 0s 2ms/step - loss: 0.0281 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.1385 28/241 [==>...........................] - ETA: 0s - loss: 0.0243 58/241 [======>.......................] - ETA: 0s - loss: 0.0176 85/241 [=========>....................] - ETA: 0s - loss: 0.0202 119/241 [=============>................] - ETA: 0s - loss: 0.0241 146/241 [=================>............] - ETA: 0s - loss: 0.0237 175/241 [====================>.........] - ETA: 0s - loss: 0.0232 208/241 [========================>.....] - ETA: 0s - loss: 0.0222 231/241 [===========================>..] - ETA: 0s - loss: 0.0217 241/241 [==============================] - 0s 2ms/step - loss: 0.0227 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0036 30/241 [==>...........................] - ETA: 0s - loss: 0.0083 63/241 [======>.......................] - ETA: 0s - loss: 0.0215 89/241 [==========>...................] - ETA: 0s - loss: 0.0231 121/241 [==============>...............] - ETA: 0s - loss: 0.0219 150/241 [=================>............] - ETA: 0s - loss: 0.0244 175/241 [====================>.........] - ETA: 0s - loss: 0.0244 206/241 [========================>.....] - ETA: 0s - loss: 0.0230 229/241 [===========================>..] - ETA: 0s - loss: 0.0230 241/241 [==============================] - 0s 2ms/step - loss: 0.0235 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0042 31/241 [==>...........................] - ETA: 0s - loss: 0.0103 61/241 [======>.......................] - ETA: 0s - loss: 0.0109 86/241 [=========>....................] - ETA: 0s - loss: 0.0112 119/241 [=============>................] - ETA: 0s - loss: 0.0170 144/241 [================>.............] - ETA: 0s - loss: 0.0173 172/241 [====================>.........] - ETA: 0s - loss: 0.0182 197/241 [=======================>......] - ETA: 0s - loss: 0.0196 221/241 [==========================>...] - ETA: 0s - loss: 0.0190 241/241 [==============================] - 0s 2ms/step - loss: 0.0200 -> test with GAN.predict GAN tn, fp: 598, 5 GAN fn, tp: 12, 19 GAN f1 score: 0.691 GAN cohens kappa score: 0.677 -> test with 'LR' LR tn, fp: 534, 69 LR fn, tp: 6, 25 LR f1 score: 0.400 LR cohens kappa score: 0.352 LR average precision score: 0.513 -> test with 'RF' RF tn, fp: 601, 2 RF fn, tp: 10, 21 RF f1 score: 0.778 RF cohens kappa score: 0.768 -> test with 'GB' GB tn, fp: 603, 0 GB fn, tp: 6, 25 GB f1 score: 0.893 GB cohens kappa score: 0.888 -> test with 'KNN' KNN tn, fp: 596, 7 KNN fn, tp: 11, 20 KNN f1 score: 0.690 KNN cohens kappa score: 0.675 ------ 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: 0.0011 36/241 [===>..........................] - ETA: 0s - loss: 0.2612  71/241 [=======>......................] - ETA: 0s - loss: 0.2060 99/241 [===========>..................] - ETA: 0s - loss: 0.2047 123/241 [==============>...............] - ETA: 0s - loss: 0.2051 148/241 [=================>............] - ETA: 0s - loss: 0.1913 176/241 [====================>.........] - ETA: 0s - loss: 0.1715 199/241 [=======================>......] - ETA: 0s - loss: 0.1575 220/241 [==========================>...] - ETA: 0s - loss: 0.1495 240/241 [============================>.] - ETA: 0s - loss: 0.1431 241/241 [==============================] - 1s 2ms/step - loss: 0.1426 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.0548 25/241 [==>...........................] - ETA: 0s - loss: 0.0945 48/241 [====>.........................] - ETA: 0s - loss: 0.0740 73/241 [========>.....................] - ETA: 0s - loss: 0.0628 103/241 [===========>..................] - ETA: 0s - loss: 0.0515 135/241 [===============>..............] - ETA: 0s - loss: 0.0551 164/241 [===================>..........] - ETA: 0s - loss: 0.0618 193/241 [=======================>......] - ETA: 0s - loss: 0.0609 222/241 [==========================>...] - ETA: 0s - loss: 0.0574 241/241 [==============================] - 0s 2ms/step - loss: 0.0566 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 4.1944e-04 35/241 [===>..........................] - ETA: 0s - loss: 0.0397  62/241 [======>.......................] - ETA: 0s - loss: 0.0335 86/241 [=========>....................] - ETA: 0s - loss: 0.0344 115/241 [=============>................] - ETA: 0s - loss: 0.0398 144/241 [================>.............] - ETA: 0s - loss: 0.0388 170/241 [====================>.........] - ETA: 0s - loss: 0.0429 199/241 [=======================>......] - ETA: 0s - loss: 0.0406 226/241 [===========================>..] - ETA: 0s - loss: 0.0439 241/241 [==============================] - 0s 2ms/step - loss: 0.0449 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 4.8671e-04 29/241 [==>...........................] - ETA: 0s - loss: 0.0389  61/241 [======>.......................] - ETA: 0s - loss: 0.0400 93/241 [==========>...................] - ETA: 0s - loss: 0.0349 123/241 [==============>...............] - ETA: 0s - loss: 0.0296 152/241 [=================>............] - ETA: 0s - loss: 0.0344 183/241 [=====================>........] - ETA: 0s - loss: 0.0346 214/241 [=========================>....] - ETA: 0s - loss: 0.0352 236/241 [============================>.] - ETA: 0s - loss: 0.0374 241/241 [==============================] - 0s 2ms/step - loss: 0.0372 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0621 24/241 [=>............................] - ETA: 0s - loss: 0.0245 47/241 [====>.........................] - ETA: 0s - loss: 0.0258 76/241 [========>.....................] - ETA: 0s - loss: 0.0280 104/241 [===========>..................] - ETA: 0s - loss: 0.0279 132/241 [===============>..............] - ETA: 0s - loss: 0.0255 161/241 [===================>..........] - ETA: 0s - loss: 0.0293 191/241 [======================>.......] - ETA: 0s - loss: 0.0312 226/241 [===========================>..] - ETA: 0s - loss: 0.0333 241/241 [==============================] - 0s 2ms/step - loss: 0.0345 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 2.5505e-04 26/241 [==>...........................] - ETA: 0s - loss: 0.0497  51/241 [=====>........................] - ETA: 0s - loss: 0.0385 79/241 [========>.....................] - ETA: 0s - loss: 0.0351 101/241 [===========>..................] - ETA: 0s - loss: 0.0330 123/241 [==============>...............] - ETA: 0s - loss: 0.0299 147/241 [=================>............] - ETA: 0s - loss: 0.0284 171/241 [====================>.........] - ETA: 0s - loss: 0.0294 192/241 [======================>.......] - ETA: 0s - loss: 0.0282 213/241 [=========================>....] - ETA: 0s - loss: 0.0278 234/241 [============================>.] - ETA: 0s - loss: 0.0287 241/241 [==============================] - 1s 2ms/step - loss: 0.0280 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0015 24/241 [=>............................] - ETA: 0s - loss: 0.0082 53/241 [=====>........................] - ETA: 0s - loss: 0.0166 81/241 [=========>....................] - ETA: 0s - loss: 0.0218 109/241 [============>.................] - ETA: 0s - loss: 0.0204 143/241 [================>.............] - ETA: 0s - loss: 0.0209 168/241 [===================>..........] - ETA: 0s - loss: 0.0239 189/241 [======================>.......] - ETA: 0s - loss: 0.0249 217/241 [==========================>...] - ETA: 0s - loss: 0.0256 240/241 [============================>.] - ETA: 0s - loss: 0.0278 241/241 [==============================] - 0s 2ms/step - loss: 0.0277 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0032 23/241 [=>............................] - ETA: 0s - loss: 0.0135 46/241 [====>.........................] - ETA: 0s - loss: 0.0132 71/241 [=======>......................] - ETA: 0s - loss: 0.0234 96/241 [==========>...................] - ETA: 0s - loss: 0.0258 117/241 [=============>................] - ETA: 0s - loss: 0.0261 146/241 [=================>............] - ETA: 0s - loss: 0.0254 174/241 [====================>.........] - ETA: 0s - loss: 0.0262 202/241 [========================>.....] - ETA: 0s - loss: 0.0252 227/241 [===========================>..] - ETA: 0s - loss: 0.0236 241/241 [==============================] - 0s 2ms/step - loss: 0.0241 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0201 27/241 [==>...........................] - ETA: 0s - loss: 0.0283 51/241 [=====>........................] - ETA: 0s - loss: 0.0208 75/241 [========>.....................] - ETA: 0s - loss: 0.0185 105/241 [============>.................] - ETA: 0s - loss: 0.0188 133/241 [===============>..............] - ETA: 0s - loss: 0.0219 161/241 [===================>..........] - ETA: 0s - loss: 0.0232 187/241 [======================>.......] - ETA: 0s - loss: 0.0243 216/241 [=========================>....] - ETA: 0s - loss: 0.0264 241/241 [==============================] - 0s 2ms/step - loss: 0.0247 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 8.4841e-04 33/241 [===>..........................] - ETA: 0s - loss: 0.0289  59/241 [======>.......................] - ETA: 0s - loss: 0.0235 79/241 [========>.....................] - ETA: 0s - loss: 0.0217 100/241 [===========>..................] - ETA: 0s - loss: 0.0233 118/241 [=============>................] - ETA: 0s - loss: 0.0252 138/241 [================>.............] - ETA: 0s - loss: 0.0236 166/241 [===================>..........] - ETA: 0s - loss: 0.0222 196/241 [=======================>......] - ETA: 0s - loss: 0.0228 225/241 [===========================>..] - ETA: 0s - loss: 0.0228 241/241 [==============================] - 0s 2ms/step - loss: 0.0221 -> test with GAN.predict GAN tn, fp: 586, 17 GAN fn, tp: 6, 25 GAN f1 score: 0.685 GAN cohens kappa score: 0.666 -> test with 'LR' LR tn, fp: 546, 57 LR fn, tp: 11, 20 LR f1 score: 0.370 LR cohens kappa score: 0.323 LR average precision score: 0.315 -> 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: 592, 11 GB fn, tp: 3, 28 GB f1 score: 0.800 GB cohens kappa score: 0.788 -> test with 'KNN' KNN tn, fp: 582, 21 KNN fn, tp: 9, 22 KNN f1 score: 0.595 KNN cohens kappa score: 0.570 ------ 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: 1:20 - loss: 0.6146 18/241 [=>............................] - ETA: 0s - loss: 0.4751  33/241 [===>..........................] - ETA: 0s - loss: 0.3590 50/241 [=====>........................] - ETA: 0s - loss: 0.2893 69/241 [=======>......................] - ETA: 0s - loss: 0.2411 98/241 [===========>..................] - ETA: 0s - loss: 0.2115 123/241 [==============>...............] - ETA: 0s - loss: 0.1985 147/241 [=================>............] - ETA: 0s - loss: 0.1791 169/241 [====================>.........] - ETA: 0s - loss: 0.1676 191/241 [======================>.......] - ETA: 0s - loss: 0.1563 214/241 [=========================>....] - ETA: 0s - loss: 0.1447 237/241 [============================>.] - ETA: 0s - loss: 0.1349 241/241 [==============================] - 1s 2ms/step - loss: 0.1328 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.0025 28/241 [==>...........................] - ETA: 0s - loss: 0.0711 54/241 [=====>........................] - ETA: 0s - loss: 0.0499 79/241 [========>.....................] - ETA: 0s - loss: 0.0505 104/241 [===========>..................] - ETA: 0s - loss: 0.0522 130/241 [===============>..............] - ETA: 0s - loss: 0.0501 154/241 [==================>...........] - ETA: 0s - loss: 0.0576 179/241 [=====================>........] - ETA: 0s - loss: 0.0554 205/241 [========================>.....] - ETA: 0s - loss: 0.0549 233/241 [============================>.] - ETA: 0s - loss: 0.0565 241/241 [==============================] - 0s 2ms/step - loss: 0.0552 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0022 25/241 [==>...........................] - ETA: 0s - loss: 0.0231 50/241 [=====>........................] - ETA: 0s - loss: 0.0362 75/241 [========>.....................] - ETA: 0s - loss: 0.0387 102/241 [===========>..................] - ETA: 0s - loss: 0.0349 126/241 [==============>...............] - ETA: 0s - loss: 0.0352 151/241 [=================>............] - ETA: 0s - loss: 0.0352 178/241 [=====================>........] - ETA: 0s - loss: 0.0356 205/241 [========================>.....] - ETA: 0s - loss: 0.0395 231/241 [===========================>..] - ETA: 0s - loss: 0.0390 241/241 [==============================] - 0s 2ms/step - loss: 0.0389 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0016 30/241 [==>...........................] - ETA: 0s - loss: 0.0157 56/241 [=====>........................] - ETA: 0s - loss: 0.0283 86/241 [=========>....................] - ETA: 0s - loss: 0.0291 113/241 [=============>................] - ETA: 0s - loss: 0.0276 140/241 [================>.............] - ETA: 0s - loss: 0.0281 160/241 [==================>...........] - ETA: 0s - loss: 0.0314 183/241 [=====================>........] - ETA: 0s - loss: 0.0328 206/241 [========================>.....] - ETA: 0s - loss: 0.0341 228/241 [===========================>..] - ETA: 0s - loss: 0.0334 241/241 [==============================] - 0s 2ms/step - loss: 0.0345 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0044 22/241 [=>............................] - ETA: 0s - loss: 0.0342 48/241 [====>.........................] - ETA: 0s - loss: 0.0373 68/241 [=======>......................] - ETA: 0s - loss: 0.0389 84/241 [=========>....................] - ETA: 0s - loss: 0.0420 97/241 [===========>..................] - ETA: 0s - loss: 0.0385 107/241 [============>.................] - ETA: 0s - loss: 0.0375 114/241 [=============>................] - ETA: 0s - loss: 0.0358 125/241 [==============>...............] - ETA: 0s - loss: 0.0358 134/241 [===============>..............] - ETA: 0s - loss: 0.0365 144/241 [================>.............] - ETA: 0s - loss: 0.0354 156/241 [==================>...........] - ETA: 0s - loss: 0.0351 170/241 [====================>.........] - ETA: 0s - loss: 0.0388 183/241 [=====================>........] - ETA: 0s - loss: 0.0368 196/241 [=======================>......] - ETA: 0s - loss: 0.0375 215/241 [=========================>....] - ETA: 0s - loss: 0.0357 238/241 [============================>.] - ETA: 0s - loss: 0.0354 241/241 [==============================] - 1s 4ms/step - loss: 0.0350 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0027 26/241 [==>...........................] - ETA: 0s - loss: 0.0205 50/241 [=====>........................] - ETA: 0s - loss: 0.0190 66/241 [=======>......................] - ETA: 0s - loss: 0.0238 84/241 [=========>....................] - ETA: 0s - loss: 0.0282 91/241 [==========>...................] - ETA: 0s - loss: 0.0326 106/241 [============>.................] - ETA: 0s - loss: 0.0292 129/241 [===============>..............] - ETA: 0s - loss: 0.0260 153/241 [==================>...........] - ETA: 0s - loss: 0.0247 176/241 [====================>.........] - ETA: 0s - loss: 0.0235 200/241 [=======================>......] - ETA: 0s - loss: 0.0232 229/241 [===========================>..] - ETA: 0s - loss: 0.0254 241/241 [==============================] - 1s 2ms/step - loss: 0.0266 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0073 19/241 [=>............................] - ETA: 0s - loss: 0.0245 35/241 [===>..........................] - ETA: 0s - loss: 0.0277 55/241 [=====>........................] - ETA: 0s - loss: 0.0216 76/241 [========>.....................] - ETA: 0s - loss: 0.0298 92/241 [==========>...................] - ETA: 0s - loss: 0.0333 109/241 [============>.................] - ETA: 0s - loss: 0.0323 131/241 [===============>..............] - ETA: 0s - loss: 0.0316 153/241 [==================>...........] - ETA: 0s - loss: 0.0300 169/241 [====================>.........] - ETA: 0s - loss: 0.0302 193/241 [=======================>......] - ETA: 0s - loss: 0.0285 214/241 [=========================>....] - ETA: 0s - loss: 0.0284 234/241 [============================>.] - ETA: 0s - loss: 0.0265 241/241 [==============================] - 1s 3ms/step - loss: 0.0260 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0516 23/241 [=>............................] - ETA: 0s - loss: 0.0270 46/241 [====>.........................] - ETA: 0s - loss: 0.0229 68/241 [=======>......................] - ETA: 0s - loss: 0.0288 83/241 [=========>....................] - ETA: 0s - loss: 0.0264 103/241 [===========>..................] - ETA: 0s - loss: 0.0253 125/241 [==============>...............] - ETA: 0s - loss: 0.0274 144/241 [================>.............] - ETA: 0s - loss: 0.0255 155/241 [==================>...........] - ETA: 0s - loss: 0.0240 169/241 [====================>.........] - ETA: 0s - loss: 0.0251 186/241 [======================>.......] - ETA: 0s - loss: 0.0247 206/241 [========================>.....] - ETA: 0s - loss: 0.0252 226/241 [===========================>..] - ETA: 0s - loss: 0.0269 240/241 [============================>.] - ETA: 0s - loss: 0.0269 241/241 [==============================] - 1s 3ms/step - loss: 0.0270 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0044 24/241 [=>............................] - ETA: 0s - loss: 0.0214 47/241 [====>.........................] - ETA: 0s - loss: 0.0142 67/241 [=======>......................] - ETA: 0s - loss: 0.0184 91/241 [==========>...................] - ETA: 0s - loss: 0.0210 113/241 [=============>................] - ETA: 0s - loss: 0.0227 135/241 [===============>..............] - ETA: 0s - loss: 0.0220 161/241 [===================>..........] - ETA: 0s - loss: 0.0232 188/241 [======================>.......] - ETA: 0s - loss: 0.0232 217/241 [==========================>...] - ETA: 0s - loss: 0.0247 241/241 [==============================] - 1s 2ms/step - loss: 0.0242 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0094 28/241 [==>...........................] - ETA: 0s - loss: 0.0145 52/241 [=====>........................] - ETA: 0s - loss: 0.0253 78/241 [========>.....................] - ETA: 0s - loss: 0.0239 108/241 [============>.................] - ETA: 0s - loss: 0.0280 133/241 [===============>..............] - ETA: 0s - loss: 0.0260 158/241 [==================>...........] - ETA: 0s - loss: 0.0244 186/241 [======================>.......] - ETA: 0s - loss: 0.0240 216/241 [=========================>....] - ETA: 0s - loss: 0.0245 241/241 [==============================] - 0s 2ms/step - loss: 0.0258 -> test with GAN.predict GAN tn, fp: 589, 14 GAN fn, tp: 7, 24 GAN f1 score: 0.696 GAN cohens kappa score: 0.678 -> test with 'LR' LR tn, fp: 538, 65 LR fn, tp: 1, 30 LR f1 score: 0.476 LR cohens kappa score: 0.434 LR average precision score: 0.586 -> 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: 592, 11 GB fn, tp: 5, 26 GB f1 score: 0.765 GB cohens kappa score: 0.751 -> test with 'KNN' KNN tn, fp: 586, 17 KNN fn, tp: 10, 21 KNN f1 score: 0.609 KNN cohens kappa score: 0.586 ------ 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: 54s - loss: 0.7843 40/241 [===>..........................] - ETA: 0s - loss: 0.1378  80/241 [========>.....................] - ETA: 0s - loss: 0.1339 111/241 [============>.................] - ETA: 0s - loss: 0.1250 145/241 [=================>............] - ETA: 0s - loss: 0.1189 176/241 [====================>.........] - ETA: 0s - loss: 0.1160 206/241 [========================>.....] - ETA: 0s - loss: 0.1119 235/241 [============================>.] - ETA: 0s - loss: 0.1135 241/241 [==============================] - 1s 2ms/step - loss: 0.1118 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.0174 31/241 [==>...........................] - ETA: 0s - loss: 0.0647 60/241 [======>.......................] - ETA: 0s - loss: 0.0476 90/241 [==========>...................] - ETA: 0s - loss: 0.0522 119/241 [=============>................] - ETA: 0s - loss: 0.0568 143/241 [================>.............] - ETA: 0s - loss: 0.0495 161/241 [===================>..........] - ETA: 0s - loss: 0.0467 189/241 [======================>.......] - ETA: 0s - loss: 0.0459 216/241 [=========================>....] - ETA: 0s - loss: 0.0476 241/241 [==============================] - 0s 2ms/step - loss: 0.0493 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 5.3472e-04 30/241 [==>...........................] - ETA: 0s - loss: 0.0310  59/241 [======>.......................] - ETA: 0s - loss: 0.0273 88/241 [=========>....................] - ETA: 0s - loss: 0.0335 118/241 [=============>................] - ETA: 0s - loss: 0.0323 153/241 [==================>...........] - ETA: 0s - loss: 0.0360 186/241 [======================>.......] - ETA: 0s - loss: 0.0356 205/241 [========================>.....] - ETA: 0s - loss: 0.0370 233/241 [============================>.] - ETA: 0s - loss: 0.0374 241/241 [==============================] - 0s 2ms/step - loss: 0.0385 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0095 39/241 [===>..........................] - ETA: 0s - loss: 0.0268 61/241 [======>.......................] - ETA: 0s - loss: 0.0242 90/241 [==========>...................] - ETA: 0s - loss: 0.0284 118/241 [=============>................] - ETA: 0s - loss: 0.0287 157/241 [==================>...........] - ETA: 0s - loss: 0.0286 196/241 [=======================>......] - ETA: 0s - loss: 0.0291 229/241 [===========================>..] - ETA: 0s - loss: 0.0300 241/241 [==============================] - 0s 2ms/step - loss: 0.0306 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.2246 35/241 [===>..........................] - ETA: 0s - loss: 0.0279 67/241 [=======>......................] - ETA: 0s - loss: 0.0239 97/241 [===========>..................] - ETA: 0s - loss: 0.0262 129/241 [===============>..............] - ETA: 0s - loss: 0.0324 164/241 [===================>..........] - ETA: 0s - loss: 0.0325 198/241 [=======================>......] - ETA: 0s - loss: 0.0293 229/241 [===========================>..] - ETA: 0s - loss: 0.0308 241/241 [==============================] - 0s 2ms/step - loss: 0.0309 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0081 35/241 [===>..........................] - ETA: 0s - loss: 0.0204 66/241 [=======>......................] - ETA: 0s - loss: 0.0366 101/241 [===========>..................] - ETA: 0s - loss: 0.0338 139/241 [================>.............] - ETA: 0s - loss: 0.0323 177/241 [=====================>........] - ETA: 0s - loss: 0.0282 212/241 [=========================>....] - ETA: 0s - loss: 0.0299 241/241 [==============================] - 0s 1ms/step - loss: 0.0291 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 8.4804e-04 39/241 [===>..........................] - ETA: 0s - loss: 0.0298  77/241 [========>.....................] - ETA: 0s - loss: 0.0261 113/241 [=============>................] - ETA: 0s - loss: 0.0277 153/241 [==================>...........] - ETA: 0s - loss: 0.0304 187/241 [======================>.......] - ETA: 0s - loss: 0.0288 227/241 [===========================>..] - ETA: 0s - loss: 0.0277 241/241 [==============================] - 0s 1ms/step - loss: 0.0274 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.2360 34/241 [===>..........................] - ETA: 0s - loss: 0.0227 65/241 [=======>......................] - ETA: 0s - loss: 0.0183 97/241 [===========>..................] - ETA: 0s - loss: 0.0278 134/241 [===============>..............] - ETA: 0s - loss: 0.0270 173/241 [====================>.........] - ETA: 0s - loss: 0.0277 211/241 [=========================>....] - ETA: 0s - loss: 0.0252 241/241 [==============================] - 0s 1ms/step - loss: 0.0248 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0053 40/241 [===>..........................] - ETA: 0s - loss: 0.0130 77/241 [========>.....................] - ETA: 0s - loss: 0.0143 112/241 [============>.................] - ETA: 0s - loss: 0.0204 149/241 [=================>............] - ETA: 0s - loss: 0.0195 186/241 [======================>.......] - ETA: 0s - loss: 0.0209 224/241 [==========================>...] - ETA: 0s - loss: 0.0232 241/241 [==============================] - 0s 1ms/step - loss: 0.0242 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 8.3935e-05 38/241 [===>..........................] - ETA: 0s - loss: 0.0333  76/241 [========>.....................] - ETA: 0s - loss: 0.0306 114/241 [=============>................] - ETA: 0s - loss: 0.0276 153/241 [==================>...........] - ETA: 0s - loss: 0.0254 190/241 [======================>.......] - ETA: 0s - loss: 0.0230 226/241 [===========================>..] - ETA: 0s - loss: 0.0223 241/241 [==============================] - 0s 1ms/step - loss: 0.0226 -> test with GAN.predict GAN tn, fp: 596, 7 GAN fn, tp: 12, 19 GAN f1 score: 0.667 GAN cohens kappa score: 0.651 -> test with 'LR' LR tn, fp: 545, 58 LR fn, tp: 3, 28 LR f1 score: 0.479 LR cohens kappa score: 0.438 LR average precision score: 0.473 -> test with 'RF' RF tn, fp: 596, 7 RF fn, tp: 11, 20 RF f1 score: 0.690 RF cohens kappa score: 0.675 -> test with 'GB' GB tn, fp: 594, 9 GB fn, tp: 7, 24 GB f1 score: 0.750 GB cohens kappa score: 0.737 -> test with 'KNN' KNN tn, fp: 590, 13 KNN fn, tp: 12, 19 KNN f1 score: 0.603 KNN cohens kappa score: 0.582 ------ 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: 54s - loss: 0.4291 39/242 [===>..........................] - ETA: 0s - loss: 0.4116  78/242 [========>.....................] - ETA: 0s - loss: 0.3054 117/242 [=============>................] - ETA: 0s - loss: 0.2426 156/242 [==================>...........] - ETA: 0s - loss: 0.2048 195/242 [=======================>......] - ETA: 0s - loss: 0.1777 235/242 [============================>.] - ETA: 0s - loss: 0.1604 242/242 [==============================] - 1s 1ms/step - loss: 0.1583 Epoch 2/10 1/242 [..............................] - ETA: 0s - loss: 0.0030 40/242 [===>..........................] - ETA: 0s - loss: 0.0635 79/242 [========>.....................] - ETA: 0s - loss: 0.0673 117/242 [=============>................] - ETA: 0s - loss: 0.0739 156/242 [==================>...........] - ETA: 0s - loss: 0.0674 195/242 [=======================>......] - ETA: 0s - loss: 0.0649 234/242 [============================>.] - ETA: 0s - loss: 0.0650 242/242 [==============================] - 0s 1ms/step - loss: 0.0663 Epoch 3/10 1/242 [..............................] - ETA: 0s - loss: 0.0166 38/242 [===>..........................] - ETA: 0s - loss: 0.0393 76/242 [========>.....................] - ETA: 0s - loss: 0.0406 113/242 [=============>................] - ETA: 0s - loss: 0.0570 151/242 [=================>............] - ETA: 0s - loss: 0.0575 190/242 [======================>.......] - ETA: 0s - loss: 0.0544 229/242 [===========================>..] - ETA: 0s - loss: 0.0562 242/242 [==============================] - 0s 1ms/step - loss: 0.0549 Epoch 4/10 1/242 [..............................] - ETA: 0s - loss: 0.0171 37/242 [===>..........................] - ETA: 0s - loss: 0.0457 71/242 [=======>......................] - ETA: 0s - loss: 0.0527 108/242 [============>.................] - ETA: 0s - loss: 0.0557 146/242 [=================>............] - ETA: 0s - loss: 0.0487 185/242 [=====================>........] - ETA: 0s - loss: 0.0445 223/242 [==========================>...] - ETA: 0s - loss: 0.0471 242/242 [==============================] - 0s 1ms/step - loss: 0.0479 Epoch 5/10 1/242 [..............................] - ETA: 0s - loss: 0.1113 38/242 [===>..........................] - ETA: 0s - loss: 0.0342 75/242 [========>.....................] - ETA: 0s - loss: 0.0272 112/242 [============>.................] - ETA: 0s - loss: 0.0329 146/242 [=================>............] - ETA: 0s - loss: 0.0347 183/242 [=====================>........] - ETA: 0s - loss: 0.0383 221/242 [==========================>...] - ETA: 0s - loss: 0.0395 242/242 [==============================] - 0s 1ms/step - loss: 0.0434 Epoch 6/10 1/242 [..............................] - ETA: 0s - loss: 0.0152 39/242 [===>..........................] - ETA: 0s - loss: 0.0318 74/242 [========>.....................] - ETA: 0s - loss: 0.0328 112/242 [============>.................] - ETA: 0s - loss: 0.0375 149/242 [=================>............] - ETA: 0s - loss: 0.0400 188/242 [======================>.......] - ETA: 0s - loss: 0.0386 225/242 [==========================>...] - ETA: 0s - loss: 0.0387 242/242 [==============================] - 0s 1ms/step - loss: 0.0403 Epoch 7/10 1/242 [..............................] - ETA: 0s - loss: 0.1703 34/242 [===>..........................] - ETA: 0s - loss: 0.0433 67/242 [=======>......................] - ETA: 0s - loss: 0.0470 104/242 [===========>..................] - ETA: 0s - loss: 0.0436 140/242 [================>.............] - ETA: 0s - loss: 0.0431 178/242 [=====================>........] - ETA: 0s - loss: 0.0401 217/242 [=========================>....] - ETA: 0s - loss: 0.0407 242/242 [==============================] - 0s 1ms/step - loss: 0.0396 Epoch 8/10 1/242 [..............................] - ETA: 0s - loss: 0.0749 40/242 [===>..........................] - ETA: 0s - loss: 0.0428 79/242 [========>.....................] - ETA: 0s - loss: 0.0400 119/242 [=============>................] - ETA: 0s - loss: 0.0384 156/242 [==================>...........] - ETA: 0s - loss: 0.0361 194/242 [=======================>......] - ETA: 0s - loss: 0.0329 233/242 [===========================>..] - ETA: 0s - loss: 0.0342 242/242 [==============================] - 0s 1ms/step - loss: 0.0345 Epoch 9/10 1/242 [..............................] - ETA: 0s - loss: 0.0267 39/242 [===>..........................] - ETA: 0s - loss: 0.0357 79/242 [========>.....................] - ETA: 0s - loss: 0.0336 121/242 [==============>...............] - ETA: 0s - loss: 0.0360 159/242 [==================>...........] - ETA: 0s - loss: 0.0338 199/242 [=======================>......] - ETA: 0s - loss: 0.0325 238/242 [============================>.] - ETA: 0s - loss: 0.0326 242/242 [==============================] - 0s 1ms/step - loss: 0.0327 Epoch 10/10 1/242 [..............................] - ETA: 0s - loss: 0.0407 40/242 [===>..........................] - ETA: 0s - loss: 0.0288 79/242 [========>.....................] - ETA: 0s - loss: 0.0296 118/242 [=============>................] - ETA: 0s - loss: 0.0300 152/242 [=================>............] - ETA: 0s - loss: 0.0299 191/242 [======================>.......] - ETA: 0s - loss: 0.0320 229/242 [===========================>..] - ETA: 0s - loss: 0.0310 242/242 [==============================] - 0s 1ms/step - loss: 0.0309 -> test with GAN.predict GAN tn, fp: 590, 10 GAN fn, tp: 3, 24 GAN f1 score: 0.787 GAN cohens kappa score: 0.776 -> test with 'LR' LR tn, fp: 535, 65 LR fn, tp: 6, 21 LR f1 score: 0.372 LR cohens kappa score: 0.328 LR average precision score: 0.348 -> test with 'RF' RF tn, fp: 597, 3 RF fn, tp: 4, 23 RF f1 score: 0.868 RF cohens kappa score: 0.862 -> test with 'GB' GB tn, fp: 597, 3 GB fn, tp: 1, 26 GB f1 score: 0.929 GB cohens kappa score: 0.925 -> test with 'KNN' KNN tn, fp: 593, 7 KNN fn, tp: 4, 23 KNN f1 score: 0.807 KNN cohens kappa score: 0.798 ====== 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: 52s - loss: 4.0647 40/241 [===>..........................] - ETA: 0s - loss: 0.3617  78/241 [========>.....................] - ETA: 0s - loss: 0.3575 117/241 [=============>................] - ETA: 0s - loss: 0.2735 154/241 [==================>...........] - ETA: 0s - loss: 0.2309 193/241 [=======================>......] - ETA: 0s - loss: 0.1956 227/241 [===========================>..] - ETA: 0s - loss: 0.1802 241/241 [==============================] - 1s 1ms/step - loss: 0.1730 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.0061 33/241 [===>..........................] - ETA: 0s - loss: 0.0618 69/241 [=======>......................] - ETA: 0s - loss: 0.0662 107/241 [============>.................] - ETA: 0s - loss: 0.0673 145/241 [=================>............] - ETA: 0s - loss: 0.0584 186/241 [======================>.......] - ETA: 0s - loss: 0.0528 225/241 [===========================>..] - ETA: 0s - loss: 0.0543 241/241 [==============================] - 0s 1ms/step - loss: 0.0539 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0064 41/241 [====>.........................] - ETA: 0s - loss: 0.0381 78/241 [========>.....................] - ETA: 0s - loss: 0.0360 117/241 [=============>................] - ETA: 0s - loss: 0.0379 156/241 [==================>...........] - ETA: 0s - loss: 0.0430 192/241 [======================>.......] - ETA: 0s - loss: 0.0451 231/241 [===========================>..] - ETA: 0s - loss: 0.0449 241/241 [==============================] - 0s 1ms/step - loss: 0.0437 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0030 39/241 [===>..........................] - ETA: 0s - loss: 0.0283 79/241 [========>.....................] - ETA: 0s - loss: 0.0289 118/241 [=============>................] - ETA: 0s - loss: 0.0309 158/241 [==================>...........] - ETA: 0s - loss: 0.0364 199/241 [=======================>......] - ETA: 0s - loss: 0.0370 237/241 [============================>.] - ETA: 0s - loss: 0.0355 241/241 [==============================] - 0s 1ms/step - loss: 0.0351 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0446 37/241 [===>..........................] - ETA: 0s - loss: 0.0292 75/241 [========>.....................] - ETA: 0s - loss: 0.0298 114/241 [=============>................] - ETA: 0s - loss: 0.0258 154/241 [==================>...........] - ETA: 0s - loss: 0.0260 193/241 [=======================>......] - ETA: 0s - loss: 0.0338 227/241 [===========================>..] - ETA: 0s - loss: 0.0330 241/241 [==============================] - 0s 1ms/step - loss: 0.0327 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0418 38/241 [===>..........................] - ETA: 0s - loss: 0.0171 76/241 [========>.....................] - ETA: 0s - loss: 0.0398 115/241 [=============>................] - ETA: 0s - loss: 0.0400 154/241 [==================>...........] - ETA: 0s - loss: 0.0354 193/241 [=======================>......] - ETA: 0s - loss: 0.0318 232/241 [===========================>..] - ETA: 0s - loss: 0.0285 241/241 [==============================] - 0s 1ms/step - loss: 0.0298 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0018 40/241 [===>..........................] - ETA: 0s - loss: 0.0241 79/241 [========>.....................] - ETA: 0s - loss: 0.0274 119/241 [=============>................] - ETA: 0s - loss: 0.0274 157/241 [==================>...........] - ETA: 0s - loss: 0.0299 194/241 [=======================>......] - ETA: 0s - loss: 0.0296 229/241 [===========================>..] - ETA: 0s - loss: 0.0283 241/241 [==============================] - 0s 1ms/step - loss: 0.0273 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0976 40/241 [===>..........................] - ETA: 0s - loss: 0.0290 80/241 [========>.....................] - ETA: 0s - loss: 0.0283 118/241 [=============>................] - ETA: 0s - loss: 0.0281 149/241 [=================>............] - ETA: 0s - loss: 0.0251 180/241 [=====================>........] - ETA: 0s - loss: 0.0241 213/241 [=========================>....] - ETA: 0s - loss: 0.0231 241/241 [==============================] - 0s 1ms/step - loss: 0.0244 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0480 40/241 [===>..........................] - ETA: 0s - loss: 0.0186 76/241 [========>.....................] - ETA: 0s - loss: 0.0209 113/241 [=============>................] - ETA: 0s - loss: 0.0245 151/241 [=================>............] - ETA: 0s - loss: 0.0268 190/241 [======================>.......] - ETA: 0s - loss: 0.0262 230/241 [===========================>..] - ETA: 0s - loss: 0.0249 241/241 [==============================] - 0s 1ms/step - loss: 0.0245 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0042 40/241 [===>..........................] - ETA: 0s - loss: 0.0169 79/241 [========>.....................] - ETA: 0s - loss: 0.0148 118/241 [=============>................] - ETA: 0s - loss: 0.0190 157/241 [==================>...........] - ETA: 0s - loss: 0.0197 196/241 [=======================>......] - ETA: 0s - loss: 0.0215 236/241 [============================>.] - ETA: 0s - loss: 0.0241 241/241 [==============================] - 0s 1ms/step - loss: 0.0241 -> test with GAN.predict GAN tn, fp: 586, 17 GAN fn, tp: 9, 22 GAN f1 score: 0.629 GAN cohens kappa score: 0.607 -> test with 'LR' LR tn, fp: 548, 55 LR fn, tp: 7, 24 LR f1 score: 0.436 LR cohens kappa score: 0.394 LR average precision score: 0.423 -> test with 'RF' RF tn, fp: 600, 3 RF fn, tp: 6, 25 RF f1 score: 0.847 RF cohens kappa score: 0.840 -> 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: 595, 8 KNN fn, tp: 13, 18 KNN f1 score: 0.632 KNN cohens kappa score: 0.614 ------ 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: 51s - loss: 0.1543 42/241 [====>.........................] - ETA: 0s - loss: 0.3513  81/241 [=========>....................] - ETA: 0s - loss: 0.2410 120/241 [=============>................] - ETA: 0s - loss: 0.2008 161/241 [===================>..........] - ETA: 0s - loss: 0.1663 199/241 [=======================>......] - ETA: 0s - loss: 0.1536 240/241 [============================>.] - ETA: 0s - loss: 0.1373 241/241 [==============================] - 1s 1ms/step - loss: 0.1367 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 9.1123e-04 41/241 [====>.........................] - ETA: 0s - loss: 0.0691  81/241 [=========>....................] - ETA: 0s - loss: 0.0591 122/241 [==============>...............] - ETA: 0s - loss: 0.0565 158/241 [==================>...........] - ETA: 0s - loss: 0.0562 194/241 [=======================>......] - ETA: 0s - loss: 0.0502 235/241 [============================>.] - ETA: 0s - loss: 0.0512 241/241 [==============================] - 0s 1ms/step - loss: 0.0511 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0107 42/241 [====>.........................] - ETA: 0s - loss: 0.0337 82/241 [=========>....................] - ETA: 0s - loss: 0.0310 122/241 [==============>...............] - ETA: 0s - loss: 0.0376 162/241 [===================>..........] - ETA: 0s - loss: 0.0359 202/241 [========================>.....] - ETA: 0s - loss: 0.0350 241/241 [==============================] - 0s 1ms/step - loss: 0.0387 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0208 42/241 [====>.........................] - ETA: 0s - loss: 0.0491 83/241 [=========>....................] - ETA: 0s - loss: 0.0348 122/241 [==============>...............] - ETA: 0s - loss: 0.0341 158/241 [==================>...........] - ETA: 0s - loss: 0.0390 197/241 [=======================>......] - ETA: 0s - loss: 0.0366 238/241 [============================>.] - ETA: 0s - loss: 0.0362 241/241 [==============================] - 0s 1ms/step - loss: 0.0359 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0107 41/241 [====>.........................] - ETA: 0s - loss: 0.0289 81/241 [=========>....................] - ETA: 0s - loss: 0.0305 123/241 [==============>...............] - ETA: 0s - loss: 0.0320 160/241 [==================>...........] - ETA: 0s - loss: 0.0307 200/241 [=======================>......] - ETA: 0s - loss: 0.0304 239/241 [============================>.] - ETA: 0s - loss: 0.0335 241/241 [==============================] - 0s 1ms/step - loss: 0.0333 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.1460 42/241 [====>.........................] - ETA: 0s - loss: 0.0185 83/241 [=========>....................] - ETA: 0s - loss: 0.0294 124/241 [==============>...............] - ETA: 0s - loss: 0.0303 165/241 [===================>..........] - ETA: 0s - loss: 0.0278 203/241 [========================>.....] - ETA: 0s - loss: 0.0300 239/241 [============================>.] - ETA: 0s - loss: 0.0309 241/241 [==============================] - 0s 1ms/step - loss: 0.0308 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.2448 32/241 [==>...........................] - ETA: 0s - loss: 0.0233 67/241 [=======>......................] - ETA: 0s - loss: 0.0203 98/241 [===========>..................] - ETA: 0s - loss: 0.0203 132/241 [===============>..............] - ETA: 0s - loss: 0.0208 169/241 [====================>.........] - ETA: 0s - loss: 0.0291 204/241 [========================>.....] - ETA: 0s - loss: 0.0279 239/241 [============================>.] - ETA: 0s - loss: 0.0280 241/241 [==============================] - 0s 1ms/step - loss: 0.0282 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0021 38/241 [===>..........................] - ETA: 0s - loss: 0.0216 74/241 [========>.....................] - ETA: 0s - loss: 0.0201 109/241 [============>.................] - ETA: 0s - loss: 0.0211 144/241 [================>.............] - ETA: 0s - loss: 0.0222 181/241 [=====================>........] - ETA: 0s - loss: 0.0222 217/241 [==========================>...] - ETA: 0s - loss: 0.0217 241/241 [==============================] - 0s 1ms/step - loss: 0.0260 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 4.4638e-04 37/241 [===>..........................] - ETA: 0s - loss: 0.0142  71/241 [=======>......................] - ETA: 0s - loss: 0.0209 105/241 [============>.................] - ETA: 0s - loss: 0.0240 142/241 [================>.............] - ETA: 0s - loss: 0.0248 175/241 [====================>.........] - ETA: 0s - loss: 0.0246 210/241 [=========================>....] - ETA: 0s - loss: 0.0262 241/241 [==============================] - 0s 1ms/step - loss: 0.0271 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0155 32/241 [==>...........................] - ETA: 0s - loss: 0.0237 64/241 [======>.......................] - ETA: 0s - loss: 0.0263 95/241 [==========>...................] - ETA: 0s - loss: 0.0265 128/241 [==============>...............] - ETA: 0s - loss: 0.0223 159/241 [==================>...........] - ETA: 0s - loss: 0.0218 192/241 [======================>.......] - ETA: 0s - loss: 0.0225 225/241 [===========================>..] - ETA: 0s - loss: 0.0246 241/241 [==============================] - 0s 2ms/step - loss: 0.0248 -> 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: 555, 48 LR fn, tp: 7, 24 LR f1 score: 0.466 LR cohens kappa score: 0.427 LR average precision score: 0.469 -> 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: 598, 5 GB fn, tp: 4, 27 GB f1 score: 0.857 GB cohens kappa score: 0.850 -> test with 'KNN' KNN tn, fp: 594, 9 KNN fn, tp: 8, 23 KNN f1 score: 0.730 KNN cohens kappa score: 0.716 ------ 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: 54s - loss: 2.5575 41/241 [====>.........................] - ETA: 0s - loss: 0.3473  82/241 [=========>....................] - ETA: 0s - loss: 0.2652 123/241 [==============>...............] - ETA: 0s - loss: 0.2094 162/241 [===================>..........] - ETA: 0s - loss: 0.1907 202/241 [========================>.....] - ETA: 0s - loss: 0.1719 241/241 [==============================] - 1s 1ms/step - loss: 0.1608 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.0013 41/241 [====>.........................] - ETA: 0s - loss: 0.0526 82/241 [=========>....................] - ETA: 0s - loss: 0.0551 123/241 [==============>...............] - ETA: 0s - loss: 0.0517 161/241 [===================>..........] - ETA: 0s - loss: 0.0543 198/241 [=======================>......] - ETA: 0s - loss: 0.0550 229/241 [===========================>..] - ETA: 0s - loss: 0.0579 241/241 [==============================] - 0s 1ms/step - loss: 0.0591 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0639 41/241 [====>.........................] - ETA: 0s - loss: 0.0435 82/241 [=========>....................] - ETA: 0s - loss: 0.0493 122/241 [==============>...............] - ETA: 0s - loss: 0.0492 161/241 [===================>..........] - ETA: 0s - loss: 0.0464 199/241 [=======================>......] - ETA: 0s - loss: 0.0454 240/241 [============================>.] - ETA: 0s - loss: 0.0472 241/241 [==============================] - 0s 1ms/step - loss: 0.0471 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 1.4116e-04 41/241 [====>.........................] - ETA: 0s - loss: 0.0266  82/241 [=========>....................] - ETA: 0s - loss: 0.0371 122/241 [==============>...............] - ETA: 0s - loss: 0.0369 156/241 [==================>...........] - ETA: 0s - loss: 0.0371 193/241 [=======================>......] - ETA: 0s - loss: 0.0400 233/241 [============================>.] - ETA: 0s - loss: 0.0387 241/241 [==============================] - 0s 1ms/step - loss: 0.0376 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0116 41/241 [====>.........................] - ETA: 0s - loss: 0.0332 81/241 [=========>....................] - ETA: 0s - loss: 0.0290 120/241 [=============>................] - ETA: 0s - loss: 0.0262 160/241 [==================>...........] - ETA: 0s - loss: 0.0307 199/241 [=======================>......] - ETA: 0s - loss: 0.0298 239/241 [============================>.] - ETA: 0s - loss: 0.0338 241/241 [==============================] - 0s 1ms/step - loss: 0.0341 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 9.5736e-04 41/241 [====>.........................] - ETA: 0s - loss: 0.0420  82/241 [=========>....................] - ETA: 0s - loss: 0.0344 121/241 [==============>...............] - ETA: 0s - loss: 0.0334 162/241 [===================>..........] - ETA: 0s - loss: 0.0305 203/241 [========================>.....] - ETA: 0s - loss: 0.0331 241/241 [==============================] - 0s 1ms/step - loss: 0.0324 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0035 39/241 [===>..........................] - ETA: 0s - loss: 0.0306 77/241 [========>.....................] - ETA: 0s - loss: 0.0246 117/241 [=============>................] - ETA: 0s - loss: 0.0220 158/241 [==================>...........] - ETA: 0s - loss: 0.0279 199/241 [=======================>......] - ETA: 0s - loss: 0.0273 239/241 [============================>.] - ETA: 0s - loss: 0.0298 241/241 [==============================] - 0s 1ms/step - loss: 0.0300 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.1508 41/241 [====>.........................] - ETA: 0s - loss: 0.0258 81/241 [=========>....................] - ETA: 0s - loss: 0.0251 119/241 [=============>................] - ETA: 0s - loss: 0.0237 158/241 [==================>...........] - ETA: 0s - loss: 0.0255 198/241 [=======================>......] - ETA: 0s - loss: 0.0259 238/241 [============================>.] - ETA: 0s - loss: 0.0269 241/241 [==============================] - 0s 1ms/step - loss: 0.0267 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0023 42/241 [====>.........................] - ETA: 0s - loss: 0.0236 82/241 [=========>....................] - ETA: 0s - loss: 0.0210 117/241 [=============>................] - ETA: 0s - loss: 0.0241 150/241 [=================>............] - ETA: 0s - loss: 0.0245 183/241 [=====================>........] - ETA: 0s - loss: 0.0251 216/241 [=========================>....] - ETA: 0s - loss: 0.0234 241/241 [==============================] - 0s 1ms/step - loss: 0.0246 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0099 41/241 [====>.........................] - ETA: 0s - loss: 0.0225 80/241 [========>.....................] - ETA: 0s - loss: 0.0255 119/241 [=============>................] - ETA: 0s - loss: 0.0246 158/241 [==================>...........] - ETA: 0s - loss: 0.0242 198/241 [=======================>......] - ETA: 0s - loss: 0.0227 239/241 [============================>.] - ETA: 0s - loss: 0.0229 241/241 [==============================] - 0s 1ms/step - loss: 0.0234 -> 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: 549, 54 LR fn, tp: 4, 27 LR f1 score: 0.482 LR cohens kappa score: 0.443 LR average precision score: 0.611 -> test with 'RF' RF tn, fp: 603, 0 RF fn, tp: 8, 23 RF f1 score: 0.852 RF cohens kappa score: 0.845 -> test with 'GB' GB tn, fp: 600, 3 GB fn, tp: 7, 24 GB f1 score: 0.828 GB cohens kappa score: 0.819 -> test with 'KNN' KNN tn, fp: 595, 8 KNN fn, tp: 9, 22 KNN f1 score: 0.721 KNN cohens kappa score: 0.707 ------ 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: 52s - loss: 1.6536 41/241 [====>.........................] - ETA: 0s - loss: 0.3235  81/241 [=========>....................] - ETA: 0s - loss: 0.2161 122/241 [==============>...............] - ETA: 0s - loss: 0.1782 134/241 [===============>..............] - ETA: 0s - loss: 0.1818 152/241 [=================>............] - ETA: 0s - loss: 0.1712 193/241 [=======================>......] - ETA: 0s - loss: 0.1616 230/241 [===========================>..] - ETA: 0s - loss: 0.1522 241/241 [==============================] - 1s 2ms/step - loss: 0.1476 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.0024 41/241 [====>.........................] - ETA: 0s - loss: 0.0834 82/241 [=========>....................] - ETA: 0s - loss: 0.0706 122/241 [==============>...............] - ETA: 0s - loss: 0.0716 163/241 [===================>..........] - ETA: 0s - loss: 0.0632 203/241 [========================>.....] - ETA: 0s - loss: 0.0626 241/241 [==============================] - 0s 1ms/step - loss: 0.0575 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0039 42/241 [====>.........................] - ETA: 0s - loss: 0.0414 82/241 [=========>....................] - ETA: 0s - loss: 0.0347 121/241 [==============>...............] - ETA: 0s - loss: 0.0426 162/241 [===================>..........] - ETA: 0s - loss: 0.0411 202/241 [========================>.....] - ETA: 0s - loss: 0.0411 239/241 [============================>.] - ETA: 0s - loss: 0.0414 241/241 [==============================] - 0s 1ms/step - loss: 0.0413 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0012 40/241 [===>..........................] - ETA: 0s - loss: 0.0389 79/241 [========>.....................] - ETA: 0s - loss: 0.0463 114/241 [=============>................] - ETA: 0s - loss: 0.0487 150/241 [=================>............] - ETA: 0s - loss: 0.0441 187/241 [======================>.......] - ETA: 0s - loss: 0.0420 227/241 [===========================>..] - ETA: 0s - loss: 0.0407 241/241 [==============================] - 0s 1ms/step - loss: 0.0422 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.1059 40/241 [===>..........................] - ETA: 0s - loss: 0.0317 81/241 [=========>....................] - ETA: 0s - loss: 0.0360 121/241 [==============>...............] - ETA: 0s - loss: 0.0363 161/241 [===================>..........] - ETA: 0s - loss: 0.0321 200/241 [=======================>......] - ETA: 0s - loss: 0.0322 234/241 [============================>.] - ETA: 0s - loss: 0.0343 241/241 [==============================] - 0s 1ms/step - loss: 0.0337 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0641 32/241 [==>...........................] - ETA: 0s - loss: 0.0188 66/241 [=======>......................] - ETA: 0s - loss: 0.0187 106/241 [============>.................] - ETA: 0s - loss: 0.0205 147/241 [=================>............] - ETA: 0s - loss: 0.0266 187/241 [======================>.......] - ETA: 0s - loss: 0.0286 228/241 [===========================>..] - ETA: 0s - loss: 0.0300 241/241 [==============================] - 0s 1ms/step - loss: 0.0328 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0028 40/241 [===>..........................] - ETA: 0s - loss: 0.0325 80/241 [========>.....................] - ETA: 0s - loss: 0.0385 120/241 [=============>................] - ETA: 0s - loss: 0.0308 158/241 [==================>...........] - ETA: 0s - loss: 0.0316 198/241 [=======================>......] - ETA: 0s - loss: 0.0312 238/241 [============================>.] - ETA: 0s - loss: 0.0297 241/241 [==============================] - 0s 1ms/step - loss: 0.0316 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0043 42/241 [====>.........................] - ETA: 0s - loss: 0.0243 82/241 [=========>....................] - ETA: 0s - loss: 0.0279 121/241 [==============>...............] - ETA: 0s - loss: 0.0322 162/241 [===================>..........] - ETA: 0s - loss: 0.0314 203/241 [========================>.....] - ETA: 0s - loss: 0.0296 241/241 [==============================] - 0s 1ms/step - loss: 0.0292 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0071 38/241 [===>..........................] - ETA: 0s - loss: 0.0348 79/241 [========>.....................] - ETA: 0s - loss: 0.0271 117/241 [=============>................] - ETA: 0s - loss: 0.0219 155/241 [==================>...........] - ETA: 0s - loss: 0.0264 194/241 [=======================>......] - ETA: 0s - loss: 0.0297 232/241 [===========================>..] - ETA: 0s - loss: 0.0278 241/241 [==============================] - 0s 1ms/step - loss: 0.0284 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 6.5228e-04 40/241 [===>..........................] - ETA: 0s - loss: 0.0179  78/241 [========>.....................] - ETA: 0s - loss: 0.0217 119/241 [=============>................] - ETA: 0s - loss: 0.0257 151/241 [=================>............] - ETA: 0s - loss: 0.0269 185/241 [======================>.......] - ETA: 0s - loss: 0.0273 221/241 [==========================>...] - ETA: 0s - loss: 0.0265 241/241 [==============================] - 0s 1ms/step - loss: 0.0254 -> test with GAN.predict GAN tn, fp: 596, 7 GAN fn, tp: 8, 23 GAN f1 score: 0.754 GAN cohens kappa score: 0.742 -> test with 'LR' LR tn, fp: 532, 71 LR fn, tp: 2, 29 LR f1 score: 0.443 LR cohens kappa score: 0.398 LR average precision score: 0.549 -> test with 'RF' RF tn, fp: 601, 2 RF fn, tp: 7, 24 RF f1 score: 0.842 RF cohens kappa score: 0.835 -> test with 'GB' GB tn, fp: 599, 4 GB fn, tp: 6, 25 GB f1 score: 0.833 GB cohens kappa score: 0.825 -> test with 'KNN' KNN tn, fp: 590, 13 KNN fn, tp: 14, 17 KNN f1 score: 0.557 KNN cohens kappa score: 0.535 ------ 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: 52s - loss: 1.0940 41/242 [====>.........................] - ETA: 0s - loss: 0.2979  78/242 [========>.....................] - ETA: 0s - loss: 0.2524 120/242 [=============>................] - ETA: 0s - loss: 0.2185 160/242 [==================>...........] - ETA: 0s - loss: 0.1978 201/242 [=======================>......] - ETA: 0s - loss: 0.1819 242/242 [==============================] - ETA: 0s - loss: 0.1628 242/242 [==============================] - 1s 1ms/step - loss: 0.1628 Epoch 2/10 1/242 [..............................] - ETA: 0s - loss: 0.0764 40/242 [===>..........................] - ETA: 0s - loss: 0.0634 79/242 [========>.....................] - ETA: 0s - loss: 0.0570 119/242 [=============>................] - ETA: 0s - loss: 0.0635 153/242 [=================>............] - ETA: 0s - loss: 0.0601 185/242 [=====================>........] - ETA: 0s - loss: 0.0636 220/242 [==========================>...] - ETA: 0s - loss: 0.0627 242/242 [==============================] - 0s 1ms/step - loss: 0.0598 Epoch 3/10 1/242 [..............................] - ETA: 0s - loss: 0.1662 41/242 [====>.........................] - ETA: 0s - loss: 0.0435 80/242 [========>.....................] - ETA: 0s - loss: 0.0400 119/242 [=============>................] - ETA: 0s - loss: 0.0453 159/242 [==================>...........] - ETA: 0s - loss: 0.0484 200/242 [=======================>......] - ETA: 0s - loss: 0.0447 236/242 [============================>.] - ETA: 0s - loss: 0.0429 242/242 [==============================] - 0s 1ms/step - loss: 0.0422 Epoch 4/10 1/242 [..............................] - ETA: 0s - loss: 0.0134 40/242 [===>..........................] - ETA: 0s - loss: 0.0283 76/242 [========>.....................] - ETA: 0s - loss: 0.0321 112/242 [============>.................] - ETA: 0s - loss: 0.0309 151/242 [=================>............] - ETA: 0s - loss: 0.0286 187/242 [======================>.......] - ETA: 0s - loss: 0.0298 228/242 [===========================>..] - ETA: 0s - loss: 0.0315 242/242 [==============================] - 0s 1ms/step - loss: 0.0349 Epoch 5/10 1/242 [..............................] - ETA: 0s - loss: 4.1268e-04 38/242 [===>..........................] - ETA: 0s - loss: 0.0266  77/242 [========>.....................] - ETA: 0s - loss: 0.0284 113/242 [=============>................] - ETA: 0s - loss: 0.0293 151/242 [=================>............] - ETA: 0s - loss: 0.0319 190/242 [======================>.......] - ETA: 0s - loss: 0.0327 231/242 [===========================>..] - ETA: 0s - loss: 0.0310 242/242 [==============================] - 0s 1ms/step - loss: 0.0319 Epoch 6/10 1/242 [..............................] - ETA: 0s - loss: 0.0331 38/242 [===>..........................] - ETA: 0s - loss: 0.0164 77/242 [========>.....................] - ETA: 0s - loss: 0.0181 117/242 [=============>................] - ETA: 0s - loss: 0.0231 154/242 [==================>...........] - ETA: 0s - loss: 0.0245 191/242 [======================>.......] - ETA: 0s - loss: 0.0282 228/242 [===========================>..] - ETA: 0s - loss: 0.0299 242/242 [==============================] - 0s 1ms/step - loss: 0.0302 Epoch 7/10 1/242 [..............................] - ETA: 0s - loss: 0.0207 40/242 [===>..........................] - ETA: 0s - loss: 0.0313 77/242 [========>.....................] - ETA: 0s - loss: 0.0329 117/242 [=============>................] - ETA: 0s - loss: 0.0265 152/242 [=================>............] - ETA: 0s - loss: 0.0284 193/242 [======================>.......] - ETA: 0s - loss: 0.0281 234/242 [============================>.] - ETA: 0s - loss: 0.0304 242/242 [==============================] - 0s 1ms/step - loss: 0.0304 Epoch 8/10 1/242 [..............................] - ETA: 0s - loss: 0.0032 37/242 [===>..........................] - ETA: 0s - loss: 0.0197 76/242 [========>.....................] - ETA: 0s - loss: 0.0243 111/242 [============>.................] - ETA: 0s - loss: 0.0232 152/242 [=================>............] - ETA: 0s - loss: 0.0242 190/242 [======================>.......] - ETA: 0s - loss: 0.0254 228/242 [===========================>..] - ETA: 0s - loss: 0.0272 242/242 [==============================] - 0s 1ms/step - loss: 0.0266 Epoch 9/10 1/242 [..............................] - ETA: 0s - loss: 0.0018 35/242 [===>..........................] - ETA: 0s - loss: 0.0213 71/242 [=======>......................] - ETA: 0s - loss: 0.0263 101/242 [===========>..................] - ETA: 0s - loss: 0.0267 132/242 [===============>..............] - ETA: 0s - loss: 0.0258 171/242 [====================>.........] - ETA: 0s - loss: 0.0241 207/242 [========================>.....] - ETA: 0s - loss: 0.0235 242/242 [==============================] - 0s 1ms/step - loss: 0.0260 Epoch 10/10 1/242 [..............................] - ETA: 0s - loss: 4.6537e-04 39/242 [===>..........................] - ETA: 0s - loss: 0.0248  75/242 [========>.....................] - ETA: 0s - loss: 0.0286 112/242 [============>.................] - ETA: 0s - loss: 0.0303 147/242 [=================>............] - ETA: 0s - loss: 0.0285 187/242 [======================>.......] - ETA: 0s - loss: 0.0262 226/242 [===========================>..] - ETA: 0s - loss: 0.0258 242/242 [==============================] - 0s 1ms/step - loss: 0.0255 -> test with GAN.predict GAN tn, fp: 583, 17 GAN fn, tp: 8, 19 GAN f1 score: 0.603 GAN cohens kappa score: 0.583 -> test with 'LR' LR tn, fp: 545, 55 LR fn, tp: 7, 20 LR f1 score: 0.392 LR cohens kappa score: 0.351 LR average precision score: 0.424 -> test with 'RF' RF tn, fp: 596, 4 RF fn, tp: 9, 18 RF f1 score: 0.735 RF cohens kappa score: 0.724 -> test with 'GB' GB tn, fp: 596, 4 GB fn, tp: 6, 21 GB f1 score: 0.808 GB cohens kappa score: 0.799 -> test with 'KNN' KNN tn, fp: 582, 18 KNN fn, tp: 6, 21 KNN f1 score: 0.636 KNN cohens kappa score: 0.617 ====== 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: 1.4454e-06 42/241 [====>.........................] - ETA: 0s - loss: 0.3255  82/241 [=========>....................] - ETA: 0s - loss: 0.2236 123/241 [==============>...............] - ETA: 0s - loss: 0.1684 164/241 [===================>..........] - ETA: 0s - loss: 0.1589 205/241 [========================>.....] - ETA: 0s - loss: 0.1498 241/241 [==============================] - 1s 1ms/step - loss: 0.1436 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.3240 41/241 [====>.........................] - ETA: 0s - loss: 0.0714 82/241 [=========>....................] - ETA: 0s - loss: 0.0552 122/241 [==============>...............] - ETA: 0s - loss: 0.0537 161/241 [===================>..........] - ETA: 0s - loss: 0.0541 202/241 [========================>.....] - ETA: 0s - loss: 0.0584 241/241 [==============================] - 0s 1ms/step - loss: 0.0569 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0275 42/241 [====>.........................] - ETA: 0s - loss: 0.0294 82/241 [=========>....................] - ETA: 0s - loss: 0.0328 122/241 [==============>...............] - ETA: 0s - loss: 0.0369 162/241 [===================>..........] - ETA: 0s - loss: 0.0365 200/241 [=======================>......] - ETA: 0s - loss: 0.0357 238/241 [============================>.] - ETA: 0s - loss: 0.0370 241/241 [==============================] - 0s 1ms/step - loss: 0.0371 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0028 39/241 [===>..........................] - ETA: 0s - loss: 0.0133 78/241 [========>.....................] - ETA: 0s - loss: 0.0275 117/241 [=============>................] - ETA: 0s - loss: 0.0283 157/241 [==================>...........] - ETA: 0s - loss: 0.0315 195/241 [=======================>......] - ETA: 0s - loss: 0.0344 232/241 [===========================>..] - ETA: 0s - loss: 0.0341 241/241 [==============================] - 0s 1ms/step - loss: 0.0331 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0947 41/241 [====>.........................] - ETA: 0s - loss: 0.0475 81/241 [=========>....................] - ETA: 0s - loss: 0.0369 121/241 [==============>...............] - ETA: 0s - loss: 0.0309 155/241 [==================>...........] - ETA: 0s - loss: 0.0290 191/241 [======================>.......] - ETA: 0s - loss: 0.0293 224/241 [==========================>...] - ETA: 0s - loss: 0.0305 241/241 [==============================] - 0s 1ms/step - loss: 0.0292 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0015 41/241 [====>.........................] - ETA: 0s - loss: 0.0112 81/241 [=========>....................] - ETA: 0s - loss: 0.0137 119/241 [=============>................] - ETA: 0s - loss: 0.0226 158/241 [==================>...........] - ETA: 0s - loss: 0.0258 195/241 [=======================>......] - ETA: 0s - loss: 0.0277 236/241 [============================>.] - ETA: 0s - loss: 0.0306 241/241 [==============================] - 0s 1ms/step - loss: 0.0306 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0014 42/241 [====>.........................] - ETA: 0s - loss: 0.0493 83/241 [=========>....................] - ETA: 0s - loss: 0.0390 123/241 [==============>...............] - ETA: 0s - loss: 0.0410 163/241 [===================>..........] - ETA: 0s - loss: 0.0355 200/241 [=======================>......] - ETA: 0s - loss: 0.0355 239/241 [============================>.] - ETA: 0s - loss: 0.0322 241/241 [==============================] - 0s 1ms/step - loss: 0.0327 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0045 39/241 [===>..........................] - ETA: 0s - loss: 0.0165 76/241 [========>.....................] - ETA: 0s - loss: 0.0204 116/241 [=============>................] - ETA: 0s - loss: 0.0252 157/241 [==================>...........] - ETA: 0s - loss: 0.0211 198/241 [=======================>......] - ETA: 0s - loss: 0.0193 237/241 [============================>.] - ETA: 0s - loss: 0.0214 241/241 [==============================] - 0s 1ms/step - loss: 0.0217 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0147 40/241 [===>..........................] - ETA: 0s - loss: 0.0292 82/241 [=========>....................] - ETA: 0s - loss: 0.0248 122/241 [==============>...............] - ETA: 0s - loss: 0.0192 162/241 [===================>..........] - ETA: 0s - loss: 0.0175 198/241 [=======================>......] - ETA: 0s - loss: 0.0204 236/241 [============================>.] - ETA: 0s - loss: 0.0208 241/241 [==============================] - 0s 1ms/step - loss: 0.0205 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0498 36/241 [===>..........................] - ETA: 0s - loss: 0.0158 76/241 [========>.....................] - ETA: 0s - loss: 0.0168 116/241 [=============>................] - ETA: 0s - loss: 0.0241 156/241 [==================>...........] - ETA: 0s - loss: 0.0245 197/241 [=======================>......] - ETA: 0s - loss: 0.0239 238/241 [============================>.] - ETA: 0s - loss: 0.0228 241/241 [==============================] - 0s 1ms/step - loss: 0.0226 -> test with GAN.predict GAN tn, fp: 587, 16 GAN fn, tp: 9, 22 GAN f1 score: 0.638 GAN cohens kappa score: 0.617 -> test with 'LR' LR tn, fp: 546, 57 LR fn, tp: 6, 25 LR f1 score: 0.442 LR cohens kappa score: 0.400 LR average precision score: 0.450 -> test with 'RF' RF tn, fp: 599, 4 RF fn, tp: 8, 23 RF f1 score: 0.793 RF cohens kappa score: 0.783 -> test with 'GB' GB tn, fp: 598, 5 GB fn, tp: 6, 25 GB f1 score: 0.820 GB cohens kappa score: 0.811 -> test with 'KNN' KNN tn, fp: 590, 13 KNN fn, tp: 11, 20 KNN f1 score: 0.625 KNN cohens kappa score: 0.605 ------ 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: 52s - loss: 0.2012 43/241 [====>.........................] - ETA: 0s - loss: 0.3104  84/241 [=========>....................] - ETA: 0s - loss: 0.2313 122/241 [==============>...............] - ETA: 0s - loss: 0.1868 163/241 [===================>..........] - ETA: 0s - loss: 0.1560 203/241 [========================>.....] - ETA: 0s - loss: 0.1384 241/241 [==============================] - 1s 1ms/step - loss: 0.1246 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.0123 42/241 [====>.........................] - ETA: 0s - loss: 0.0637 83/241 [=========>....................] - ETA: 0s - loss: 0.0583 125/241 [==============>...............] - ETA: 0s - loss: 0.0526 165/241 [===================>..........] - ETA: 0s - loss: 0.0509 203/241 [========================>.....] - ETA: 0s - loss: 0.0485 241/241 [==============================] - 0s 1ms/step - loss: 0.0489 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.1180 42/241 [====>.........................] - ETA: 0s - loss: 0.0217 85/241 [=========>....................] - ETA: 0s - loss: 0.0261 126/241 [==============>...............] - ETA: 0s - loss: 0.0310 161/241 [===================>..........] - ETA: 0s - loss: 0.0345 202/241 [========================>.....] - ETA: 0s - loss: 0.0369 237/241 [============================>.] - ETA: 0s - loss: 0.0390 241/241 [==============================] - 0s 1ms/step - loss: 0.0390 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0044 34/241 [===>..........................] - ETA: 0s - loss: 0.0279 65/241 [=======>......................] - ETA: 0s - loss: 0.0392 102/241 [===========>..................] - ETA: 0s - loss: 0.0403 138/241 [================>.............] - ETA: 0s - loss: 0.0352 180/241 [=====================>........] - ETA: 0s - loss: 0.0346 220/241 [==========================>...] - ETA: 0s - loss: 0.0351 241/241 [==============================] - 0s 1ms/step - loss: 0.0352 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 0.0041 42/241 [====>.........................] - ETA: 0s - loss: 0.0279 81/241 [=========>....................] - ETA: 0s - loss: 0.0298 122/241 [==============>...............] - ETA: 0s - loss: 0.0319 163/241 [===================>..........] - ETA: 0s - loss: 0.0304 203/241 [========================>.....] - ETA: 0s - loss: 0.0328 241/241 [==============================] - 0s 1ms/step - loss: 0.0326 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.2373 42/241 [====>.........................] - ETA: 0s - loss: 0.0357 83/241 [=========>....................] - ETA: 0s - loss: 0.0338 123/241 [==============>...............] - ETA: 0s - loss: 0.0282 159/241 [==================>...........] - ETA: 0s - loss: 0.0296 196/241 [=======================>......] - ETA: 0s - loss: 0.0278 231/241 [===========================>..] - ETA: 0s - loss: 0.0277 241/241 [==============================] - 0s 1ms/step - loss: 0.0277 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0035 40/241 [===>..........................] - ETA: 0s - loss: 0.0276 81/241 [=========>....................] - ETA: 0s - loss: 0.0245 121/241 [==============>...............] - ETA: 0s - loss: 0.0306 161/241 [===================>..........] - ETA: 0s - loss: 0.0301 203/241 [========================>.....] - ETA: 0s - loss: 0.0266 241/241 [==============================] - 0s 1ms/step - loss: 0.0274 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 6.4987e-04 42/241 [====>.........................] - ETA: 0s - loss: 0.0215  82/241 [=========>....................] - ETA: 0s - loss: 0.0196 121/241 [==============>...............] - ETA: 0s - loss: 0.0238 162/241 [===================>..........] - ETA: 0s - loss: 0.0229 203/241 [========================>.....] - ETA: 0s - loss: 0.0247 241/241 [==============================] - 0s 1ms/step - loss: 0.0254 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 0.0374 42/241 [====>.........................] - ETA: 0s - loss: 0.0212 83/241 [=========>....................] - ETA: 0s - loss: 0.0244 124/241 [==============>...............] - ETA: 0s - loss: 0.0233 164/241 [===================>..........] - ETA: 0s - loss: 0.0263 206/241 [========================>.....] - ETA: 0s - loss: 0.0256 241/241 [==============================] - 0s 1ms/step - loss: 0.0252 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.1218 37/241 [===>..........................] - ETA: 0s - loss: 0.0187 77/241 [========>.....................] - ETA: 0s - loss: 0.0261 116/241 [=============>................] - ETA: 0s - loss: 0.0262 156/241 [==================>...........] - ETA: 0s - loss: 0.0266 196/241 [=======================>......] - ETA: 0s - loss: 0.0261 232/241 [===========================>..] - ETA: 0s - loss: 0.0266 241/241 [==============================] - 0s 1ms/step - loss: 0.0267 -> test with GAN.predict GAN tn, fp: 593, 10 GAN fn, tp: 12, 19 GAN f1 score: 0.633 GAN cohens kappa score: 0.615 -> test with 'LR' LR tn, fp: 551, 52 LR fn, tp: 9, 22 LR f1 score: 0.419 LR cohens kappa score: 0.376 LR average precision score: 0.524 -> test with 'RF' RF tn, fp: 601, 2 RF fn, tp: 9, 22 RF f1 score: 0.800 RF cohens kappa score: 0.791 -> test with 'GB' GB tn, fp: 598, 5 GB fn, tp: 3, 28 GB f1 score: 0.875 GB cohens kappa score: 0.868 -> test with 'KNN' KNN tn, fp: 592, 11 KNN fn, tp: 11, 20 KNN f1 score: 0.645 KNN cohens kappa score: 0.627 ------ 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: 51s - loss: 0.3412 42/241 [====>.........................] - ETA: 0s - loss: 0.4166  83/241 [=========>....................] - ETA: 0s - loss: 0.2725 124/241 [==============>...............] - ETA: 0s - loss: 0.2095 165/241 [===================>..........] - ETA: 0s - loss: 0.1717 204/241 [========================>.....] - ETA: 0s - loss: 0.1544 241/241 [==============================] - 1s 1ms/step - loss: 0.1412 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 6.9912e-04 41/241 [====>.........................] - ETA: 0s - loss: 0.0508  81/241 [=========>....................] - ETA: 0s - loss: 0.0646 120/241 [=============>................] - ETA: 0s - loss: 0.0550 159/241 [==================>...........] - ETA: 0s - loss: 0.0505 199/241 [=======================>......] - ETA: 0s - loss: 0.0505 239/241 [============================>.] - ETA: 0s - loss: 0.0479 241/241 [==============================] - 0s 1ms/step - loss: 0.0480 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0737 39/241 [===>..........................] - ETA: 0s - loss: 0.0378 78/241 [========>.....................] - ETA: 0s - loss: 0.0362 119/241 [=============>................] - ETA: 0s - loss: 0.0343 160/241 [==================>...........] - ETA: 0s - loss: 0.0380 198/241 [=======================>......] - ETA: 0s - loss: 0.0378 239/241 [============================>.] - ETA: 0s - loss: 0.0382 241/241 [==============================] - 0s 1ms/step - loss: 0.0390 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0860 43/241 [====>.........................] - ETA: 0s - loss: 0.0255 83/241 [=========>....................] - ETA: 0s - loss: 0.0247 122/241 [==============>...............] - ETA: 0s - loss: 0.0289 157/241 [==================>...........] - ETA: 0s - loss: 0.0350 189/241 [======================>.......] - ETA: 0s - loss: 0.0347 227/241 [===========================>..] - ETA: 0s - loss: 0.0337 241/241 [==============================] - 0s 1ms/step - loss: 0.0338 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 7.9313e-04 41/241 [====>.........................] - ETA: 0s - loss: 0.0315  79/241 [========>.....................] - ETA: 0s - loss: 0.0260 118/241 [=============>................] - ETA: 0s - loss: 0.0343 156/241 [==================>...........] - ETA: 0s - loss: 0.0328 195/241 [=======================>......] - ETA: 0s - loss: 0.0306 234/241 [============================>.] - ETA: 0s - loss: 0.0294 241/241 [==============================] - 0s 1ms/step - loss: 0.0292 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.2264 41/241 [====>.........................] - ETA: 0s - loss: 0.0315 83/241 [=========>....................] - ETA: 0s - loss: 0.0294 124/241 [==============>...............] - ETA: 0s - loss: 0.0274 165/241 [===================>..........] - ETA: 0s - loss: 0.0283 207/241 [========================>.....] - ETA: 0s - loss: 0.0266 241/241 [==============================] - 0s 1ms/step - loss: 0.0269 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0518 42/241 [====>.........................] - ETA: 0s - loss: 0.0292 84/241 [=========>....................] - ETA: 0s - loss: 0.0249 124/241 [==============>...............] - ETA: 0s - loss: 0.0234 164/241 [===================>..........] - ETA: 0s - loss: 0.0203 204/241 [========================>.....] - ETA: 0s - loss: 0.0267 238/241 [============================>.] - ETA: 0s - loss: 0.0259 241/241 [==============================] - 0s 1ms/step - loss: 0.0261 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0420 41/241 [====>.........................] - ETA: 0s - loss: 0.0259 73/241 [========>.....................] - ETA: 0s - loss: 0.0245 105/241 [============>.................] - ETA: 0s - loss: 0.0231 146/241 [=================>............] - ETA: 0s - loss: 0.0254 185/241 [======================>.......] - ETA: 0s - loss: 0.0235 224/241 [==========================>...] - ETA: 0s - loss: 0.0232 241/241 [==============================] - 0s 1ms/step - loss: 0.0232 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 5.4857e-04 42/241 [====>.........................] - ETA: 0s - loss: 0.0270  83/241 [=========>....................] - ETA: 0s - loss: 0.0230 120/241 [=============>................] - ETA: 0s - loss: 0.0211 161/241 [===================>..........] - ETA: 0s - loss: 0.0211 202/241 [========================>.....] - ETA: 0s - loss: 0.0205 241/241 [==============================] - 0s 1ms/step - loss: 0.0208 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 5.2744e-04 40/241 [===>..........................] - ETA: 0s - loss: 0.0159  81/241 [=========>....................] - ETA: 0s - loss: 0.0203 122/241 [==============>...............] - ETA: 0s - loss: 0.0207 162/241 [===================>..........] - ETA: 0s - loss: 0.0205 199/241 [=======================>......] - ETA: 0s - loss: 0.0205 239/241 [============================>.] - ETA: 0s - loss: 0.0201 241/241 [==============================] - 0s 1ms/step - loss: 0.0205 -> test with GAN.predict GAN tn, fp: 592, 11 GAN fn, tp: 11, 20 GAN f1 score: 0.645 GAN cohens kappa score: 0.627 -> test with 'LR' LR tn, fp: 532, 71 LR fn, tp: 3, 28 LR f1 score: 0.431 LR cohens kappa score: 0.385 LR average precision score: 0.565 -> test with 'RF' RF tn, fp: 599, 4 RF fn, tp: 11, 20 RF f1 score: 0.727 RF cohens kappa score: 0.715 -> test with 'GB' GB tn, fp: 595, 8 GB fn, tp: 11, 20 GB f1 score: 0.678 GB cohens kappa score: 0.662 -> test with 'KNN' KNN tn, fp: 591, 12 KNN fn, tp: 12, 19 KNN f1 score: 0.613 KNN cohens kappa score: 0.593 ------ 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: 53s - loss: 3.2002 41/241 [====>.........................] - ETA: 0s - loss: 0.5212  82/241 [=========>....................] - ETA: 0s - loss: 0.3276 123/241 [==============>...............] - ETA: 0s - loss: 0.2499 163/241 [===================>..........] - ETA: 0s - loss: 0.2127 203/241 [========================>.....] - ETA: 0s - loss: 0.1838 241/241 [==============================] - 1s 1ms/step - loss: 0.1640 Epoch 2/10 1/241 [..............................] - ETA: 0s - loss: 0.2212 42/241 [====>.........................] - ETA: 0s - loss: 0.0725 83/241 [=========>....................] - ETA: 0s - loss: 0.0690 124/241 [==============>...............] - ETA: 0s - loss: 0.0662 165/241 [===================>..........] - ETA: 0s - loss: 0.0590 202/241 [========================>.....] - ETA: 0s - loss: 0.0639 241/241 [==============================] - 0s 1ms/step - loss: 0.0628 Epoch 3/10 1/241 [..............................] - ETA: 0s - loss: 0.0348 42/241 [====>.........................] - ETA: 0s - loss: 0.0537 81/241 [=========>....................] - ETA: 0s - loss: 0.0564 122/241 [==============>...............] - ETA: 0s - loss: 0.0520 161/241 [===================>..........] - ETA: 0s - loss: 0.0492 201/241 [========================>.....] - ETA: 0s - loss: 0.0528 241/241 [==============================] - ETA: 0s - loss: 0.0504 241/241 [==============================] - 0s 1ms/step - loss: 0.0504 Epoch 4/10 1/241 [..............................] - ETA: 0s - loss: 0.0303 41/241 [====>.........................] - ETA: 0s - loss: 0.0238 77/241 [========>.....................] - ETA: 0s - loss: 0.0378 118/241 [=============>................] - ETA: 0s - loss: 0.0419 156/241 [==================>...........] - ETA: 0s - loss: 0.0413 194/241 [=======================>......] - ETA: 0s - loss: 0.0424 234/241 [============================>.] - ETA: 0s - loss: 0.0432 241/241 [==============================] - 0s 1ms/step - loss: 0.0430 Epoch 5/10 1/241 [..............................] - ETA: 0s - loss: 7.7752e-04 41/241 [====>.........................] - ETA: 0s - loss: 0.0236  81/241 [=========>....................] - ETA: 0s - loss: 0.0334 122/241 [==============>...............] - ETA: 0s - loss: 0.0313 162/241 [===================>..........] - ETA: 0s - loss: 0.0328 200/241 [=======================>......] - ETA: 0s - loss: 0.0352 240/241 [============================>.] - ETA: 0s - loss: 0.0361 241/241 [==============================] - 0s 1ms/step - loss: 0.0360 Epoch 6/10 1/241 [..............................] - ETA: 0s - loss: 0.0418 42/241 [====>.........................] - ETA: 0s - loss: 0.0246 80/241 [========>.....................] - ETA: 0s - loss: 0.0224 120/241 [=============>................] - ETA: 0s - loss: 0.0286 161/241 [===================>..........] - ETA: 0s - loss: 0.0344 198/241 [=======================>......] - ETA: 0s - loss: 0.0368 236/241 [============================>.] - ETA: 0s - loss: 0.0359 241/241 [==============================] - 0s 1ms/step - loss: 0.0365 Epoch 7/10 1/241 [..............................] - ETA: 0s - loss: 0.0136 34/241 [===>..........................] - ETA: 0s - loss: 0.0157 68/241 [=======>......................] - ETA: 0s - loss: 0.0150 107/241 [============>.................] - ETA: 0s - loss: 0.0202 147/241 [=================>............] - ETA: 0s - loss: 0.0219 187/241 [======================>.......] - ETA: 0s - loss: 0.0262 228/241 [===========================>..] - ETA: 0s - loss: 0.0291 241/241 [==============================] - 0s 1ms/step - loss: 0.0302 Epoch 8/10 1/241 [..............................] - ETA: 0s - loss: 0.0030 42/241 [====>.........................] - ETA: 0s - loss: 0.0258 83/241 [=========>....................] - ETA: 0s - loss: 0.0297 124/241 [==============>...............] - ETA: 0s - loss: 0.0256 166/241 [===================>..........] - ETA: 0s - loss: 0.0319 207/241 [========================>.....] - ETA: 0s - loss: 0.0334 241/241 [==============================] - 0s 1ms/step - loss: 0.0328 Epoch 9/10 1/241 [..............................] - ETA: 0s - loss: 1.0557e-04 41/241 [====>.........................] - ETA: 0s - loss: 0.0275  81/241 [=========>....................] - ETA: 0s - loss: 0.0297 120/241 [=============>................] - ETA: 0s - loss: 0.0278 162/241 [===================>..........] - ETA: 0s - loss: 0.0325 202/241 [========================>.....] - ETA: 0s - loss: 0.0305 241/241 [==============================] - 0s 1ms/step - loss: 0.0285 Epoch 10/10 1/241 [..............................] - ETA: 0s - loss: 0.0856 41/241 [====>.........................] - ETA: 0s - loss: 0.0177 79/241 [========>.....................] - ETA: 0s - loss: 0.0210 116/241 [=============>................] - ETA: 0s - loss: 0.0219 157/241 [==================>...........] - ETA: 0s - loss: 0.0225 195/241 [=======================>......] - ETA: 0s - loss: 0.0262 227/241 [===========================>..] - ETA: 0s - loss: 0.0286 241/241 [==============================] - 0s 1ms/step - loss: 0.0281 -> test with GAN.predict GAN tn, fp: 594, 9 GAN fn, tp: 6, 25 GAN f1 score: 0.769 GAN cohens kappa score: 0.757 -> test with 'LR' LR tn, fp: 546, 57 LR fn, tp: 6, 25 LR f1 score: 0.442 LR cohens kappa score: 0.400 LR average precision score: 0.481 -> test with 'RF' RF tn, fp: 600, 3 RF fn, tp: 5, 26 RF f1 score: 0.867 RF cohens kappa score: 0.860 -> test with 'GB' GB tn, fp: 597, 6 GB fn, tp: 3, 28 GB f1 score: 0.862 GB cohens kappa score: 0.854 -> test with 'KNN' KNN tn, fp: 588, 15 KNN fn, tp: 7, 24 KNN f1 score: 0.686 KNN cohens kappa score: 0.668 ------ 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: 53s - loss: 1.5694e-05 43/242 [====>.........................] - ETA: 0s - loss: 0.6265  83/242 [=========>....................] - ETA: 0s - loss: 0.3735 124/242 [==============>...............] - ETA: 0s - loss: 0.2805 165/242 [===================>..........] - ETA: 0s - loss: 0.2426 206/242 [========================>.....] - ETA: 0s - loss: 0.2228 242/242 [==============================] - 1s 1ms/step - loss: 0.2042 Epoch 2/10 1/242 [..............................] - ETA: 0s - loss: 0.0033 40/242 [===>..........................] - ETA: 0s - loss: 0.0614 80/242 [========>.....................] - ETA: 0s - loss: 0.0634 121/242 [==============>...............] - ETA: 0s - loss: 0.0626 161/242 [==================>...........] - ETA: 0s - loss: 0.0610 201/242 [=======================>......] - ETA: 0s - loss: 0.0663 239/242 [============================>.] - ETA: 0s - loss: 0.0640 242/242 [==============================] - 0s 1ms/step - loss: 0.0636 Epoch 3/10 1/242 [..............................] - ETA: 0s - loss: 0.0298 42/242 [====>.........................] - ETA: 0s - loss: 0.0430 82/242 [=========>....................] - ETA: 0s - loss: 0.0418 124/242 [==============>...............] - ETA: 0s - loss: 0.0513 164/242 [===================>..........] - ETA: 0s - loss: 0.0512 203/242 [========================>.....] - ETA: 0s - loss: 0.0525 240/242 [============================>.] - ETA: 0s - loss: 0.0503 242/242 [==============================] - 0s 1ms/step - loss: 0.0502 Epoch 4/10 1/242 [..............................] - ETA: 0s - loss: 0.0306 41/242 [====>.........................] - ETA: 0s - loss: 0.0453 80/242 [========>.....................] - ETA: 0s - loss: 0.0424 121/242 [==============>...............] - ETA: 0s - loss: 0.0441 161/242 [==================>...........] - ETA: 0s - loss: 0.0437 202/242 [========================>.....] - ETA: 0s - loss: 0.0480 240/242 [============================>.] - ETA: 0s - loss: 0.0477 242/242 [==============================] - 0s 1ms/step - loss: 0.0475 Epoch 5/10 1/242 [..............................] - ETA: 0s - loss: 0.0395 41/242 [====>.........................] - ETA: 0s - loss: 0.0331 82/242 [=========>....................] - ETA: 0s - loss: 0.0391 123/242 [==============>...............] - ETA: 0s - loss: 0.0451 162/242 [===================>..........] - ETA: 0s - loss: 0.0461 195/242 [=======================>......] - ETA: 0s - loss: 0.0436 230/242 [===========================>..] - ETA: 0s - loss: 0.0429 242/242 [==============================] - 0s 1ms/step - loss: 0.0426 Epoch 6/10 1/242 [..............................] - ETA: 0s - loss: 0.0067 36/242 [===>..........................] - ETA: 0s - loss: 0.0350 70/242 [=======>......................] - ETA: 0s - loss: 0.0340 110/242 [============>.................] - ETA: 0s - loss: 0.0388 149/242 [=================>............] - ETA: 0s - loss: 0.0402 189/242 [======================>.......] - ETA: 0s - loss: 0.0403 229/242 [===========================>..] - ETA: 0s - loss: 0.0394 242/242 [==============================] - 0s 1ms/step - loss: 0.0384 Epoch 7/10 1/242 [..............................] - ETA: 0s - loss: 0.0035 41/242 [====>.........................] - ETA: 0s - loss: 0.0386 83/242 [=========>....................] - ETA: 0s - loss: 0.0366 124/242 [==============>...............] - ETA: 0s - loss: 0.0370 165/242 [===================>..........] - ETA: 0s - loss: 0.0355 205/242 [========================>.....] - ETA: 0s - loss: 0.0348 242/242 [==============================] - 0s 1ms/step - loss: 0.0357 Epoch 8/10 1/242 [..............................] - ETA: 0s - loss: 0.0305 42/242 [====>.........................] - ETA: 0s - loss: 0.0280 83/242 [=========>....................] - ETA: 0s - loss: 0.0305 124/242 [==============>...............] - ETA: 0s - loss: 0.0331 165/242 [===================>..........] - ETA: 0s - loss: 0.0332 207/242 [========================>.....] - ETA: 0s - loss: 0.0331 242/242 [==============================] - 0s 1ms/step - loss: 0.0344 Epoch 9/10 1/242 [..............................] - ETA: 0s - loss: 0.0639 41/242 [====>.........................] - ETA: 0s - loss: 0.0320 81/242 [=========>....................] - ETA: 0s - loss: 0.0286 120/242 [=============>................] - ETA: 0s - loss: 0.0351 159/242 [==================>...........] - ETA: 0s - loss: 0.0333 199/242 [=======================>......] - ETA: 0s - loss: 0.0324 239/242 [============================>.] - ETA: 0s - loss: 0.0322 242/242 [==============================] - 0s 1ms/step - loss: 0.0320 Epoch 10/10 1/242 [..............................] - ETA: 0s - loss: 0.0406 38/242 [===>..........................] - ETA: 0s - loss: 0.0227 78/242 [========>.....................] - ETA: 0s - loss: 0.0303 117/242 [=============>................] - ETA: 0s - loss: 0.0297 156/242 [==================>...........] - ETA: 0s - loss: 0.0299 196/242 [=======================>......] - ETA: 0s - loss: 0.0314 236/242 [============================>.] - ETA: 0s - loss: 0.0327 242/242 [==============================] - 0s 1ms/step - loss: 0.0325 -> test with GAN.predict GAN tn, fp: 592, 8 GAN fn, tp: 7, 20 GAN f1 score: 0.727 GAN cohens kappa score: 0.715 -> test with 'LR' LR tn, fp: 537, 63 LR fn, tp: 5, 22 LR f1 score: 0.393 LR cohens kappa score: 0.350 LR average precision score: 0.337 -> test with 'RF' RF tn, fp: 595, 5 RF fn, tp: 10, 17 RF f1 score: 0.694 RF cohens kappa score: 0.682 -> test with 'GB' GB tn, fp: 593, 7 GB fn, tp: 6, 21 GB f1 score: 0.764 GB cohens kappa score: 0.753 -> test with 'KNN' KNN tn, fp: 586, 14 KNN fn, tp: 8, 19 KNN f1 score: 0.633 KNN cohens kappa score: 0.615 ### Exercise is done. -----[ LR ]----- maximum: LR tn, fp: 561, 77 LR fn, tp: 11, 30 LR f1 score: 0.482 LR cohens kappa score: 0.443 LR average precision score: 0.611 average: LR tn, fp: 542.44, 59.96 LR fn, tp: 5.64, 24.56 LR f1 score: 0.429 LR cohens kappa score: 0.386 LR average precision score: 0.473 minimum: LR tn, fp: 523, 42 LR fn, tp: 1, 20 LR f1 score: 0.364 LR cohens kappa score: 0.314 LR average precision score: 0.315 -----[ RF ]----- maximum: RF tn, fp: 603, 8 RF fn, tp: 14, 28 RF f1 score: 0.868 RF cohens kappa score: 0.862 average: RF tn, fp: 598.6, 3.8 RF fn, tp: 7.64, 22.56 RF f1 score: 0.796 RF cohens kappa score: 0.786 minimum: RF tn, fp: 595, 0 RF fn, tp: 3, 17 RF f1 score: 0.680 RF cohens kappa score: 0.668 -----[ GB ]----- maximum: GB tn, fp: 603, 11 GB fn, tp: 11, 28 GB f1 score: 0.929 GB cohens kappa score: 0.925 average: GB tn, fp: 596.4, 6.0 GB fn, tp: 5.28, 24.92 GB f1 score: 0.815 GB cohens kappa score: 0.806 minimum: GB tn, fp: 592, 0 GB fn, tp: 1, 20 GB f1 score: 0.678 GB cohens kappa score: 0.662 -----[ KNN ]----- maximum: KNN tn, fp: 598, 21 KNN fn, tp: 21, 24 KNN f1 score: 0.807 KNN cohens kappa score: 0.798 average: KNN tn, fp: 590.64, 11.76 KNN fn, tp: 10.12, 20.08 KNN f1 score: 0.646 KNN cohens kappa score: 0.628 minimum: KNN tn, fp: 582, 5 KNN fn, tp: 4, 10 KNN f1 score: 0.435 KNN cohens kappa score: 0.416 -----[ GAN ]----- maximum: GAN tn, fp: 600, 17 GAN fn, tp: 15, 25 GAN f1 score: 0.787 GAN cohens kappa score: 0.776 average: GAN tn, fp: 591.56, 10.84 GAN fn, tp: 8.6, 21.6 GAN f1 score: 0.690 GAN cohens kappa score: 0.674 minimum: GAN tn, fp: 583, 3 GAN fn, tp: 2, 16 GAN f1 score: 0.603 GAN cohens kappa score: 0.583