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In [66]:

    
## imports,
import numpy as np
import pandas as pd
import seaborn as sns
import matplotlib.pyplot as plt

import models.imports.features

sns.set()



In [67]:

    
## load in features df.

trainsf_ = r'../data/text/bitcoin/train_set.csv'
train_set = models.imports.features.import_file(trainsf_)
train_set_x, train_set_y = models.imports.features.scale_and_transform_into_datasets(train_set)



In [68]:

    
## train features,

train_set_x.plot(alpha=.5)









    Out[68]:





<matplotlib.axes._subplots.AxesSubplot at 0x1d87edba898>



In [69]:

    
## output features,

train_set_y.plot()









    Out[69]:





<matplotlib.axes._subplots.AxesSubplot at 0x1d87ee02240>



In [70]:

    
from keras.models import Sequential
from keras.layers import Dense



In [71]:

    
model = Sequential()
model.add(Dense(12, input_dim=4, activation='relu'))
model.add(Dense(8, activation='relu'))
model.add(Dense(1, activation='sigmoid'))

model.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy'])



In [79]:

    
model.fit(train_set_x.values, train_set_y.values, epochs=1000)









    



Epoch 1/1000
1754/1754 [==============================] - 0s 172us/step - loss: 0.6251 - acc: 5.7013e-04
Epoch 2/1000
1754/1754 [==============================] - 0s 103us/step - loss: 0.6247 - acc: 5.7013e-04
Epoch 3/1000
1754/1754 [==============================] - 0s 128us/step - loss: 0.6247 - acc: 5.7013e-04
Epoch 4/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6247 - acc: 5.7013e-04
Epoch 5/1000
1754/1754 [==============================] - 0s 116us/step - loss: 0.6247 - acc: 5.7013e-04
Epoch 6/1000
1754/1754 [==============================] - 0s 97us/step - loss: 0.6247 - acc: 5.7013e-04
Epoch 7/1000
1754/1754 [==============================] - 0s 108us/step - loss: 0.6248 - acc: 5.7013e-04
Epoch 8/1000
1754/1754 [==============================] - 0s 88us/step - loss: 0.6251 - acc: 5.7013e-04
Epoch 9/1000
1754/1754 [==============================] - 0s 139us/step - loss: 0.6248 - acc: 5.7013e-04
Epoch 10/1000
1754/1754 [==============================] - 0s 104us/step - loss: 0.6247 - acc: 5.7013e-04
Epoch 11/1000
1754/1754 [==============================] - ETA: 0s - loss: 0.6256 - acc: 7.2674e-0 - 0s 118us/step - loss: 0.6250 - acc: 5.7013e-04
Epoch 12/1000
1754/1754 [==============================] - 0s 83us/step - loss: 0.6247 - acc: 5.7013e-04
Epoch 13/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6247 - acc: 5.7013e-04
Epoch 14/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6247 - acc: 5.7013e-04
Epoch 15/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6249 - acc: 5.7013e-04
Epoch 16/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6247 - acc: 5.7013e-04
Epoch 17/1000
1754/1754 [==============================] - 0s 88us/step - loss: 0.6248 - acc: 5.7013e-04
Epoch 18/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6247 - acc: 5.7013e-04
Epoch 19/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6248 - acc: 5.7013e-04
Epoch 20/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6251 - acc: 5.7013e-04
Epoch 21/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6253 - acc: 5.7013e-04
Epoch 22/1000
1754/1754 [==============================] - 0s 104us/step - loss: 0.6247 - acc: 5.7013e-04
Epoch 23/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6246 - acc: 5.7013e-04
Epoch 24/1000
1754/1754 [==============================] - 0s 106us/step - loss: 0.6246 - acc: 5.7013e-04
Epoch 25/1000
1754/1754 [==============================] - 0s 93us/step - loss: 0.6246 - acc: 5.7013e-04
Epoch 26/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6249 - acc: 5.7013e-04
Epoch 27/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6248 - acc: 5.7013e-04
Epoch 28/1000
1754/1754 [==============================] - 0s 97us/step - loss: 0.6247 - acc: 5.7013e-04
Epoch 29/1000
1754/1754 [==============================] - 0s 103us/step - loss: 0.6246 - acc: 5.7013e-04
Epoch 30/1000
1754/1754 [==============================] - 0s 80us/step - loss: 0.6248 - acc: 5.7013e-04
Epoch 31/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6247 - acc: 5.7013e-04
Epoch 32/1000
1754/1754 [==============================] - 0s 110us/step - loss: 0.6245 - acc: 5.7013e-04
Epoch 33/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6245 - acc: 5.7013e-04
Epoch 34/1000
1754/1754 [==============================] - 0s 97us/step - loss: 0.6248 - acc: 5.7013e-04
Epoch 35/1000
1754/1754 [==============================] - 0s 97us/step - loss: 0.6249 - acc: 5.7013e-04
Epoch 36/1000
1754/1754 [==============================] - 0s 102us/step - loss: 0.6246 - acc: 5.7013e-04
Epoch 37/1000
1754/1754 [==============================] - 0s 112us/step - loss: 0.6246 - acc: 5.7013e-04
Epoch 38/1000
1754/1754 [==============================] - 0s 97us/step - loss: 0.6246 - acc: 5.7013e-04
Epoch 39/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6246 - acc: 5.7013e-04
Epoch 40/1000
1754/1754 [==============================] - 0s 105us/step - loss: 0.6248 - acc: 5.7013e-04
Epoch 41/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6247 - acc: 5.7013e-04
Epoch 42/1000
1754/1754 [==============================] - 0s 93us/step - loss: 0.6247 - acc: 5.7013e-04
Epoch 43/1000
1754/1754 [==============================] - 0s 105us/step - loss: 0.6247 - acc: 5.7013e-04
Epoch 44/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6248 - acc: 5.7013e-04
Epoch 45/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6246 - acc: 5.7013e-04
Epoch 46/1000
1754/1754 [==============================] - 0s 82us/step - loss: 0.6248 - acc: 5.7013e-04
Epoch 47/1000
1754/1754 [==============================] - 0s 104us/step - loss: 0.6249 - acc: 5.7013e-04
Epoch 48/1000
1754/1754 [==============================] - 0s 78us/step - loss: 0.6248 - acc: 5.7013e-04
Epoch 49/1000
1754/1754 [==============================] - 0s 79us/step - loss: 0.6246 - acc: 5.7013e-04
Epoch 50/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6247 - acc: 5.7013e-04
Epoch 51/1000
1754/1754 [==============================] - 0s 111us/step - loss: 0.6249 - acc: 5.7013e-04
Epoch 52/1000
1754/1754 [==============================] - 0s 124us/step - loss: 0.6248 - acc: 5.7013e-04
Epoch 53/1000
1754/1754 [==============================] - 0s 127us/step - loss: 0.6245 - acc: 5.7013e-04
Epoch 54/1000
1754/1754 [==============================] - 0s 116us/step - loss: 0.6245 - acc: 5.7013e-04
Epoch 55/1000
1754/1754 [==============================] - 0s 112us/step - loss: 0.6247 - acc: 5.7013e-04
Epoch 56/1000
1754/1754 [==============================] - 0s 129us/step - loss: 0.6245 - acc: 5.7013e-04
Epoch 57/1000
1754/1754 [==============================] - 0s 75us/step - loss: 0.6250 - acc: 5.7013e-04
Epoch 58/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6244 - acc: 5.7013e-04
Epoch 59/1000
1754/1754 [==============================] - 0s 104us/step - loss: 0.6245 - acc: 5.7013e-04
Epoch 60/1000
1754/1754 [==============================] - 0s 108us/step - loss: 0.6246 - acc: 5.7013e-04
Epoch 61/1000
1754/1754 [==============================] - 0s 115us/step - loss: 0.6245 - acc: 5.7013e-04
Epoch 62/1000
1754/1754 [==============================] - 0s 117us/step - loss: 0.6248 - acc: 5.7013e-04
Epoch 63/1000
1754/1754 [==============================] - 0s 113us/step - loss: 0.6249 - acc: 5.7013e-04
Epoch 64/1000
1754/1754 [==============================] - 0s 107us/step - loss: 0.6245 - acc: 5.7013e-04
Epoch 65/1000
1754/1754 [==============================] - 0s 75us/step - loss: 0.6246 - acc: 5.7013e-04
Epoch 66/1000
1754/1754 [==============================] - 0s 75us/step - loss: 0.6245 - acc: 5.7013e-04
Epoch 67/1000
1754/1754 [==============================] - 0s 103us/step - loss: 0.6244 - acc: 5.7013e-04
Epoch 68/1000
1754/1754 [==============================] - 0s 76us/step - loss: 0.6245 - acc: 5.7013e-04
Epoch 69/1000
1754/1754 [==============================] - 0s 75us/step - loss: 0.6248 - acc: 5.7013e-04
Epoch 70/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6244 - acc: 5.7013e-04
Epoch 71/1000
1754/1754 [==============================] - 0s 77us/step - loss: 0.6245 - acc: 5.7013e-04
Epoch 72/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6245 - acc: 5.7013e-04
Epoch 73/1000
1754/1754 [==============================] - 0s 89us/step - loss: 0.6247 - acc: 5.7013e-04
Epoch 74/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6250 - acc: 5.7013e-04
Epoch 75/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6244 - acc: 5.7013e-04
Epoch 76/1000
1754/1754 [==============================] - 0s 89us/step - loss: 0.6245 - acc: 5.7013e-04
Epoch 77/1000
1754/1754 [==============================] - 0s 78us/step - loss: 0.6244 - acc: 5.7013e-04
Epoch 78/1000
1754/1754 [==============================] - 0s 75us/step - loss: 0.6248 - acc: 5.7013e-04
Epoch 79/1000
1754/1754 [==============================] - 0s 105us/step - loss: 0.6247 - acc: 5.7013e-04
Epoch 80/1000
1754/1754 [==============================] - ETA: 0s - loss: 0.6228 - acc: 0.0000e+0 - 0s 119us/step - loss: 0.6246 - acc: 5.7013e-04
Epoch 81/1000
1754/1754 [==============================] - 0s 115us/step - loss: 0.6244 - acc: 5.7013e-04
Epoch 82/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6249 - acc: 5.7013e-04
Epoch 83/1000
1754/1754 [==============================] - 0s 103us/step - loss: 0.6249 - acc: 5.7013e-04
Epoch 84/1000
1754/1754 [==============================] - 0s 112us/step - loss: 0.6247 - acc: 5.7013e-04
Epoch 85/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6245 - acc: 5.7013e-04
Epoch 86/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6244 - acc: 5.7013e-04
Epoch 87/1000
1754/1754 [==============================] - 0s 105us/step - loss: 0.6244 - acc: 5.7013e-04
Epoch 88/1000
1754/1754 [==============================] - 0s 111us/step - loss: 0.6246 - acc: 5.7013e-04
Epoch 89/1000
1754/1754 [==============================] - 0s 121us/step - loss: 0.6244 - acc: 5.7013e-04
Epoch 90/1000
1754/1754 [==============================] - 0s 89us/step - loss: 0.6245 - acc: 5.7013e-04
Epoch 91/1000
1754/1754 [==============================] - 0s 116us/step - loss: 0.6246 - acc: 5.7013e-04
Epoch 92/1000
1754/1754 [==============================] - 0s 106us/step - loss: 0.6244 - acc: 5.7013e-04
Epoch 93/1000
1754/1754 [==============================] - 0s 88us/step - loss: 0.6244 - acc: 5.7013e-04
Epoch 94/1000
1754/1754 [==============================] - 0s 104us/step - loss: 0.6249 - acc: 5.7013e-04
Epoch 95/1000
1754/1754 [==============================] - 0s 107us/step - loss: 0.6243 - acc: 5.7013e-04
Epoch 96/1000
1754/1754 [==============================] - 0s 93us/step - loss: 0.6243 - acc: 5.7013e-04
Epoch 97/1000
1754/1754 [==============================] - 0s 83us/step - loss: 0.6246 - acc: 5.7013e-04
Epoch 98/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6244 - acc: 5.7013e-04
Epoch 99/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6243 - acc: 5.7013e-04
Epoch 100/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6245 - acc: 5.7013e-04
Epoch 101/1000
1754/1754 [==============================] - 0s 110us/step - loss: 0.6246 - acc: 5.7013e-04
Epoch 102/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6242 - acc: 5.7013e-04
Epoch 103/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6244 - acc: 5.7013e-04
Epoch 104/1000
1754/1754 [==============================] - 0s 112us/step - loss: 0.6246 - acc: 5.7013e-04
Epoch 105/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6245 - acc: 5.7013e-04
Epoch 106/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6243 - acc: 5.7013e-04
Epoch 107/1000
1754/1754 [==============================] - 0s 109us/step - loss: 0.6245 - acc: 5.7013e-04
Epoch 108/1000
1754/1754 [==============================] - 0s 107us/step - loss: 0.6244 - acc: 5.7013e-04
Epoch 109/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6245 - acc: 5.7013e-04
Epoch 110/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6244 - acc: 5.7013e-04
Epoch 111/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6245 - acc: 5.7013e-04
Epoch 112/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6243 - acc: 5.7013e-04
Epoch 113/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6243 - acc: 5.7013e-04
Epoch 114/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6243 - acc: 5.7013e-04
Epoch 115/1000
1754/1754 [==============================] - 0s 89us/step - loss: 0.6246 - acc: 5.7013e-04
Epoch 116/1000
1754/1754 [==============================] - 0s 110us/step - loss: 0.6243 - acc: 5.7013e-04
Epoch 117/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6251 - acc: 5.7013e-04
Epoch 118/1000
1754/1754 [==============================] - 0s 97us/step - loss: 0.6245 - acc: 5.7013e-04
Epoch 119/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6244 - acc: 5.7013e-04
Epoch 120/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6243 - acc: 5.7013e-04
Epoch 121/1000
1754/1754 [==============================] - 0s 105us/step - loss: 0.6244 - acc: 5.7013e-04
Epoch 122/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6245 - acc: 5.7013e-04
Epoch 123/1000
1754/1754 [==============================] - 0s 93us/step - loss: 0.6245 - acc: 5.7013e-04
Epoch 124/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6243 - acc: 5.7013e-04
Epoch 125/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6243 - acc: 5.7013e-04
Epoch 126/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6247 - acc: 5.7013e-04
Epoch 127/1000
1754/1754 [==============================] - 0s 97us/step - loss: 0.6242 - acc: 5.7013e-04
Epoch 128/1000
1754/1754 [==============================] - 0s 107us/step - loss: 0.6243 - acc: 5.7013e-04
Epoch 129/1000
1754/1754 [==============================] - 0s 74us/step - loss: 0.6246 - acc: 5.7013e-04
Epoch 130/1000
1754/1754 [==============================] - 0s 104us/step - loss: 0.6243 - acc: 5.7013e-04
Epoch 131/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6242 - acc: 5.7013e-04
Epoch 132/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6245 - acc: 5.7013e-04
Epoch 133/1000
1754/1754 [==============================] - 0s 77us/step - loss: 0.6242 - acc: 5.7013e-04
Epoch 134/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6242 - acc: 5.7013e-04
Epoch 135/1000
1754/1754 [==============================] - 0s 97us/step - loss: 0.6242 - acc: 5.7013e-04
Epoch 136/1000
1754/1754 [==============================] - 0s 79us/step - loss: 0.6245 - acc: 5.7013e-04
Epoch 137/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6241 - acc: 5.7013e-04
Epoch 138/1000
1754/1754 [==============================] - 0s 97us/step - loss: 0.6241 - acc: 5.7013e-04
Epoch 139/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6243 - acc: 5.7013e-04
Epoch 140/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6241 - acc: 5.7013e-04
Epoch 141/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6243 - acc: 5.7013e-04
Epoch 142/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6244 - acc: 5.7013e-04
Epoch 143/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6241 - acc: 5.7013e-04
Epoch 144/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6242 - acc: 5.7013e-04
Epoch 145/1000
1754/1754 [==============================] - 0s 78us/step - loss: 0.6241 - acc: 5.7013e-04
Epoch 146/1000
1754/1754 [==============================] - 0s 83us/step - loss: 0.6240 - acc: 5.7013e-04
Epoch 147/1000
1754/1754 [==============================] - 0s 82us/step - loss: 0.6240 - acc: 5.7013e-04
Epoch 148/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6246 - acc: 5.7013e-04
Epoch 149/1000
1754/1754 [==============================] - 0s 76us/step - loss: 0.6242 - acc: 5.7013e-04
Epoch 150/1000
1754/1754 [==============================] - 0s 104us/step - loss: 0.6241 - acc: 5.7013e-04
Epoch 151/1000
1754/1754 [==============================] - 0s 112us/step - loss: 0.6241 - acc: 5.7013e-04
Epoch 152/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6245 - acc: 5.7013e-04
Epoch 153/1000
1754/1754 [==============================] - 0s 74us/step - loss: 0.6244 - acc: 5.7013e-04
Epoch 154/1000
1754/1754 [==============================] - 0s 104us/step - loss: 0.6240 - acc: 5.7013e-04
Epoch 155/1000
1754/1754 [==============================] - 0s 84us/step - loss: 0.6240 - acc: 5.7013e-04
Epoch 156/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6240 - acc: 5.7013e-04
Epoch 157/1000
1754/1754 [==============================] - 0s 114us/step - loss: 0.6242 - acc: 5.7013e-04
Epoch 158/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6242 - acc: 5.7013e-04
Epoch 159/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6242 - acc: 5.7013e-04
Epoch 160/1000
1754/1754 [==============================] - 0s 93us/step - loss: 0.6240 - acc: 5.7013e-04
Epoch 161/1000
1754/1754 [==============================] - 0s 105us/step - loss: 0.6243 - acc: 5.7013e-04
Epoch 162/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6244 - acc: 5.7013e-04
Epoch 163/1000
1754/1754 [==============================] - 0s 107us/step - loss: 0.6241 - acc: 5.7013e-04
Epoch 164/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6241 - acc: 5.7013e-04
Epoch 165/1000
1754/1754 [==============================] - ETA: 0s - loss: 0.6236 - acc: 7.4405e-0 - 0s 92us/step - loss: 0.6239 - acc: 5.7013e-04
Epoch 166/1000
1754/1754 [==============================] - 0s 108us/step - loss: 0.6239 - acc: 5.7013e-04
Epoch 167/1000
1754/1754 [==============================] - 0s 89us/step - loss: 0.6241 - acc: 5.7013e-04
Epoch 168/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6243 - acc: 5.7013e-04
Epoch 169/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6242 - acc: 5.7013e-04
Epoch 170/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6240 - acc: 5.7013e-04
Epoch 171/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6239 - acc: 5.7013e-04
Epoch 172/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6242 - acc: 5.7013e-04
Epoch 173/1000
1754/1754 [==============================] - 0s 115us/step - loss: 0.6239 - acc: 5.7013e-04
Epoch 174/1000
1754/1754 [==============================] - 0s 115us/step - loss: 0.6239 - acc: 5.7013e-04
Epoch 175/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6240 - acc: 5.7013e-04
Epoch 176/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6240 - acc: 5.7013e-04
Epoch 177/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6239 - acc: 5.7013e-04
Epoch 178/1000
1754/1754 [==============================] - 0s 106us/step - loss: 0.6240 - acc: 5.7013e-04
Epoch 179/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6238 - acc: 5.7013e-04
Epoch 180/1000
1754/1754 [==============================] - 0s 104us/step - loss: 0.6239 - acc: 5.7013e-04
Epoch 181/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6238 - acc: 5.7013e-04
Epoch 182/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6239 - acc: 5.7013e-04
Epoch 183/1000
1754/1754 [==============================] - 0s 106us/step - loss: 0.6237 - acc: 5.7013e-04
Epoch 184/1000
1754/1754 [==============================] - 0s 111us/step - loss: 0.6239 - acc: 5.7013e-04
Epoch 185/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6243 - acc: 5.7013e-04
Epoch 186/1000
1754/1754 [==============================] - 0s 109us/step - loss: 0.6242 - acc: 5.7013e-04
Epoch 187/1000
1754/1754 [==============================] - 0s 97us/step - loss: 0.6241 - acc: 5.7013e-04
Epoch 188/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6240 - acc: 5.7013e-04
Epoch 189/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6238 - acc: 5.7013e-04
Epoch 190/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6237 - acc: 5.7013e-04
Epoch 191/1000
1754/1754 [==============================] - 0s 104us/step - loss: 0.6238 - acc: 5.7013e-04
Epoch 192/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6239 - acc: 5.7013e-04
Epoch 193/1000
1754/1754 [==============================] - 0s 97us/step - loss: 0.6242 - acc: 5.7013e-04
Epoch 194/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6241 - acc: 5.7013e-04
Epoch 195/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6239 - acc: 5.7013e-04
Epoch 196/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6237 - acc: 5.7013e-04
Epoch 197/1000
1754/1754 [==============================] - 0s 103us/step - loss: 0.6237 - acc: 5.7013e-04
Epoch 198/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6237 - acc: 5.7013e-04
Epoch 199/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6238 - acc: 5.7013e-04
Epoch 200/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6238 - acc: 5.7013e-04
Epoch 201/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6238 - acc: 5.7013e-04
Epoch 202/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6236 - acc: 5.7013e-04
Epoch 203/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6237 - acc: 5.7013e-04
Epoch 204/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6236 - acc: 5.7013e-04
Epoch 205/1000
1754/1754 [==============================] - 0s 84us/step - loss: 0.6238 - acc: 5.7013e-04
Epoch 206/1000
1754/1754 [==============================] - 0s 93us/step - loss: 0.6240 - acc: 5.7013e-04
Epoch 207/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6236 - acc: 5.7013e-04
Epoch 208/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6236 - acc: 5.7013e-04
Epoch 209/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6239 - acc: 5.7013e-04
Epoch 210/1000
1754/1754 [==============================] - 0s 89us/step - loss: 0.6236 - acc: 5.7013e-04
Epoch 211/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6237 - acc: 5.7013e-04
Epoch 212/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6236 - acc: 5.7013e-04
Epoch 213/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6239 - acc: 5.7013e-04
Epoch 214/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6237 - acc: 5.7013e-04
Epoch 215/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6236 - acc: 5.7013e-04
Epoch 216/1000
1754/1754 [==============================] - 0s 93us/step - loss: 0.6236 - acc: 5.7013e-04
Epoch 217/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6234 - acc: 5.7013e-04
Epoch 218/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6237 - acc: 5.7013e-04
Epoch 219/1000
1754/1754 [==============================] - 0s 68us/step - loss: 0.6235 - acc: 5.7013e-04
Epoch 220/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6237 - acc: 5.7013e-04
Epoch 221/1000
1754/1754 [==============================] - 0s 88us/step - loss: 0.6234 - acc: 5.7013e-04
Epoch 222/1000
1754/1754 [==============================] - 0s 75us/step - loss: 0.6235 - acc: 5.7013e-04
Epoch 223/1000
1754/1754 [==============================] - 0s 79us/step - loss: 0.6236 - acc: 5.7013e-04
Epoch 224/1000
1754/1754 [==============================] - 0s 88us/step - loss: 0.6237 - acc: 5.7013e-04
Epoch 225/1000
1754/1754 [==============================] - 0s 75us/step - loss: 0.6236 - acc: 5.7013e-04
Epoch 226/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6237 - acc: 5.7013e-04
Epoch 227/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6235 - acc: 5.7013e-04
Epoch 228/1000
1754/1754 [==============================] - 0s 72us/step - loss: 0.6240 - acc: 5.7013e-04
Epoch 229/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6236 - acc: 5.7013e-04
Epoch 230/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6235 - acc: 5.7013e-04
Epoch 231/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6239 - acc: 5.7013e-04
Epoch 232/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6236 - acc: 5.7013e-04
Epoch 233/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6240 - acc: 5.7013e-04
Epoch 234/1000
1754/1754 [==============================] - 0s 103us/step - loss: 0.6233 - acc: 5.7013e-04
Epoch 235/1000
1754/1754 [==============================] - 0s 108us/step - loss: 0.6234 - acc: 5.7013e-04
Epoch 236/1000
1754/1754 [==============================] - 0s 105us/step - loss: 0.6232 - acc: 5.7013e-04
Epoch 237/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6234 - acc: 5.7013e-04
Epoch 238/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6236 - acc: 5.7013e-04
Epoch 239/1000
1754/1754 [==============================] - 0s 97us/step - loss: 0.6233 - acc: 5.7013e-04
Epoch 240/1000
1754/1754 [==============================] - 0s 109us/step - loss: 0.6233 - acc: 5.7013e-04
Epoch 241/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6238 - acc: 5.7013e-04
Epoch 242/1000
1754/1754 [==============================] - 0s 110us/step - loss: 0.6233 - acc: 5.7013e-04
Epoch 243/1000
1754/1754 [==============================] - ETA: 0s - loss: 0.6228 - acc: 5.7870e-0 - 0s 94us/step - loss: 0.6232 - acc: 5.7013e-04
Epoch 244/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6235 - acc: 5.7013e-04
Epoch 245/1000
1754/1754 [==============================] - 0s 109us/step - loss: 0.6237 - acc: 5.7013e-04
Epoch 246/1000
1754/1754 [==============================] - 0s 106us/step - loss: 0.6233 - acc: 5.7013e-04
Epoch 247/1000
1754/1754 [==============================] - 0s 89us/step - loss: 0.6232 - acc: 5.7013e-04
Epoch 248/1000
1754/1754 [==============================] - 0s 102us/step - loss: 0.6232 - acc: 5.7013e-04
Epoch 249/1000
1754/1754 [==============================] - 0s 113us/step - loss: 0.6237 - acc: 5.7013e-04
Epoch 250/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6232 - acc: 5.7013e-04
Epoch 251/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6231 - acc: 5.7013e-04
Epoch 252/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6233 - acc: 5.7013e-04
Epoch 253/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6233 - acc: 5.7013e-04
Epoch 254/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6231 - acc: 5.7013e-04
Epoch 255/1000
1754/1754 [==============================] - 0s 105us/step - loss: 0.6232 - acc: 5.7013e-04
Epoch 256/1000
1754/1754 [==============================] - 0s 117us/step - loss: 0.6233 - acc: 5.7013e-04
Epoch 257/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6234 - acc: 5.7013e-04
Epoch 258/1000
1754/1754 [==============================] - 0s 93us/step - loss: 0.6234 - acc: 5.7013e-04
Epoch 259/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6235 - acc: 5.7013e-04
Epoch 260/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6231 - acc: 5.7013e-04
Epoch 261/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6235 - acc: 5.7013e-04
Epoch 262/1000
1754/1754 [==============================] - 0s 108us/step - loss: 0.6232 - acc: 5.7013e-04
Epoch 263/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6231 - acc: 5.7013e-04
Epoch 264/1000
1754/1754 [==============================] - 0s 81us/step - loss: 0.6232 - acc: 5.7013e-04
Epoch 265/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6232 - acc: 5.7013e-04
Epoch 266/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6235 - acc: 5.7013e-04
Epoch 267/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6230 - acc: 5.7013e-04
Epoch 268/1000
1754/1754 [==============================] - 0s 103us/step - loss: 0.6232 - acc: 5.7013e-04
Epoch 269/1000
1754/1754 [==============================] - 0s 102us/step - loss: 0.6231 - acc: 5.7013e-04
Epoch 270/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6233 - acc: 5.7013e-04
Epoch 271/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6235 - acc: 5.7013e-04
Epoch 272/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6231 - acc: 5.7013e-04
Epoch 273/1000
1754/1754 [==============================] - 0s 93us/step - loss: 0.6233 - acc: 5.7013e-04
Epoch 274/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6232 - acc: 5.7013e-04
Epoch 275/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6232 - acc: 5.7013e-04
Epoch 276/1000
1754/1754 [==============================] - 0s 79us/step - loss: 0.6231 - acc: 5.7013e-04
Epoch 277/1000
1754/1754 [==============================] - 0s 114us/step - loss: 0.6234 - acc: 5.7013e-04
Epoch 278/1000
1754/1754 [==============================] - 0s 89us/step - loss: 0.6230 - acc: 5.7013e-04
Epoch 279/1000
1754/1754 [==============================] - 0s 82us/step - loss: 0.6232 - acc: 5.7013e-04
Epoch 280/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6229 - acc: 5.7013e-04
Epoch 281/1000
1754/1754 [==============================] - 0s 93us/step - loss: 0.6232 - acc: 5.7013e-04
Epoch 282/1000
1754/1754 [==============================] - 0s 88us/step - loss: 0.6232 - acc: 5.7013e-04
Epoch 283/1000
1754/1754 [==============================] - 0s 106us/step - loss: 0.6231 - acc: 5.7013e-04
Epoch 284/1000
1754/1754 [==============================] - 0s 129us/step - loss: 0.6232 - acc: 5.7013e-04
Epoch 285/1000
1754/1754 [==============================] - 0s 112us/step - loss: 0.6230 - acc: 5.7013e-04
Epoch 286/1000
1754/1754 [==============================] - 0s 75us/step - loss: 0.6229 - acc: 5.7013e-04
Epoch 287/1000
1754/1754 [==============================] - 0s 132us/step - loss: 0.6229 - acc: 5.7013e-04
Epoch 288/1000
1754/1754 [==============================] - 0s 122us/step - loss: 0.6234 - acc: 5.7013e-04
Epoch 289/1000
1754/1754 [==============================] - 0s 70us/step - loss: 0.6230 - acc: 5.7013e-04
Epoch 290/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6229 - acc: 5.7013e-04
Epoch 291/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6232 - acc: 5.7013e-04
Epoch 292/1000
1754/1754 [==============================] - 0s 81us/step - loss: 0.6229 - acc: 5.7013e-04
Epoch 293/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6228 - acc: 5.7013e-04
Epoch 294/1000
1754/1754 [==============================] - 0s 69us/step - loss: 0.6228 - acc: 5.7013e-04
Epoch 295/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6236 - acc: 5.7013e-04
Epoch 296/1000
1754/1754 [==============================] - 0s 73us/step - loss: 0.6230 - acc: 5.7013e-04
Epoch 297/1000
1754/1754 [==============================] - 0s 81us/step - loss: 0.6229 - acc: 5.7013e-04
Epoch 298/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6235 - acc: 5.7013e-04
Epoch 299/1000
1754/1754 [==============================] - 0s 71us/step - loss: 0.6228 - acc: 5.7013e-04
Epoch 300/1000
1754/1754 [==============================] - 0s 93us/step - loss: 0.6233 - acc: 5.7013e-04
Epoch 301/1000
1754/1754 [==============================] - 0s 82us/step - loss: 0.6229 - acc: 5.7013e-04
Epoch 302/1000
1754/1754 [==============================] - 0s 76us/step - loss: 0.6230 - acc: 5.7013e-04
Epoch 303/1000
1754/1754 [==============================] - 0s 75us/step - loss: 0.6229 - acc: 5.7013e-04
Epoch 304/1000
1754/1754 [==============================] - 0s 74us/step - loss: 0.6229 - acc: 5.7013e-04
Epoch 305/1000
1754/1754 [==============================] - 0s 80us/step - loss: 0.6229 - acc: 5.7013e-04
Epoch 306/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6227 - acc: 5.7013e-04
Epoch 307/1000
1754/1754 [==============================] - 0s 83us/step - loss: 0.6230 - acc: 5.7013e-04
Epoch 308/1000
1754/1754 [==============================] - 0s 71us/step - loss: 0.6230 - acc: 5.7013e-04
Epoch 309/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6228 - acc: 5.7013e-04
Epoch 310/1000
1754/1754 [==============================] - 0s 123us/step - loss: 0.6227 - acc: 5.7013e-04
Epoch 311/1000
1754/1754 [==============================] - 0s 97us/step - loss: 0.6226 - acc: 5.7013e-04
Epoch 312/1000
1754/1754 [==============================] - 0s 112us/step - loss: 0.6225 - acc: 5.7013e-04
Epoch 313/1000
1754/1754 [==============================] - 0s 112us/step - loss: 0.6226 - acc: 5.7013e-04
Epoch 314/1000
1754/1754 [==============================] - 0s 103us/step - loss: 0.6227 - acc: 5.7013e-04
Epoch 315/1000
1754/1754 [==============================] - 0s 111us/step - loss: 0.6227 - acc: 5.7013e-04
Epoch 316/1000
1754/1754 [==============================] - 0s 104us/step - loss: 0.6237 - acc: 5.7013e-04
Epoch 317/1000
1754/1754 [==============================] - 0s 109us/step - loss: 0.6229 - acc: 5.7013e-04
Epoch 318/1000
1754/1754 [==============================] - 0s 112us/step - loss: 0.6229 - acc: 5.7013e-04
Epoch 319/1000
1754/1754 [==============================] - 0s 102us/step - loss: 0.6231 - acc: 5.7013e-04
Epoch 320/1000
1754/1754 [==============================] - 0s 104us/step - loss: 0.6227 - acc: 5.7013e-04
Epoch 321/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6228 - acc: 5.7013e-04
Epoch 322/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6228 - acc: 5.7013e-04
Epoch 323/1000
1754/1754 [==============================] - 0s 119us/step - loss: 0.6228 - acc: 5.7013e-04
Epoch 324/1000
1754/1754 [==============================] - 0s 93us/step - loss: 0.6227 - acc: 5.7013e-04
Epoch 325/1000
1754/1754 [==============================] - 0s 113us/step - loss: 0.6224 - acc: 5.7013e-04
Epoch 326/1000
1754/1754 [==============================] - 0s 89us/step - loss: 0.6227 - acc: 5.7013e-04
Epoch 327/1000
1754/1754 [==============================] - 0s 110us/step - loss: 0.6228 - acc: 5.7013e-04
Epoch 328/1000
1754/1754 [==============================] - 0s 112us/step - loss: 0.6227 - acc: 5.7013e-04
Epoch 329/1000
1754/1754 [==============================] - 0s 89us/step - loss: 0.6232 - acc: 5.7013e-04
Epoch 330/1000
1754/1754 [==============================] - 0s 117us/step - loss: 0.6228 - acc: 5.7013e-04
Epoch 331/1000
1754/1754 [==============================] - 0s 107us/step - loss: 0.6225 - acc: 5.7013e-04
Epoch 332/1000
1754/1754 [==============================] - 0s 122us/step - loss: 0.6226 - acc: 5.7013e-04
Epoch 333/1000
1754/1754 [==============================] - 0s 119us/step - loss: 0.6228 - acc: 5.7013e-04
Epoch 334/1000
1754/1754 [==============================] - 0s 103us/step - loss: 0.6224 - acc: 5.7013e-04
Epoch 335/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6228 - acc: 5.7013e-04
Epoch 336/1000
1754/1754 [==============================] - 0s 107us/step - loss: 0.6223 - acc: 5.7013e-04
Epoch 337/1000
1754/1754 [==============================] - 0s 82us/step - loss: 0.6225 - acc: 5.7013e-04
Epoch 338/1000
1754/1754 [==============================] - 0s 118us/step - loss: 0.6226 - acc: 5.7013e-04
Epoch 339/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6223 - acc: 5.7013e-04
Epoch 340/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6225 - acc: 5.7013e-04
Epoch 341/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6226 - acc: 5.7013e-04
Epoch 342/1000
1754/1754 [==============================] - 0s 78us/step - loss: 0.6224 - acc: 5.7013e-04
Epoch 343/1000
1754/1754 [==============================] - 0s 70us/step - loss: 0.6226 - acc: 5.7013e-04
Epoch 344/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6227 - acc: 5.7013e-04
Epoch 345/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6225 - acc: 5.7013e-04
Epoch 346/1000
1754/1754 [==============================] - 0s 88us/step - loss: 0.6222 - acc: 5.7013e-04
Epoch 347/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6225 - acc: 5.7013e-04
Epoch 348/1000
1754/1754 [==============================] - 0s 103us/step - loss: 0.6223 - acc: 5.7013e-04
Epoch 349/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6224 - acc: 5.7013e-04
Epoch 350/1000
1754/1754 [==============================] - 0s 110us/step - loss: 0.6224 - acc: 5.7013e-04
Epoch 351/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6227 - acc: 5.7013e-04
Epoch 352/1000
1754/1754 [==============================] - 0s 103us/step - loss: 0.6224 - acc: 5.7013e-04
Epoch 353/1000
1754/1754 [==============================] - 0s 107us/step - loss: 0.6228 - acc: 5.7013e-04
Epoch 354/1000
1754/1754 [==============================] - 0s 139us/step - loss: 0.6230 - acc: 5.7013e-04
Epoch 355/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6225 - acc: 5.7013e-04
Epoch 356/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6225 - acc: 5.7013e-04
Epoch 357/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6223 - acc: 5.7013e-04
Epoch 358/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6228 - acc: 5.7013e-04
Epoch 359/1000
1754/1754 [==============================] - 0s 89us/step - loss: 0.6223 - acc: 5.7013e-04
Epoch 360/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6222 - acc: 5.7013e-04
Epoch 361/1000
1754/1754 [==============================] - 0s 105us/step - loss: 0.6224 - acc: 5.7013e-04
Epoch 362/1000
1754/1754 [==============================] - 0s 77us/step - loss: 0.6226 - acc: 5.7013e-04
Epoch 363/1000
1754/1754 [==============================] - 0s 80us/step - loss: 0.6225 - acc: 5.7013e-04
Epoch 364/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6225 - acc: 5.7013e-04
Epoch 365/1000
1754/1754 [==============================] - 0s 104us/step - loss: 0.6222 - acc: 5.7013e-04
Epoch 366/1000
1754/1754 [==============================] - 0s 78us/step - loss: 0.6222 - acc: 5.7013e-04
Epoch 367/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6227 - acc: 5.7013e-04
Epoch 368/1000
1754/1754 [==============================] - 0s 83us/step - loss: 0.6221 - acc: 5.7013e-04
Epoch 369/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6229 - acc: 5.7013e-04
Epoch 370/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6228 - acc: 5.7013e-04
Epoch 371/1000
1754/1754 [==============================] - 0s 143us/step - loss: 0.6223 - acc: 5.7013e-04
Epoch 372/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6223 - acc: 5.7013e-04
Epoch 373/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6222 - acc: 5.7013e-04
Epoch 374/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6222 - acc: 5.7013e-04
Epoch 375/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6222 - acc: 5.7013e-04
Epoch 376/1000
1754/1754 [==============================] - 0s 84us/step - loss: 0.6223 - acc: 5.7013e-04
Epoch 377/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6220 - acc: 5.7013e-04
Epoch 378/1000
1754/1754 [==============================] - 0s 111us/step - loss: 0.6222 - acc: 5.7013e-04
Epoch 379/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6224 - acc: 5.7013e-04
Epoch 380/1000
1754/1754 [==============================] - 0s 75us/step - loss: 0.6222 - acc: 5.7013e-04
Epoch 381/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6222 - acc: 5.7013e-04
Epoch 382/1000
1754/1754 [==============================] - 0s 83us/step - loss: 0.6227 - acc: 5.7013e-04
Epoch 383/1000
1754/1754 [==============================] - 0s 88us/step - loss: 0.6224 - acc: 5.7013e-04
Epoch 384/1000
1754/1754 [==============================] - 0s 74us/step - loss: 0.6222 - acc: 5.7013e-04
Epoch 385/1000
1754/1754 [==============================] - 0s 118us/step - loss: 0.6226 - acc: 5.7013e-04
Epoch 386/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6226 - acc: 5.7013e-04
Epoch 387/1000
1754/1754 [==============================] - 0s 111us/step - loss: 0.6220 - acc: 5.7013e-04
Epoch 388/1000
1754/1754 [==============================] - 0s 120us/step - loss: 0.6227 - acc: 5.7013e-04
Epoch 389/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6219 - acc: 5.7013e-04
Epoch 390/1000
1754/1754 [==============================] - 0s 110us/step - loss: 0.6220 - acc: 5.7013e-04
Epoch 391/1000
1754/1754 [==============================] - 0s 105us/step - loss: 0.6218 - acc: 5.7013e-04
Epoch 392/1000
1754/1754 [==============================] - 0s 88us/step - loss: 0.6223 - acc: 5.7013e-04
Epoch 393/1000
1754/1754 [==============================] - 0s 109us/step - loss: 0.6221 - acc: 5.7013e-04
Epoch 394/1000
1754/1754 [==============================] - 0s 88us/step - loss: 0.6220 - acc: 5.7013e-04
Epoch 395/1000
1754/1754 [==============================] - 0s 115us/step - loss: 0.6222 - acc: 5.7013e-04
Epoch 396/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6221 - acc: 5.7013e-04
Epoch 397/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6219 - acc: 5.7013e-04
Epoch 398/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6222 - acc: 5.7013e-04
Epoch 399/1000
1754/1754 [==============================] - 0s 105us/step - loss: 0.6222 - acc: 5.7013e-04
Epoch 400/1000
1754/1754 [==============================] - 0s 111us/step - loss: 0.6218 - acc: 5.7013e-04
Epoch 401/1000
1754/1754 [==============================] - 0s 107us/step - loss: 0.6218 - acc: 5.7013e-04
Epoch 402/1000
1754/1754 [==============================] - 0s 108us/step - loss: 0.6225 - acc: 5.7013e-04
Epoch 403/1000
1754/1754 [==============================] - 0s 110us/step - loss: 0.6220 - acc: 5.7013e-04
Epoch 404/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6220 - acc: 5.7013e-04
Epoch 405/1000
1754/1754 [==============================] - 0s 112us/step - loss: 0.6218 - acc: 5.7013e-04
Epoch 406/1000
1754/1754 [==============================] - 0s 112us/step - loss: 0.6222 - acc: 5.7013e-04
Epoch 407/1000
1754/1754 [==============================] - 0s 110us/step - loss: 0.6219 - acc: 5.7013e-04
Epoch 408/1000
1754/1754 [==============================] - 0s 117us/step - loss: 0.6220 - acc: 5.7013e-04
Epoch 409/1000
1754/1754 [==============================] - 0s 106us/step - loss: 0.6219 - acc: 5.7013e-04
Epoch 410/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6219 - acc: 5.7013e-04
Epoch 411/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6220 - acc: 5.7013e-04
Epoch 412/1000
1754/1754 [==============================] - 0s 97us/step - loss: 0.6220 - acc: 5.7013e-04
Epoch 413/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6218 - acc: 5.7013e-04
Epoch 414/1000
1754/1754 [==============================] - 0s 104us/step - loss: 0.6217 - acc: 5.7013e-04
Epoch 415/1000
1754/1754 [==============================] - 0s 97us/step - loss: 0.6218 - acc: 5.7013e-04
Epoch 416/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6218 - acc: 5.7013e-04
Epoch 417/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6216 - acc: 5.7013e-04
Epoch 418/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6220 - acc: 5.7013e-04
Epoch 419/1000
1754/1754 [==============================] - 0s 105us/step - loss: 0.6219 - acc: 5.7013e-04
Epoch 420/1000
1754/1754 [==============================] - 0s 104us/step - loss: 0.6217 - acc: 5.7013e-04
Epoch 421/1000
1754/1754 [==============================] - 0s 104us/step - loss: 0.6221 - acc: 5.7013e-04
Epoch 422/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6218 - acc: 5.7013e-04
Epoch 423/1000
1754/1754 [==============================] - 0s 106us/step - loss: 0.6221 - acc: 5.7013e-04
Epoch 424/1000
1754/1754 [==============================] - 0s 82us/step - loss: 0.6223 - acc: 5.7013e-04
Epoch 425/1000
1754/1754 [==============================] - 0s 93us/step - loss: 0.6219 - acc: 5.7013e-04
Epoch 426/1000
1754/1754 [==============================] - 0s 110us/step - loss: 0.6221 - acc: 5.7013e-04
Epoch 427/1000
1754/1754 [==============================] - 0s 82us/step - loss: 0.6219 - acc: 5.7013e-04
Epoch 428/1000
1754/1754 [==============================] - 0s 108us/step - loss: 0.6217 - acc: 5.7013e-04 0s - loss: 0.6182 - acc: 0.0000e+
Epoch 429/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6215 - acc: 5.7013e-04
Epoch 430/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6217 - acc: 5.7013e-04
Epoch 431/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6220 - acc: 5.7013e-04
Epoch 432/1000
1754/1754 [==============================] - 0s 125us/step - loss: 0.6216 - acc: 5.7013e-04
Epoch 433/1000
1754/1754 [==============================] - 0s 82us/step - loss: 0.6214 - acc: 5.7013e-04
Epoch 434/1000
1754/1754 [==============================] - 0s 89us/step - loss: 0.6223 - acc: 5.7013e-04
Epoch 435/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6219 - acc: 5.7013e-04
Epoch 436/1000
1754/1754 [==============================] - 0s 104us/step - loss: 0.6218 - acc: 5.7013e-04
Epoch 437/1000
1754/1754 [==============================] - 0s 88us/step - loss: 0.6217 - acc: 5.7013e-04
Epoch 438/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6216 - acc: 5.7013e-04
Epoch 439/1000
1754/1754 [==============================] - 0s 75us/step - loss: 0.6215 - acc: 5.7013e-04
Epoch 440/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6218 - acc: 5.7013e-04
Epoch 441/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6218 - acc: 5.7013e-04
Epoch 442/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6219 - acc: 5.7013e-04
Epoch 443/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6215 - acc: 5.7013e-04
Epoch 444/1000
1754/1754 [==============================] - 0s 78us/step - loss: 0.6216 - acc: 5.7013e-04
Epoch 445/1000
1754/1754 [==============================] - 0s 109us/step - loss: 0.6218 - acc: 5.7013e-04
Epoch 446/1000
1754/1754 [==============================] - 0s 83us/step - loss: 0.6217 - acc: 5.7013e-04
Epoch 447/1000
1754/1754 [==============================] - 0s 84us/step - loss: 0.6214 - acc: 5.7013e-04
Epoch 448/1000
1754/1754 [==============================] - 0s 79us/step - loss: 0.6218 - acc: 5.7013e-04
Epoch 449/1000
1754/1754 [==============================] - 0s 79us/step - loss: 0.6214 - acc: 5.7013e-04
Epoch 450/1000
1754/1754 [==============================] - 0s 102us/step - loss: 0.6221 - acc: 5.7013e-04
Epoch 451/1000
1754/1754 [==============================] - 0s 84us/step - loss: 0.6220 - acc: 5.7013e-04
Epoch 452/1000
1754/1754 [==============================] - 0s 69us/step - loss: 0.6214 - acc: 5.7013e-04
Epoch 453/1000
1754/1754 [==============================] - 0s 107us/step - loss: 0.6218 - acc: 5.7013e-04
Epoch 454/1000
1754/1754 [==============================] - 0s 81us/step - loss: 0.6221 - acc: 5.7013e-04
Epoch 455/1000
1754/1754 [==============================] - 0s 70us/step - loss: 0.6217 - acc: 5.7013e-04
Epoch 456/1000
1754/1754 [==============================] - 0s 107us/step - loss: 0.6214 - acc: 5.7013e-04
Epoch 457/1000
1754/1754 [==============================] - 0s 73us/step - loss: 0.6215 - acc: 5.7013e-04
Epoch 458/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6213 - acc: 5.7013e-04
Epoch 459/1000
1754/1754 [==============================] - 0s 71us/step - loss: 0.6218 - acc: 5.7013e-04
Epoch 460/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6216 - acc: 5.7013e-04
Epoch 461/1000
1754/1754 [==============================] - 0s 108us/step - loss: 0.6217 - acc: 5.7013e-04
Epoch 462/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6216 - acc: 5.7013e-04
Epoch 463/1000
1754/1754 [==============================] - 0s 115us/step - loss: 0.6220 - acc: 5.7013e-04
Epoch 464/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6213 - acc: 5.7013e-04
Epoch 465/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6214 - acc: 5.7013e-04
Epoch 466/1000
1754/1754 [==============================] - 0s 110us/step - loss: 0.6217 - acc: 5.7013e-04
Epoch 467/1000
1754/1754 [==============================] - 0s 118us/step - loss: 0.6215 - acc: 5.7013e-04
Epoch 468/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6213 - acc: 5.7013e-04
Epoch 469/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6217 - acc: 5.7013e-04
Epoch 470/1000
1754/1754 [==============================] - 0s 120us/step - loss: 0.6215 - acc: 5.7013e-04
Epoch 471/1000
1754/1754 [==============================] - 0s 88us/step - loss: 0.6212 - acc: 5.7013e-04
Epoch 472/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6211 - acc: 5.7013e-04
Epoch 473/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6212 - acc: 5.7013e-04
Epoch 474/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6213 - acc: 5.7013e-04
Epoch 475/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6215 - acc: 5.7013e-04
Epoch 476/1000
1754/1754 [==============================] - 0s 105us/step - loss: 0.6214 - acc: 5.7013e-04 0s - loss: 0.6223 - acc: 0.0000e
Epoch 477/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6216 - acc: 5.7013e-04
Epoch 478/1000
1754/1754 [==============================] - 0s 107us/step - loss: 0.6215 - acc: 5.7013e-04
Epoch 479/1000
1754/1754 [==============================] - 0s 110us/step - loss: 0.6214 - acc: 5.7013e-04
Epoch 480/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6212 - acc: 5.7013e-04
Epoch 481/1000
1754/1754 [==============================] - 0s 89us/step - loss: 0.6211 - acc: 5.7013e-04
Epoch 482/1000
1754/1754 [==============================] - 0s 93us/step - loss: 0.6217 - acc: 5.7013e-04
Epoch 483/1000
1754/1754 [==============================] - 0s 103us/step - loss: 0.6215 - acc: 5.7013e-04
Epoch 484/1000
1754/1754 [==============================] - 0s 105us/step - loss: 0.6213 - acc: 5.7013e-04
Epoch 485/1000
1754/1754 [==============================] - 0s 107us/step - loss: 0.6212 - acc: 5.7013e-04
Epoch 486/1000
1754/1754 [==============================] - 0s 97us/step - loss: 0.6217 - acc: 5.7013e-04
Epoch 487/1000
1754/1754 [==============================] - 0s 97us/step - loss: 0.6213 - acc: 5.7013e-04
Epoch 488/1000
1754/1754 [==============================] - 0s 109us/step - loss: 0.6211 - acc: 5.7013e-04
Epoch 489/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6215 - acc: 5.7013e-04
Epoch 490/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6211 - acc: 5.7013e-04
Epoch 491/1000
1754/1754 [==============================] - 0s 107us/step - loss: 0.6218 - acc: 5.7013e-04
Epoch 492/1000
1754/1754 [==============================] - 0s 108us/step - loss: 0.6215 - acc: 5.7013e-04
Epoch 493/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6216 - acc: 5.7013e-04
Epoch 494/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6212 - acc: 5.7013e-04
Epoch 495/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6211 - acc: 5.7013e-04
Epoch 496/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6210 - acc: 5.7013e-04
Epoch 497/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6222 - acc: 5.7013e-04
Epoch 498/1000
1754/1754 [==============================] - 0s 103us/step - loss: 0.6211 - acc: 5.7013e-04
Epoch 499/1000
1754/1754 [==============================] - 0s 93us/step - loss: 0.6211 - acc: 5.7013e-04
Epoch 500/1000
1754/1754 [==============================] - 0s 103us/step - loss: 0.6215 - acc: 5.7013e-04
Epoch 501/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6214 - acc: 5.7013e-04
Epoch 502/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6212 - acc: 5.7013e-04
Epoch 503/1000
1754/1754 [==============================] - 0s 82us/step - loss: 0.6210 - acc: 5.7013e-04
Epoch 504/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6209 - acc: 5.7013e-04
Epoch 505/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6210 - acc: 5.7013e-04
Epoch 506/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6212 - acc: 5.7013e-04
Epoch 507/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6212 - acc: 5.7013e-04
Epoch 508/1000
1754/1754 [==============================] - 0s 78us/step - loss: 0.6209 - acc: 5.7013e-04
Epoch 509/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6210 - acc: 5.7013e-04
Epoch 510/1000
1754/1754 [==============================] - 0s 84us/step - loss: 0.6212 - acc: 5.7013e-04
Epoch 511/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6213 - acc: 5.7013e-04
Epoch 512/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6212 - acc: 5.7013e-04
Epoch 513/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6213 - acc: 5.7013e-04
Epoch 514/1000
1754/1754 [==============================] - 0s 89us/step - loss: 0.6217 - acc: 5.7013e-04
Epoch 515/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6218 - acc: 5.7013e-04
Epoch 516/1000
1754/1754 [==============================] - 0s 75us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 517/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6212 - acc: 5.7013e-04
Epoch 518/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6212 - acc: 5.7013e-04
Epoch 519/1000
1754/1754 [==============================] - 0s 107us/step - loss: 0.6211 - acc: 5.7013e-04
Epoch 520/1000
1754/1754 [==============================] - 0s 80us/step - loss: 0.6210 - acc: 5.7013e-04
Epoch 521/1000
1754/1754 [==============================] - 0s 102us/step - loss: 0.6213 - acc: 5.7013e-04
Epoch 522/1000
1754/1754 [==============================] - 0s 88us/step - loss: 0.6210 - acc: 5.7013e-04
Epoch 523/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 524/1000
1754/1754 [==============================] - 0s 77us/step - loss: 0.6211 - acc: 5.7013e-04
Epoch 525/1000
1754/1754 [==============================] - 0s 83us/step - loss: 0.6212 - acc: 5.7013e-04
Epoch 526/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6213 - acc: 5.7013e-04
Epoch 527/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6210 - acc: 5.7013e-04
Epoch 528/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6211 - acc: 5.7013e-04
Epoch 529/1000
1754/1754 [==============================] - 0s 80us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 530/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6215 - acc: 5.7013e-04
Epoch 531/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6209 - acc: 5.7013e-04
Epoch 532/1000
1754/1754 [==============================] - 0s 76us/step - loss: 0.6211 - acc: 5.7013e-04
Epoch 533/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 534/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6216 - acc: 5.7013e-04
Epoch 535/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6207 - acc: 5.7013e-04
Epoch 536/1000
1754/1754 [==============================] - 0s 72us/step - loss: 0.6213 - acc: 5.7013e-04
Epoch 537/1000
1754/1754 [==============================] - 0s 106us/step - loss: 0.6216 - acc: 5.7013e-04
Epoch 538/1000
1754/1754 [==============================] - 0s 102us/step - loss: 0.6209 - acc: 5.7013e-04
Epoch 539/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6213 - acc: 5.7013e-04
Epoch 540/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 541/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6209 - acc: 5.7013e-04
Epoch 542/1000
1754/1754 [==============================] - 0s 105us/step - loss: 0.6213 - acc: 5.7013e-04
Epoch 543/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6209 - acc: 5.7013e-04
Epoch 544/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 545/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6209 - acc: 5.7013e-04
Epoch 546/1000
1754/1754 [==============================] - 0s 107us/step - loss: 0.6209 - acc: 5.7013e-04
Epoch 547/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6217 - acc: 5.7013e-04
Epoch 548/1000
1754/1754 [==============================] - 0s 106us/step - loss: 0.6214 - acc: 5.7013e-04
Epoch 549/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 550/1000
1754/1754 [==============================] - 0s 109us/step - loss: 0.6216 - acc: 5.7013e-04
Epoch 551/1000
1754/1754 [==============================] - 0s 82us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 552/1000
1754/1754 [==============================] - 0s 107us/step - loss: 0.6220 - acc: 5.7013e-04
Epoch 553/1000
1754/1754 [==============================] - 0s 93us/step - loss: 0.6213 - acc: 5.7013e-04
Epoch 554/1000
1754/1754 [==============================] - 0s 89us/step - loss: 0.6210 - acc: 5.7013e-04
Epoch 555/1000
1754/1754 [==============================] - 0s 102us/step - loss: 0.6207 - acc: 5.7013e-04
Epoch 556/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6209 - acc: 5.7013e-04
Epoch 557/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6210 - acc: 5.7013e-04
Epoch 558/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6211 - acc: 5.7013e-04
Epoch 559/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6211 - acc: 5.7013e-04
Epoch 560/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6207 - acc: 5.7013e-04
Epoch 561/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6207 - acc: 5.7013e-04
Epoch 562/1000
1754/1754 [==============================] - 0s 107us/step - loss: 0.6212 - acc: 5.7013e-04
Epoch 563/1000
1754/1754 [==============================] - 0s 97us/step - loss: 0.6210 - acc: 5.7013e-04
Epoch 564/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6210 - acc: 5.7013e-04
Epoch 565/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6209 - acc: 5.7013e-04
Epoch 566/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6211 - acc: 5.7013e-04
Epoch 567/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6219 - acc: 5.7013e-04
Epoch 568/1000
1754/1754 [==============================] - 0s 89us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 569/1000
1754/1754 [==============================] - 0s 104us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 570/1000
1754/1754 [==============================] - 0s 88us/step - loss: 0.6211 - acc: 5.7013e-04
Epoch 571/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 572/1000
1754/1754 [==============================] - 0s 88us/step - loss: 0.6213 - acc: 5.7013e-04
Epoch 573/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 574/1000
1754/1754 [==============================] - 0s 93us/step - loss: 0.6206 - acc: 5.7013e-04
Epoch 575/1000
1754/1754 [==============================] - 0s 89us/step - loss: 0.6209 - acc: 5.7013e-04
Epoch 576/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 577/1000
1754/1754 [==============================] - 0s 111us/step - loss: 0.6207 - acc: 5.7013e-04
Epoch 578/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6211 - acc: 5.7013e-04
Epoch 579/1000
1754/1754 [==============================] - 0s 108us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 580/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6211 - acc: 5.7013e-04
Epoch 581/1000
1754/1754 [==============================] - 0s 106us/step - loss: 0.6213 - acc: 5.7013e-04
Epoch 582/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6213 - acc: 5.7013e-04
Epoch 583/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6219 - acc: 5.7013e-04
Epoch 584/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6214 - acc: 5.7013e-04
Epoch 585/1000
1754/1754 [==============================] - 0s 97us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 586/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6207 - acc: 5.7013e-04
Epoch 587/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 588/1000
1754/1754 [==============================] - 0s 78us/step - loss: 0.6206 - acc: 5.7013e-04
Epoch 589/1000
1754/1754 [==============================] - 0s 106us/step - loss: 0.6214 - acc: 5.7013e-04
Epoch 590/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6206 - acc: 5.7013e-04
Epoch 591/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6206 - acc: 5.7013e-04
Epoch 592/1000
1754/1754 [==============================] - 0s 80us/step - loss: 0.6211 - acc: 5.7013e-04
Epoch 593/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6209 - acc: 5.7013e-04
Epoch 594/1000
1754/1754 [==============================] - 0s 80us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 595/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 596/1000
1754/1754 [==============================] - 0s 80us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 597/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6212 - acc: 5.7013e-04
Epoch 598/1000
1754/1754 [==============================] - 0s 74us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 599/1000
1754/1754 [==============================] - 0s 93us/step - loss: 0.6213 - acc: 5.7013e-04
Epoch 600/1000
1754/1754 [==============================] - 0s 78us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 601/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6206 - acc: 5.7013e-04
Epoch 602/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 603/1000
1754/1754 [==============================] - 0s 77us/step - loss: 0.6223 - acc: 5.7013e-04
Epoch 604/1000
1754/1754 [==============================] - 0s 77us/step - loss: 0.6211 - acc: 5.7013e-04
Epoch 605/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6211 - acc: 5.7013e-04
Epoch 606/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 607/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 608/1000
1754/1754 [==============================] - 0s 82us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 609/1000
1754/1754 [==============================] - 0s 69us/step - loss: 0.6210 - acc: 5.7013e-04
Epoch 610/1000
1754/1754 [==============================] - 0s 88us/step - loss: 0.6207 - acc: 5.7013e-04
Epoch 611/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6207 - acc: 5.7013e-04
Epoch 612/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 613/1000
1754/1754 [==============================] - 0s 82us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 614/1000
1754/1754 [==============================] - 0s 82us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 615/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6215 - acc: 5.7013e-04
Epoch 616/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6207 - acc: 5.7013e-04
Epoch 617/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6214 - acc: 5.7013e-04
Epoch 618/1000
1754/1754 [==============================] - 0s 105us/step - loss: 0.6217 - acc: 5.7013e-04
Epoch 619/1000
1754/1754 [==============================] - 0s 84us/step - loss: 0.6207 - acc: 5.7013e-04
Epoch 620/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6210 - acc: 5.7013e-04
Epoch 621/1000
1754/1754 [==============================] - 0s 110us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 622/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6206 - acc: 5.7013e-04
Epoch 623/1000
1754/1754 [==============================] - 0s 104us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 624/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 625/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6209 - acc: 5.7013e-04
Epoch 626/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6206 - acc: 5.7013e-04
Epoch 627/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 628/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6207 - acc: 5.7013e-04
Epoch 629/1000
1754/1754 [==============================] - 0s 89us/step - loss: 0.6209 - acc: 5.7013e-04
Epoch 630/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 631/1000
1754/1754 [==============================] - 0s 88us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 632/1000
1754/1754 [==============================] - 0s 111us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 633/1000
1754/1754 [==============================] - 0s 89us/step - loss: 0.6207 - acc: 5.7013e-04
Epoch 634/1000
1754/1754 [==============================] - 0s 107us/step - loss: 0.6209 - acc: 5.7013e-04
Epoch 635/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 636/1000
1754/1754 [==============================] - 0s 107us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 637/1000
1754/1754 [==============================] - 0s 106us/step - loss: 0.6221 - acc: 5.7013e-04
Epoch 638/1000
1754/1754 [==============================] - 0s 93us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 639/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6206 - acc: 5.7013e-04
Epoch 640/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 641/1000
1754/1754 [==============================] - 0s 112us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 642/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 643/1000
1754/1754 [==============================] - 0s 112us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 644/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6220 - acc: 5.7013e-04
Epoch 645/1000
1754/1754 [==============================] - 0s 78us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 646/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6209 - acc: 5.7013e-04
Epoch 647/1000
1754/1754 [==============================] - 0s 82us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 648/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6207 - acc: 5.7013e-04
Epoch 649/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6206 - acc: 5.7013e-04
Epoch 650/1000
1754/1754 [==============================] - 0s 79us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 651/1000
1754/1754 [==============================] - 0s 102us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 652/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 653/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6206 - acc: 5.7013e-04
Epoch 654/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 655/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6213 - acc: 5.7013e-04
Epoch 656/1000
1754/1754 [==============================] - 0s 104us/step - loss: 0.6215 - acc: 5.7013e-04
Epoch 657/1000
1754/1754 [==============================] - 0s 81us/step - loss: 0.6210 - acc: 5.7013e-04
Epoch 658/1000
1754/1754 [==============================] - 0s 83us/step - loss: 0.6211 - acc: 5.7013e-04
Epoch 659/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6212 - acc: 5.7013e-04
Epoch 660/1000
1754/1754 [==============================] - 0s 84us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 661/1000
1754/1754 [==============================] - 0s 106us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 662/1000
1754/1754 [==============================] - 0s 79us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 663/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 664/1000
1754/1754 [==============================] - 0s 80us/step - loss: 0.6207 - acc: 5.7013e-04
Epoch 665/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 666/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 667/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 668/1000
1754/1754 [==============================] - 0s 79us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 669/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 670/1000
1754/1754 [==============================] - 0s 79us/step - loss: 0.6206 - acc: 5.7013e-04
Epoch 671/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 672/1000
1754/1754 [==============================] - 0s 76us/step - loss: 0.6210 - acc: 5.7013e-04
Epoch 673/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6209 - acc: 5.7013e-04
Epoch 674/1000
1754/1754 [==============================] - 0s 72us/step - loss: 0.6212 - acc: 5.7013e-04
Epoch 675/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6210 - acc: 5.7013e-04
Epoch 676/1000
1754/1754 [==============================] - 0s 75us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 677/1000
1754/1754 [==============================] - 0s 81us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 678/1000
1754/1754 [==============================] - 0s 82us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 679/1000
1754/1754 [==============================] - 0s 72us/step - loss: 0.6209 - acc: 5.7013e-04
Epoch 680/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6209 - acc: 5.7013e-04
Epoch 681/1000
1754/1754 [==============================] - 0s 81us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 682/1000
1754/1754 [==============================] - 0s 71us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 683/1000
1754/1754 [==============================] - 0s 83us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 684/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6215 - acc: 5.7013e-04
Epoch 685/1000
1754/1754 [==============================] - 0s 76us/step - loss: 0.6207 - acc: 5.7013e-04
Epoch 686/1000
1754/1754 [==============================] - 0s 93us/step - loss: 0.6210 - acc: 5.7013e-04
Epoch 687/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 688/1000
1754/1754 [==============================] - 0s 76us/step - loss: 0.6207 - acc: 5.7013e-04
Epoch 689/1000
1754/1754 [==============================] - 0s 74us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 690/1000
1754/1754 [==============================] - 0s 88us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 691/1000
1754/1754 [==============================] - 0s 103us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 692/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 693/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 694/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6218 - acc: 5.7013e-04
Epoch 695/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 696/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6206 - acc: 5.7013e-04
Epoch 697/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 698/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 699/1000
1754/1754 [==============================] - 0s 106us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 700/1000
1754/1754 [==============================] - 0s 88us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 701/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 702/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 703/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6206 - acc: 5.7013e-04
Epoch 704/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 705/1000
1754/1754 [==============================] - 0s 116us/step - loss: 0.6206 - acc: 5.7013e-04
Epoch 706/1000
1754/1754 [==============================] - 0s 83us/step - loss: 0.6213 - acc: 5.7013e-04
Epoch 707/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 708/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 709/1000
1754/1754 [==============================] - 0s 89us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 710/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 711/1000
1754/1754 [==============================] - 0s 103us/step - loss: 0.6210 - acc: 5.7013e-04
Epoch 712/1000
1754/1754 [==============================] - 0s 116us/step - loss: 0.6209 - acc: 5.7013e-04
Epoch 713/1000
1754/1754 [==============================] - 0s 88us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 714/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6199 - acc: 5.7013e-04
Epoch 715/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6209 - acc: 5.7013e-04
Epoch 716/1000
1754/1754 [==============================] - 0s 89us/step - loss: 0.6206 - acc: 5.7013e-04
Epoch 717/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6209 - acc: 5.7013e-04
Epoch 718/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6207 - acc: 5.7013e-04
Epoch 719/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 720/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 721/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 722/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 723/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 724/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6206 - acc: 5.7013e-04
Epoch 725/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 726/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 727/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 728/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 729/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6210 - acc: 5.7013e-04
Epoch 730/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6207 - acc: 5.7013e-04
Epoch 731/1000
1754/1754 [==============================] - 0s 93us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 732/1000
1754/1754 [==============================] - 0s 82us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 733/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6211 - acc: 5.7013e-04
Epoch 734/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 735/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 736/1000
1754/1754 [==============================] - 0s 108us/step - loss: 0.6206 - acc: 5.7013e-04
Epoch 737/1000
1754/1754 [==============================] - 0s 80us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 738/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 739/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 740/1000
1754/1754 [==============================] - 0s 93us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 741/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 742/1000
1754/1754 [==============================] - 0s 89us/step - loss: 0.6209 - acc: 5.7013e-04
Epoch 743/1000
1754/1754 [==============================] - 0s 88us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 744/1000
1754/1754 [==============================] - 0s 76us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 745/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 746/1000
1754/1754 [==============================] - 0s 75us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 747/1000
1754/1754 [==============================] - 0s 78us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 748/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 749/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 750/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 751/1000
1754/1754 [==============================] - 0s 105us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 752/1000
1754/1754 [==============================] - 0s 105us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 753/1000
1754/1754 [==============================] - 0s 84us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 754/1000
1754/1754 [==============================] - 0s 93us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 755/1000
1754/1754 [==============================] - 0s 80us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 756/1000
1754/1754 [==============================] - 0s 74us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 757/1000
1754/1754 [==============================] - 0s 69us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 758/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6207 - acc: 5.7013e-04
Epoch 759/1000
1754/1754 [==============================] - 0s 83us/step - loss: 0.6199 - acc: 5.7013e-04
Epoch 760/1000
1754/1754 [==============================] - 0s 71us/step - loss: 0.6209 - acc: 5.7013e-04
Epoch 761/1000
1754/1754 [==============================] - 0s 89us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 762/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6206 - acc: 5.7013e-04
Epoch 763/1000
1754/1754 [==============================] - 0s 74us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 764/1000
1754/1754 [==============================] - 0s 88us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 765/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 766/1000
1754/1754 [==============================] - ETA: 0s - loss: 0.6212 - acc: 0.0000e+0 - 0s 67us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 767/1000
1754/1754 [==============================] - 0s 80us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 768/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6199 - acc: 5.7013e-04
Epoch 769/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 770/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 771/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 772/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 773/1000
1754/1754 [==============================] - 0s 89us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 774/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 775/1000
1754/1754 [==============================] - 0s 97us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 776/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6212 - acc: 5.7013e-04
Epoch 777/1000
1754/1754 [==============================] - 0s 88us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 778/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 779/1000
1754/1754 [==============================] - 0s 104us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 780/1000
1754/1754 [==============================] - 0s 112us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 781/1000
1754/1754 [==============================] - 0s 88us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 782/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 783/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 784/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 785/1000
1754/1754 [==============================] - 0s 113us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 786/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 787/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 788/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 789/1000
1754/1754 [==============================] - 0s 107us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 790/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6199 - acc: 5.7013e-04
Epoch 791/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 792/1000
1754/1754 [==============================] - 0s 104us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 793/1000
1754/1754 [==============================] - 0s 107us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 794/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 795/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 796/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 797/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 798/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6199 - acc: 5.7013e-04
Epoch 799/1000
1754/1754 [==============================] - 0s 93us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 800/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 801/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 802/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 803/1000
1754/1754 [==============================] - 0s 106us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 804/1000
1754/1754 [==============================] - 0s 89us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 805/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 806/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 807/1000
1754/1754 [==============================] - 0s 102us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 808/1000
1754/1754 [==============================] - 0s 93us/step - loss: 0.6212 - acc: 5.7013e-04
Epoch 809/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 810/1000
1754/1754 [==============================] - 0s 80us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 811/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6211 - acc: 5.7013e-04
Epoch 812/1000
1754/1754 [==============================] - 0s 97us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 813/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6198 - acc: 5.7013e-04
Epoch 814/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6209 - acc: 5.7013e-04
Epoch 815/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 816/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6199 - acc: 5.7013e-04
Epoch 817/1000
1754/1754 [==============================] - 0s 78us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 818/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 819/1000
1754/1754 [==============================] - 0s 97us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 820/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6206 - acc: 5.7013e-04
Epoch 821/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6198 - acc: 5.7013e-04
Epoch 822/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6210 - acc: 5.7013e-04
Epoch 823/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 824/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 825/1000
1754/1754 [==============================] - 0s 81us/step - loss: 0.6197 - acc: 5.7013e-04
Epoch 826/1000
1754/1754 [==============================] - 0s 79us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 827/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 828/1000
1754/1754 [==============================] - 0s 106us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 829/1000
1754/1754 [==============================] - 0s 81us/step - loss: 0.6199 - acc: 5.7013e-04
Epoch 830/1000
1754/1754 [==============================] - 0s 77us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 831/1000
1754/1754 [==============================] - 0s 76us/step - loss: 0.6199 - acc: 5.7013e-04
Epoch 832/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 833/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 834/1000
1754/1754 [==============================] - 0s 79us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 835/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 836/1000
1754/1754 [==============================] - 0s 74us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 837/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 838/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 839/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 840/1000
1754/1754 [==============================] - 0s 83us/step - loss: 0.6199 - acc: 5.7013e-04
Epoch 841/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6206 - acc: 5.7013e-04
Epoch 842/1000
1754/1754 [==============================] - 0s 84us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 843/1000
1754/1754 [==============================] - 0s 77us/step - loss: 0.6210 - acc: 5.7013e-04
Epoch 844/1000
1754/1754 [==============================] - 0s 84us/step - loss: 0.6207 - acc: 5.7013e-04
Epoch 845/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6206 - acc: 5.7013e-04
Epoch 846/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 847/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 848/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 849/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 850/1000
1754/1754 [==============================] - 0s 97us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 851/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6199 - acc: 5.7013e-04
Epoch 852/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 853/1000
1754/1754 [==============================] - 0s 110us/step - loss: 0.6210 - acc: 5.7013e-04
Epoch 854/1000
1754/1754 [==============================] - 0s 110us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 855/1000
1754/1754 [==============================] - 0s 93us/step - loss: 0.6206 - acc: 5.7013e-04
Epoch 856/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 857/1000
1754/1754 [==============================] - 0s 120us/step - loss: 0.6213 - acc: 5.7013e-04
Epoch 858/1000
1754/1754 [==============================] - 0s 93us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 859/1000
1754/1754 [==============================] - 0s 104us/step - loss: 0.6198 - acc: 5.7013e-04
Epoch 860/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 861/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 862/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 863/1000
1754/1754 [==============================] - 0s 88us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 864/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 865/1000
1754/1754 [==============================] - 0s 104us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 866/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 867/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6199 - acc: 5.7013e-04
Epoch 868/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6209 - acc: 5.7013e-04
Epoch 869/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 870/1000
1754/1754 [==============================] - 0s 88us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 871/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6206 - acc: 5.7013e-04
Epoch 872/1000
1754/1754 [==============================] - 0s 118us/step - loss: 0.6210 - acc: 5.7013e-04
Epoch 873/1000
1754/1754 [==============================] - 0s 83us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 874/1000
1754/1754 [==============================] - 0s 89us/step - loss: 0.6199 - acc: 5.7013e-04
Epoch 875/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 876/1000
1754/1754 [==============================] - 0s 79us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 877/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 878/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 879/1000
1754/1754 [==============================] - 0s 79us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 880/1000
1754/1754 [==============================] - 0s 106us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 881/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 882/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6198 - acc: 5.7013e-04
Epoch 883/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 884/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 885/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6207 - acc: 5.7013e-04
Epoch 886/1000
1754/1754 [==============================] - 0s 93us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 887/1000
1754/1754 [==============================] - 0s 93us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 888/1000
1754/1754 [==============================] - 0s 106us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 889/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 890/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 891/1000
1754/1754 [==============================] - 0s 78us/step - loss: 0.6198 - acc: 5.7013e-04
Epoch 892/1000
1754/1754 [==============================] - 0s 113us/step - loss: 0.6206 - acc: 5.7013e-04
Epoch 893/1000
1754/1754 [==============================] - 0s 93us/step - loss: 0.6198 - acc: 5.7013e-04
Epoch 894/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 895/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6199 - acc: 5.7013e-04
Epoch 896/1000
1754/1754 [==============================] - 0s 89us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 897/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6207 - acc: 5.7013e-04
Epoch 898/1000
1754/1754 [==============================] - 0s 82us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 899/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 900/1000
1754/1754 [==============================] - 0s 89us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 901/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 902/1000
1754/1754 [==============================] - 0s 88us/step - loss: 0.6206 - acc: 5.7013e-04
Epoch 903/1000
1754/1754 [==============================] - 0s 80us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 904/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 905/1000
1754/1754 [==============================] - 0s 81us/step - loss: 0.6199 - acc: 5.7013e-04
Epoch 906/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6198 - acc: 5.7013e-04
Epoch 907/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 908/1000
1754/1754 [==============================] - 0s 104us/step - loss: 0.6198 - acc: 5.7013e-04
Epoch 909/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 910/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 911/1000
1754/1754 [==============================] - 0s 75us/step - loss: 0.6198 - acc: 5.7013e-04
Epoch 912/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 913/1000
1754/1754 [==============================] - 0s 82us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 914/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 915/1000
1754/1754 [==============================] - 0s 79us/step - loss: 0.6206 - acc: 5.7013e-04
Epoch 916/1000
1754/1754 [==============================] - 0s 81us/step - loss: 0.6198 - acc: 5.7013e-04
Epoch 917/1000
1754/1754 [==============================] - 0s 63us/step - loss: 0.6199 - acc: 5.7013e-04
Epoch 918/1000
1754/1754 [==============================] - 0s 88us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 919/1000
1754/1754 [==============================] - 0s 76us/step - loss: 0.6206 - acc: 5.7013e-04
Epoch 920/1000
1754/1754 [==============================] - 0s 84us/step - loss: 0.6198 - acc: 5.7013e-04
Epoch 921/1000
1754/1754 [==============================] - 0s 75us/step - loss: 0.6198 - acc: 5.7013e-04
Epoch 922/1000
1754/1754 [==============================] - 0s 106us/step - loss: 0.6199 - acc: 5.7013e-04
Epoch 923/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6199 - acc: 5.7013e-04
Epoch 924/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6207 - acc: 5.7013e-04
Epoch 925/1000
1754/1754 [==============================] - 0s 88us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 926/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6198 - acc: 5.7013e-04
Epoch 927/1000
1754/1754 [==============================] - 0s 97us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 928/1000
1754/1754 [==============================] - 0s 92us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 929/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 930/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 931/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6198 - acc: 5.7013e-04
Epoch 932/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6198 - acc: 5.7013e-04
Epoch 933/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 934/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 935/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6206 - acc: 5.7013e-04
Epoch 936/1000
1754/1754 [==============================] - 0s 103us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 937/1000
1754/1754 [==============================] - 0s 105us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 938/1000
1754/1754 [==============================] - 0s 104us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 939/1000
1754/1754 [==============================] - 0s 97us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 940/1000
1754/1754 [==============================] - 0s 89us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 941/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6199 - acc: 5.7013e-04
Epoch 942/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6198 - acc: 5.7013e-04
Epoch 943/1000
1754/1754 [==============================] - 0s 79us/step - loss: 0.6208 - acc: 5.7013e-04
Epoch 944/1000
1754/1754 [==============================] - 0s 84us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 945/1000
1754/1754 [==============================] - 0s 81us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 946/1000
1754/1754 [==============================] - 0s 84us/step - loss: 0.6197 - acc: 5.7013e-04
Epoch 947/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6198 - acc: 5.7013e-04
Epoch 948/1000
1754/1754 [==============================] - 0s 83us/step - loss: 0.6206 - acc: 5.7013e-04
Epoch 949/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6198 - acc: 5.7013e-04
Epoch 950/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6197 - acc: 5.7013e-04
Epoch 951/1000
1754/1754 [==============================] - 0s 103us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 952/1000
1754/1754 [==============================] - 0s 108us/step - loss: 0.6207 - acc: 5.7013e-04
Epoch 953/1000
1754/1754 [==============================] - 0s 88us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 954/1000
1754/1754 [==============================] - 0s 87us/step - loss: 0.6211 - acc: 5.7013e-04
Epoch 955/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 956/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 957/1000
1754/1754 [==============================] - 0s 106us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 958/1000
1754/1754 [==============================] - 0s 75us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 959/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 960/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6213 - acc: 5.7013e-04
Epoch 961/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 962/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 963/1000
1754/1754 [==============================] - 0s 93us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 964/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 965/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6210 - acc: 5.7013e-04
Epoch 966/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6210 - acc: 5.7013e-04
Epoch 967/1000
1754/1754 [==============================] - 0s 84us/step - loss: 0.6214 - acc: 5.7013e-04
Epoch 968/1000
1754/1754 [==============================] - 0s 96us/step - loss: 0.6197 - acc: 5.7013e-04
Epoch 969/1000
1754/1754 [==============================] - 0s 91us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 970/1000
1754/1754 [==============================] - 0s 81us/step - loss: 0.6197 - acc: 5.7013e-04
Epoch 971/1000
1754/1754 [==============================] - 0s 111us/step - loss: 0.6211 - acc: 5.7013e-04
Epoch 972/1000
1754/1754 [==============================] - 0s 83us/step - loss: 0.6199 - acc: 5.7013e-04
Epoch 973/1000
1754/1754 [==============================] - 0s 90us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 974/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6198 - acc: 5.7013e-04
Epoch 975/1000
1754/1754 [==============================] - 0s 97us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 976/1000
1754/1754 [==============================] - 0s 99us/step - loss: 0.6209 - acc: 5.7013e-04
Epoch 977/1000
1754/1754 [==============================] - 0s 78us/step - loss: 0.6205 - acc: 5.7013e-04
Epoch 978/1000
1754/1754 [==============================] - 0s 94us/step - loss: 0.6197 - acc: 5.7013e-04
Epoch 979/1000
1754/1754 [==============================] - 0s 100us/step - loss: 0.6199 - acc: 5.7013e-04
Epoch 980/1000
1754/1754 [==============================] - 0s 80us/step - loss: 0.6201 - acc: 5.7013e-04
Epoch 981/1000
1754/1754 [==============================] - 0s 75us/step - loss: 0.6200 - acc: 5.7013e-04
Epoch 982/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 983/1000
1754/1754 [==============================] - 0s 81us/step - loss: 0.6198 - acc: 5.7013e-04
Epoch 984/1000
1754/1754 [==============================] - 0s 83us/step - loss: 0.6197 - acc: 5.7013e-04
Epoch 985/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6198 - acc: 5.7013e-04
Epoch 986/1000
1754/1754 [==============================] - 0s 98us/step - loss: 0.6212 - acc: 5.7013e-04
Epoch 987/1000
1754/1754 [==============================] - 0s 77us/step - loss: 0.6199 - acc: 5.7013e-04
Epoch 988/1000
1754/1754 [==============================] - 0s 101us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 989/1000
1754/1754 [==============================] - 0s 75us/step - loss: 0.6207 - acc: 5.7013e-04
Epoch 990/1000
1754/1754 [==============================] - 0s 76us/step - loss: 0.6203 - acc: 5.7013e-04
Epoch 991/1000
1754/1754 [==============================] - 0s 79us/step - loss: 0.6198 - acc: 5.7013e-04
Epoch 992/1000
1754/1754 [==============================] - 0s 82us/step - loss: 0.6199 - acc: 5.7013e-04
Epoch 993/1000
1754/1754 [==============================] - 0s 81us/step - loss: 0.6198 - acc: 5.7013e-04
Epoch 994/1000
1754/1754 [==============================] - 0s 71us/step - loss: 0.6197 - acc: 5.7013e-04
Epoch 995/1000
1754/1754 [==============================] - 0s 86us/step - loss: 0.6219 - acc: 5.7013e-04
Epoch 996/1000
1754/1754 [==============================] - 0s 71us/step - loss: 0.6209 - acc: 5.7013e-04
Epoch 997/1000
1754/1754 [==============================] - 0s 72us/step - loss: 0.6197 - acc: 5.7013e-04
Epoch 998/1000
1754/1754 [==============================] - 0s 77us/step - loss: 0.6202 - acc: 5.7013e-04
Epoch 999/1000
1754/1754 [==============================] - 0s 85us/step - loss: 0.6204 - acc: 5.7013e-04
Epoch 1000/1000
1754/1754 [==============================] - 0s 95us/step - loss: 0.6202 - acc: 5.7013e-04






    Out[79]:





<keras.callbacks.History at 0x1d87f340da0>



In [80]:

    
scores = model.evaluate(train_set_x.values, train_set_y.values)
scores









    



1754/1754 [==============================] - 0s 84us/step






    Out[80]:





[0.6195621514096091, 0.0005701254488328979]



In [81]:

    
prediction = model.predict(train_set_x.values)
mse = models.imports.features.mse(train_set_y, prediction)
print('mse:', mse)









    



mse: price    0.00641
dtype: float64



In [82]:

    
plt.plot(prediction, 'ro', markersize=1)
plt.plot(train_set_y, 'b', alpha=.3)
plt.show()



In [83]:

    
## test,

testsf_ = r'../data/text/bitcoin/test_set.csv'
test_set = models.imports.features.import_file(testsf_)
test_set_x, test_set_y = models.imports.features.scale_and_transform_into_datasets(test_set)



In [84]:

    
prediction = model.predict(test_set_x.values)
mse_test = models.imports.features.mse(test_set_y, prediction)
print('mse:', mse_test)









    



mse: price    0.010462
dtype: float64



In [85]:

    
plt.plot(prediction, 'ro', markersize=1)
plt.plot(test_set_y, 'b', alpha=.3)
plt.show()



In [ ]: