_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
lstm_1 (LSTM) (49, 128) 66560
_________________________________________________________________
dropout_1 (Dropout) (49, 128) 0
_________________________________________________________________
dense_1 (Dense) (49, 1) 129
=================================================================
Total params: 66,689
Trainable params: 66,689
Non-trainable params: 0
_________________________________________________________________
None
Epoch 1/150
4900/4900 [==============================] - 81s - loss: 0.5364 - acc: 0.8549
Epoch 2/150
4900/4900 [==============================] - 80s - loss: 0.3716 - acc: 0.8949
Epoch 3/150
4900/4900 [==============================] - 80s - loss: 0.3663 - acc: 0.8949
Epoch 4/150
4900/4900 [==============================] - 80s - loss: 0.3631 - acc: 0.8949
Epoch 5/150
4900/4900 [==============================] - 80s - loss: 0.3597 - acc: 0.8949
Epoch 6/150
4900/4900 [==============================] - 80s - loss: 0.3608 - acc: 0.8949
Epoch 7/150
4900/4900 [==============================] - 80s - loss: 0.3563 - acc: 0.8949
Epoch 8/150
4900/4900 [==============================] - 79s - loss: 0.3564 - acc: 0.8949
Epoch 9/150
4900/4900 [==============================] - 80s - loss: 0.3556 - acc: 0.8949
Epoch 10/150
4900/4900 [==============================] - 80s - loss: 0.3518 - acc: 0.8949
Epoch 11/150
4900/4900 [==============================] - 80s - loss: 0.3533 - acc: 0.8949
Epoch 12/150
4900/4900 [==============================] - 82s - loss: 0.3526 - acc: 0.8949
Epoch 13/150
4900/4900 [==============================] - 79s - loss: 0.3524 - acc: 0.8949
Epoch 14/150
4900/4900 [==============================] - 81s - loss: 0.3527 - acc: 0.8949
Epoch 15/150
4900/4900 [==============================] - 80s - loss: 0.3514 - acc: 0.8949
Epoch 16/150
4900/4900 [==============================] - 80s - loss: 0.3504 - acc: 0.8949
Epoch 17/150
4900/4900 [==============================] - 81s - loss: 0.3514 - acc: 0.8949
Epoch 18/150
4900/4900 [==============================] - 81s - loss: 0.3505 - acc: 0.8949
Epoch 19/150
4900/4900 [==============================] - 81s - loss: 0.3491 - acc: 0.8949
Epoch 20/150
4900/4900 [==============================] - 81s - loss: 0.3510 - acc: 0.8949
Epoch 21/150
4900/4900 [==============================] - 81s - loss: 0.3493 - acc: 0.8949
Epoch 22/150
4900/4900 [==============================] - 81s - loss: 0.3499 - acc: 0.8949
Epoch 23/150
4900/4900 [==============================] - 81s - loss: 0.3506 - acc: 0.8949
Epoch 24/150
4900/4900 [==============================] - 81s - loss: 0.3496 - acc: 0.8949
Epoch 25/150
4900/4900 [==============================] - 81s - loss: 0.3473 - acc: 0.8949
Epoch 26/150
4900/4900 [==============================] - 82s - loss: 0.3483 - acc: 0.8949
Epoch 27/150
4900/4900 [==============================] - 81s - loss: 0.3493 - acc: 0.8949
Epoch 28/150
4900/4900 [==============================] - 81s - loss: 0.3481 - acc: 0.8949
Epoch 29/150
4900/4900 [==============================] - 81s - loss: 0.3488 - acc: 0.8949
Epoch 30/150
4900/4900 [==============================] - 81s - loss: 0.3492 - acc: 0.8949
Epoch 31/150
4900/4900 [==============================] - 79s - loss: 0.3471 - acc: 0.8949
Epoch 32/150
4900/4900 [==============================] - 80s - loss: 0.3465 - acc: 0.8949
Epoch 33/150
4900/4900 [==============================] - 79s - loss: 0.3482 - acc: 0.8949
Epoch 34/150
4900/4900 [==============================] - 80s - loss: 0.3485 - acc: 0.8949
Epoch 35/150
4900/4900 [==============================] - 80s - loss: 0.3459 - acc: 0.8949
Epoch 36/150
4900/4900 [==============================] - 80s - loss: 0.3443 - acc: 0.8949
Epoch 37/150
4900/4900 [==============================] - 80s - loss: 0.3454 - acc: 0.8949
Epoch 38/150
4900/4900 [==============================] - 80s - loss: 0.3464 - acc: 0.8949
Epoch 39/150
4900/4900 [==============================] - 80s - loss: 0.3461 - acc: 0.8949
Epoch 40/150
4900/4900 [==============================] - 80s - loss: 0.3462 - acc: 0.8949
Epoch 41/150
4900/4900 [==============================] - 79s - loss: 0.3459 - acc: 0.8949
Epoch 42/150
4900/4900 [==============================] - 80s - loss: 0.3445 - acc: 0.8949
Epoch 43/150
4900/4900 [==============================] - 80s - loss: 0.3461 - acc: 0.8949
Epoch 44/150
4900/4900 [==============================] - 79s - loss: 0.3472 - acc: 0.8949
Epoch 45/150
4900/4900 [==============================] - 80s - loss: 0.3450 - acc: 0.8949
Epoch 46/150
4900/4900 [==============================] - 80s - loss: 0.3449 - acc: 0.8949
Epoch 47/150
4900/4900 [==============================] - 80s - loss: 0.3474 - acc: 0.8949
Epoch 48/150
4900/4900 [==============================] - 79s - loss: 0.3462 - acc: 0.8949
Epoch 49/150
4900/4900 [==============================] - 79s - loss: 0.3460 - acc: 0.8949
Epoch 50/150
4900/4900 [==============================] - 80s - loss: 0.3466 - acc: 0.8949
Epoch 51/150
4900/4900 [==============================] - 80s - loss: 0.3459 - acc: 0.8949
Epoch 52/150
4900/4900 [==============================] - 80s - loss: 0.3442 - acc: 0.8949
Epoch 53/150
4900/4900 [==============================] - 80s - loss: 0.3441 - acc: 0.8949
Epoch 54/150
4900/4900 [==============================] - 79s - loss: 0.3453 - acc: 0.8949
Epoch 55/150
4900/4900 [==============================] - 80s - loss: 0.3452 - acc: 0.8949
Epoch 56/150
4900/4900 [==============================] - 80s - loss: 0.3442 - acc: 0.8949
Epoch 57/150
4900/4900 [==============================] - 81s - loss: 0.3454 - acc: 0.8949
Epoch 58/150
4900/4900 [==============================] - 80s - loss: 0.3445 - acc: 0.8949
Epoch 59/150
4900/4900 [==============================] - 80s - loss: 0.3433 - acc: 0.8949
Epoch 60/150
4900/4900 [==============================] - 80s - loss: 0.3428 - acc: 0.8949
Epoch 61/150
4900/4900 [==============================] - 79s - loss: 0.3438 - acc: 0.8949
Epoch 62/150
4900/4900 [==============================] - 79s - loss: 0.3437 - acc: 0.8949
Epoch 63/150
4900/4900 [==============================] - 80s - loss: 0.3441 - acc: 0.8949
Epoch 64/150
4900/4900 [==============================] - 80s - loss: 0.3446 - acc: 0.8949
Epoch 65/150
4900/4900 [==============================] - 80s - loss: 0.3439 - acc: 0.8949
Epoch 66/150
4900/4900 [==============================] - 80s - loss: 0.3433 - acc: 0.8949
Epoch 67/150
4900/4900 [==============================] - 80s - loss: 0.3436 - acc: 0.8949
Epoch 68/150
4900/4900 [==============================] - 80s - loss: 0.3424 - acc: 0.8949
Epoch 69/150
4900/4900 [==============================] - 80s - loss: 0.3448 - acc: 0.8949
Epoch 70/150
4900/4900 [==============================] - 80s - loss: 0.3443 - acc: 0.8949
Epoch 71/150
4900/4900 [==============================] - 81s - loss: 0.3434 - acc: 0.8949
Epoch 72/150
4900/4900 [==============================] - 80s - loss: 0.3434 - acc: 0.8949
Epoch 73/150
4900/4900 [==============================] - 82s - loss: 0.3426 - acc: 0.8949
Epoch 74/150
4900/4900 [==============================] - 86s - loss: 0.3434 - acc: 0.8949
Epoch 75/150
4900/4900 [==============================] - 86s - loss: 0.3436 - acc: 0.8949
Epoch 76/150
4900/4900 [==============================] - 81s - loss: 0.3439 - acc: 0.8949
Epoch 77/150
4900/4900 [==============================] - 80s - loss: 0.3440 - acc: 0.8949
Epoch 78/150
4900/4900 [==============================] - 80s - loss: 0.3441 - acc: 0.8949
Epoch 79/150
4900/4900 [==============================] - 80s - loss: 0.3444 - acc: 0.8949
Epoch 80/150
4900/4900 [==============================] - 80s - loss: 0.3443 - acc: 0.8949
Epoch 81/150
4900/4900 [==============================] - 80s - loss: 0.3429 - acc: 0.8949
Epoch 82/150
4900/4900 [==============================] - 80s - loss: 0.3451 - acc: 0.8949
Epoch 83/150
4900/4900 [==============================] - 80s - loss: 0.3440 - acc: 0.8949
Epoch 84/150
4900/4900 [==============================] - 80s - loss: 0.3443 - acc: 0.8949
Epoch 85/150
4900/4900 [==============================] - 80s - loss: 0.3431 - acc: 0.8949
Epoch 86/150
4900/4900 [==============================] - 80s - loss: 0.3429 - acc: 0.8949
Epoch 87/150
4900/4900 [==============================] - 80s - loss: 0.3433 - acc: 0.8949
Epoch 88/150
4900/4900 [==============================] - 80s - loss: 0.3430 - acc: 0.8949
Epoch 89/150
4900/4900 [==============================] - 80s - loss: 0.3453 - acc: 0.8949
Epoch 90/150
4900/4900 [==============================] - 80s - loss: 0.3426 - acc: 0.8949
Epoch 91/150
4900/4900 [==============================] - 80s - loss: 0.3432 - acc: 0.8949
Epoch 92/150
4900/4900 [==============================] - 80s - loss: 0.3434 - acc: 0.8949
Epoch 93/150
4900/4900 [==============================] - 78s - loss: 0.3437 - acc: 0.8949
Epoch 94/150
4900/4900 [==============================] - 79s - loss: 0.3435 - acc: 0.8949
Epoch 95/150
4900/4900 [==============================] - 79s - loss: 0.3443 - acc: 0.8949
Epoch 96/150
4900/4900 [==============================] - 80s - loss: 0.3436 - acc: 0.8949
Epoch 97/150
4900/4900 [==============================] - 80s - loss: 0.3436 - acc: 0.8949
Epoch 98/150
4900/4900 [==============================] - 80s - loss: 0.3436 - acc: 0.8949
Epoch 99/150
4900/4900 [==============================] - 80s - loss: 0.3448 - acc: 0.8949
Epoch 100/150
4900/4900 [==============================] - 80s - loss: 0.3443 - acc: 0.8949
Epoch 101/150
4900/4900 [==============================] - 84s - loss: 0.3426 - acc: 0.8949
Epoch 102/150
4900/4900 [==============================] - 88s - loss: 0.3447 - acc: 0.8949
Epoch 103/150
4900/4900 [==============================] - 86s - loss: 0.3436 - acc: 0.8949
Epoch 104/150
4900/4900 [==============================] - 80s - loss: 0.3444 - acc: 0.8949
Epoch 105/150
4900/4900 [==============================] - 80s - loss: 0.3430 - acc: 0.8949
Epoch 106/150
4900/4900 [==============================] - 80s - loss: 0.3437 - acc: 0.8949
Epoch 107/150
4900/4900 [==============================] - 81s - loss: 0.3433 - acc: 0.8949
Epoch 108/150
4900/4900 [==============================] - 80s - loss: 0.3420 - acc: 0.8949
Epoch 109/150
4900/4900 [==============================] - 80s - loss: 0.3426 - acc: 0.8949
Epoch 110/150
4900/4900 [==============================] - 81s - loss: 0.3435 - acc: 0.8949
Epoch 111/150
4900/4900 [==============================] - 80s - loss: 0.3438 - acc: 0.8949
Epoch 112/150
4900/4900 [==============================] - 80s - loss: 0.3435 - acc: 0.8949
Epoch 113/150
4900/4900 [==============================] - 79s - loss: 0.3437 - acc: 0.8949
Epoch 114/150
4900/4900 [==============================] - 81s - loss: 0.3436 - acc: 0.8949
Epoch 115/150
4900/4900 [==============================] - 81s - loss: 0.3427 - acc: 0.8949
Epoch 116/150
4900/4900 [==============================] - 80s - loss: 0.3429 - acc: 0.8949
Epoch 117/150
4900/4900 [==============================] - 81s - loss: 0.3428 - acc: 0.8949
Epoch 118/150
4900/4900 [==============================] - 80s - loss: 0.3435 - acc: 0.8949
Epoch 119/150
4900/4900 [==============================] - 80s - loss: 0.3431 - acc: 0.8949
Epoch 120/150
4900/4900 [==============================] - 81s - loss: 0.3675 - acc: 0.8949
Epoch 121/150
4900/4900 [==============================] - 81s - loss: 0.3822 - acc: 0.8949
Epoch 122/150
4900/4900 [==============================] - 80s - loss: 0.3546 - acc: 0.8949
Epoch 123/150
4900/4900 [==============================] - 81s - loss: 0.3493 - acc: 0.8949
Epoch 124/150
4900/4900 [==============================] - 82s - loss: 0.3473 - acc: 0.8949
Epoch 125/150
4900/4900 [==============================] - 87s - loss: 0.3480 - acc: 0.8949