ALUNO: `GUSTAVO ALEXANDRE SOUSA SANTOS`

Redes Completamente Conectadas

Uma instituição financeira possui uma base de dados com o histórico de crediário oferecido aos seus clientes. Baseado neste histórico, a instituição deseja criar um modelo de classificação para inferir se um novo cliente que submeteu uma requisição de empréstimo pagará ou não a dívida, caso o banco resolva realizar esse empréstimo. O conjunto de dados possui 1500 exemplos de créditos concedidos aos seus clientes. Esses registros estão contidos no arquivo credtrain.txt, que é fornecido juntamente com esse documento. Para cada cliente, são definidos 11 atributos (variáveis, características). Além disso, a última coluna de cada exemplo informa se o cliente honrou ou não o pagamento do empréstimo. Na Tabela abaixo, encontramos a descrição dos atributos.

Variável	Descrição	Tipo	Domínio
ESCT	Estado civil	Categórica	0,1,2,3
NDEP	Número de dependentes	Categórica	0,1,2,3,4,5,6,7
RENDA	Renda familiar	Numérica	300 - 9765
TIPOR	Tipo de residência	Categórica	0,1
VBEM	Valor do bem a ser adquirido	Numérica	300 - 600
NPARC	Número de parcelas	Numérica	1 - 24
VPARC	Valor da parcela	Numérica	50 - 719
TEL	Se o cliente possui telefone	Categórica	0,1
IDADE	Idade do cliente	Numérica	18 - 70
RESMS	Tempo de moradia (meses)	Numérica	0 - 420
ENTRADA	Valor da entrada	Numérica	0 - 1300
CLASSE	=1 se o cliente pagou	Categórica	0,1

Nesta parte, você deve criar um modelo de classificação, rede neural de múltiplas camadas com propagação do erro (error backpropagation). O objetivo desse modelo de classificação é predizer se um novo cliente pagaria ou não uma dívida contraída, tendo como base as características desse novo cliente. Esse modelo deve ser criado com o uso de funções e classes fornecidas pelo Keras.

Um Exemplo Introdutório

Para servir de exemplo sobre o procedimento de criação de um ${Modelo}$ ${de}$ ${Classificação}$, é relevante que você realize os passos descritos nesta seção. O objetivo é que, ao fim desta seção, tenhamos uma visão geral do processo de criação de um modelo de classificação em um exemplo pequeno e possa aplicá-lo a um exemplo maior (i.e., o conjunto de dados de crédito bancário). A sequência de passos descrita nesta seção representa a Criação, Treinamento (Aprendizado) e Teste de uma ${Rede}$ ${Neural}$ ${Backpropagation}$ com um conjunto de dados pequeno armazenado nas matrizes ${P}$ e ${T}$. Após realizar esses passos, você deve aplicar o mesmo procedimento sobre o conjunto de dados de crédito (credtrain) fornecido neste trabalho, para finalmente obter o modelo de classificação.



In [163]:

    
import time
import keras
import itertools
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt

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

from sklearn import svm, datasets
from sklearn.metrics import accuracy_score
from sklearn.metrics import confusion_matrix
from sklearn.model_selection import train_test_split

Declaração das Funcões utilizadas



In [164]:

    
def normalizaFeatures(X):
    '''
    Função que normaliza cada elemento, dado um vetor. 
    '''
    
    mu = np.mean(X, axis=0)
    sigma = np.std(X, axis=0)
    X = np.subtract(X, mu)
    X = np.divide(X,sigma)

    return X



In [165]:

    
# Função trazida dos exemplos apresentados no scikit-learn
def plot_confusion_matrix(matriz, classes, normalize=False, title='Matriz Confusão'):
    """
    This function prints and plots the confusion matrix.
    Normalization can be applied by setting `normalize=True`.
    """
    
    cmap = plt.cm.Blues
    CWH = "white"
    BLK = "black"
    CT = "center"
    
    if normalize:
        matriz = matriz.astype('float') / matriz.sum(axis=1)[:, np.newaxis]
        print("Matriz Confusão Normalizada")
    else:
        print('Matriz Confusão')

    print(matriz)

    plt.imshow(matriz, interpolation='nearest', cmap=cmap)
    plt.title(title)
    plt.colorbar()
    tick_marks = np.arange(len(classes))
    plt.xticks(tick_marks, classes, rotation=45)
    plt.yticks(tick_marks, classes)

    FORMAT = '.2f' if normalize else 'd'
    TRHSD = matriz.max() / 2.
    
    A = matriz.shape[0]
    B = matriz.shape[1]
    
    for i, j in itertools.product(range(A), range(B)):
        plt.text(j,i,format(matriz[i,j],FORMAT), horizontalalignment=CT, color=CWH if matriz[i,j] > TRHSD else BLK)

    plt.tight_layout()
    plt.ylabel('Verdadeiro')
    plt.xlabel('Predito')

Procedimento de criação do ${Modelo}$ ${de}$ ${Classificação}$:

Defina a matriz de padrões. Note que os padrões são organizados em colunas. Por exemplo, a matriz de padrões abaixo contém cinco padrões de entrada (cada um com quatro características), e o primeiro padrão armazenado na matriz P abaixo é (0.4046, 0.9974, 0.3764, 0.6043).

$$ \left[\begin{array}{cc} 0.4046 & 0.3786 & 0.7010 & 0.8608 & 0.5947\\ 0.9974 & 0.8479 & 0.6201 & 0.4031 & 0.9653\\ 0.3764 & 0.9214 & 0.9331 & 0.7514 & 0.6914\\ 0.6043 & 0.3494 & 0.1438 & 0.6035 & 0.4111\\ \end{array}\right] $$



In [3]:

    
P = np.array([[0.4046, 0.3786, 0.7010, 0.8608, 0.5947],
             [0.9974, 0.8479, 0.6201, 0.4031, 0.9653],
             [0.3764, 0.9214, 0.9331, 0.7514, 0.6914],
             [0.6043, 0.3494, 0.1438, 0.6035, 0.4111]], "float32")

P = np.transpose(P)



In [4]:

    
print(P)









    



[[ 0.40459999  0.99739999  0.37639999  0.60430002]
 [ 0.3786      0.84789997  0.92140001  0.34940001]
 [ 0.70099998  0.62010002  0.93309999  0.14380001]
 [ 0.86080003  0.40310001  0.75139999  0.60350001]
 [ 0.59469998  0.96530002  0.69139999  0.4111    ]]

Defina a matriz de alvos. Os valores dessa matriz de alvos são os que a rede deve aprender para cada padrão. Note que a quantidade de colunas na matriz de alvos deve ser sempre igual à quantidade de colunas da matriz de padrões T = [0 1 0 1 1].

$$ \left[\begin{array}{cc} 0 & 1 & 0 & 1 & 1\\ \end{array}\right] $$



In [5]:

    
T = np.array([[0], [1], [0], [1], [1]], "float32")



In [6]:

    
print(T)









    



[[ 0.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 1.]]

Crie uma rede neural artificial completamente conectada de uma única camada oculta, com 3 neurônios nessa camada oculta e 1 neurônio na camada de saída. Em ambas as camadas, a função de ativação deve ser a função `sigmóide logística`.



In [7]:

    
model = Sequential()
L1 = Dense(3, input_dim=4, activation='sigmoid')
model.add(L1)
L2 = Dense(1, activation='sigmoid')
model.add(L2)

Realize a configuração da rede recém-criada, conforme instruções a seguir:

- Quantidade de épocas igual a 100000;

- Função de perda;

- Soma dos erros quadrados;

- Método de otimização: Gradiente Descendente Estocástico.



In [8]:

    
model.compile(loss='mean_squared_error', optimizer='sgd', metrics=['binary_accuracy'])

Treine a rede neural. Esse é o passo em que os pesos e os limiares da rede são ajustados. Esse passo deve ser realizado com a função fit da classe Model. Para chamar essa função, devemos passar a rede, a matriz de padrões e a matriz de alvos.

Nessa etapa vamos Treinar a rede após os passos descritos acima (item 3 e item 4), representando as etapas de Configuração e Treinamento da ${Rede}$ ${Neural}$



In [9]:

    
t1 = time.process_time()
history = model.fit(P, T, epochs=100000, verbose=1)
t2 = time.process_time()



In [21]:

    
print("\n ########## Tempo de Treinamento da Rede Totalmente Conectada ##########\n")
print ("\n\t ----- Computation time = " + str(t2 - t1) + "s -----")
print("\n ####################################################################\n")









    



 ########## Tempo de Treinamento da Rede Totalmente Conectada ##########

	 Epoca com Acurácia 60%: 1 		 Custo: 0.2481
	 Epoca com Acurácia 80%: 71337 		 Custo: 0.1915
	 Epoca com Acurácia 100%: 84996 	 Custo: 0.1495
	 Epoca com Acurácia 100%: 99984 	 Custo: 0.0839

	 ----- Computation time = 184.40195599999998s -----

 ####################################################################

6) Gere gráficos para visualizar o histórico de treinamento. Em particular, gere curvas da precisão e da função de custo contra a quantidade de épocas de treinamento.

Gráfico agrupado com as Curvas de Treinamento: binary_accuracy e loss



In [11]:

    
# Obtendo as métricas para exibir o Gráfico
metrics = history.history
metrics.keys()









    Out[11]:





dict_keys(['loss', 'binary_accuracy'])



In [12]:

    
plt.figure(figsize=(14,7))
plt.plot(metrics['binary_accuracy'])
plt.plot(metrics['loss'])
plt.title('Curvas de Treinamento')
plt.ylabel('accuracy')
plt.xlabel('epoch')
plt.legend(['Precisão', 'Função de Custo'], loc='upper left')
plt.show();

Criação de Modelo de Predição de Crédito

Após realizar os passos descritos acima, você deve ter condições de repetí-los para o conjunto de dados de créditos (credtrain). Uma vez treinada, essa rede poderá inferir se um novo cliente irá ou não honrar um eventual empréstimo.

Inicialmente, você deve carregar o arquivo credtrain.txt. Uma vez que os dados estão carregados, você deve criar duas matrizes. A primeira matriz deve ter ordem ${1500}$ ${x}$ ${11}$ e deve conter os padrões de entrada (valores das variáveis ESTC, NDEP, RENDA, TIPOR, VBEM, NPARC, VPARC, TEL, IDADE, RESMS e ENTRADA). A outra matriz deve ter ordem ${1500}$ ${x}$ ${1}$ e deve conter os valores do atributo CLASSE. Vamos chamar essas duas matrizes de ${P}$ e ${T}$, respectivamente. A matriz ${P}$ é chamada a matriz de treinamento. Já a matriz T é chamada a matriz de alvo. Diferente do exemplo introdutório, um cuidado adicional que você deve ter é com relação à normalização dos dados de entrada da rede, posto que algumas variáveis possuem ordens de grandeza diferentes.

Modelo de Classificação ${TREINAMENTO}$



In [168]:

    
dataTrain = pd.read_csv("am-T3-dados/credtrain.txt", sep='\t',header=None)
dataTrain.head()

Criando as matrizes ${P}$ e ${T}$



In [169]:

    
P = dataTrain.iloc[:,:11].as_matrix()
Train = dataTrain.iloc[:, 11:].as_matrix()

P.shape , Train.shape









    Out[169]:





((1500, 11), (1500, 1))



In [170]:

    
PTrain = normalizaFeatures(P)
PTrain









    Out[170]:





array([[ 0.73974272, -0.22118458, -0.68989239, ..., -1.22827955,
         0.31287827, -0.34213664],
       [-0.77612351, -0.22118458, -0.7009393 , ..., -0.62212086,
        -0.48492523, -0.34213664],
       [-0.77612351, -0.22118458,  0.12757848, ...,  1.12058535,
         0.31287827, -0.34213664],
       ..., 
       [-0.77612351, -0.22118458, -0.45790742, ..., -1.00097004,
         2.13642912, -0.34213664],
       [-0.77612351, -0.22118458, -0.68989239, ..., -0.62212086,
         0.08493441, -0.34213664],
       [-0.77612351,  6.76359162, -0.53413105, ..., -0.31904152,
        -0.48492523, -0.34213664]])

Construção da Rede Neural ${feed-forward}$ with `Neurons = 3` and `Activation = sigmoid`



In [171]:

    
model = Sequential()
L1 = Dense(3, input_dim=11, activation='sigmoid')
model.add(L1)
L2 = Dense(1, activation='sigmoid')
model.add(L2)

Configuração da Rede Neural ${feed-forward}$ with `Epochs = 2000`



In [172]:

    
t1 = time.process_time()
model.compile(loss='mean_squared_error', optimizer='sgd', metrics=['binary_accuracy'])
history = model.fit(PTrain, Train, epochs=2000, verbose=1)
t2 = time.process_time()









    



Epoch 1/2000
1500/1500 [==============================] - 0s - loss: 0.2624 - binary_accuracy: 0.4587     
Epoch 2/2000
1500/1500 [==============================] - 0s - loss: 0.2604 - binary_accuracy: 0.4647     
Epoch 3/2000
1500/1500 [==============================] - 0s - loss: 0.2585 - binary_accuracy: 0.4773     
Epoch 4/2000
1500/1500 [==============================] - 0s - loss: 0.2567 - binary_accuracy: 0.4893     
Epoch 5/2000
1500/1500 [==============================] - 0s - loss: 0.2549 - binary_accuracy: 0.5040     
Epoch 6/2000
1500/1500 [==============================] - 0s - loss: 0.2533 - binary_accuracy: 0.5127     
Epoch 7/2000
1500/1500 [==============================] - 0s - loss: 0.2517 - binary_accuracy: 0.5207     
Epoch 8/2000
1500/1500 [==============================] - 0s - loss: 0.2501 - binary_accuracy: 0.5320     
Epoch 9/2000
1500/1500 [==============================] - 0s - loss: 0.2486 - binary_accuracy: 0.5393     
Epoch 10/2000
1500/1500 [==============================] - 0s - loss: 0.2471 - binary_accuracy: 0.5460     
Epoch 11/2000
1500/1500 [==============================] - 0s - loss: 0.2457 - binary_accuracy: 0.5467     
Epoch 12/2000
1500/1500 [==============================] - 0s - loss: 0.2442 - binary_accuracy: 0.5533     
Epoch 13/2000
1500/1500 [==============================] - 0s - loss: 0.2428 - binary_accuracy: 0.5587     
Epoch 14/2000
1500/1500 [==============================] - 0s - loss: 0.2414 - binary_accuracy: 0.5687     
Epoch 15/2000
1500/1500 [==============================] - 0s - loss: 0.2401 - binary_accuracy: 0.5780     
Epoch 16/2000
1500/1500 [==============================] - 0s - loss: 0.2387 - binary_accuracy: 0.5920     
Epoch 17/2000
1500/1500 [==============================] - 0s - loss: 0.2374 - binary_accuracy: 0.6027     
Epoch 18/2000
1500/1500 [==============================] - 0s - loss: 0.2361 - binary_accuracy: 0.6107     
Epoch 19/2000
1500/1500 [==============================] - 0s - loss: 0.2347 - binary_accuracy: 0.6200     
Epoch 20/2000
1500/1500 [==============================] - 0s - loss: 0.2334 - binary_accuracy: 0.6280     
Epoch 21/2000
1500/1500 [==============================] - 0s - loss: 0.2321 - binary_accuracy: 0.6340     
Epoch 22/2000
1500/1500 [==============================] - 0s - loss: 0.2309 - binary_accuracy: 0.6433     
Epoch 23/2000
1500/1500 [==============================] - 0s - loss: 0.2296 - binary_accuracy: 0.6500     
Epoch 24/2000
1500/1500 [==============================] - 0s - loss: 0.2283 - binary_accuracy: 0.6560     
Epoch 25/2000
1500/1500 [==============================] - 0s - loss: 0.2270 - binary_accuracy: 0.6640     
Epoch 26/2000
1500/1500 [==============================] - 0s - loss: 0.2257 - binary_accuracy: 0.6727     
Epoch 27/2000
1500/1500 [==============================] - 0s - loss: 0.2245 - binary_accuracy: 0.6800     
Epoch 28/2000
1500/1500 [==============================] - 0s - loss: 0.2232 - binary_accuracy: 0.6880     
Epoch 29/2000
1500/1500 [==============================] - 0s - loss: 0.2219 - binary_accuracy: 0.6967     
Epoch 30/2000
1500/1500 [==============================] - 0s - loss: 0.2207 - binary_accuracy: 0.7053     
Epoch 31/2000
1500/1500 [==============================] - 0s - loss: 0.2194 - binary_accuracy: 0.7147     
Epoch 32/2000
1500/1500 [==============================] - 0s - loss: 0.2182 - binary_accuracy: 0.7220     
Epoch 33/2000
1500/1500 [==============================] - 0s - loss: 0.2169 - binary_accuracy: 0.7287     
Epoch 34/2000
1500/1500 [==============================] - 0s - loss: 0.2156 - binary_accuracy: 0.7340     
Epoch 35/2000
1500/1500 [==============================] - 0s - loss: 0.2144 - binary_accuracy: 0.7407     
Epoch 36/2000
1500/1500 [==============================] - 0s - loss: 0.2131 - binary_accuracy: 0.7467     
Epoch 37/2000
1500/1500 [==============================] - 0s - loss: 0.2119 - binary_accuracy: 0.7573     
Epoch 38/2000
1500/1500 [==============================] - 0s - loss: 0.2107 - binary_accuracy: 0.7633     
Epoch 39/2000
1500/1500 [==============================] - 0s - loss: 0.2094 - binary_accuracy: 0.7707     
Epoch 40/2000
1500/1500 [==============================] - 0s - loss: 0.2082 - binary_accuracy: 0.7747     
Epoch 41/2000
1500/1500 [==============================] - 0s - loss: 0.2069 - binary_accuracy: 0.7793     - ETA: 0s - loss: 0.2083 - binary_accuracy: 0.775
Epoch 42/2000
1500/1500 [==============================] - 0s - loss: 0.2057 - binary_accuracy: 0.7827     
Epoch 43/2000
1500/1500 [==============================] - 0s - loss: 0.2045 - binary_accuracy: 0.7867     
Epoch 44/2000
1500/1500 [==============================] - 0s - loss: 0.2033 - binary_accuracy: 0.7880     
Epoch 45/2000
1500/1500 [==============================] - 0s - loss: 0.2020 - binary_accuracy: 0.7880     
Epoch 46/2000
1500/1500 [==============================] - 0s - loss: 0.2008 - binary_accuracy: 0.7920     
Epoch 47/2000
1500/1500 [==============================] - 0s - loss: 0.1996 - binary_accuracy: 0.7967     
Epoch 48/2000
1500/1500 [==============================] - 0s - loss: 0.1984 - binary_accuracy: 0.7987     
Epoch 49/2000
1500/1500 [==============================] - 0s - loss: 0.1972 - binary_accuracy: 0.8033     
Epoch 50/2000
1500/1500 [==============================] - 0s - loss: 0.1960 - binary_accuracy: 0.8073     
Epoch 51/2000
1500/1500 [==============================] - 0s - loss: 0.1948 - binary_accuracy: 0.8100     
Epoch 52/2000
1500/1500 [==============================] - 0s - loss: 0.1936 - binary_accuracy: 0.8127     
Epoch 53/2000
1500/1500 [==============================] - 0s - loss: 0.1924 - binary_accuracy: 0.8167     
Epoch 54/2000
1500/1500 [==============================] - 0s - loss: 0.1912 - binary_accuracy: 0.8180     
Epoch 55/2000
1500/1500 [==============================] - 0s - loss: 0.1901 - binary_accuracy: 0.8200     
Epoch 56/2000
1500/1500 [==============================] - 0s - loss: 0.1889 - binary_accuracy: 0.8213     
Epoch 57/2000
1500/1500 [==============================] - 0s - loss: 0.1878 - binary_accuracy: 0.8240     - ETA: 0s - loss: 0.1882 - binary_accuracy: 0.822
Epoch 58/2000
1500/1500 [==============================] - 0s - loss: 0.1866 - binary_accuracy: 0.8253     
Epoch 59/2000
1500/1500 [==============================] - 0s - loss: 0.1855 - binary_accuracy: 0.8260     
Epoch 60/2000
1500/1500 [==============================] - 0s - loss: 0.1843 - binary_accuracy: 0.8280     
Epoch 61/2000
1500/1500 [==============================] - 0s - loss: 0.1832 - binary_accuracy: 0.8293     
Epoch 62/2000
1500/1500 [==============================] - 0s - loss: 0.1821 - binary_accuracy: 0.8320     
Epoch 63/2000
1500/1500 [==============================] - 0s - loss: 0.1810 - binary_accuracy: 0.8327     
Epoch 64/2000
1500/1500 [==============================] - 0s - loss: 0.1799 - binary_accuracy: 0.8340     
Epoch 65/2000
1500/1500 [==============================] - 0s - loss: 0.1788 - binary_accuracy: 0.8373     
Epoch 66/2000
1500/1500 [==============================] - 0s - loss: 0.1777 - binary_accuracy: 0.8380     
Epoch 67/2000
1500/1500 [==============================] - 0s - loss: 0.1767 - binary_accuracy: 0.8400     
Epoch 68/2000
1500/1500 [==============================] - 0s - loss: 0.1756 - binary_accuracy: 0.8407     
Epoch 69/2000
1500/1500 [==============================] - 0s - loss: 0.1746 - binary_accuracy: 0.8440     
Epoch 70/2000
1500/1500 [==============================] - 0s - loss: 0.1735 - binary_accuracy: 0.8440     
Epoch 71/2000
1500/1500 [==============================] - 0s - loss: 0.1725 - binary_accuracy: 0.8460     
Epoch 72/2000
1500/1500 [==============================] - 0s - loss: 0.1715 - binary_accuracy: 0.8460     
Epoch 73/2000
1500/1500 [==============================] - 0s - loss: 0.1705 - binary_accuracy: 0.8480     
Epoch 74/2000
1500/1500 [==============================] - 0s - loss: 0.1695 - binary_accuracy: 0.8487     
Epoch 75/2000
1500/1500 [==============================] - 0s - loss: 0.1685 - binary_accuracy: 0.8493     
Epoch 76/2000
1500/1500 [==============================] - 0s - loss: 0.1675 - binary_accuracy: 0.8487     
Epoch 77/2000
1500/1500 [==============================] - 0s - loss: 0.1665 - binary_accuracy: 0.8513     
Epoch 78/2000
1500/1500 [==============================] - 0s - loss: 0.1656 - binary_accuracy: 0.8520     
Epoch 79/2000
1500/1500 [==============================] - 0s - loss: 0.1646 - binary_accuracy: 0.8527     
Epoch 80/2000
1500/1500 [==============================] - 0s - loss: 0.1637 - binary_accuracy: 0.8547     
Epoch 81/2000
1500/1500 [==============================] - 0s - loss: 0.1628 - binary_accuracy: 0.8553     
Epoch 82/2000
1500/1500 [==============================] - 0s - loss: 0.1619 - binary_accuracy: 0.8567     
Epoch 83/2000
1500/1500 [==============================] - 0s - loss: 0.1610 - binary_accuracy: 0.8573     
Epoch 84/2000
1500/1500 [==============================] - 0s - loss: 0.1601 - binary_accuracy: 0.8580     
Epoch 85/2000
1500/1500 [==============================] - 0s - loss: 0.1592 - binary_accuracy: 0.8593     
Epoch 86/2000
1500/1500 [==============================] - 0s - loss: 0.1583 - binary_accuracy: 0.8600     
Epoch 87/2000
1500/1500 [==============================] - 0s - loss: 0.1575 - binary_accuracy: 0.8607     
Epoch 88/2000
1500/1500 [==============================] - 0s - loss: 0.1566 - binary_accuracy: 0.8607     
Epoch 89/2000
1500/1500 [==============================] - 0s - loss: 0.1558 - binary_accuracy: 0.8607     
Epoch 90/2000
1500/1500 [==============================] - 0s - loss: 0.1549 - binary_accuracy: 0.8613     
Epoch 91/2000
1500/1500 [==============================] - 0s - loss: 0.1541 - binary_accuracy: 0.8613     
Epoch 92/2000
1500/1500 [==============================] - 0s - loss: 0.1533 - binary_accuracy: 0.8620     
Epoch 93/2000
1500/1500 [==============================] - 0s - loss: 0.1525 - binary_accuracy: 0.8627     
Epoch 94/2000
1500/1500 [==============================] - 0s - loss: 0.1517 - binary_accuracy: 0.8633     
Epoch 95/2000
1500/1500 [==============================] - 0s - loss: 0.1509 - binary_accuracy: 0.8640     
Epoch 96/2000
1500/1500 [==============================] - 0s - loss: 0.1502 - binary_accuracy: 0.8647     
Epoch 97/2000
1500/1500 [==============================] - 0s - loss: 0.1494 - binary_accuracy: 0.8653     
Epoch 98/2000
1500/1500 [==============================] - 0s - loss: 0.1487 - binary_accuracy: 0.8660     
Epoch 99/2000
1500/1500 [==============================] - 0s - loss: 0.1479 - binary_accuracy: 0.8673     
Epoch 100/2000
1500/1500 [==============================] - 0s - loss: 0.1472 - binary_accuracy: 0.8667     
Epoch 101/2000
1500/1500 [==============================] - 0s - loss: 0.1465 - binary_accuracy: 0.8680     
Epoch 102/2000
1500/1500 [==============================] - 0s - loss: 0.1457 - binary_accuracy: 0.8687     
Epoch 103/2000
1500/1500 [==============================] - 0s - loss: 0.1450 - binary_accuracy: 0.8693     
Epoch 104/2000
1500/1500 [==============================] - 0s - loss: 0.1443 - binary_accuracy: 0.8713     
Epoch 105/2000
1500/1500 [==============================] - 0s - loss: 0.1437 - binary_accuracy: 0.8720     
Epoch 106/2000
1500/1500 [==============================] - 0s - loss: 0.1430 - binary_accuracy: 0.8727     
Epoch 107/2000
1500/1500 [==============================] - 0s - loss: 0.1423 - binary_accuracy: 0.8727     
Epoch 108/2000
1500/1500 [==============================] - 0s - loss: 0.1417 - binary_accuracy: 0.8733     
Epoch 109/2000
1500/1500 [==============================] - 0s - loss: 0.1410 - binary_accuracy: 0.8740     
Epoch 110/2000
1500/1500 [==============================] - 0s - loss: 0.1404 - binary_accuracy: 0.8740     
Epoch 111/2000
1500/1500 [==============================] - 0s - loss: 0.1397 - binary_accuracy: 0.8740     
Epoch 112/2000
1500/1500 [==============================] - 0s - loss: 0.1391 - binary_accuracy: 0.8740     
Epoch 113/2000
1500/1500 [==============================] - 0s - loss: 0.1385 - binary_accuracy: 0.8747     
Epoch 114/2000
1500/1500 [==============================] - 0s - loss: 0.1379 - binary_accuracy: 0.8747     
Epoch 115/2000
1500/1500 [==============================] - 0s - loss: 0.1373 - binary_accuracy: 0.8747     
Epoch 116/2000
1500/1500 [==============================] - 0s - loss: 0.1367 - binary_accuracy: 0.8747     
Epoch 117/2000
1500/1500 [==============================] - 0s - loss: 0.1361 - binary_accuracy: 0.8747     
Epoch 118/2000
1500/1500 [==============================] - 0s - loss: 0.1355 - binary_accuracy: 0.8747     
Epoch 119/2000
1500/1500 [==============================] - 0s - loss: 0.1350 - binary_accuracy: 0.8740     
Epoch 120/2000
1500/1500 [==============================] - 0s - loss: 0.1344 - binary_accuracy: 0.8753     
Epoch 121/2000
1500/1500 [==============================] - 0s - loss: 0.1338 - binary_accuracy: 0.8753     
Epoch 122/2000
1500/1500 [==============================] - 0s - loss: 0.1333 - binary_accuracy: 0.8760     
Epoch 123/2000
1500/1500 [==============================] - 0s - loss: 0.1328 - binary_accuracy: 0.8760     
Epoch 124/2000
1500/1500 [==============================] - 0s - loss: 0.1322 - binary_accuracy: 0.8767     
Epoch 125/2000
1500/1500 [==============================] - 0s - loss: 0.1317 - binary_accuracy: 0.8760     
Epoch 126/2000
1500/1500 [==============================] - 0s - loss: 0.1312 - binary_accuracy: 0.8767     
Epoch 127/2000
1500/1500 [==============================] - 0s - loss: 0.1307 - binary_accuracy: 0.8773     
Epoch 128/2000
1500/1500 [==============================] - 0s - loss: 0.1302 - binary_accuracy: 0.8773     
Epoch 129/2000
1500/1500 [==============================] - 0s - loss: 0.1297 - binary_accuracy: 0.8773     
Epoch 130/2000
1500/1500 [==============================] - 0s - loss: 0.1292 - binary_accuracy: 0.8773     
Epoch 131/2000
1500/1500 [==============================] - 0s - loss: 0.1287 - binary_accuracy: 0.8773     
Epoch 132/2000
1500/1500 [==============================] - 0s - loss: 0.1282 - binary_accuracy: 0.8767     
Epoch 133/2000
1500/1500 [==============================] - 0s - loss: 0.1277 - binary_accuracy: 0.8767     
Epoch 134/2000
1500/1500 [==============================] - 0s - loss: 0.1273 - binary_accuracy: 0.8773     
Epoch 135/2000
1500/1500 [==============================] - 0s - loss: 0.1268 - binary_accuracy: 0.8780     
Epoch 136/2000
1500/1500 [==============================] - 0s - loss: 0.1264 - binary_accuracy: 0.8787     
Epoch 137/2000
1500/1500 [==============================] - 0s - loss: 0.1259 - binary_accuracy: 0.8780     
Epoch 138/2000
1500/1500 [==============================] - 0s - loss: 0.1255 - binary_accuracy: 0.8780     
Epoch 139/2000
1500/1500 [==============================] - 0s - loss: 0.1251 - binary_accuracy: 0.8787     
Epoch 140/2000
1500/1500 [==============================] - 0s - loss: 0.1246 - binary_accuracy: 0.8787     
Epoch 141/2000
1500/1500 [==============================] - 0s - loss: 0.1242 - binary_accuracy: 0.8793     
Epoch 142/2000
1500/1500 [==============================] - 0s - loss: 0.1238 - binary_accuracy: 0.8793     
Epoch 143/2000
1500/1500 [==============================] - 0s - loss: 0.1234 - binary_accuracy: 0.8793     
Epoch 144/2000
1500/1500 [==============================] - 0s - loss: 0.1230 - binary_accuracy: 0.8800     
Epoch 145/2000
1500/1500 [==============================] - 0s - loss: 0.1226 - binary_accuracy: 0.8800     
Epoch 146/2000
1500/1500 [==============================] - 0s - loss: 0.1222 - binary_accuracy: 0.8807     
Epoch 147/2000
1500/1500 [==============================] - 0s - loss: 0.1218 - binary_accuracy: 0.8807     
Epoch 148/2000
1500/1500 [==============================] - 0s - loss: 0.1214 - binary_accuracy: 0.8807     
Epoch 149/2000
1500/1500 [==============================] - 0s - loss: 0.1210 - binary_accuracy: 0.8807     
Epoch 150/2000
1500/1500 [==============================] - 0s - loss: 0.1206 - binary_accuracy: 0.8807     
Epoch 151/2000
1500/1500 [==============================] - 0s - loss: 0.1203 - binary_accuracy: 0.8813     
Epoch 152/2000
1500/1500 [==============================] - 0s - loss: 0.1199 - binary_accuracy: 0.8820     
Epoch 153/2000
1500/1500 [==============================] - 0s - loss: 0.1196 - binary_accuracy: 0.8820     
Epoch 154/2000
1500/1500 [==============================] - 0s - loss: 0.1192 - binary_accuracy: 0.8820     
Epoch 155/2000
1500/1500 [==============================] - 0s - loss: 0.1189 - binary_accuracy: 0.8820     
Epoch 156/2000
1500/1500 [==============================] - 0s - loss: 0.1185 - binary_accuracy: 0.8820     
Epoch 157/2000
1500/1500 [==============================] - 0s - loss: 0.1182 - binary_accuracy: 0.8820     
Epoch 158/2000
1500/1500 [==============================] - 0s - loss: 0.1178 - binary_accuracy: 0.8820     
Epoch 159/2000
1500/1500 [==============================] - 0s - loss: 0.1175 - binary_accuracy: 0.8813     
Epoch 160/2000
1500/1500 [==============================] - 0s - loss: 0.1172 - binary_accuracy: 0.8813     
Epoch 161/2000
1500/1500 [==============================] - 0s - loss: 0.1169 - binary_accuracy: 0.8813     
Epoch 162/2000
1500/1500 [==============================] - 0s - loss: 0.1165 - binary_accuracy: 0.8813     
Epoch 163/2000
1500/1500 [==============================] - 0s - loss: 0.1162 - binary_accuracy: 0.8813     
Epoch 164/2000
1500/1500 [==============================] - 0s - loss: 0.1159 - binary_accuracy: 0.8813     
Epoch 165/2000
1500/1500 [==============================] - 0s - loss: 0.1156 - binary_accuracy: 0.8820     
Epoch 166/2000
1500/1500 [==============================] - 0s - loss: 0.1153 - binary_accuracy: 0.8827     
Epoch 167/2000
1500/1500 [==============================] - 0s - loss: 0.1150 - binary_accuracy: 0.8833     
Epoch 168/2000
1500/1500 [==============================] - 0s - loss: 0.1147 - binary_accuracy: 0.8847     
Epoch 169/2000
1500/1500 [==============================] - 0s - loss: 0.1144 - binary_accuracy: 0.8847     
Epoch 170/2000
1500/1500 [==============================] - 0s - loss: 0.1141 - binary_accuracy: 0.8853     
Epoch 171/2000
1500/1500 [==============================] - 0s - loss: 0.1139 - binary_accuracy: 0.8847     
Epoch 172/2000
1500/1500 [==============================] - 0s - loss: 0.1136 - binary_accuracy: 0.8867     
Epoch 173/2000
1500/1500 [==============================] - 0s - loss: 0.1133 - binary_accuracy: 0.8867     
Epoch 174/2000
1500/1500 [==============================] - 0s - loss: 0.1130 - binary_accuracy: 0.8873     
Epoch 175/2000
1500/1500 [==============================] - 0s - loss: 0.1128 - binary_accuracy: 0.8873     
Epoch 176/2000
1500/1500 [==============================] - 0s - loss: 0.1125 - binary_accuracy: 0.8873     
Epoch 177/2000
1500/1500 [==============================] - 0s - loss: 0.1122 - binary_accuracy: 0.8873     
Epoch 178/2000
1500/1500 [==============================] - 0s - loss: 0.1120 - binary_accuracy: 0.8873     
Epoch 179/2000
1500/1500 [==============================] - 0s - loss: 0.1117 - binary_accuracy: 0.8873     
Epoch 180/2000
1500/1500 [==============================] - 0s - loss: 0.1115 - binary_accuracy: 0.8867     
Epoch 181/2000
1500/1500 [==============================] - 0s - loss: 0.1112 - binary_accuracy: 0.8867     
Epoch 182/2000
1500/1500 [==============================] - 0s - loss: 0.1110 - binary_accuracy: 0.8873     
Epoch 183/2000
1500/1500 [==============================] - 0s - loss: 0.1107 - binary_accuracy: 0.8867     
Epoch 184/2000
1500/1500 [==============================] - 0s - loss: 0.1105 - binary_accuracy: 0.8873     
Epoch 185/2000
1500/1500 [==============================] - 0s - loss: 0.1103 - binary_accuracy: 0.8867     
Epoch 186/2000
1500/1500 [==============================] - 0s - loss: 0.1100 - binary_accuracy: 0.8873     
Epoch 187/2000
1500/1500 [==============================] - 0s - loss: 0.1098 - binary_accuracy: 0.8873     
Epoch 188/2000
1500/1500 [==============================] - 0s - loss: 0.1096 - binary_accuracy: 0.8873     
Epoch 189/2000
1500/1500 [==============================] - 0s - loss: 0.1094 - binary_accuracy: 0.8873     
Epoch 190/2000
1500/1500 [==============================] - 0s - loss: 0.1091 - binary_accuracy: 0.8873     
Epoch 191/2000
1500/1500 [==============================] - 0s - loss: 0.1089 - binary_accuracy: 0.8867     
Epoch 192/2000
1500/1500 [==============================] - 0s - loss: 0.1087 - binary_accuracy: 0.8867     
Epoch 193/2000
1500/1500 [==============================] - 0s - loss: 0.1085 - binary_accuracy: 0.8873     
Epoch 194/2000
1500/1500 [==============================] - 0s - loss: 0.1083 - binary_accuracy: 0.8873     
Epoch 195/2000
1500/1500 [==============================] - 0s - loss: 0.1081 - binary_accuracy: 0.8873     
Epoch 196/2000
1500/1500 [==============================] - 0s - loss: 0.1079 - binary_accuracy: 0.8880     
Epoch 197/2000
1500/1500 [==============================] - 0s - loss: 0.1077 - binary_accuracy: 0.8873     
Epoch 198/2000
1500/1500 [==============================] - 0s - loss: 0.1075 - binary_accuracy: 0.8880     
Epoch 199/2000
1500/1500 [==============================] - 0s - loss: 0.1073 - binary_accuracy: 0.8880     
Epoch 200/2000
1500/1500 [==============================] - 0s - loss: 0.1071 - binary_accuracy: 0.8880     
Epoch 201/2000
1500/1500 [==============================] - 0s - loss: 0.1069 - binary_accuracy: 0.8880     
Epoch 202/2000
1500/1500 [==============================] - 0s - loss: 0.1067 - binary_accuracy: 0.8880     
Epoch 203/2000
1500/1500 [==============================] - 0s - loss: 0.1065 - binary_accuracy: 0.8887     
Epoch 204/2000
1500/1500 [==============================] - 0s - loss: 0.1063 - binary_accuracy: 0.8887     
Epoch 205/2000
1500/1500 [==============================] - 0s - loss: 0.1061 - binary_accuracy: 0.8887     
Epoch 206/2000
1500/1500 [==============================] - 0s - loss: 0.1059 - binary_accuracy: 0.8887     
Epoch 207/2000
1500/1500 [==============================] - 0s - loss: 0.1058 - binary_accuracy: 0.8887     
Epoch 208/2000
1500/1500 [==============================] - 0s - loss: 0.1056 - binary_accuracy: 0.8887     
Epoch 209/2000
1500/1500 [==============================] - 0s - loss: 0.1054 - binary_accuracy: 0.8887     
Epoch 210/2000
1500/1500 [==============================] - 0s - loss: 0.1052 - binary_accuracy: 0.8887     
Epoch 211/2000
1500/1500 [==============================] - 0s - loss: 0.1051 - binary_accuracy: 0.8887     
Epoch 212/2000
1500/1500 [==============================] - 0s - loss: 0.1049 - binary_accuracy: 0.8887     
Epoch 213/2000
1500/1500 [==============================] - 0s - loss: 0.1047 - binary_accuracy: 0.8887     
Epoch 214/2000
1500/1500 [==============================] - 0s - loss: 0.1046 - binary_accuracy: 0.8887     
Epoch 215/2000
1500/1500 [==============================] - 0s - loss: 0.1044 - binary_accuracy: 0.8887     
Epoch 216/2000
1500/1500 [==============================] - 0s - loss: 0.1042 - binary_accuracy: 0.8887     
Epoch 217/2000
1500/1500 [==============================] - 0s - loss: 0.1041 - binary_accuracy: 0.8887     
Epoch 218/2000
1500/1500 [==============================] - 0s - loss: 0.1039 - binary_accuracy: 0.8887     
Epoch 219/2000
1500/1500 [==============================] - 0s - loss: 0.1038 - binary_accuracy: 0.8887     
Epoch 220/2000
1500/1500 [==============================] - 0s - loss: 0.1036 - binary_accuracy: 0.8880     
Epoch 221/2000
1500/1500 [==============================] - 0s - loss: 0.1035 - binary_accuracy: 0.8887     
Epoch 222/2000
1500/1500 [==============================] - 0s - loss: 0.1033 - binary_accuracy: 0.8880     
Epoch 223/2000
1500/1500 [==============================] - 0s - loss: 0.1032 - binary_accuracy: 0.8880     
Epoch 224/2000
1500/1500 [==============================] - 0s - loss: 0.1030 - binary_accuracy: 0.8873     
Epoch 225/2000
1500/1500 [==============================] - 0s - loss: 0.1029 - binary_accuracy: 0.8880     
Epoch 226/2000
1500/1500 [==============================] - 0s - loss: 0.1027 - binary_accuracy: 0.8880     
Epoch 227/2000
1500/1500 [==============================] - 0s - loss: 0.1026 - binary_accuracy: 0.8880     
Epoch 228/2000
1500/1500 [==============================] - 0s - loss: 0.1024 - binary_accuracy: 0.8887     
Epoch 229/2000
1500/1500 [==============================] - 0s - loss: 0.1023 - binary_accuracy: 0.8887     
Epoch 230/2000
1500/1500 [==============================] - 0s - loss: 0.1021 - binary_accuracy: 0.8887     
Epoch 231/2000
1500/1500 [==============================] - 0s - loss: 0.1020 - binary_accuracy: 0.8887     
Epoch 232/2000
1500/1500 [==============================] - 0s - loss: 0.1019 - binary_accuracy: 0.8887     
Epoch 233/2000
1500/1500 [==============================] - 0s - loss: 0.1017 - binary_accuracy: 0.8887     
Epoch 234/2000
1500/1500 [==============================] - 0s - loss: 0.1016 - binary_accuracy: 0.8887     
Epoch 235/2000
1500/1500 [==============================] - 0s - loss: 0.1015 - binary_accuracy: 0.8887     
Epoch 236/2000
1500/1500 [==============================] - 0s - loss: 0.1014 - binary_accuracy: 0.8887     
Epoch 237/2000
1500/1500 [==============================] - 0s - loss: 0.1012 - binary_accuracy: 0.8887     
Epoch 238/2000
1500/1500 [==============================] - 0s - loss: 0.1011 - binary_accuracy: 0.8887     
Epoch 239/2000
1500/1500 [==============================] - 0s - loss: 0.1010 - binary_accuracy: 0.8887     
Epoch 240/2000
1500/1500 [==============================] - 0s - loss: 0.1008 - binary_accuracy: 0.8887     
Epoch 241/2000
1500/1500 [==============================] - 0s - loss: 0.1007 - binary_accuracy: 0.8887     
Epoch 242/2000
1500/1500 [==============================] - 0s - loss: 0.1006 - binary_accuracy: 0.8887     
Epoch 243/2000
1500/1500 [==============================] - 0s - loss: 0.1005 - binary_accuracy: 0.8887     
Epoch 244/2000
1500/1500 [==============================] - 0s - loss: 0.1004 - binary_accuracy: 0.8900     
Epoch 245/2000
1500/1500 [==============================] - 0s - loss: 0.1002 - binary_accuracy: 0.8893     
Epoch 246/2000
1500/1500 [==============================] - 0s - loss: 0.1001 - binary_accuracy: 0.8900     
Epoch 247/2000
1500/1500 [==============================] - 0s - loss: 0.1000 - binary_accuracy: 0.8900     
Epoch 248/2000
1500/1500 [==============================] - 0s - loss: 0.0999 - binary_accuracy: 0.8907     
Epoch 249/2000
1500/1500 [==============================] - 0s - loss: 0.0998 - binary_accuracy: 0.8907     
Epoch 250/2000
1500/1500 [==============================] - 0s - loss: 0.0997 - binary_accuracy: 0.8907     
Epoch 251/2000
1500/1500 [==============================] - 0s - loss: 0.0996 - binary_accuracy: 0.8900     
Epoch 252/2000
1500/1500 [==============================] - 0s - loss: 0.0995 - binary_accuracy: 0.8900     
Epoch 253/2000
1500/1500 [==============================] - 0s - loss: 0.0993 - binary_accuracy: 0.8907     
Epoch 254/2000
1500/1500 [==============================] - 0s - loss: 0.0992 - binary_accuracy: 0.8900     
Epoch 255/2000
1500/1500 [==============================] - 0s - loss: 0.0991 - binary_accuracy: 0.8900     
Epoch 256/2000
1500/1500 [==============================] - 0s - loss: 0.0990 - binary_accuracy: 0.8900     
Epoch 257/2000
1500/1500 [==============================] - 0s - loss: 0.0989 - binary_accuracy: 0.8907     
Epoch 258/2000
1500/1500 [==============================] - 0s - loss: 0.0988 - binary_accuracy: 0.8913     
Epoch 259/2000
1500/1500 [==============================] - 0s - loss: 0.0987 - binary_accuracy: 0.8913     
Epoch 260/2000
1500/1500 [==============================] - 0s - loss: 0.0986 - binary_accuracy: 0.8920     
Epoch 261/2000
1500/1500 [==============================] - 0s - loss: 0.0985 - binary_accuracy: 0.8920     
Epoch 262/2000
1500/1500 [==============================] - 0s - loss: 0.0984 - binary_accuracy: 0.8920     
Epoch 263/2000
1500/1500 [==============================] - 0s - loss: 0.0983 - binary_accuracy: 0.8920     
Epoch 264/2000
1500/1500 [==============================] - 0s - loss: 0.0982 - binary_accuracy: 0.8920     
Epoch 265/2000
1500/1500 [==============================] - 0s - loss: 0.0981 - binary_accuracy: 0.8920     
Epoch 266/2000
1500/1500 [==============================] - 0s - loss: 0.0980 - binary_accuracy: 0.8920     
Epoch 267/2000
1500/1500 [==============================] - 0s - loss: 0.0979 - binary_accuracy: 0.8920     
Epoch 268/2000
1500/1500 [==============================] - 0s - loss: 0.0978 - binary_accuracy: 0.8920     
Epoch 269/2000
1500/1500 [==============================] - 0s - loss: 0.0978 - binary_accuracy: 0.8920     
Epoch 270/2000
1500/1500 [==============================] - 0s - loss: 0.0977 - binary_accuracy: 0.8920     
Epoch 271/2000
1500/1500 [==============================] - 0s - loss: 0.0976 - binary_accuracy: 0.8920     
Epoch 272/2000
1500/1500 [==============================] - 0s - loss: 0.0975 - binary_accuracy: 0.8920     
Epoch 273/2000
1500/1500 [==============================] - 0s - loss: 0.0974 - binary_accuracy: 0.8920     
Epoch 274/2000
1500/1500 [==============================] - 0s - loss: 0.0973 - binary_accuracy: 0.8920     
Epoch 275/2000
1500/1500 [==============================] - 0s - loss: 0.0972 - binary_accuracy: 0.8920     
Epoch 276/2000
1500/1500 [==============================] - 0s - loss: 0.0971 - binary_accuracy: 0.8920     
Epoch 277/2000
1500/1500 [==============================] - 0s - loss: 0.0970 - binary_accuracy: 0.8920     
Epoch 278/2000
1500/1500 [==============================] - 0s - loss: 0.0970 - binary_accuracy: 0.8920     
Epoch 279/2000
1500/1500 [==============================] - 0s - loss: 0.0969 - binary_accuracy: 0.8920     
Epoch 280/2000
1500/1500 [==============================] - 0s - loss: 0.0968 - binary_accuracy: 0.8920     
Epoch 281/2000
1500/1500 [==============================] - 0s - loss: 0.0967 - binary_accuracy: 0.8920     
Epoch 282/2000
1500/1500 [==============================] - 0s - loss: 0.0966 - binary_accuracy: 0.8920     
Epoch 283/2000
1500/1500 [==============================] - 0s - loss: 0.0965 - binary_accuracy: 0.8927     
Epoch 284/2000
1500/1500 [==============================] - 0s - loss: 0.0965 - binary_accuracy: 0.8927     
Epoch 285/2000
1500/1500 [==============================] - 0s - loss: 0.0964 - binary_accuracy: 0.8927     
Epoch 286/2000
1500/1500 [==============================] - 0s - loss: 0.0963 - binary_accuracy: 0.8927     
Epoch 287/2000
1500/1500 [==============================] - 0s - loss: 0.0962 - binary_accuracy: 0.8927     
Epoch 288/2000
1500/1500 [==============================] - 0s - loss: 0.0962 - binary_accuracy: 0.8927     
Epoch 289/2000
1500/1500 [==============================] - 0s - loss: 0.0961 - binary_accuracy: 0.8927     
Epoch 290/2000
1500/1500 [==============================] - 0s - loss: 0.0960 - binary_accuracy: 0.8927     
Epoch 291/2000
1500/1500 [==============================] - 0s - loss: 0.0959 - binary_accuracy: 0.8927     
Epoch 292/2000
1500/1500 [==============================] - 0s - loss: 0.0959 - binary_accuracy: 0.8927     
Epoch 293/2000
1500/1500 [==============================] - 0s - loss: 0.0958 - binary_accuracy: 0.8927     
Epoch 294/2000
1500/1500 [==============================] - 0s - loss: 0.0957 - binary_accuracy: 0.8927     
Epoch 295/2000
1500/1500 [==============================] - 0s - loss: 0.0956 - binary_accuracy: 0.8927     
Epoch 296/2000
1500/1500 [==============================] - 0s - loss: 0.0956 - binary_accuracy: 0.8927     
Epoch 297/2000
1500/1500 [==============================] - 0s - loss: 0.0955 - binary_accuracy: 0.8927     
Epoch 298/2000
1500/1500 [==============================] - 0s - loss: 0.0954 - binary_accuracy: 0.8927     
Epoch 299/2000
1500/1500 [==============================] - 0s - loss: 0.0953 - binary_accuracy: 0.8927     
Epoch 300/2000
1500/1500 [==============================] - 0s - loss: 0.0953 - binary_accuracy: 0.8927     
Epoch 301/2000
1500/1500 [==============================] - 0s - loss: 0.0952 - binary_accuracy: 0.8927     
Epoch 302/2000
1500/1500 [==============================] - 0s - loss: 0.0951 - binary_accuracy: 0.8927     
Epoch 303/2000
1500/1500 [==============================] - 0s - loss: 0.0951 - binary_accuracy: 0.8933     
Epoch 304/2000
1500/1500 [==============================] - 0s - loss: 0.0950 - binary_accuracy: 0.8933     
Epoch 305/2000
1500/1500 [==============================] - 0s - loss: 0.0949 - binary_accuracy: 0.8933     
Epoch 306/2000
1500/1500 [==============================] - 0s - loss: 0.0949 - binary_accuracy: 0.8940     
Epoch 307/2000
1500/1500 [==============================] - 0s - loss: 0.0948 - binary_accuracy: 0.8940     
Epoch 308/2000
1500/1500 [==============================] - 0s - loss: 0.0947 - binary_accuracy: 0.8940     
Epoch 309/2000
1500/1500 [==============================] - 0s - loss: 0.0947 - binary_accuracy: 0.8947     
Epoch 310/2000
1500/1500 [==============================] - 0s - loss: 0.0946 - binary_accuracy: 0.8940     
Epoch 311/2000
1500/1500 [==============================] - 0s - loss: 0.0946 - binary_accuracy: 0.8947     
Epoch 312/2000
1500/1500 [==============================] - 0s - loss: 0.0945 - binary_accuracy: 0.8947     
Epoch 313/2000
1500/1500 [==============================] - 0s - loss: 0.0944 - binary_accuracy: 0.8947     
Epoch 314/2000
1500/1500 [==============================] - 0s - loss: 0.0944 - binary_accuracy: 0.8947     
Epoch 315/2000
1500/1500 [==============================] - 0s - loss: 0.0943 - binary_accuracy: 0.8947     
Epoch 316/2000
1500/1500 [==============================] - 0s - loss: 0.0942 - binary_accuracy: 0.8947     
Epoch 317/2000
1500/1500 [==============================] - 0s - loss: 0.0942 - binary_accuracy: 0.8947     
Epoch 318/2000
1500/1500 [==============================] - 0s - loss: 0.0941 - binary_accuracy: 0.8947     
Epoch 319/2000
1500/1500 [==============================] - 0s - loss: 0.0941 - binary_accuracy: 0.8947     
Epoch 320/2000
1500/1500 [==============================] - 0s - loss: 0.0940 - binary_accuracy: 0.8947     
Epoch 321/2000
1500/1500 [==============================] - 0s - loss: 0.0940 - binary_accuracy: 0.8947     
Epoch 322/2000
1500/1500 [==============================] - 0s - loss: 0.0939 - binary_accuracy: 0.8947     
Epoch 323/2000
1500/1500 [==============================] - 0s - loss: 0.0938 - binary_accuracy: 0.8947     
Epoch 324/2000
1500/1500 [==============================] - 0s - loss: 0.0938 - binary_accuracy: 0.8953     
Epoch 325/2000
1500/1500 [==============================] - 0s - loss: 0.0937 - binary_accuracy: 0.8953     
Epoch 326/2000
1500/1500 [==============================] - 0s - loss: 0.0937 - binary_accuracy: 0.8953     
Epoch 327/2000
1500/1500 [==============================] - 0s - loss: 0.0936 - binary_accuracy: 0.8953     
Epoch 328/2000
1500/1500 [==============================] - 0s - loss: 0.0936 - binary_accuracy: 0.8953     
Epoch 329/2000
1500/1500 [==============================] - 0s - loss: 0.0935 - binary_accuracy: 0.8953     
Epoch 330/2000
1500/1500 [==============================] - 0s - loss: 0.0935 - binary_accuracy: 0.8953     
Epoch 331/2000
1500/1500 [==============================] - 0s - loss: 0.0934 - binary_accuracy: 0.8953     
Epoch 332/2000
1500/1500 [==============================] - 0s - loss: 0.0933 - binary_accuracy: 0.8953     
Epoch 333/2000
1500/1500 [==============================] - 0s - loss: 0.0933 - binary_accuracy: 0.8953     
Epoch 334/2000
1500/1500 [==============================] - 0s - loss: 0.0932 - binary_accuracy: 0.8953     
Epoch 335/2000
1500/1500 [==============================] - 0s - loss: 0.0932 - binary_accuracy: 0.8953     
Epoch 336/2000
1500/1500 [==============================] - 0s - loss: 0.0931 - binary_accuracy: 0.8953     
Epoch 337/2000
1500/1500 [==============================] - 0s - loss: 0.0931 - binary_accuracy: 0.8953     
Epoch 338/2000
1500/1500 [==============================] - 0s - loss: 0.0930 - binary_accuracy: 0.8953     
Epoch 339/2000
1500/1500 [==============================] - 0s - loss: 0.0930 - binary_accuracy: 0.8960     
Epoch 340/2000
1500/1500 [==============================] - 0s - loss: 0.0929 - binary_accuracy: 0.8960     
Epoch 341/2000
1500/1500 [==============================] - 0s - loss: 0.0929 - binary_accuracy: 0.8960     
Epoch 342/2000
1500/1500 [==============================] - 0s - loss: 0.0928 - binary_accuracy: 0.8960     
Epoch 343/2000
1500/1500 [==============================] - 0s - loss: 0.0928 - binary_accuracy: 0.8967     
Epoch 344/2000
1500/1500 [==============================] - 0s - loss: 0.0927 - binary_accuracy: 0.8967     
Epoch 345/2000
1500/1500 [==============================] - 0s - loss: 0.0927 - binary_accuracy: 0.8967     
Epoch 346/2000
1500/1500 [==============================] - 0s - loss: 0.0927 - binary_accuracy: 0.8967     
Epoch 347/2000
1500/1500 [==============================] - 0s - loss: 0.0926 - binary_accuracy: 0.8967     
Epoch 348/2000
1500/1500 [==============================] - 0s - loss: 0.0926 - binary_accuracy: 0.8967     
Epoch 349/2000
1500/1500 [==============================] - 0s - loss: 0.0925 - binary_accuracy: 0.8967     
Epoch 350/2000
1500/1500 [==============================] - 0s - loss: 0.0925 - binary_accuracy: 0.8967     
Epoch 351/2000
1500/1500 [==============================] - 0s - loss: 0.0924 - binary_accuracy: 0.8967     
Epoch 352/2000
1500/1500 [==============================] - 0s - loss: 0.0924 - binary_accuracy: 0.8967     
Epoch 353/2000
1500/1500 [==============================] - 0s - loss: 0.0923 - binary_accuracy: 0.8967     
Epoch 354/2000
1500/1500 [==============================] - 0s - loss: 0.0923 - binary_accuracy: 0.8967     
Epoch 355/2000
1500/1500 [==============================] - 0s - loss: 0.0922 - binary_accuracy: 0.8967     
Epoch 356/2000
1500/1500 [==============================] - 0s - loss: 0.0922 - binary_accuracy: 0.8967     
Epoch 357/2000
1500/1500 [==============================] - 0s - loss: 0.0922 - binary_accuracy: 0.8967     
Epoch 358/2000
1500/1500 [==============================] - 0s - loss: 0.0921 - binary_accuracy: 0.8967     
Epoch 359/2000
1500/1500 [==============================] - 0s - loss: 0.0921 - binary_accuracy: 0.8967     
Epoch 360/2000
1500/1500 [==============================] - 0s - loss: 0.0920 - binary_accuracy: 0.8967     
Epoch 361/2000
1500/1500 [==============================] - 0s - loss: 0.0920 - binary_accuracy: 0.8967     
Epoch 362/2000
1500/1500 [==============================] - 0s - loss: 0.0920 - binary_accuracy: 0.8967     
Epoch 363/2000
1500/1500 [==============================] - 0s - loss: 0.0919 - binary_accuracy: 0.8967     
Epoch 364/2000
1500/1500 [==============================] - 0s - loss: 0.0919 - binary_accuracy: 0.8967     
Epoch 365/2000
1500/1500 [==============================] - 0s - loss: 0.0918 - binary_accuracy: 0.8967     
Epoch 366/2000
1500/1500 [==============================] - 0s - loss: 0.0918 - binary_accuracy: 0.8967     
Epoch 367/2000
1500/1500 [==============================] - 0s - loss: 0.0917 - binary_accuracy: 0.8967     
Epoch 368/2000
1500/1500 [==============================] - 0s - loss: 0.0917 - binary_accuracy: 0.8967     
Epoch 369/2000
1500/1500 [==============================] - 0s - loss: 0.0917 - binary_accuracy: 0.8967     
Epoch 370/2000
1500/1500 [==============================] - 0s - loss: 0.0916 - binary_accuracy: 0.8967     
Epoch 371/2000
1500/1500 [==============================] - 0s - loss: 0.0916 - binary_accuracy: 0.8960     
Epoch 372/2000
1500/1500 [==============================] - 0s - loss: 0.0916 - binary_accuracy: 0.8960     
Epoch 373/2000
1500/1500 [==============================] - 0s - loss: 0.0915 - binary_accuracy: 0.8960     
Epoch 374/2000
1500/1500 [==============================] - 0s - loss: 0.0915 - binary_accuracy: 0.8967     
Epoch 375/2000
1500/1500 [==============================] - 0s - loss: 0.0914 - binary_accuracy: 0.8960     
Epoch 376/2000
1500/1500 [==============================] - 0s - loss: 0.0914 - binary_accuracy: 0.8967     
Epoch 377/2000
1500/1500 [==============================] - 0s - loss: 0.0914 - binary_accuracy: 0.8960     
Epoch 378/2000
1500/1500 [==============================] - 0s - loss: 0.0913 - binary_accuracy: 0.8960     
Epoch 379/2000
1500/1500 [==============================] - 0s - loss: 0.0913 - binary_accuracy: 0.8960     
Epoch 380/2000
1500/1500 [==============================] - 0s - loss: 0.0913 - binary_accuracy: 0.8960     
Epoch 381/2000
1500/1500 [==============================] - 0s - loss: 0.0912 - binary_accuracy: 0.8960     
Epoch 382/2000
1500/1500 [==============================] - 0s - loss: 0.0912 - binary_accuracy: 0.8967     
Epoch 383/2000
1500/1500 [==============================] - 0s - loss: 0.0912 - binary_accuracy: 0.8960     
Epoch 384/2000
1500/1500 [==============================] - 0s - loss: 0.0911 - binary_accuracy: 0.8960     
Epoch 385/2000
1500/1500 [==============================] - 0s - loss: 0.0911 - binary_accuracy: 0.8960     
Epoch 386/2000
1500/1500 [==============================] - 0s - loss: 0.0911 - binary_accuracy: 0.8960     
Epoch 387/2000
1500/1500 [==============================] - 0s - loss: 0.0910 - binary_accuracy: 0.8960     
Epoch 388/2000
1500/1500 [==============================] - 0s - loss: 0.0910 - binary_accuracy: 0.8967     
Epoch 389/2000
1500/1500 [==============================] - 0s - loss: 0.0909 - binary_accuracy: 0.8960     
Epoch 390/2000
1500/1500 [==============================] - 0s - loss: 0.0909 - binary_accuracy: 0.8967     
Epoch 391/2000
1500/1500 [==============================] - 0s - loss: 0.0909 - binary_accuracy: 0.8960     
Epoch 392/2000
1500/1500 [==============================] - 0s - loss: 0.0908 - binary_accuracy: 0.8960     
Epoch 393/2000
1500/1500 [==============================] - 0s - loss: 0.0908 - binary_accuracy: 0.8960     
Epoch 394/2000
1500/1500 [==============================] - 0s - loss: 0.0908 - binary_accuracy: 0.8960     
Epoch 395/2000
1500/1500 [==============================] - 0s - loss: 0.0908 - binary_accuracy: 0.8967     
Epoch 396/2000
1500/1500 [==============================] - 0s - loss: 0.0907 - binary_accuracy: 0.8960     
Epoch 397/2000
1500/1500 [==============================] - 0s - loss: 0.0907 - binary_accuracy: 0.8967     
Epoch 398/2000
1500/1500 [==============================] - 0s - loss: 0.0907 - binary_accuracy: 0.8960     
Epoch 399/2000
1500/1500 [==============================] - 0s - loss: 0.0906 - binary_accuracy: 0.8960     
Epoch 400/2000
1500/1500 [==============================] - 0s - loss: 0.0906 - binary_accuracy: 0.8960     
Epoch 401/2000
1500/1500 [==============================] - 0s - loss: 0.0906 - binary_accuracy: 0.8967     
Epoch 402/2000
1500/1500 [==============================] - 0s - loss: 0.0905 - binary_accuracy: 0.8960     
Epoch 403/2000
1500/1500 [==============================] - 0s - loss: 0.0905 - binary_accuracy: 0.8960     
Epoch 404/2000
1500/1500 [==============================] - 0s - loss: 0.0905 - binary_accuracy: 0.8967     
Epoch 405/2000
1500/1500 [==============================] - 0s - loss: 0.0904 - binary_accuracy: 0.8967     
Epoch 406/2000
1500/1500 [==============================] - 0s - loss: 0.0904 - binary_accuracy: 0.8967     
Epoch 407/2000
1500/1500 [==============================] - 0s - loss: 0.0904 - binary_accuracy: 0.8967     
Epoch 408/2000
1500/1500 [==============================] - 0s - loss: 0.0903 - binary_accuracy: 0.8967     
Epoch 409/2000
1500/1500 [==============================] - 0s - loss: 0.0903 - binary_accuracy: 0.8967     
Epoch 410/2000
1500/1500 [==============================] - 0s - loss: 0.0903 - binary_accuracy: 0.8967     
Epoch 411/2000
1500/1500 [==============================] - 0s - loss: 0.0903 - binary_accuracy: 0.8967     
Epoch 412/2000
1500/1500 [==============================] - 0s - loss: 0.0902 - binary_accuracy: 0.8967     
Epoch 413/2000
1500/1500 [==============================] - 0s - loss: 0.0902 - binary_accuracy: 0.8967     
Epoch 414/2000
1500/1500 [==============================] - 0s - loss: 0.0902 - binary_accuracy: 0.8967     
Epoch 415/2000
1500/1500 [==============================] - 0s - loss: 0.0901 - binary_accuracy: 0.8967     
Epoch 416/2000
1500/1500 [==============================] - 0s - loss: 0.0901 - binary_accuracy: 0.8973     
Epoch 417/2000
1500/1500 [==============================] - 0s - loss: 0.0901 - binary_accuracy: 0.8973     
Epoch 418/2000
1500/1500 [==============================] - 0s - loss: 0.0901 - binary_accuracy: 0.8973     - ETA: 0s - loss: 0.0897 - binary_accuracy: 0.896
Epoch 419/2000
1500/1500 [==============================] - 0s - loss: 0.0900 - binary_accuracy: 0.8973     
Epoch 420/2000
1500/1500 [==============================] - 0s - loss: 0.0900 - binary_accuracy: 0.8973     
Epoch 421/2000
1500/1500 [==============================] - 0s - loss: 0.0900 - binary_accuracy: 0.8973     
Epoch 422/2000
1500/1500 [==============================] - 0s - loss: 0.0900 - binary_accuracy: 0.8973     
Epoch 423/2000
1500/1500 [==============================] - 0s - loss: 0.0899 - binary_accuracy: 0.8973     
Epoch 424/2000
1500/1500 [==============================] - 0s - loss: 0.0899 - binary_accuracy: 0.8973     
Epoch 425/2000
1500/1500 [==============================] - 0s - loss: 0.0899 - binary_accuracy: 0.8973     
Epoch 426/2000
1500/1500 [==============================] - 0s - loss: 0.0898 - binary_accuracy: 0.8973     
Epoch 427/2000
1500/1500 [==============================] - 0s - loss: 0.0898 - binary_accuracy: 0.8973     
Epoch 428/2000
1500/1500 [==============================] - 0s - loss: 0.0898 - binary_accuracy: 0.8973     
Epoch 429/2000
1500/1500 [==============================] - 0s - loss: 0.0898 - binary_accuracy: 0.8967     
Epoch 430/2000
1500/1500 [==============================] - 0s - loss: 0.0897 - binary_accuracy: 0.8967     
Epoch 431/2000
1500/1500 [==============================] - 0s - loss: 0.0897 - binary_accuracy: 0.8967     
Epoch 432/2000
1500/1500 [==============================] - 0s - loss: 0.0897 - binary_accuracy: 0.8967     
Epoch 433/2000
1500/1500 [==============================] - 0s - loss: 0.0897 - binary_accuracy: 0.8973     
Epoch 434/2000
1500/1500 [==============================] - 0s - loss: 0.0896 - binary_accuracy: 0.8967     
Epoch 435/2000
1500/1500 [==============================] - 0s - loss: 0.0896 - binary_accuracy: 0.8967     
Epoch 436/2000
1500/1500 [==============================] - 0s - loss: 0.0896 - binary_accuracy: 0.8967     
Epoch 437/2000
1500/1500 [==============================] - 0s - loss: 0.0896 - binary_accuracy: 0.8967     
Epoch 438/2000
1500/1500 [==============================] - 0s - loss: 0.0895 - binary_accuracy: 0.8967     
Epoch 439/2000
1500/1500 [==============================] - 0s - loss: 0.0895 - binary_accuracy: 0.8967     
Epoch 440/2000
1500/1500 [==============================] - 0s - loss: 0.0895 - binary_accuracy: 0.8973     
Epoch 441/2000
1500/1500 [==============================] - 0s - loss: 0.0895 - binary_accuracy: 0.8967     
Epoch 442/2000
1500/1500 [==============================] - 0s - loss: 0.0895 - binary_accuracy: 0.8967     
Epoch 443/2000
1500/1500 [==============================] - 0s - loss: 0.0894 - binary_accuracy: 0.8967     
Epoch 444/2000
1500/1500 [==============================] - 0s - loss: 0.0894 - binary_accuracy: 0.8967     
Epoch 445/2000
1500/1500 [==============================] - 0s - loss: 0.0894 - binary_accuracy: 0.8967     
Epoch 446/2000
1500/1500 [==============================] - 0s - loss: 0.0894 - binary_accuracy: 0.8967     
Epoch 447/2000
1500/1500 [==============================] - 0s - loss: 0.0893 - binary_accuracy: 0.8967     
Epoch 448/2000
1500/1500 [==============================] - 0s - loss: 0.0893 - binary_accuracy: 0.8973     
Epoch 449/2000
1500/1500 [==============================] - 0s - loss: 0.0893 - binary_accuracy: 0.8973     
Epoch 450/2000
1500/1500 [==============================] - 0s - loss: 0.0893 - binary_accuracy: 0.8973     
Epoch 451/2000
1500/1500 [==============================] - 0s - loss: 0.0892 - binary_accuracy: 0.8980     
Epoch 452/2000
1500/1500 [==============================] - 0s - loss: 0.0892 - binary_accuracy: 0.8980     
Epoch 453/2000
1500/1500 [==============================] - 0s - loss: 0.0892 - binary_accuracy: 0.8987     
Epoch 454/2000
1500/1500 [==============================] - 0s - loss: 0.0892 - binary_accuracy: 0.8980     
Epoch 455/2000
1500/1500 [==============================] - 0s - loss: 0.0892 - binary_accuracy: 0.8980     
Epoch 456/2000
1500/1500 [==============================] - 0s - loss: 0.0891 - binary_accuracy: 0.8987     
Epoch 457/2000
1500/1500 [==============================] - 0s - loss: 0.0891 - binary_accuracy: 0.8987     
Epoch 458/2000
1500/1500 [==============================] - 0s - loss: 0.0891 - binary_accuracy: 0.8987     
Epoch 459/2000
1500/1500 [==============================] - 0s - loss: 0.0891 - binary_accuracy: 0.8987     
Epoch 460/2000
1500/1500 [==============================] - 0s - loss: 0.0891 - binary_accuracy: 0.8987     
Epoch 461/2000
1500/1500 [==============================] - 0s - loss: 0.0890 - binary_accuracy: 0.8987     
Epoch 462/2000
1500/1500 [==============================] - 0s - loss: 0.0890 - binary_accuracy: 0.8987     
Epoch 463/2000
1500/1500 [==============================] - 0s - loss: 0.0890 - binary_accuracy: 0.8987     
Epoch 464/2000
1500/1500 [==============================] - 0s - loss: 0.0890 - binary_accuracy: 0.8987     
Epoch 465/2000
1500/1500 [==============================] - 0s - loss: 0.0889 - binary_accuracy: 0.8987     
Epoch 466/2000
1500/1500 [==============================] - 0s - loss: 0.0889 - binary_accuracy: 0.8987     
Epoch 467/2000
1500/1500 [==============================] - 0s - loss: 0.0889 - binary_accuracy: 0.8987     
Epoch 468/2000
1500/1500 [==============================] - 0s - loss: 0.0889 - binary_accuracy: 0.8987     
Epoch 469/2000
1500/1500 [==============================] - 0s - loss: 0.0889 - binary_accuracy: 0.8987     
Epoch 470/2000
1500/1500 [==============================] - 0s - loss: 0.0888 - binary_accuracy: 0.8987     
Epoch 471/2000
1500/1500 [==============================] - 0s - loss: 0.0888 - binary_accuracy: 0.8987     
Epoch 472/2000
1500/1500 [==============================] - 0s - loss: 0.0888 - binary_accuracy: 0.8987     
Epoch 473/2000
1500/1500 [==============================] - 0s - loss: 0.0888 - binary_accuracy: 0.8993     
Epoch 474/2000
1500/1500 [==============================] - 0s - loss: 0.0888 - binary_accuracy: 0.9000     
Epoch 475/2000
1500/1500 [==============================] - 0s - loss: 0.0887 - binary_accuracy: 0.9000     
Epoch 476/2000
1500/1500 [==============================] - 0s - loss: 0.0887 - binary_accuracy: 0.8993     
Epoch 477/2000
1500/1500 [==============================] - 0s - loss: 0.0887 - binary_accuracy: 0.8993     
Epoch 478/2000
1500/1500 [==============================] - 0s - loss: 0.0887 - binary_accuracy: 0.9000     
Epoch 479/2000
1500/1500 [==============================] - 0s - loss: 0.0887 - binary_accuracy: 0.9000     
Epoch 480/2000
1500/1500 [==============================] - 0s - loss: 0.0887 - binary_accuracy: 0.9000     
Epoch 481/2000
1500/1500 [==============================] - 0s - loss: 0.0886 - binary_accuracy: 0.8987     
Epoch 482/2000
1500/1500 [==============================] - 0s - loss: 0.0886 - binary_accuracy: 0.9000     
Epoch 483/2000
1500/1500 [==============================] - 0s - loss: 0.0886 - binary_accuracy: 0.9000     
Epoch 484/2000
1500/1500 [==============================] - 0s - loss: 0.0886 - binary_accuracy: 0.8993     
Epoch 485/2000
1500/1500 [==============================] - 0s - loss: 0.0886 - binary_accuracy: 0.9000     
Epoch 486/2000
1500/1500 [==============================] - 0s - loss: 0.0885 - binary_accuracy: 0.9000     
Epoch 487/2000
1500/1500 [==============================] - 0s - loss: 0.0885 - binary_accuracy: 0.9000     
Epoch 488/2000
1500/1500 [==============================] - 0s - loss: 0.0885 - binary_accuracy: 0.9007     
Epoch 489/2000
1500/1500 [==============================] - 0s - loss: 0.0885 - binary_accuracy: 0.9007     
Epoch 490/2000
1500/1500 [==============================] - 0s - loss: 0.0885 - binary_accuracy: 0.9007     
Epoch 491/2000
1500/1500 [==============================] - 0s - loss: 0.0884 - binary_accuracy: 0.9007     
Epoch 492/2000
1500/1500 [==============================] - 0s - loss: 0.0884 - binary_accuracy: 0.9007     
Epoch 493/2000
1500/1500 [==============================] - 0s - loss: 0.0884 - binary_accuracy: 0.9007     
Epoch 494/2000
1500/1500 [==============================] - 0s - loss: 0.0884 - binary_accuracy: 0.9007     
Epoch 495/2000
1500/1500 [==============================] - 0s - loss: 0.0884 - binary_accuracy: 0.9007     
Epoch 496/2000
1500/1500 [==============================] - 0s - loss: 0.0884 - binary_accuracy: 0.9007     
Epoch 497/2000
1500/1500 [==============================] - 0s - loss: 0.0883 - binary_accuracy: 0.9007     
Epoch 498/2000
1500/1500 [==============================] - 0s - loss: 0.0883 - binary_accuracy: 0.9007     
Epoch 499/2000
1500/1500 [==============================] - 0s - loss: 0.0883 - binary_accuracy: 0.9007     
Epoch 500/2000
1500/1500 [==============================] - 0s - loss: 0.0883 - binary_accuracy: 0.9007     
Epoch 501/2000
1500/1500 [==============================] - 0s - loss: 0.0883 - binary_accuracy: 0.9007     
Epoch 502/2000
1500/1500 [==============================] - 0s - loss: 0.0883 - binary_accuracy: 0.9007     
Epoch 503/2000
1500/1500 [==============================] - 0s - loss: 0.0882 - binary_accuracy: 0.9007     
Epoch 504/2000
1500/1500 [==============================] - 0s - loss: 0.0882 - binary_accuracy: 0.9007     
Epoch 505/2000
1500/1500 [==============================] - 0s - loss: 0.0882 - binary_accuracy: 0.9007     
Epoch 506/2000
1500/1500 [==============================] - 0s - loss: 0.0882 - binary_accuracy: 0.9007     
Epoch 507/2000
1500/1500 [==============================] - 0s - loss: 0.0882 - binary_accuracy: 0.9007     
Epoch 508/2000
1500/1500 [==============================] - 0s - loss: 0.0882 - binary_accuracy: 0.9007     
Epoch 509/2000
1500/1500 [==============================] - 0s - loss: 0.0881 - binary_accuracy: 0.9013     
Epoch 510/2000
1500/1500 [==============================] - 0s - loss: 0.0881 - binary_accuracy: 0.9007     
Epoch 511/2000
1500/1500 [==============================] - 0s - loss: 0.0881 - binary_accuracy: 0.9007     
Epoch 512/2000
1500/1500 [==============================] - 0s - loss: 0.0881 - binary_accuracy: 0.9007     
Epoch 513/2000
1500/1500 [==============================] - 0s - loss: 0.0881 - binary_accuracy: 0.9007     
Epoch 514/2000
1500/1500 [==============================] - 0s - loss: 0.0881 - binary_accuracy: 0.9007     
Epoch 515/2000
1500/1500 [==============================] - 0s - loss: 0.0880 - binary_accuracy: 0.9007     
Epoch 516/2000
1500/1500 [==============================] - 0s - loss: 0.0880 - binary_accuracy: 0.9007     
Epoch 517/2000
1500/1500 [==============================] - 0s - loss: 0.0880 - binary_accuracy: 0.9007     
Epoch 518/2000
1500/1500 [==============================] - 0s - loss: 0.0880 - binary_accuracy: 0.9007     
Epoch 519/2000
1500/1500 [==============================] - 0s - loss: 0.0880 - binary_accuracy: 0.9007     
Epoch 520/2000
1500/1500 [==============================] - 0s - loss: 0.0880 - binary_accuracy: 0.9007     
Epoch 521/2000
1500/1500 [==============================] - 0s - loss: 0.0880 - binary_accuracy: 0.9007     
Epoch 522/2000
1500/1500 [==============================] - 0s - loss: 0.0879 - binary_accuracy: 0.9007     
Epoch 523/2000
1500/1500 [==============================] - 0s - loss: 0.0879 - binary_accuracy: 0.9013     
Epoch 524/2000
1500/1500 [==============================] - 0s - loss: 0.0879 - binary_accuracy: 0.9007     
Epoch 525/2000
1500/1500 [==============================] - 0s - loss: 0.0879 - binary_accuracy: 0.9013     
Epoch 526/2000
1500/1500 [==============================] - 0s - loss: 0.0879 - binary_accuracy: 0.9007     
Epoch 527/2000
1500/1500 [==============================] - 0s - loss: 0.0879 - binary_accuracy: 0.9007     
Epoch 528/2000
1500/1500 [==============================] - 0s - loss: 0.0878 - binary_accuracy: 0.9013     
Epoch 529/2000
1500/1500 [==============================] - 0s - loss: 0.0878 - binary_accuracy: 0.9007     
Epoch 530/2000
1500/1500 [==============================] - 0s - loss: 0.0878 - binary_accuracy: 0.9013     
Epoch 531/2000
1500/1500 [==============================] - 0s - loss: 0.0878 - binary_accuracy: 0.9007     
Epoch 532/2000
1500/1500 [==============================] - 0s - loss: 0.0878 - binary_accuracy: 0.9007     
Epoch 533/2000
1500/1500 [==============================] - 0s - loss: 0.0878 - binary_accuracy: 0.9013     
Epoch 534/2000
1500/1500 [==============================] - 0s - loss: 0.0878 - binary_accuracy: 0.9013     
Epoch 535/2000
1500/1500 [==============================] - 0s - loss: 0.0877 - binary_accuracy: 0.9013     
Epoch 536/2000
1500/1500 [==============================] - 0s - loss: 0.0877 - binary_accuracy: 0.9007     
Epoch 537/2000
1500/1500 [==============================] - 0s - loss: 0.0877 - binary_accuracy: 0.9013     
Epoch 538/2000
1500/1500 [==============================] - 0s - loss: 0.0877 - binary_accuracy: 0.9007     
Epoch 539/2000
1500/1500 [==============================] - 0s - loss: 0.0877 - binary_accuracy: 0.9013     
Epoch 540/2000
1500/1500 [==============================] - 0s - loss: 0.0877 - binary_accuracy: 0.9007     
Epoch 541/2000
1500/1500 [==============================] - 0s - loss: 0.0877 - binary_accuracy: 0.9013     
Epoch 542/2000
1500/1500 [==============================] - 0s - loss: 0.0877 - binary_accuracy: 0.9007     
Epoch 543/2000
1500/1500 [==============================] - 0s - loss: 0.0876 - binary_accuracy: 0.9013     
Epoch 544/2000
1500/1500 [==============================] - 0s - loss: 0.0876 - binary_accuracy: 0.9013     
Epoch 545/2000
1500/1500 [==============================] - 0s - loss: 0.0876 - binary_accuracy: 0.9013     
Epoch 546/2000
1500/1500 [==============================] - 0s - loss: 0.0876 - binary_accuracy: 0.9013     
Epoch 547/2000
1500/1500 [==============================] - 0s - loss: 0.0876 - binary_accuracy: 0.9013     
Epoch 548/2000
1500/1500 [==============================] - 0s - loss: 0.0876 - binary_accuracy: 0.9013     
Epoch 549/2000
1500/1500 [==============================] - 0s - loss: 0.0876 - binary_accuracy: 0.9013     
Epoch 550/2000
1500/1500 [==============================] - 0s - loss: 0.0875 - binary_accuracy: 0.9013     
Epoch 551/2000
1500/1500 [==============================] - 0s - loss: 0.0875 - binary_accuracy: 0.9013     
Epoch 552/2000
1500/1500 [==============================] - 0s - loss: 0.0875 - binary_accuracy: 0.9013     
Epoch 553/2000
1500/1500 [==============================] - 0s - loss: 0.0875 - binary_accuracy: 0.9013     
Epoch 554/2000
1500/1500 [==============================] - 0s - loss: 0.0875 - binary_accuracy: 0.9013     
Epoch 555/2000
1500/1500 [==============================] - 0s - loss: 0.0875 - binary_accuracy: 0.9013     
Epoch 556/2000
1500/1500 [==============================] - 0s - loss: 0.0875 - binary_accuracy: 0.9013     
Epoch 557/2000
1500/1500 [==============================] - 0s - loss: 0.0875 - binary_accuracy: 0.9013     
Epoch 558/2000
1500/1500 [==============================] - 0s - loss: 0.0874 - binary_accuracy: 0.9013     
Epoch 559/2000
1500/1500 [==============================] - 0s - loss: 0.0874 - binary_accuracy: 0.9013     
Epoch 560/2000
1500/1500 [==============================] - 0s - loss: 0.0874 - binary_accuracy: 0.9013     
Epoch 561/2000
1500/1500 [==============================] - 0s - loss: 0.0874 - binary_accuracy: 0.9013     
Epoch 562/2000
1500/1500 [==============================] - 0s - loss: 0.0874 - binary_accuracy: 0.9013     
Epoch 563/2000
1500/1500 [==============================] - 0s - loss: 0.0874 - binary_accuracy: 0.9013     
Epoch 564/2000
1500/1500 [==============================] - 0s - loss: 0.0874 - binary_accuracy: 0.9013     
Epoch 565/2000
1500/1500 [==============================] - 0s - loss: 0.0874 - binary_accuracy: 0.9013     
Epoch 566/2000
1500/1500 [==============================] - 0s - loss: 0.0873 - binary_accuracy: 0.9013     
Epoch 567/2000
1500/1500 [==============================] - 0s - loss: 0.0873 - binary_accuracy: 0.9013     
Epoch 568/2000
1500/1500 [==============================] - 0s - loss: 0.0873 - binary_accuracy: 0.9013     
Epoch 569/2000
1500/1500 [==============================] - 0s - loss: 0.0873 - binary_accuracy: 0.9013     
Epoch 570/2000
1500/1500 [==============================] - 0s - loss: 0.0873 - binary_accuracy: 0.9013     
Epoch 571/2000
1500/1500 [==============================] - 0s - loss: 0.0873 - binary_accuracy: 0.9013     
Epoch 572/2000
1500/1500 [==============================] - 0s - loss: 0.0873 - binary_accuracy: 0.9013     
Epoch 573/2000
1500/1500 [==============================] - 0s - loss: 0.0873 - binary_accuracy: 0.9013     
Epoch 574/2000
1500/1500 [==============================] - 0s - loss: 0.0872 - binary_accuracy: 0.9013     
Epoch 575/2000
1500/1500 [==============================] - 0s - loss: 0.0872 - binary_accuracy: 0.9013     
Epoch 576/2000
1500/1500 [==============================] - 0s - loss: 0.0872 - binary_accuracy: 0.9013     
Epoch 577/2000
1500/1500 [==============================] - 0s - loss: 0.0872 - binary_accuracy: 0.9013     
Epoch 578/2000
1500/1500 [==============================] - 0s - loss: 0.0872 - binary_accuracy: 0.9013     
Epoch 579/2000
1500/1500 [==============================] - 0s - loss: 0.0872 - binary_accuracy: 0.9013     
Epoch 580/2000
1500/1500 [==============================] - 0s - loss: 0.0872 - binary_accuracy: 0.9013     
Epoch 581/2000
1500/1500 [==============================] - 0s - loss: 0.0872 - binary_accuracy: 0.9013     
Epoch 582/2000
1500/1500 [==============================] - 0s - loss: 0.0871 - binary_accuracy: 0.9013     
Epoch 583/2000
1500/1500 [==============================] - 0s - loss: 0.0871 - binary_accuracy: 0.9013     
Epoch 584/2000
1500/1500 [==============================] - 0s - loss: 0.0871 - binary_accuracy: 0.9013     
Epoch 585/2000
1500/1500 [==============================] - 0s - loss: 0.0871 - binary_accuracy: 0.9013     
Epoch 586/2000
1500/1500 [==============================] - 0s - loss: 0.0871 - binary_accuracy: 0.9013     
Epoch 587/2000
1500/1500 [==============================] - 0s - loss: 0.0871 - binary_accuracy: 0.9013     
Epoch 588/2000
1500/1500 [==============================] - 0s - loss: 0.0871 - binary_accuracy: 0.9013     
Epoch 589/2000
1500/1500 [==============================] - 0s - loss: 0.0871 - binary_accuracy: 0.9013     
Epoch 590/2000
1500/1500 [==============================] - 0s - loss: 0.0871 - binary_accuracy: 0.9013     
Epoch 591/2000
1500/1500 [==============================] - 0s - loss: 0.0870 - binary_accuracy: 0.9013     
Epoch 592/2000
1500/1500 [==============================] - 0s - loss: 0.0870 - binary_accuracy: 0.9013     
Epoch 593/2000
1500/1500 [==============================] - 0s - loss: 0.0870 - binary_accuracy: 0.9013     
Epoch 594/2000
1500/1500 [==============================] - 0s - loss: 0.0870 - binary_accuracy: 0.9013     
Epoch 595/2000
1500/1500 [==============================] - 0s - loss: 0.0870 - binary_accuracy: 0.9013     
Epoch 596/2000
1500/1500 [==============================] - 0s - loss: 0.0870 - binary_accuracy: 0.9013     
Epoch 597/2000
1500/1500 [==============================] - 0s - loss: 0.0870 - binary_accuracy: 0.9013     
Epoch 598/2000
1500/1500 [==============================] - 0s - loss: 0.0870 - binary_accuracy: 0.9013     
Epoch 599/2000
1500/1500 [==============================] - 0s - loss: 0.0870 - binary_accuracy: 0.9013     
Epoch 600/2000
1500/1500 [==============================] - 0s - loss: 0.0869 - binary_accuracy: 0.9013     
Epoch 601/2000
1500/1500 [==============================] - 0s - loss: 0.0869 - binary_accuracy: 0.9007     
Epoch 602/2000
1500/1500 [==============================] - 0s - loss: 0.0869 - binary_accuracy: 0.9013     
Epoch 603/2000
1500/1500 [==============================] - 0s - loss: 0.0869 - binary_accuracy: 0.9013     
Epoch 604/2000
1500/1500 [==============================] - 0s - loss: 0.0869 - binary_accuracy: 0.9013     
Epoch 605/2000
1500/1500 [==============================] - 0s - loss: 0.0869 - binary_accuracy: 0.9007     
Epoch 606/2000
1500/1500 [==============================] - 0s - loss: 0.0869 - binary_accuracy: 0.9013     
Epoch 607/2000
1500/1500 [==============================] - 0s - loss: 0.0869 - binary_accuracy: 0.9007     
Epoch 608/2000
1500/1500 [==============================] - 0s - loss: 0.0869 - binary_accuracy: 0.9007     
Epoch 609/2000
1500/1500 [==============================] - 0s - loss: 0.0869 - binary_accuracy: 0.9013     
Epoch 610/2000
1500/1500 [==============================] - 0s - loss: 0.0868 - binary_accuracy: 0.9007     
Epoch 611/2000
1500/1500 [==============================] - 0s - loss: 0.0868 - binary_accuracy: 0.9007     
Epoch 612/2000
1500/1500 [==============================] - 0s - loss: 0.0868 - binary_accuracy: 0.9013     
Epoch 613/2000
1500/1500 [==============================] - 0s - loss: 0.0868 - binary_accuracy: 0.9013     
Epoch 614/2000
1500/1500 [==============================] - 0s - loss: 0.0868 - binary_accuracy: 0.9013     
Epoch 615/2000
1500/1500 [==============================] - 0s - loss: 0.0868 - binary_accuracy: 0.9013     
Epoch 616/2000
1500/1500 [==============================] - 0s - loss: 0.0868 - binary_accuracy: 0.9020     
Epoch 617/2000
1500/1500 [==============================] - 0s - loss: 0.0868 - binary_accuracy: 0.9013     
Epoch 618/2000
1500/1500 [==============================] - 0s - loss: 0.0868 - binary_accuracy: 0.9013     
Epoch 619/2000
1500/1500 [==============================] - 0s - loss: 0.0868 - binary_accuracy: 0.9013     
Epoch 620/2000
1500/1500 [==============================] - 0s - loss: 0.0867 - binary_accuracy: 0.9013     
Epoch 621/2000
1500/1500 [==============================] - 0s - loss: 0.0867 - binary_accuracy: 0.9020     
Epoch 622/2000
1500/1500 [==============================] - 0s - loss: 0.0867 - binary_accuracy: 0.9020     
Epoch 623/2000
1500/1500 [==============================] - 0s - loss: 0.0867 - binary_accuracy: 0.9020     
Epoch 624/2000
1500/1500 [==============================] - 0s - loss: 0.0867 - binary_accuracy: 0.9020     
Epoch 625/2000
1500/1500 [==============================] - 0s - loss: 0.0867 - binary_accuracy: 0.9020     
Epoch 626/2000
1500/1500 [==============================] - 0s - loss: 0.0867 - binary_accuracy: 0.9020     
Epoch 627/2000
1500/1500 [==============================] - 0s - loss: 0.0867 - binary_accuracy: 0.9020     
Epoch 628/2000
1500/1500 [==============================] - 0s - loss: 0.0867 - binary_accuracy: 0.9020     
Epoch 629/2000
1500/1500 [==============================] - 0s - loss: 0.0867 - binary_accuracy: 0.9020     
Epoch 630/2000
1500/1500 [==============================] - 0s - loss: 0.0866 - binary_accuracy: 0.9020     
Epoch 631/2000
1500/1500 [==============================] - 0s - loss: 0.0866 - binary_accuracy: 0.9020     
Epoch 632/2000
1500/1500 [==============================] - 0s - loss: 0.0866 - binary_accuracy: 0.9020     
Epoch 633/2000
1500/1500 [==============================] - 0s - loss: 0.0866 - binary_accuracy: 0.9020     
Epoch 634/2000
1500/1500 [==============================] - 0s - loss: 0.0866 - binary_accuracy: 0.9020     
Epoch 635/2000
1500/1500 [==============================] - 0s - loss: 0.0866 - binary_accuracy: 0.9020     
Epoch 636/2000
1500/1500 [==============================] - 0s - loss: 0.0866 - binary_accuracy: 0.9020     
Epoch 637/2000
1500/1500 [==============================] - 0s - loss: 0.0866 - binary_accuracy: 0.9020     
Epoch 638/2000
1500/1500 [==============================] - 0s - loss: 0.0866 - binary_accuracy: 0.9020     
Epoch 639/2000
1500/1500 [==============================] - 0s - loss: 0.0866 - binary_accuracy: 0.9020     
Epoch 640/2000
1500/1500 [==============================] - 0s - loss: 0.0866 - binary_accuracy: 0.9020     
Epoch 641/2000
1500/1500 [==============================] - 0s - loss: 0.0865 - binary_accuracy: 0.9020     
Epoch 642/2000
1500/1500 [==============================] - 0s - loss: 0.0865 - binary_accuracy: 0.9020     
Epoch 643/2000
1500/1500 [==============================] - 0s - loss: 0.0865 - binary_accuracy: 0.9020     
Epoch 644/2000
1500/1500 [==============================] - 0s - loss: 0.0865 - binary_accuracy: 0.9020     
Epoch 645/2000
1500/1500 [==============================] - 0s - loss: 0.0865 - binary_accuracy: 0.9020     
Epoch 646/2000
1500/1500 [==============================] - 0s - loss: 0.0865 - binary_accuracy: 0.9020     
Epoch 647/2000
1500/1500 [==============================] - 0s - loss: 0.0865 - binary_accuracy: 0.9020     
Epoch 648/2000
1500/1500 [==============================] - 0s - loss: 0.0865 - binary_accuracy: 0.9020     
Epoch 649/2000
1500/1500 [==============================] - 0s - loss: 0.0865 - binary_accuracy: 0.9020     
Epoch 650/2000
1500/1500 [==============================] - 0s - loss: 0.0865 - binary_accuracy: 0.9020     
Epoch 651/2000
1500/1500 [==============================] - 0s - loss: 0.0865 - binary_accuracy: 0.9013     
Epoch 652/2000
1500/1500 [==============================] - 0s - loss: 0.0864 - binary_accuracy: 0.9020     
Epoch 653/2000
1500/1500 [==============================] - 0s - loss: 0.0864 - binary_accuracy: 0.9013     
Epoch 654/2000
1500/1500 [==============================] - 0s - loss: 0.0864 - binary_accuracy: 0.9020     
Epoch 655/2000
1500/1500 [==============================] - 0s - loss: 0.0864 - binary_accuracy: 0.9013     
Epoch 656/2000
1500/1500 [==============================] - 0s - loss: 0.0864 - binary_accuracy: 0.9013     
Epoch 657/2000
1500/1500 [==============================] - 0s - loss: 0.0864 - binary_accuracy: 0.9013     
Epoch 658/2000
1500/1500 [==============================] - 0s - loss: 0.0864 - binary_accuracy: 0.9013     
Epoch 659/2000
1500/1500 [==============================] - 0s - loss: 0.0864 - binary_accuracy: 0.9013     
Epoch 660/2000
1500/1500 [==============================] - 0s - loss: 0.0864 - binary_accuracy: 0.9013     
Epoch 661/2000
1500/1500 [==============================] - 0s - loss: 0.0864 - binary_accuracy: 0.9013     
Epoch 662/2000
1500/1500 [==============================] - 0s - loss: 0.0864 - binary_accuracy: 0.9013     
Epoch 663/2000
1500/1500 [==============================] - 0s - loss: 0.0864 - binary_accuracy: 0.9013     
Epoch 664/2000
1500/1500 [==============================] - 0s - loss: 0.0863 - binary_accuracy: 0.9013     
Epoch 665/2000
1500/1500 [==============================] - 0s - loss: 0.0863 - binary_accuracy: 0.9013     
Epoch 666/2000
1500/1500 [==============================] - 0s - loss: 0.0863 - binary_accuracy: 0.9013     
Epoch 667/2000
1500/1500 [==============================] - 0s - loss: 0.0863 - binary_accuracy: 0.9013     
Epoch 668/2000
1500/1500 [==============================] - 0s - loss: 0.0863 - binary_accuracy: 0.9013     
Epoch 669/2000
1500/1500 [==============================] - 0s - loss: 0.0863 - binary_accuracy: 0.9013     
Epoch 670/2000
1500/1500 [==============================] - 0s - loss: 0.0863 - binary_accuracy: 0.9013     
Epoch 671/2000
1500/1500 [==============================] - 0s - loss: 0.0863 - binary_accuracy: 0.9013     
Epoch 672/2000
1500/1500 [==============================] - 0s - loss: 0.0863 - binary_accuracy: 0.9013     
Epoch 673/2000
1500/1500 [==============================] - 0s - loss: 0.0863 - binary_accuracy: 0.9013     
Epoch 674/2000
1500/1500 [==============================] - 0s - loss: 0.0863 - binary_accuracy: 0.9013     
Epoch 675/2000
1500/1500 [==============================] - 0s - loss: 0.0863 - binary_accuracy: 0.9013     
Epoch 676/2000
1500/1500 [==============================] - 0s - loss: 0.0862 - binary_accuracy: 0.9020     
Epoch 677/2000
1500/1500 [==============================] - 0s - loss: 0.0862 - binary_accuracy: 0.9013     
Epoch 678/2000
1500/1500 [==============================] - 0s - loss: 0.0862 - binary_accuracy: 0.9013     
Epoch 679/2000
1500/1500 [==============================] - 0s - loss: 0.0862 - binary_accuracy: 0.9020     
Epoch 680/2000
1500/1500 [==============================] - 0s - loss: 0.0862 - binary_accuracy: 0.9020     
Epoch 681/2000
1500/1500 [==============================] - 0s - loss: 0.0862 - binary_accuracy: 0.9020     
Epoch 682/2000
1500/1500 [==============================] - 0s - loss: 0.0862 - binary_accuracy: 0.9013     
Epoch 683/2000
1500/1500 [==============================] - 0s - loss: 0.0862 - binary_accuracy: 0.9020     
Epoch 684/2000
1500/1500 [==============================] - 0s - loss: 0.0862 - binary_accuracy: 0.9013     
Epoch 685/2000
1500/1500 [==============================] - 0s - loss: 0.0862 - binary_accuracy: 0.9013     
Epoch 686/2000
1500/1500 [==============================] - 0s - loss: 0.0862 - binary_accuracy: 0.9013     
Epoch 687/2000
1500/1500 [==============================] - 0s - loss: 0.0862 - binary_accuracy: 0.9020     
Epoch 688/2000
1500/1500 [==============================] - 0s - loss: 0.0862 - binary_accuracy: 0.9013     
Epoch 689/2000
1500/1500 [==============================] - 0s - loss: 0.0861 - binary_accuracy: 0.9013     
Epoch 690/2000
1500/1500 [==============================] - 0s - loss: 0.0861 - binary_accuracy: 0.9013     
Epoch 691/2000
1500/1500 [==============================] - 0s - loss: 0.0861 - binary_accuracy: 0.9013     
Epoch 692/2000
1500/1500 [==============================] - 0s - loss: 0.0861 - binary_accuracy: 0.9013     
Epoch 693/2000
1500/1500 [==============================] - 0s - loss: 0.0861 - binary_accuracy: 0.9013     
Epoch 694/2000
1500/1500 [==============================] - 0s - loss: 0.0861 - binary_accuracy: 0.9013     
Epoch 695/2000
1500/1500 [==============================] - 0s - loss: 0.0861 - binary_accuracy: 0.9013     
Epoch 696/2000
1500/1500 [==============================] - 0s - loss: 0.0861 - binary_accuracy: 0.9013     
Epoch 697/2000
1500/1500 [==============================] - 0s - loss: 0.0861 - binary_accuracy: 0.9013     
Epoch 698/2000
1500/1500 [==============================] - 0s - loss: 0.0861 - binary_accuracy: 0.9013     
Epoch 699/2000
1500/1500 [==============================] - 0s - loss: 0.0861 - binary_accuracy: 0.9013     
Epoch 700/2000
1500/1500 [==============================] - 0s - loss: 0.0861 - binary_accuracy: 0.9013     
Epoch 701/2000
1500/1500 [==============================] - 0s - loss: 0.0861 - binary_accuracy: 0.9013     
Epoch 702/2000
1500/1500 [==============================] - 0s - loss: 0.0860 - binary_accuracy: 0.9013     
Epoch 703/2000
1500/1500 [==============================] - 0s - loss: 0.0860 - binary_accuracy: 0.9013     
Epoch 704/2000
1500/1500 [==============================] - 0s - loss: 0.0860 - binary_accuracy: 0.9013     
Epoch 705/2000
1500/1500 [==============================] - 0s - loss: 0.0860 - binary_accuracy: 0.9013     
Epoch 706/2000
1500/1500 [==============================] - 0s - loss: 0.0860 - binary_accuracy: 0.9013     
Epoch 707/2000
1500/1500 [==============================] - 0s - loss: 0.0860 - binary_accuracy: 0.9013     
Epoch 708/2000
1500/1500 [==============================] - 0s - loss: 0.0860 - binary_accuracy: 0.9013     
Epoch 709/2000
1500/1500 [==============================] - 0s - loss: 0.0860 - binary_accuracy: 0.9013     
Epoch 710/2000
1500/1500 [==============================] - 0s - loss: 0.0860 - binary_accuracy: 0.9013     
Epoch 711/2000
1500/1500 [==============================] - 0s - loss: 0.0860 - binary_accuracy: 0.9013     
Epoch 712/2000
1500/1500 [==============================] - 0s - loss: 0.0860 - binary_accuracy: 0.9013     
Epoch 713/2000
1500/1500 [==============================] - 0s - loss: 0.0860 - binary_accuracy: 0.9013     
Epoch 714/2000
1500/1500 [==============================] - 0s - loss: 0.0860 - binary_accuracy: 0.9013     
Epoch 715/2000
1500/1500 [==============================] - 0s - loss: 0.0860 - binary_accuracy: 0.9013     
Epoch 716/2000
1500/1500 [==============================] - 0s - loss: 0.0859 - binary_accuracy: 0.9013     
Epoch 717/2000
1500/1500 [==============================] - 0s - loss: 0.0859 - binary_accuracy: 0.9013     
Epoch 718/2000
1500/1500 [==============================] - 0s - loss: 0.0859 - binary_accuracy: 0.9013     
Epoch 719/2000
1500/1500 [==============================] - 0s - loss: 0.0859 - binary_accuracy: 0.9013     
Epoch 720/2000
1500/1500 [==============================] - 0s - loss: 0.0859 - binary_accuracy: 0.9013     
Epoch 721/2000
1500/1500 [==============================] - 0s - loss: 0.0859 - binary_accuracy: 0.9013     
Epoch 722/2000
1500/1500 [==============================] - 0s - loss: 0.0859 - binary_accuracy: 0.9013     
Epoch 723/2000
1500/1500 [==============================] - 0s - loss: 0.0859 - binary_accuracy: 0.9013     
Epoch 724/2000
1500/1500 [==============================] - 0s - loss: 0.0859 - binary_accuracy: 0.9013     
Epoch 725/2000
1500/1500 [==============================] - 0s - loss: 0.0859 - binary_accuracy: 0.9013     
Epoch 726/2000
1500/1500 [==============================] - 0s - loss: 0.0859 - binary_accuracy: 0.9013     
Epoch 727/2000
1500/1500 [==============================] - 0s - loss: 0.0859 - binary_accuracy: 0.9013     
Epoch 728/2000
1500/1500 [==============================] - 0s - loss: 0.0859 - binary_accuracy: 0.9013     
Epoch 729/2000
1500/1500 [==============================] - 0s - loss: 0.0859 - binary_accuracy: 0.9013     
Epoch 730/2000
1500/1500 [==============================] - 0s - loss: 0.0858 - binary_accuracy: 0.9013     
Epoch 731/2000
1500/1500 [==============================] - 0s - loss: 0.0858 - binary_accuracy: 0.9013     
Epoch 732/2000
1500/1500 [==============================] - 0s - loss: 0.0858 - binary_accuracy: 0.9013     
Epoch 733/2000
1500/1500 [==============================] - 0s - loss: 0.0858 - binary_accuracy: 0.9013     
Epoch 734/2000
1500/1500 [==============================] - 0s - loss: 0.0858 - binary_accuracy: 0.9013     
Epoch 735/2000
1500/1500 [==============================] - 0s - loss: 0.0858 - binary_accuracy: 0.9013     
Epoch 736/2000
1500/1500 [==============================] - 0s - loss: 0.0858 - binary_accuracy: 0.9013     
Epoch 737/2000
1500/1500 [==============================] - 0s - loss: 0.0858 - binary_accuracy: 0.9013     
Epoch 738/2000
1500/1500 [==============================] - 0s - loss: 0.0858 - binary_accuracy: 0.9013     
Epoch 739/2000
1500/1500 [==============================] - 0s - loss: 0.0858 - binary_accuracy: 0.9013     
Epoch 740/2000
1500/1500 [==============================] - 0s - loss: 0.0858 - binary_accuracy: 0.9013     
Epoch 741/2000
1500/1500 [==============================] - 0s - loss: 0.0858 - binary_accuracy: 0.9013     
Epoch 742/2000
1500/1500 [==============================] - 0s - loss: 0.0858 - binary_accuracy: 0.9013     
Epoch 743/2000
1500/1500 [==============================] - 0s - loss: 0.0858 - binary_accuracy: 0.9013     
Epoch 744/2000
1500/1500 [==============================] - 0s - loss: 0.0858 - binary_accuracy: 0.9013     
Epoch 745/2000
1500/1500 [==============================] - 0s - loss: 0.0858 - binary_accuracy: 0.9013     
Epoch 746/2000
1500/1500 [==============================] - 0s - loss: 0.0857 - binary_accuracy: 0.9013     
Epoch 747/2000
1500/1500 [==============================] - 0s - loss: 0.0857 - binary_accuracy: 0.9013     
Epoch 748/2000
1500/1500 [==============================] - 0s - loss: 0.0857 - binary_accuracy: 0.9013     
Epoch 749/2000
1500/1500 [==============================] - 0s - loss: 0.0857 - binary_accuracy: 0.9020     
Epoch 750/2000
1500/1500 [==============================] - 0s - loss: 0.0857 - binary_accuracy: 0.9013     
Epoch 751/2000
1500/1500 [==============================] - 0s - loss: 0.0857 - binary_accuracy: 0.9020     
Epoch 752/2000
1500/1500 [==============================] - 0s - loss: 0.0857 - binary_accuracy: 0.9013     
Epoch 753/2000
1500/1500 [==============================] - 0s - loss: 0.0857 - binary_accuracy: 0.9020     
Epoch 754/2000
1500/1500 [==============================] - 0s - loss: 0.0857 - binary_accuracy: 0.9013     
Epoch 755/2000
1500/1500 [==============================] - 0s - loss: 0.0857 - binary_accuracy: 0.9013     
Epoch 756/2000
1500/1500 [==============================] - 0s - loss: 0.0857 - binary_accuracy: 0.9013     
Epoch 757/2000
1500/1500 [==============================] - 0s - loss: 0.0857 - binary_accuracy: 0.9020     - ETA: 0s - loss: 0.0856 - binary_accuracy: 0.902
Epoch 758/2000
1500/1500 [==============================] - 0s - loss: 0.0857 - binary_accuracy: 0.9020     
Epoch 759/2000
1500/1500 [==============================] - 0s - loss: 0.0857 - binary_accuracy: 0.9020     
Epoch 760/2000
1500/1500 [==============================] - 0s - loss: 0.0857 - binary_accuracy: 0.9020     
Epoch 761/2000
1500/1500 [==============================] - 0s - loss: 0.0856 - binary_accuracy: 0.9020     
Epoch 762/2000
1500/1500 [==============================] - 0s - loss: 0.0856 - binary_accuracy: 0.9020     
Epoch 763/2000
1500/1500 [==============================] - 0s - loss: 0.0856 - binary_accuracy: 0.9020     
Epoch 764/2000
1500/1500 [==============================] - 0s - loss: 0.0856 - binary_accuracy: 0.9020     
Epoch 765/2000
1500/1500 [==============================] - 0s - loss: 0.0856 - binary_accuracy: 0.9020     
Epoch 766/2000
1500/1500 [==============================] - 0s - loss: 0.0856 - binary_accuracy: 0.9020     
Epoch 767/2000
1500/1500 [==============================] - 0s - loss: 0.0856 - binary_accuracy: 0.9020     
Epoch 768/2000
1500/1500 [==============================] - 0s - loss: 0.0856 - binary_accuracy: 0.9020     
Epoch 769/2000
1500/1500 [==============================] - 0s - loss: 0.0856 - binary_accuracy: 0.9020     
Epoch 770/2000
1500/1500 [==============================] - 0s - loss: 0.0856 - binary_accuracy: 0.9020     
Epoch 771/2000
1500/1500 [==============================] - 0s - loss: 0.0856 - binary_accuracy: 0.9020     
Epoch 772/2000
1500/1500 [==============================] - 0s - loss: 0.0856 - binary_accuracy: 0.9020     
Epoch 773/2000
1500/1500 [==============================] - 0s - loss: 0.0856 - binary_accuracy: 0.9020     
Epoch 774/2000
1500/1500 [==============================] - 0s - loss: 0.0856 - binary_accuracy: 0.9020     
Epoch 775/2000
1500/1500 [==============================] - 0s - loss: 0.0856 - binary_accuracy: 0.9020     
Epoch 776/2000
1500/1500 [==============================] - 0s - loss: 0.0856 - binary_accuracy: 0.9020     
Epoch 777/2000
1500/1500 [==============================] - 0s - loss: 0.0856 - binary_accuracy: 0.9020     
Epoch 778/2000
1500/1500 [==============================] - 0s - loss: 0.0855 - binary_accuracy: 0.9020     
Epoch 779/2000
1500/1500 [==============================] - 0s - loss: 0.0855 - binary_accuracy: 0.9020     
Epoch 780/2000
1500/1500 [==============================] - 0s - loss: 0.0855 - binary_accuracy: 0.9020     
Epoch 781/2000
1500/1500 [==============================] - 0s - loss: 0.0855 - binary_accuracy: 0.9020     
Epoch 782/2000
1500/1500 [==============================] - 0s - loss: 0.0855 - binary_accuracy: 0.9020     
Epoch 783/2000
1500/1500 [==============================] - 0s - loss: 0.0855 - binary_accuracy: 0.9020     
Epoch 784/2000
1500/1500 [==============================] - 0s - loss: 0.0855 - binary_accuracy: 0.9020     
Epoch 785/2000
1500/1500 [==============================] - 0s - loss: 0.0855 - binary_accuracy: 0.9020     
Epoch 786/2000
1500/1500 [==============================] - 0s - loss: 0.0855 - binary_accuracy: 0.9020     
Epoch 787/2000
1500/1500 [==============================] - 0s - loss: 0.0855 - binary_accuracy: 0.9020     
Epoch 788/2000
1500/1500 [==============================] - 0s - loss: 0.0855 - binary_accuracy: 0.9020     
Epoch 789/2000
1500/1500 [==============================] - 0s - loss: 0.0855 - binary_accuracy: 0.9020     
Epoch 790/2000
1500/1500 [==============================] - 0s - loss: 0.0855 - binary_accuracy: 0.9020     
Epoch 791/2000
1500/1500 [==============================] - 0s - loss: 0.0855 - binary_accuracy: 0.9020     
Epoch 792/2000
1500/1500 [==============================] - 0s - loss: 0.0855 - binary_accuracy: 0.9020     
Epoch 793/2000
1500/1500 [==============================] - 0s - loss: 0.0855 - binary_accuracy: 0.9020     
Epoch 794/2000
1500/1500 [==============================] - 0s - loss: 0.0855 - binary_accuracy: 0.9027     
Epoch 795/2000
1500/1500 [==============================] - 0s - loss: 0.0855 - binary_accuracy: 0.9027     
Epoch 796/2000
1500/1500 [==============================] - 0s - loss: 0.0854 - binary_accuracy: 0.9027     
Epoch 797/2000
1500/1500 [==============================] - 0s - loss: 0.0854 - binary_accuracy: 0.9027     
Epoch 798/2000
1500/1500 [==============================] - 0s - loss: 0.0854 - binary_accuracy: 0.9027     
Epoch 799/2000
1500/1500 [==============================] - 0s - loss: 0.0854 - binary_accuracy: 0.9027     
Epoch 800/2000
1500/1500 [==============================] - 0s - loss: 0.0854 - binary_accuracy: 0.9027     
Epoch 801/2000
1500/1500 [==============================] - 0s - loss: 0.0854 - binary_accuracy: 0.9027     
Epoch 802/2000
1500/1500 [==============================] - 0s - loss: 0.0854 - binary_accuracy: 0.9027     
Epoch 803/2000
1500/1500 [==============================] - 0s - loss: 0.0854 - binary_accuracy: 0.9027     
Epoch 804/2000
1500/1500 [==============================] - 0s - loss: 0.0854 - binary_accuracy: 0.9027     
Epoch 805/2000
1500/1500 [==============================] - 0s - loss: 0.0854 - binary_accuracy: 0.9027     
Epoch 806/2000
1500/1500 [==============================] - 0s - loss: 0.0854 - binary_accuracy: 0.9027     
Epoch 807/2000
1500/1500 [==============================] - 0s - loss: 0.0854 - binary_accuracy: 0.9027     
Epoch 808/2000
1500/1500 [==============================] - 0s - loss: 0.0854 - binary_accuracy: 0.9027     
Epoch 809/2000
1500/1500 [==============================] - 0s - loss: 0.0854 - binary_accuracy: 0.9027     
Epoch 810/2000
1500/1500 [==============================] - 0s - loss: 0.0854 - binary_accuracy: 0.9027     
Epoch 811/2000
1500/1500 [==============================] - 0s - loss: 0.0854 - binary_accuracy: 0.9027     
Epoch 812/2000
1500/1500 [==============================] - 0s - loss: 0.0854 - binary_accuracy: 0.9027     
Epoch 813/2000
1500/1500 [==============================] - 0s - loss: 0.0854 - binary_accuracy: 0.9027     
Epoch 814/2000
1500/1500 [==============================] - 0s - loss: 0.0853 - binary_accuracy: 0.9027     
Epoch 815/2000
1500/1500 [==============================] - 0s - loss: 0.0853 - binary_accuracy: 0.9027     
Epoch 816/2000
1500/1500 [==============================] - 0s - loss: 0.0853 - binary_accuracy: 0.9027     
Epoch 817/2000
1500/1500 [==============================] - 0s - loss: 0.0853 - binary_accuracy: 0.9027     
Epoch 818/2000
1500/1500 [==============================] - 0s - loss: 0.0853 - binary_accuracy: 0.9027     
Epoch 819/2000
1500/1500 [==============================] - 0s - loss: 0.0853 - binary_accuracy: 0.9027     
Epoch 820/2000
1500/1500 [==============================] - 0s - loss: 0.0853 - binary_accuracy: 0.9027     
Epoch 821/2000
1500/1500 [==============================] - 0s - loss: 0.0853 - binary_accuracy: 0.9027     
Epoch 822/2000
1500/1500 [==============================] - 0s - loss: 0.0853 - binary_accuracy: 0.9027     
Epoch 823/2000
1500/1500 [==============================] - 0s - loss: 0.0853 - binary_accuracy: 0.9027     
Epoch 824/2000
1500/1500 [==============================] - 0s - loss: 0.0853 - binary_accuracy: 0.9027     
Epoch 825/2000
1500/1500 [==============================] - 0s - loss: 0.0853 - binary_accuracy: 0.9027     
Epoch 826/2000
1500/1500 [==============================] - 0s - loss: 0.0853 - binary_accuracy: 0.9027     
Epoch 827/2000
1500/1500 [==============================] - 0s - loss: 0.0853 - binary_accuracy: 0.9027     
Epoch 828/2000
1500/1500 [==============================] - 0s - loss: 0.0853 - binary_accuracy: 0.9027     
Epoch 829/2000
1500/1500 [==============================] - 0s - loss: 0.0853 - binary_accuracy: 0.9027     
Epoch 830/2000
1500/1500 [==============================] - 0s - loss: 0.0853 - binary_accuracy: 0.9027     
Epoch 831/2000
1500/1500 [==============================] - 0s - loss: 0.0853 - binary_accuracy: 0.9027     
Epoch 832/2000
1500/1500 [==============================] - 0s - loss: 0.0853 - binary_accuracy: 0.9027     
Epoch 833/2000
1500/1500 [==============================] - 0s - loss: 0.0852 - binary_accuracy: 0.9027     
Epoch 834/2000
1500/1500 [==============================] - 0s - loss: 0.0852 - binary_accuracy: 0.9027     
Epoch 835/2000
1500/1500 [==============================] - 0s - loss: 0.0852 - binary_accuracy: 0.9027     
Epoch 836/2000
1500/1500 [==============================] - 0s - loss: 0.0852 - binary_accuracy: 0.9027     
Epoch 837/2000
1500/1500 [==============================] - 0s - loss: 0.0852 - binary_accuracy: 0.9027     
Epoch 838/2000
1500/1500 [==============================] - 0s - loss: 0.0852 - binary_accuracy: 0.9027     
Epoch 839/2000
1500/1500 [==============================] - 0s - loss: 0.0852 - binary_accuracy: 0.9027     
Epoch 840/2000
1500/1500 [==============================] - 0s - loss: 0.0852 - binary_accuracy: 0.9027     
Epoch 841/2000
1500/1500 [==============================] - 0s - loss: 0.0852 - binary_accuracy: 0.9027     
Epoch 842/2000
1500/1500 [==============================] - 0s - loss: 0.0852 - binary_accuracy: 0.9027     
Epoch 843/2000
1500/1500 [==============================] - 0s - loss: 0.0852 - binary_accuracy: 0.9027     
Epoch 844/2000
1500/1500 [==============================] - 0s - loss: 0.0852 - binary_accuracy: 0.9027     
Epoch 845/2000
1500/1500 [==============================] - 0s - loss: 0.0852 - binary_accuracy: 0.9027     
Epoch 846/2000
1500/1500 [==============================] - 0s - loss: 0.0852 - binary_accuracy: 0.9027     
Epoch 847/2000
1500/1500 [==============================] - 0s - loss: 0.0852 - binary_accuracy: 0.9027     
Epoch 848/2000
1500/1500 [==============================] - 0s - loss: 0.0852 - binary_accuracy: 0.9027     
Epoch 849/2000
1500/1500 [==============================] - 0s - loss: 0.0852 - binary_accuracy: 0.9027     
Epoch 850/2000
1500/1500 [==============================] - 0s - loss: 0.0852 - binary_accuracy: 0.9027     
Epoch 851/2000
1500/1500 [==============================] - 0s - loss: 0.0852 - binary_accuracy: 0.9027     
Epoch 852/2000
1500/1500 [==============================] - 0s - loss: 0.0852 - binary_accuracy: 0.9027     
Epoch 853/2000
1500/1500 [==============================] - 0s - loss: 0.0851 - binary_accuracy: 0.9027     
Epoch 854/2000
1500/1500 [==============================] - 0s - loss: 0.0851 - binary_accuracy: 0.9027     
Epoch 855/2000
1500/1500 [==============================] - 0s - loss: 0.0851 - binary_accuracy: 0.9027     
Epoch 856/2000
1500/1500 [==============================] - 0s - loss: 0.0851 - binary_accuracy: 0.9027     
Epoch 857/2000
1500/1500 [==============================] - 0s - loss: 0.0851 - binary_accuracy: 0.9027     
Epoch 858/2000
1500/1500 [==============================] - 0s - loss: 0.0851 - binary_accuracy: 0.9027     
Epoch 859/2000
1500/1500 [==============================] - 0s - loss: 0.0851 - binary_accuracy: 0.9027     
Epoch 860/2000
1500/1500 [==============================] - 0s - loss: 0.0851 - binary_accuracy: 0.9027     
Epoch 861/2000
1500/1500 [==============================] - 0s - loss: 0.0851 - binary_accuracy: 0.9027     
Epoch 862/2000
1500/1500 [==============================] - 0s - loss: 0.0851 - binary_accuracy: 0.9027     
Epoch 863/2000
1500/1500 [==============================] - 0s - loss: 0.0851 - binary_accuracy: 0.9027     
Epoch 864/2000
1500/1500 [==============================] - 0s - loss: 0.0851 - binary_accuracy: 0.9027     
Epoch 865/2000
1500/1500 [==============================] - 0s - loss: 0.0851 - binary_accuracy: 0.9027     
Epoch 866/2000
1500/1500 [==============================] - 0s - loss: 0.0851 - binary_accuracy: 0.9027     
Epoch 867/2000
1500/1500 [==============================] - 0s - loss: 0.0851 - binary_accuracy: 0.9027     
Epoch 868/2000
1500/1500 [==============================] - 0s - loss: 0.0851 - binary_accuracy: 0.9027     
Epoch 869/2000
1500/1500 [==============================] - 0s - loss: 0.0851 - binary_accuracy: 0.9027     
Epoch 870/2000
1500/1500 [==============================] - 0s - loss: 0.0851 - binary_accuracy: 0.9027     
Epoch 871/2000
1500/1500 [==============================] - 0s - loss: 0.0851 - binary_accuracy: 0.9027     
Epoch 872/2000
1500/1500 [==============================] - 0s - loss: 0.0851 - binary_accuracy: 0.9027     
Epoch 873/2000
1500/1500 [==============================] - 0s - loss: 0.0851 - binary_accuracy: 0.9027     
Epoch 874/2000
1500/1500 [==============================] - 0s - loss: 0.0850 - binary_accuracy: 0.9027     
Epoch 875/2000
1500/1500 [==============================] - 0s - loss: 0.0850 - binary_accuracy: 0.9027     
Epoch 876/2000
1500/1500 [==============================] - 0s - loss: 0.0850 - binary_accuracy: 0.9027     
Epoch 877/2000
1500/1500 [==============================] - 0s - loss: 0.0850 - binary_accuracy: 0.9027     
Epoch 878/2000
1500/1500 [==============================] - 0s - loss: 0.0850 - binary_accuracy: 0.9027     
Epoch 879/2000
1500/1500 [==============================] - 0s - loss: 0.0850 - binary_accuracy: 0.9027     
Epoch 880/2000
1500/1500 [==============================] - 0s - loss: 0.0850 - binary_accuracy: 0.9027     
Epoch 881/2000
1500/1500 [==============================] - 0s - loss: 0.0850 - binary_accuracy: 0.9027     
Epoch 882/2000
1500/1500 [==============================] - 0s - loss: 0.0850 - binary_accuracy: 0.9027     
Epoch 883/2000
1500/1500 [==============================] - 0s - loss: 0.0850 - binary_accuracy: 0.9027     
Epoch 884/2000
1500/1500 [==============================] - 0s - loss: 0.0850 - binary_accuracy: 0.9027     
Epoch 885/2000
1500/1500 [==============================] - 0s - loss: 0.0850 - binary_accuracy: 0.9027     
Epoch 886/2000
1500/1500 [==============================] - 0s - loss: 0.0850 - binary_accuracy: 0.9027     
Epoch 887/2000
1500/1500 [==============================] - 0s - loss: 0.0850 - binary_accuracy: 0.9027     
Epoch 888/2000
1500/1500 [==============================] - 0s - loss: 0.0850 - binary_accuracy: 0.9027     
Epoch 889/2000
1500/1500 [==============================] - 0s - loss: 0.0850 - binary_accuracy: 0.9027     
Epoch 890/2000
1500/1500 [==============================] - 0s - loss: 0.0850 - binary_accuracy: 0.9027     
Epoch 891/2000
1500/1500 [==============================] - 0s - loss: 0.0850 - binary_accuracy: 0.9027     
Epoch 892/2000
1500/1500 [==============================] - 0s - loss: 0.0850 - binary_accuracy: 0.9027     
Epoch 893/2000
1500/1500 [==============================] - 0s - loss: 0.0850 - binary_accuracy: 0.9027     
Epoch 894/2000
1500/1500 [==============================] - 0s - loss: 0.0850 - binary_accuracy: 0.9027     
Epoch 895/2000
1500/1500 [==============================] - 0s - loss: 0.0850 - binary_accuracy: 0.9027     
Epoch 896/2000
1500/1500 [==============================] - 0s - loss: 0.0849 - binary_accuracy: 0.9027     
Epoch 897/2000
1500/1500 [==============================] - 0s - loss: 0.0849 - binary_accuracy: 0.9027     
Epoch 898/2000
1500/1500 [==============================] - 0s - loss: 0.0849 - binary_accuracy: 0.9027     
Epoch 899/2000
1500/1500 [==============================] - 0s - loss: 0.0849 - binary_accuracy: 0.9027     
Epoch 900/2000
1500/1500 [==============================] - 0s - loss: 0.0849 - binary_accuracy: 0.9027     
Epoch 901/2000
1500/1500 [==============================] - 0s - loss: 0.0849 - binary_accuracy: 0.9027     
Epoch 902/2000
1500/1500 [==============================] - 0s - loss: 0.0849 - binary_accuracy: 0.9027     
Epoch 903/2000
1500/1500 [==============================] - 0s - loss: 0.0849 - binary_accuracy: 0.9027     
Epoch 904/2000
1500/1500 [==============================] - 0s - loss: 0.0849 - binary_accuracy: 0.9027     
Epoch 905/2000
1500/1500 [==============================] - 0s - loss: 0.0849 - binary_accuracy: 0.9027     
Epoch 906/2000
1500/1500 [==============================] - 0s - loss: 0.0849 - binary_accuracy: 0.9027     
Epoch 907/2000
1500/1500 [==============================] - 0s - loss: 0.0849 - binary_accuracy: 0.9027     
Epoch 908/2000
1500/1500 [==============================] - 0s - loss: 0.0849 - binary_accuracy: 0.9027     
Epoch 909/2000
1500/1500 [==============================] - 0s - loss: 0.0849 - binary_accuracy: 0.9027     - ETA: 0s - loss: 0.0912 - binary_accuracy: 0.892
Epoch 910/2000
1500/1500 [==============================] - 0s - loss: 0.0849 - binary_accuracy: 0.9027     
Epoch 911/2000
1500/1500 [==============================] - 0s - loss: 0.0849 - binary_accuracy: 0.9027     
Epoch 912/2000
1500/1500 [==============================] - 0s - loss: 0.0849 - binary_accuracy: 0.9027     
Epoch 913/2000
1500/1500 [==============================] - 0s - loss: 0.0849 - binary_accuracy: 0.9027     
Epoch 914/2000
1500/1500 [==============================] - 0s - loss: 0.0849 - binary_accuracy: 0.9027     
Epoch 915/2000
1500/1500 [==============================] - 0s - loss: 0.0849 - binary_accuracy: 0.9027     
Epoch 916/2000
1500/1500 [==============================] - 0s - loss: 0.0849 - binary_accuracy: 0.9027     
Epoch 917/2000
1500/1500 [==============================] - 0s - loss: 0.0849 - binary_accuracy: 0.9027     
Epoch 918/2000
1500/1500 [==============================] - 0s - loss: 0.0849 - binary_accuracy: 0.9027     
Epoch 919/2000
1500/1500 [==============================] - 0s - loss: 0.0848 - binary_accuracy: 0.9027     
Epoch 920/2000
1500/1500 [==============================] - 0s - loss: 0.0848 - binary_accuracy: 0.9027     
Epoch 921/2000
1500/1500 [==============================] - 0s - loss: 0.0848 - binary_accuracy: 0.9027     
Epoch 922/2000
1500/1500 [==============================] - 0s - loss: 0.0848 - binary_accuracy: 0.9027     
Epoch 923/2000
1500/1500 [==============================] - 0s - loss: 0.0848 - binary_accuracy: 0.9027     
Epoch 924/2000
1500/1500 [==============================] - 0s - loss: 0.0848 - binary_accuracy: 0.9027     
Epoch 925/2000
1500/1500 [==============================] - 0s - loss: 0.0848 - binary_accuracy: 0.9027     
Epoch 926/2000
1500/1500 [==============================] - 0s - loss: 0.0848 - binary_accuracy: 0.9027     
Epoch 927/2000
1500/1500 [==============================] - 0s - loss: 0.0848 - binary_accuracy: 0.9027     
Epoch 928/2000
1500/1500 [==============================] - 0s - loss: 0.0848 - binary_accuracy: 0.9027     
Epoch 929/2000
1500/1500 [==============================] - 0s - loss: 0.0848 - binary_accuracy: 0.9027     
Epoch 930/2000
1500/1500 [==============================] - 0s - loss: 0.0848 - binary_accuracy: 0.9027     
Epoch 931/2000
1500/1500 [==============================] - 0s - loss: 0.0848 - binary_accuracy: 0.9027     
Epoch 932/2000
1500/1500 [==============================] - 0s - loss: 0.0848 - binary_accuracy: 0.9027     
Epoch 933/2000
1500/1500 [==============================] - 0s - loss: 0.0848 - binary_accuracy: 0.9027     
Epoch 934/2000
1500/1500 [==============================] - 0s - loss: 0.0848 - binary_accuracy: 0.9027     
Epoch 935/2000
1500/1500 [==============================] - 0s - loss: 0.0848 - binary_accuracy: 0.9027     
Epoch 936/2000
1500/1500 [==============================] - 0s - loss: 0.0848 - binary_accuracy: 0.9027     
Epoch 937/2000
1500/1500 [==============================] - 0s - loss: 0.0848 - binary_accuracy: 0.9027     
Epoch 938/2000
1500/1500 [==============================] - 0s - loss: 0.0848 - binary_accuracy: 0.9027     
Epoch 939/2000
1500/1500 [==============================] - 0s - loss: 0.0848 - binary_accuracy: 0.9027     
Epoch 940/2000
1500/1500 [==============================] - 0s - loss: 0.0848 - binary_accuracy: 0.9027     
Epoch 941/2000
1500/1500 [==============================] - 0s - loss: 0.0848 - binary_accuracy: 0.9027     
Epoch 942/2000
1500/1500 [==============================] - 0s - loss: 0.0848 - binary_accuracy: 0.9027     
Epoch 943/2000
1500/1500 [==============================] - 0s - loss: 0.0848 - binary_accuracy: 0.9027     
Epoch 944/2000
1500/1500 [==============================] - 0s - loss: 0.0847 - binary_accuracy: 0.9027     
Epoch 945/2000
1500/1500 [==============================] - 0s - loss: 0.0847 - binary_accuracy: 0.9027     
Epoch 946/2000
1500/1500 [==============================] - 0s - loss: 0.0847 - binary_accuracy: 0.9027     
Epoch 947/2000
1500/1500 [==============================] - 0s - loss: 0.0847 - binary_accuracy: 0.9027     
Epoch 948/2000
1500/1500 [==============================] - 0s - loss: 0.0847 - binary_accuracy: 0.9027     
Epoch 949/2000
1500/1500 [==============================] - 0s - loss: 0.0847 - binary_accuracy: 0.9027     
Epoch 950/2000
1500/1500 [==============================] - 0s - loss: 0.0847 - binary_accuracy: 0.9027     
Epoch 951/2000
1500/1500 [==============================] - 0s - loss: 0.0847 - binary_accuracy: 0.9027     
Epoch 952/2000
1500/1500 [==============================] - 0s - loss: 0.0847 - binary_accuracy: 0.9027     
Epoch 953/2000
1500/1500 [==============================] - 0s - loss: 0.0847 - binary_accuracy: 0.9027     
Epoch 954/2000
1500/1500 [==============================] - 0s - loss: 0.0847 - binary_accuracy: 0.9027     
Epoch 955/2000
1500/1500 [==============================] - 0s - loss: 0.0847 - binary_accuracy: 0.9027     
Epoch 956/2000
1500/1500 [==============================] - 0s - loss: 0.0847 - binary_accuracy: 0.9027     
Epoch 957/2000
1500/1500 [==============================] - 0s - loss: 0.0847 - binary_accuracy: 0.9027     
Epoch 958/2000
1500/1500 [==============================] - 0s - loss: 0.0847 - binary_accuracy: 0.9027     
Epoch 959/2000
1500/1500 [==============================] - 0s - loss: 0.0847 - binary_accuracy: 0.9027     
Epoch 960/2000
1500/1500 [==============================] - 0s - loss: 0.0847 - binary_accuracy: 0.9027     
Epoch 961/2000
1500/1500 [==============================] - 0s - loss: 0.0847 - binary_accuracy: 0.9027     
Epoch 962/2000
1500/1500 [==============================] - 0s - loss: 0.0847 - binary_accuracy: 0.9027     
Epoch 963/2000
1500/1500 [==============================] - 0s - loss: 0.0847 - binary_accuracy: 0.9027     
Epoch 964/2000
1500/1500 [==============================] - 0s - loss: 0.0847 - binary_accuracy: 0.9027     
Epoch 965/2000
1500/1500 [==============================] - 0s - loss: 0.0847 - binary_accuracy: 0.9027     
Epoch 966/2000
1500/1500 [==============================] - 0s - loss: 0.0847 - binary_accuracy: 0.9027     
Epoch 967/2000
1500/1500 [==============================] - 0s - loss: 0.0847 - binary_accuracy: 0.9027     
Epoch 968/2000
1500/1500 [==============================] - 0s - loss: 0.0847 - binary_accuracy: 0.9027     
Epoch 969/2000
1500/1500 [==============================] - 0s - loss: 0.0846 - binary_accuracy: 0.9027     
Epoch 970/2000
1500/1500 [==============================] - 0s - loss: 0.0846 - binary_accuracy: 0.9027     
Epoch 971/2000
1500/1500 [==============================] - 0s - loss: 0.0846 - binary_accuracy: 0.9027     
Epoch 972/2000
1500/1500 [==============================] - 0s - loss: 0.0846 - binary_accuracy: 0.9027     
Epoch 973/2000
1500/1500 [==============================] - 0s - loss: 0.0846 - binary_accuracy: 0.9027     
Epoch 974/2000
1500/1500 [==============================] - 0s - loss: 0.0846 - binary_accuracy: 0.9027     
Epoch 975/2000
1500/1500 [==============================] - 0s - loss: 0.0846 - binary_accuracy: 0.9027     
Epoch 976/2000
1500/1500 [==============================] - 0s - loss: 0.0846 - binary_accuracy: 0.9027     
Epoch 977/2000
1500/1500 [==============================] - 0s - loss: 0.0846 - binary_accuracy: 0.9027     
Epoch 978/2000
1500/1500 [==============================] - 0s - loss: 0.0846 - binary_accuracy: 0.9027     
Epoch 979/2000
1500/1500 [==============================] - 0s - loss: 0.0846 - binary_accuracy: 0.9027     
Epoch 980/2000
1500/1500 [==============================] - 0s - loss: 0.0846 - binary_accuracy: 0.9033     
Epoch 981/2000
1500/1500 [==============================] - 0s - loss: 0.0846 - binary_accuracy: 0.9033     
Epoch 982/2000
1500/1500 [==============================] - 0s - loss: 0.0846 - binary_accuracy: 0.9027     
Epoch 983/2000
1500/1500 [==============================] - 0s - loss: 0.0846 - binary_accuracy: 0.9027     
Epoch 984/2000
1500/1500 [==============================] - 0s - loss: 0.0846 - binary_accuracy: 0.9027     
Epoch 985/2000
1500/1500 [==============================] - 0s - loss: 0.0846 - binary_accuracy: 0.9033     
Epoch 986/2000
1500/1500 [==============================] - 0s - loss: 0.0846 - binary_accuracy: 0.9027     
Epoch 987/2000
1500/1500 [==============================] - 0s - loss: 0.0846 - binary_accuracy: 0.9033     
Epoch 988/2000
1500/1500 [==============================] - 0s - loss: 0.0846 - binary_accuracy: 0.9027     
Epoch 989/2000
1500/1500 [==============================] - 0s - loss: 0.0846 - binary_accuracy: 0.9027     
Epoch 990/2000
1500/1500 [==============================] - 0s - loss: 0.0846 - binary_accuracy: 0.9033     
Epoch 991/2000
1500/1500 [==============================] - 0s - loss: 0.0846 - binary_accuracy: 0.9027     
Epoch 992/2000
1500/1500 [==============================] - 0s - loss: 0.0846 - binary_accuracy: 0.9027     
Epoch 993/2000
1500/1500 [==============================] - 0s - loss: 0.0846 - binary_accuracy: 0.9033     
Epoch 994/2000
1500/1500 [==============================] - 0s - loss: 0.0846 - binary_accuracy: 0.9033     
Epoch 995/2000
1500/1500 [==============================] - 0s - loss: 0.0846 - binary_accuracy: 0.9027     
Epoch 996/2000
1500/1500 [==============================] - 0s - loss: 0.0845 - binary_accuracy: 0.9027     
Epoch 997/2000
1500/1500 [==============================] - 0s - loss: 0.0845 - binary_accuracy: 0.9033     
Epoch 998/2000
1500/1500 [==============================] - 0s - loss: 0.0845 - binary_accuracy: 0.9027     
Epoch 999/2000
1500/1500 [==============================] - 0s - loss: 0.0845 - binary_accuracy: 0.9033     
Epoch 1000/2000
1500/1500 [==============================] - 0s - loss: 0.0845 - binary_accuracy: 0.9033     
Epoch 1001/2000
1500/1500 [==============================] - 0s - loss: 0.0845 - binary_accuracy: 0.9027     
Epoch 1002/2000
1500/1500 [==============================] - 0s - loss: 0.0845 - binary_accuracy: 0.9027     
Epoch 1003/2000
1500/1500 [==============================] - 0s - loss: 0.0845 - binary_accuracy: 0.9033     
Epoch 1004/2000
1500/1500 [==============================] - 0s - loss: 0.0845 - binary_accuracy: 0.9033     
Epoch 1005/2000
1500/1500 [==============================] - 0s - loss: 0.0845 - binary_accuracy: 0.9027     
Epoch 1006/2000
1500/1500 [==============================] - 0s - loss: 0.0845 - binary_accuracy: 0.9033     
Epoch 1007/2000
1500/1500 [==============================] - 0s - loss: 0.0845 - binary_accuracy: 0.9027     
Epoch 1008/2000
1500/1500 [==============================] - 0s - loss: 0.0845 - binary_accuracy: 0.9027     
Epoch 1009/2000
1500/1500 [==============================] - 0s - loss: 0.0845 - binary_accuracy: 0.9027     
Epoch 1010/2000
1500/1500 [==============================] - 0s - loss: 0.0845 - binary_accuracy: 0.9033     
Epoch 1011/2000
1500/1500 [==============================] - 0s - loss: 0.0845 - binary_accuracy: 0.9033     
Epoch 1012/2000
1500/1500 [==============================] - 0s - loss: 0.0845 - binary_accuracy: 0.9033     
Epoch 1013/2000
1500/1500 [==============================] - 0s - loss: 0.0845 - binary_accuracy: 0.9033     
Epoch 1014/2000
1500/1500 [==============================] - 0s - loss: 0.0845 - binary_accuracy: 0.9033     
Epoch 1015/2000
1500/1500 [==============================] - 0s - loss: 0.0845 - binary_accuracy: 0.9033     
Epoch 1016/2000
1500/1500 [==============================] - 0s - loss: 0.0845 - binary_accuracy: 0.9033     
Epoch 1017/2000
1500/1500 [==============================] - 0s - loss: 0.0845 - binary_accuracy: 0.9033     
Epoch 1018/2000
1500/1500 [==============================] - 0s - loss: 0.0845 - binary_accuracy: 0.9033     
Epoch 1019/2000
1500/1500 [==============================] - 0s - loss: 0.0845 - binary_accuracy: 0.9033     
Epoch 1020/2000
1500/1500 [==============================] - 0s - loss: 0.0845 - binary_accuracy: 0.9033     
Epoch 1021/2000
1500/1500 [==============================] - 0s - loss: 0.0845 - binary_accuracy: 0.9033     
Epoch 1022/2000
1500/1500 [==============================] - 0s - loss: 0.0845 - binary_accuracy: 0.9033     
Epoch 1023/2000
1500/1500 [==============================] - 0s - loss: 0.0845 - binary_accuracy: 0.9033     
Epoch 1024/2000
1500/1500 [==============================] - 0s - loss: 0.0845 - binary_accuracy: 0.9033     
Epoch 1025/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.9033     
Epoch 1026/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.9033     
Epoch 1027/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.9033     
Epoch 1028/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.9033     
Epoch 1029/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.9033     
Epoch 1030/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.9033     
Epoch 1031/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.9033     
Epoch 1032/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.9033     
Epoch 1033/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.9033     
Epoch 1034/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.9033     
Epoch 1035/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.9033     
Epoch 1036/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.9033     
Epoch 1037/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.9033     
Epoch 1038/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.9033     
Epoch 1039/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.9033     
Epoch 1040/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.9033     
Epoch 1041/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.9033     
Epoch 1042/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.9033     
Epoch 1043/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.9033     
Epoch 1044/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.9033     
Epoch 1045/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.9033     
Epoch 1046/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.9033     
Epoch 1047/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.9033     
Epoch 1048/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.9033     
Epoch 1049/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.9033     
Epoch 1050/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.9033     
Epoch 1051/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.9033     
Epoch 1052/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.9033     
Epoch 1053/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.9033     
Epoch 1054/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.9033     
Epoch 1055/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1056/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1057/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1058/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1059/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1060/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1061/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1062/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1063/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1064/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1065/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1066/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1067/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1068/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1069/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1070/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1071/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1072/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1073/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1074/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1075/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1076/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1077/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1078/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1079/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1080/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1081/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1082/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1083/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1084/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1085/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1086/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1087/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9033     
Epoch 1088/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1089/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1090/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1091/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1092/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1093/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1094/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1095/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1096/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1097/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1098/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1099/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1100/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1101/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1102/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1103/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1104/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1105/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1106/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1107/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1108/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1109/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1110/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1111/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1112/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1113/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1114/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1115/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1116/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1117/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1118/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1119/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1120/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.9033     
Epoch 1121/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9033     
Epoch 1122/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9033     
Epoch 1123/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9033     
Epoch 1124/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9033     
Epoch 1125/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9033     
Epoch 1126/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9033     
Epoch 1127/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9040     
Epoch 1128/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9033     
Epoch 1129/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9040     
Epoch 1130/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9033     
Epoch 1131/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9033     
Epoch 1132/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9033     
Epoch 1133/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9033     
Epoch 1134/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9040     
Epoch 1135/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9033     
Epoch 1136/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9033     
Epoch 1137/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9033     
Epoch 1138/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9033     
Epoch 1139/2000
1500/1500 [==============================] - ETA: 0s - loss: 0.0817 - binary_accuracy: 0.905 - 0s - loss: 0.0841 - binary_accuracy: 0.9033     
Epoch 1140/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9033     
Epoch 1141/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9033     
Epoch 1142/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9033     
Epoch 1143/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9040     
Epoch 1144/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9033     
Epoch 1145/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9040     
Epoch 1146/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9033     
Epoch 1147/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9033     
Epoch 1148/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9033     
Epoch 1149/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9040     
Epoch 1150/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9033     
Epoch 1151/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9033     
Epoch 1152/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9033     
Epoch 1153/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9040     
Epoch 1154/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9040     
Epoch 1155/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.9040     
Epoch 1156/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1157/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1158/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1159/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9033     
Epoch 1160/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1161/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9033     
Epoch 1162/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1163/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1164/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1165/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1166/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1167/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1168/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1169/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1170/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1171/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1172/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1173/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1174/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1175/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1176/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1177/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1178/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1179/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1180/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1181/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1182/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1183/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1184/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1185/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1186/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1187/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1188/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1189/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1190/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1191/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1192/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1193/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1194/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9040     
Epoch 1195/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1196/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1197/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1198/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1199/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1200/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1201/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1202/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1203/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1204/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1205/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1206/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1207/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1208/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1209/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1210/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1211/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1212/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1213/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1214/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1215/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1216/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1217/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1218/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1219/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1220/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1221/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1222/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1223/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1224/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1225/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1226/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9047     
Epoch 1227/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1228/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1229/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1230/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1231/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9047     
Epoch 1232/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1233/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9040     
Epoch 1234/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9040     
Epoch 1235/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9040     
Epoch 1236/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9040     
Epoch 1237/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9047     
Epoch 1238/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9040     
Epoch 1239/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9040     
Epoch 1240/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9040     
Epoch 1241/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9047     
Epoch 1242/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9040     
Epoch 1243/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9040     
Epoch 1244/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9040     
Epoch 1245/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9040     
Epoch 1246/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9040     
Epoch 1247/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9040     
Epoch 1248/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9040     
Epoch 1249/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9040     
Epoch 1250/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9047     
Epoch 1251/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9040     
Epoch 1252/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9047     
Epoch 1253/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9040     
Epoch 1254/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9040     
Epoch 1255/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9040     
Epoch 1256/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9040     
Epoch 1257/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9040     
Epoch 1258/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9040     
Epoch 1259/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9040     
Epoch 1260/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9047     
Epoch 1261/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9040     
Epoch 1262/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9040     
Epoch 1263/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9040     
Epoch 1264/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9040     
Epoch 1265/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9040     
Epoch 1266/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9047     
Epoch 1267/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9040     
Epoch 1268/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9040     
Epoch 1269/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9047     
Epoch 1270/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9047     
Epoch 1271/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9047     
Epoch 1272/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9040     
Epoch 1273/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9040     
Epoch 1274/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9047     
Epoch 1275/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.9047     
Epoch 1276/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9033     
Epoch 1277/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9047     
Epoch 1278/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9047     
Epoch 1279/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9047     
Epoch 1280/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9047     
Epoch 1281/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9047     
Epoch 1282/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9047     
Epoch 1283/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9040     
Epoch 1284/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9047     
Epoch 1285/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9047     
Epoch 1286/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9047     
Epoch 1287/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9040     
Epoch 1288/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9040     
Epoch 1289/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9040     
Epoch 1290/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9047     
Epoch 1291/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9047     
Epoch 1292/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9047     
Epoch 1293/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9047     
Epoch 1294/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9047     
Epoch 1295/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9047     
Epoch 1296/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9040     
Epoch 1297/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9040     
Epoch 1298/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9040     
Epoch 1299/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9047     
Epoch 1300/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9040     
Epoch 1301/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9047     
Epoch 1302/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9047     
Epoch 1303/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9047     
Epoch 1304/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9047     
Epoch 1305/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9047     
Epoch 1306/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9047     
Epoch 1307/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9047     
Epoch 1308/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9047     
Epoch 1309/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9040     
Epoch 1310/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9040     
Epoch 1311/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9047     
Epoch 1312/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9040     
Epoch 1313/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9047     
Epoch 1314/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9047     
Epoch 1315/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9047     
Epoch 1316/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9040     
Epoch 1317/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9047     
Epoch 1318/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9047     
Epoch 1319/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9047     
Epoch 1320/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9040     
Epoch 1321/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9040     
Epoch 1322/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9047     
Epoch 1323/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9040     
Epoch 1324/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9047     
Epoch 1325/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9047     
Epoch 1326/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9047     
Epoch 1327/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9047     
Epoch 1328/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9047     
Epoch 1329/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9040     
Epoch 1330/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9040     
Epoch 1331/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9040     
Epoch 1332/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9040     
Epoch 1333/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9047     
Epoch 1334/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9047     
Epoch 1335/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9040     
Epoch 1336/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9047     
Epoch 1337/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9047     
Epoch 1338/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9040     
Epoch 1339/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9040     
Epoch 1340/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9047     
Epoch 1341/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9047     
Epoch 1342/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9040     
Epoch 1343/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9040     
Epoch 1344/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9047     
Epoch 1345/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9040     
Epoch 1346/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9047     
Epoch 1347/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9040     
Epoch 1348/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9040     
Epoch 1349/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9047     
Epoch 1350/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9040     
Epoch 1351/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9040     
Epoch 1352/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9047     
Epoch 1353/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9047     
Epoch 1354/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9040     
Epoch 1355/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9040     
Epoch 1356/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9047     
Epoch 1357/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9047     
Epoch 1358/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9040     
Epoch 1359/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9040     
Epoch 1360/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9040     
Epoch 1361/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9040     
Epoch 1362/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9040     
Epoch 1363/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9040     
Epoch 1364/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9040     
Epoch 1365/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9040     
Epoch 1366/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9047     
Epoch 1367/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1368/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9047     
Epoch 1369/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1370/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9047     
Epoch 1371/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1372/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1373/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1374/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1375/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9047     
Epoch 1376/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1377/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1378/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9047     
Epoch 1379/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1380/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1381/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9047     
Epoch 1382/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1383/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1384/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9047     
Epoch 1385/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1386/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1387/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9047     
Epoch 1388/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9047     
Epoch 1389/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1390/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1391/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1392/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1393/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1394/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1395/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1396/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1397/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1398/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1399/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1400/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1401/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1402/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1403/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1404/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1405/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1406/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1407/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1408/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1409/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1410/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1411/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1412/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9047     
Epoch 1413/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9040     
Epoch 1414/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1415/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1416/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1417/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1418/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1419/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1420/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1421/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1422/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1423/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1424/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1425/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1426/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     - ETA: 0s - loss: 0.0785 - binary_accuracy: 0.909
Epoch 1427/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1428/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1429/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1430/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1431/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1432/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1433/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9047     
Epoch 1434/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1435/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1436/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1437/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1438/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1439/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1440/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1441/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1442/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1443/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1444/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1445/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1446/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1447/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1448/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1449/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1450/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1451/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1452/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1453/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1454/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1455/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1456/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1457/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9047     
Epoch 1458/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1459/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1460/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1461/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1462/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1463/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1464/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9040     
Epoch 1465/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1466/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1467/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1468/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1469/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1470/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1471/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1472/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1473/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1474/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1475/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1476/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1477/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1478/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1479/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1480/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1481/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1482/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1483/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1484/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1485/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1486/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1487/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1488/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1489/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1490/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1491/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1492/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1493/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1494/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1495/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1496/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1497/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1498/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1499/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1500/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     - ETA: 0s - loss: 0.0879 - binary_accuracy: 0.899
Epoch 1501/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1502/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1503/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1504/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1505/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1506/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1507/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1508/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1509/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1510/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1511/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1512/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1513/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1514/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1515/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1516/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1517/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1518/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1519/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9040     
Epoch 1520/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1521/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1522/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1523/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1524/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1525/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1526/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1527/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1528/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1529/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1530/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1531/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1532/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1533/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1534/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1535/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1536/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1537/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1538/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1539/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1540/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1541/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1542/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1543/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1544/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1545/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1546/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1547/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1548/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1549/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1550/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1551/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1552/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1553/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1554/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1555/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1556/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1557/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1558/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1559/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1560/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1561/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1562/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1563/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1564/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1565/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1566/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1567/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1568/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1569/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1570/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1571/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1572/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1573/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1574/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.9040     
Epoch 1575/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1576/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1577/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1578/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1579/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1580/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1581/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1582/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1583/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1584/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1585/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1586/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1587/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1588/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1589/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1590/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1591/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1592/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1593/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1594/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1595/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1596/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1597/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1598/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1599/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1600/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1601/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1602/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1603/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1604/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1605/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1606/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1607/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1608/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1609/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1610/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1611/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1612/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1613/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1614/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1615/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1616/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1617/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1618/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1619/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1620/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1621/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1622/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1623/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1624/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1625/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1626/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1627/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1628/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1629/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1630/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1631/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1632/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9040     
Epoch 1633/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1634/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1635/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1636/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1637/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1638/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1639/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1640/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1641/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1642/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1643/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1644/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1645/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1646/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1647/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1648/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1649/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1650/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1651/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1652/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1653/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1654/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1655/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1656/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1657/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1658/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1659/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1660/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1661/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1662/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1663/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1664/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1665/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1666/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1667/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1668/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1669/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1670/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1671/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1672/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1673/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1674/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1675/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1676/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1677/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1678/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1679/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1680/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1681/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1682/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1683/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1684/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1685/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1686/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1687/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1688/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1689/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1690/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1691/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1692/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1693/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9040     
Epoch 1694/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1695/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1696/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1697/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1698/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1699/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1700/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1701/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1702/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1703/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1704/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1705/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1706/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1707/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1708/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1709/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1710/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1711/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1712/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1713/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1714/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1715/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1716/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1717/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1718/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1719/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1720/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1721/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1722/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1723/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1724/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1725/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1726/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1727/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1728/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1729/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1730/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1731/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1732/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1733/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1734/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1735/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1736/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1737/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1738/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1739/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1740/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1741/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1742/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1743/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1744/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1745/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1746/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1747/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1748/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1749/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1750/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1751/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1752/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1753/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1754/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1755/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1756/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9040     
Epoch 1757/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1758/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1759/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1760/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1761/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1762/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1763/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1764/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1765/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1766/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1767/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1768/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1769/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1770/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1771/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1772/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1773/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1774/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1775/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1776/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1777/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1778/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1779/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1780/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1781/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1782/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1783/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1784/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1785/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1786/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1787/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1788/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1789/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1790/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1791/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     - ETA: 0s - loss: 0.0841 - binary_accuracy: 0.902
Epoch 1792/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1793/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1794/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1795/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1796/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1797/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1798/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1799/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1800/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1801/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1802/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1803/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1804/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1805/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1806/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1807/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1808/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1809/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1810/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1811/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1812/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1813/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1814/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1815/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1816/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1817/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1818/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1819/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1820/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1821/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     
Epoch 1822/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9040     - ETA: 0s - loss: 0.0857 - binary_accuracy: 0.899
Epoch 1823/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1824/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1825/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1826/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1827/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9047     
Epoch 1828/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1829/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1830/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1831/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1832/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1833/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1834/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1835/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1836/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1837/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9047     
Epoch 1838/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1839/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1840/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1841/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1842/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1843/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1844/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1845/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1846/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9047     
Epoch 1847/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1848/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1849/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9047     
Epoch 1850/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1851/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9047     
Epoch 1852/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1853/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1854/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1855/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1856/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9047     
Epoch 1857/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1858/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1859/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1860/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9047     
Epoch 1861/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1862/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1863/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9047     
Epoch 1864/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1865/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1866/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1867/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9047     
Epoch 1868/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1869/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9047     
Epoch 1870/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9047     
Epoch 1871/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1872/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9047     
Epoch 1873/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9047     - ETA: 0s - loss: 0.0786 - binary_accuracy: 0.909
Epoch 1874/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9047     
Epoch 1875/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1876/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1877/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9047     
Epoch 1878/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1879/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1880/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9047     
Epoch 1881/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9047     
Epoch 1882/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9047     
Epoch 1883/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9047     
Epoch 1884/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9047     
Epoch 1885/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9047     
Epoch 1886/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9047     
Epoch 1887/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9047     
Epoch 1888/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9040     
Epoch 1889/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1890/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1891/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9040     
Epoch 1892/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1893/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9040     
Epoch 1894/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1895/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9040     
Epoch 1896/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9040     
Epoch 1897/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1898/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1899/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1900/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1901/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1902/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1903/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1904/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1905/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1906/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1907/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1908/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1909/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1910/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1911/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1912/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1913/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1914/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1915/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1916/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1917/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1918/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1919/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1920/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1921/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1922/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1923/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1924/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1925/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1926/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1927/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1928/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1929/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1930/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1931/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1932/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1933/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1934/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1935/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1936/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1937/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1938/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1939/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1940/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1941/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1942/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1943/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1944/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1945/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1946/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1947/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1948/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9040     
Epoch 1949/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1950/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1951/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1952/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1953/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1954/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1955/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1956/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1957/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1958/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9047     
Epoch 1959/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1960/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1961/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1962/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1963/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1964/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1965/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1966/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1967/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1968/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1969/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1970/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1971/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1972/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1973/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1974/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1975/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1976/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1977/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1978/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1979/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1980/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1981/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1982/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1983/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1984/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1985/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1986/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1987/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1988/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1989/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1990/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1991/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1992/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1993/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1994/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1995/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1996/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1997/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1998/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 1999/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047     
Epoch 2000/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9047



In [173]:

    
print("\n ########## Tempo de Treinamento da Rede Feed-Forward ##########\n")
print ("\n\t ----- Computation time = " + str(t2 - t1) + "s -----")
print("\n ####################################################################\n")









    



 ########## Tempo de Treinamento da Rede Feed-Forward ##########


	 ----- Computation time = 254.36487299999862s -----

 ####################################################################



In [174]:

    
# Obtendo as métricas para exibir o Gráfico
metrics = history.history
metrics.keys()









    Out[174]:





dict_keys(['loss', 'binary_accuracy'])



In [175]:

    
plt.figure(figsize=(14,7))
plt.plot(metrics['binary_accuracy'])
plt.plot(metrics['loss'])
plt.title('Curvas de Treinamento')
plt.ylabel('accuracy')
plt.xlabel('epoch')
plt.legend(['Precisão', 'Função de Custo'], loc='upper left')
plt.show();

Construção da Rede Neural ${feed-forward}$ with `Neurons = 11` and `Activation = relu`



In [176]:

    
model = Sequential()
L1 = Dense(11, input_dim=11, activation='relu')
model.add(L1)
L2 = Dense(1, activation='relu')
model.add(L2)

Configuração da Rede Neural ${feed-forward}$ with `Epochs = 2000`



In [177]:

    
t1 = time.process_time()
model.compile(loss='mean_squared_error', optimizer='sgd', metrics=['binary_accuracy'])
history = model.fit(PTrain, Train, epochs=2000, verbose=1)
t2 = time.process_time()









    



Epoch 1/2000
1500/1500 [==============================] - 0s - loss: 0.4645 - binary_accuracy: 0.5673     
Epoch 2/2000
1500/1500 [==============================] - 0s - loss: 0.2615 - binary_accuracy: 0.6713     
Epoch 3/2000
1500/1500 [==============================] - 0s - loss: 0.2127 - binary_accuracy: 0.7300     
Epoch 4/2000
1500/1500 [==============================] - 0s - loss: 0.1813 - binary_accuracy: 0.7660     
Epoch 5/2000
1500/1500 [==============================] - 0s - loss: 0.1586 - binary_accuracy: 0.7867     
Epoch 6/2000
1500/1500 [==============================] - 0s - loss: 0.1458 - binary_accuracy: 0.8060     
Epoch 7/2000
1500/1500 [==============================] - 0s - loss: 0.1383 - binary_accuracy: 0.8200     
Epoch 8/2000
1500/1500 [==============================] - 0s - loss: 0.1334 - binary_accuracy: 0.8253     
Epoch 9/2000
1500/1500 [==============================] - 0s - loss: 0.1300 - binary_accuracy: 0.8307     
Epoch 10/2000
1500/1500 [==============================] - 0s - loss: 0.1271 - binary_accuracy: 0.8367     
Epoch 11/2000
1500/1500 [==============================] - 0s - loss: 0.1248 - binary_accuracy: 0.8393     
Epoch 12/2000
1500/1500 [==============================] - 0s - loss: 0.1230 - binary_accuracy: 0.8440     
Epoch 13/2000
1500/1500 [==============================] - 0s - loss: 0.1215 - binary_accuracy: 0.8487     
Epoch 14/2000
1500/1500 [==============================] - 0s - loss: 0.1199 - binary_accuracy: 0.8493     
Epoch 15/2000
1500/1500 [==============================] - 0s - loss: 0.1185 - binary_accuracy: 0.8500     
Epoch 16/2000
1500/1500 [==============================] - 0s - loss: 0.1174 - binary_accuracy: 0.8513     
Epoch 17/2000
1500/1500 [==============================] - 0s - loss: 0.1163 - binary_accuracy: 0.8553     
Epoch 18/2000
1500/1500 [==============================] - 0s - loss: 0.1155 - binary_accuracy: 0.8527     
Epoch 19/2000
1500/1500 [==============================] - 0s - loss: 0.1144 - binary_accuracy: 0.8573     
Epoch 20/2000
1500/1500 [==============================] - 0s - loss: 0.1136 - binary_accuracy: 0.8553     
Epoch 21/2000
1500/1500 [==============================] - 0s - loss: 0.1129 - binary_accuracy: 0.8593     
Epoch 22/2000
1500/1500 [==============================] - 0s - loss: 0.1121 - binary_accuracy: 0.8607     
Epoch 23/2000
1500/1500 [==============================] - 0s - loss: 0.1116 - binary_accuracy: 0.8607     
Epoch 24/2000
1500/1500 [==============================] - 0s - loss: 0.1110 - binary_accuracy: 0.8607     
Epoch 25/2000
1500/1500 [==============================] - 0s - loss: 0.1103 - binary_accuracy: 0.8627     
Epoch 26/2000
1500/1500 [==============================] - 0s - loss: 0.1099 - binary_accuracy: 0.8600     
Epoch 27/2000
1500/1500 [==============================] - 0s - loss: 0.1093 - binary_accuracy: 0.8633     
Epoch 28/2000
1500/1500 [==============================] - 0s - loss: 0.1089 - binary_accuracy: 0.8633     
Epoch 29/2000
1500/1500 [==============================] - 0s - loss: 0.1085 - binary_accuracy: 0.8640     
Epoch 30/2000
1500/1500 [==============================] - 0s - loss: 0.1080 - binary_accuracy: 0.8647     
Epoch 31/2000
1500/1500 [==============================] - 0s - loss: 0.1078 - binary_accuracy: 0.8633     
Epoch 32/2000
1500/1500 [==============================] - 0s - loss: 0.1075 - binary_accuracy: 0.8653     
Epoch 33/2000
1500/1500 [==============================] - 0s - loss: 0.1071 - binary_accuracy: 0.8660     
Epoch 34/2000
1500/1500 [==============================] - 0s - loss: 0.1069 - binary_accuracy: 0.8627     
Epoch 35/2000
1500/1500 [==============================] - 0s - loss: 0.1066 - binary_accuracy: 0.8680     
Epoch 36/2000
1500/1500 [==============================] - 0s - loss: 0.1062 - binary_accuracy: 0.8660     
Epoch 37/2000
1500/1500 [==============================] - 0s - loss: 0.1061 - binary_accuracy: 0.8667     
Epoch 38/2000
1500/1500 [==============================] - 0s - loss: 0.1057 - binary_accuracy: 0.8673     
Epoch 39/2000
1500/1500 [==============================] - 0s - loss: 0.1055 - binary_accuracy: 0.8667     
Epoch 40/2000
1500/1500 [==============================] - 0s - loss: 0.1054 - binary_accuracy: 0.8667     
Epoch 41/2000
1500/1500 [==============================] - 0s - loss: 0.1051 - binary_accuracy: 0.8667     
Epoch 42/2000
1500/1500 [==============================] - 0s - loss: 0.1048 - binary_accuracy: 0.8680     
Epoch 43/2000
1500/1500 [==============================] - 0s - loss: 0.1046 - binary_accuracy: 0.8660     
Epoch 44/2000
1500/1500 [==============================] - 0s - loss: 0.1045 - binary_accuracy: 0.8653     
Epoch 45/2000
1500/1500 [==============================] - 0s - loss: 0.1043 - binary_accuracy: 0.8673     
Epoch 46/2000
1500/1500 [==============================] - 0s - loss: 0.1042 - binary_accuracy: 0.8667     
Epoch 47/2000
1500/1500 [==============================] - 0s - loss: 0.1041 - binary_accuracy: 0.8673     
Epoch 48/2000
1500/1500 [==============================] - 0s - loss: 0.1039 - binary_accuracy: 0.8660     
Epoch 49/2000
1500/1500 [==============================] - 0s - loss: 0.1036 - binary_accuracy: 0.8660     
Epoch 50/2000
1500/1500 [==============================] - 0s - loss: 0.1035 - binary_accuracy: 0.8667     
Epoch 51/2000
1500/1500 [==============================] - 0s - loss: 0.1034 - binary_accuracy: 0.8667     
Epoch 52/2000
1500/1500 [==============================] - 0s - loss: 0.1031 - binary_accuracy: 0.8673     
Epoch 53/2000
1500/1500 [==============================] - 0s - loss: 0.1030 - binary_accuracy: 0.8680     
Epoch 54/2000
1500/1500 [==============================] - 0s - loss: 0.1029 - binary_accuracy: 0.8680     
Epoch 55/2000
1500/1500 [==============================] - 0s - loss: 0.1027 - binary_accuracy: 0.8667     
Epoch 56/2000
1500/1500 [==============================] - 0s - loss: 0.1026 - binary_accuracy: 0.8673     
Epoch 57/2000
1500/1500 [==============================] - 0s - loss: 0.1024 - binary_accuracy: 0.8707     
Epoch 58/2000
1500/1500 [==============================] - 0s - loss: 0.1024 - binary_accuracy: 0.8673     
Epoch 59/2000
1500/1500 [==============================] - 0s - loss: 0.1022 - binary_accuracy: 0.8667     
Epoch 60/2000
1500/1500 [==============================] - 0s - loss: 0.1020 - binary_accuracy: 0.8687     
Epoch 61/2000
1500/1500 [==============================] - 0s - loss: 0.1019 - binary_accuracy: 0.8660     
Epoch 62/2000
1500/1500 [==============================] - 0s - loss: 0.1018 - binary_accuracy: 0.8667     
Epoch 63/2000
1500/1500 [==============================] - 0s - loss: 0.1017 - binary_accuracy: 0.8653     
Epoch 64/2000
1500/1500 [==============================] - 0s - loss: 0.1015 - binary_accuracy: 0.8687     
Epoch 65/2000
1500/1500 [==============================] - 0s - loss: 0.1015 - binary_accuracy: 0.8693     
Epoch 66/2000
1500/1500 [==============================] - 0s - loss: 0.1013 - binary_accuracy: 0.8667     
Epoch 67/2000
1500/1500 [==============================] - 0s - loss: 0.1012 - binary_accuracy: 0.8687     
Epoch 68/2000
1500/1500 [==============================] - 0s - loss: 0.1012 - binary_accuracy: 0.8700     
Epoch 69/2000
1500/1500 [==============================] - 0s - loss: 0.1009 - binary_accuracy: 0.8720     
Epoch 70/2000
1500/1500 [==============================] - 0s - loss: 0.1010 - binary_accuracy: 0.8687     
Epoch 71/2000
1500/1500 [==============================] - 0s - loss: 0.1007 - binary_accuracy: 0.8713     
Epoch 72/2000
1500/1500 [==============================] - 0s - loss: 0.1008 - binary_accuracy: 0.8687     
Epoch 73/2000
1500/1500 [==============================] - 0s - loss: 0.1006 - binary_accuracy: 0.8713     
Epoch 74/2000
1500/1500 [==============================] - 0s - loss: 0.1005 - binary_accuracy: 0.8700     
Epoch 75/2000
1500/1500 [==============================] - 0s - loss: 0.1004 - binary_accuracy: 0.8700     
Epoch 76/2000
1500/1500 [==============================] - 0s - loss: 0.1004 - binary_accuracy: 0.8727     
Epoch 77/2000
1500/1500 [==============================] - 0s - loss: 0.1003 - binary_accuracy: 0.8707     
Epoch 78/2000
1500/1500 [==============================] - 0s - loss: 0.1002 - binary_accuracy: 0.8720     
Epoch 79/2000
1500/1500 [==============================] - 0s - loss: 0.1001 - binary_accuracy: 0.8707     
Epoch 80/2000
1500/1500 [==============================] - 0s - loss: 0.1001 - binary_accuracy: 0.8713     
Epoch 81/2000
1500/1500 [==============================] - 0s - loss: 0.0998 - binary_accuracy: 0.8713     
Epoch 82/2000
1500/1500 [==============================] - 0s - loss: 0.0999 - binary_accuracy: 0.8707     
Epoch 83/2000
1500/1500 [==============================] - 0s - loss: 0.0997 - binary_accuracy: 0.8720     
Epoch 84/2000
1500/1500 [==============================] - 0s - loss: 0.0997 - binary_accuracy: 0.8720     
Epoch 85/2000
1500/1500 [==============================] - 0s - loss: 0.0996 - binary_accuracy: 0.8727     
Epoch 86/2000
1500/1500 [==============================] - 0s - loss: 0.0995 - binary_accuracy: 0.8693     
Epoch 87/2000
1500/1500 [==============================] - 0s - loss: 0.0994 - binary_accuracy: 0.8720     
Epoch 88/2000
1500/1500 [==============================] - 0s - loss: 0.0993 - binary_accuracy: 0.8700     
Epoch 89/2000
1500/1500 [==============================] - 0s - loss: 0.0992 - binary_accuracy: 0.8747     
Epoch 90/2000
1500/1500 [==============================] - 0s - loss: 0.0992 - binary_accuracy: 0.8727     
Epoch 91/2000
1500/1500 [==============================] - 0s - loss: 0.0990 - binary_accuracy: 0.8733     
Epoch 92/2000
1500/1500 [==============================] - 0s - loss: 0.0990 - binary_accuracy: 0.8713     
Epoch 93/2000
1500/1500 [==============================] - 0s - loss: 0.0989 - binary_accuracy: 0.8733     
Epoch 94/2000
1500/1500 [==============================] - 0s - loss: 0.0988 - binary_accuracy: 0.8720     
Epoch 95/2000
1500/1500 [==============================] - 0s - loss: 0.0987 - binary_accuracy: 0.8753     
Epoch 96/2000
1500/1500 [==============================] - 0s - loss: 0.0987 - binary_accuracy: 0.8733     
Epoch 97/2000
1500/1500 [==============================] - 0s - loss: 0.0986 - binary_accuracy: 0.8720     
Epoch 98/2000
1500/1500 [==============================] - 0s - loss: 0.0985 - binary_accuracy: 0.8753     
Epoch 99/2000
1500/1500 [==============================] - 0s - loss: 0.0984 - binary_accuracy: 0.8727     
Epoch 100/2000
1500/1500 [==============================] - 0s - loss: 0.0984 - binary_accuracy: 0.8740     
Epoch 101/2000
1500/1500 [==============================] - 0s - loss: 0.0984 - binary_accuracy: 0.8740     
Epoch 102/2000
1500/1500 [==============================] - 0s - loss: 0.0982 - binary_accuracy: 0.8740     
Epoch 103/2000
1500/1500 [==============================] - 0s - loss: 0.0982 - binary_accuracy: 0.8733     
Epoch 104/2000
1500/1500 [==============================] - 0s - loss: 0.0981 - binary_accuracy: 0.8747     
Epoch 105/2000
1500/1500 [==============================] - 0s - loss: 0.0980 - binary_accuracy: 0.8740     
Epoch 106/2000
1500/1500 [==============================] - 0s - loss: 0.0980 - binary_accuracy: 0.8733     
Epoch 107/2000
1500/1500 [==============================] - 0s - loss: 0.0979 - binary_accuracy: 0.8747     
Epoch 108/2000
1500/1500 [==============================] - 0s - loss: 0.0978 - binary_accuracy: 0.8747     
Epoch 109/2000
1500/1500 [==============================] - 0s - loss: 0.0977 - binary_accuracy: 0.8733     
Epoch 110/2000
1500/1500 [==============================] - 0s - loss: 0.0977 - binary_accuracy: 0.8753     
Epoch 111/2000
1500/1500 [==============================] - 0s - loss: 0.0977 - binary_accuracy: 0.8767     
Epoch 112/2000
1500/1500 [==============================] - 0s - loss: 0.0976 - binary_accuracy: 0.8747     
Epoch 113/2000
1500/1500 [==============================] - 0s - loss: 0.0976 - binary_accuracy: 0.8747     
Epoch 114/2000
1500/1500 [==============================] - 0s - loss: 0.0975 - binary_accuracy: 0.8753     
Epoch 115/2000
1500/1500 [==============================] - 0s - loss: 0.0974 - binary_accuracy: 0.8753     
Epoch 116/2000
1500/1500 [==============================] - 0s - loss: 0.0974 - binary_accuracy: 0.8773     
Epoch 117/2000
1500/1500 [==============================] - 0s - loss: 0.0973 - binary_accuracy: 0.8767     
Epoch 118/2000
1500/1500 [==============================] - 0s - loss: 0.0972 - binary_accuracy: 0.8753     
Epoch 119/2000
1500/1500 [==============================] - 0s - loss: 0.0970 - binary_accuracy: 0.8747     
Epoch 120/2000
1500/1500 [==============================] - 0s - loss: 0.0970 - binary_accuracy: 0.8753     
Epoch 121/2000
1500/1500 [==============================] - 0s - loss: 0.0969 - binary_accuracy: 0.8753     
Epoch 122/2000
1500/1500 [==============================] - 0s - loss: 0.0969 - binary_accuracy: 0.8773     
Epoch 123/2000
1500/1500 [==============================] - 0s - loss: 0.0967 - binary_accuracy: 0.8760     
Epoch 124/2000
1500/1500 [==============================] - 0s - loss: 0.0966 - binary_accuracy: 0.8767     
Epoch 125/2000
1500/1500 [==============================] - 0s - loss: 0.0966 - binary_accuracy: 0.8760     
Epoch 126/2000
1500/1500 [==============================] - 0s - loss: 0.0964 - binary_accuracy: 0.8760     
Epoch 127/2000
1500/1500 [==============================] - 0s - loss: 0.0964 - binary_accuracy: 0.8753     
Epoch 128/2000
1500/1500 [==============================] - 0s - loss: 0.0964 - binary_accuracy: 0.8780     
Epoch 129/2000
1500/1500 [==============================] - ETA: 0s - loss: 0.0993 - binary_accuracy: 0.872 - 0s - loss: 0.0961 - binary_accuracy: 0.8773     
Epoch 130/2000
1500/1500 [==============================] - 0s - loss: 0.0962 - binary_accuracy: 0.8767     
Epoch 131/2000
1500/1500 [==============================] - 0s - loss: 0.0961 - binary_accuracy: 0.8753     
Epoch 132/2000
1500/1500 [==============================] - 0s - loss: 0.0960 - binary_accuracy: 0.8760     
Epoch 133/2000
1500/1500 [==============================] - 0s - loss: 0.0959 - binary_accuracy: 0.8773     
Epoch 134/2000
1500/1500 [==============================] - 0s - loss: 0.0957 - binary_accuracy: 0.8787     
Epoch 135/2000
1500/1500 [==============================] - 0s - loss: 0.0957 - binary_accuracy: 0.8773     
Epoch 136/2000
1500/1500 [==============================] - 0s - loss: 0.0957 - binary_accuracy: 0.8780     
Epoch 137/2000
1500/1500 [==============================] - 0s - loss: 0.0956 - binary_accuracy: 0.8793     
Epoch 138/2000
1500/1500 [==============================] - 0s - loss: 0.0954 - binary_accuracy: 0.8780     
Epoch 139/2000
1500/1500 [==============================] - 0s - loss: 0.0954 - binary_accuracy: 0.8787     
Epoch 140/2000
1500/1500 [==============================] - 0s - loss: 0.0954 - binary_accuracy: 0.8800     
Epoch 141/2000
1500/1500 [==============================] - 0s - loss: 0.0953 - binary_accuracy: 0.8787     
Epoch 142/2000
1500/1500 [==============================] - 0s - loss: 0.0953 - binary_accuracy: 0.8787     
Epoch 143/2000
1500/1500 [==============================] - 0s - loss: 0.0951 - binary_accuracy: 0.8787     
Epoch 144/2000
1500/1500 [==============================] - 0s - loss: 0.0951 - binary_accuracy: 0.8793     
Epoch 145/2000
1500/1500 [==============================] - 0s - loss: 0.0949 - binary_accuracy: 0.8780     
Epoch 146/2000
1500/1500 [==============================] - 0s - loss: 0.0951 - binary_accuracy: 0.8780     
Epoch 147/2000
1500/1500 [==============================] - 0s - loss: 0.0949 - binary_accuracy: 0.8787     
Epoch 148/2000
1500/1500 [==============================] - 0s - loss: 0.0949 - binary_accuracy: 0.8807     
Epoch 149/2000
1500/1500 [==============================] - 0s - loss: 0.0948 - binary_accuracy: 0.8787     
Epoch 150/2000
1500/1500 [==============================] - 0s - loss: 0.0947 - binary_accuracy: 0.8793     
Epoch 151/2000
1500/1500 [==============================] - 0s - loss: 0.0946 - binary_accuracy: 0.8793     
Epoch 152/2000
1500/1500 [==============================] - 0s - loss: 0.0946 - binary_accuracy: 0.8793     
Epoch 153/2000
1500/1500 [==============================] - 0s - loss: 0.0944 - binary_accuracy: 0.8787     
Epoch 154/2000
1500/1500 [==============================] - 0s - loss: 0.0945 - binary_accuracy: 0.8820     
Epoch 155/2000
1500/1500 [==============================] - 0s - loss: 0.0944 - binary_accuracy: 0.8813     
Epoch 156/2000
1500/1500 [==============================] - 0s - loss: 0.0944 - binary_accuracy: 0.8807     
Epoch 157/2000
1500/1500 [==============================] - 0s - loss: 0.0943 - binary_accuracy: 0.8787     
Epoch 158/2000
1500/1500 [==============================] - 0s - loss: 0.0941 - binary_accuracy: 0.8800     
Epoch 159/2000
1500/1500 [==============================] - 0s - loss: 0.0942 - binary_accuracy: 0.8833     
Epoch 160/2000
1500/1500 [==============================] - 0s - loss: 0.0942 - binary_accuracy: 0.8800     
Epoch 161/2000
1500/1500 [==============================] - 0s - loss: 0.0942 - binary_accuracy: 0.8827     
Epoch 162/2000
1500/1500 [==============================] - 0s - loss: 0.0939 - binary_accuracy: 0.8820     
Epoch 163/2000
1500/1500 [==============================] - 0s - loss: 0.0940 - binary_accuracy: 0.8800     
Epoch 164/2000
1500/1500 [==============================] - 0s - loss: 0.0939 - binary_accuracy: 0.8820     
Epoch 165/2000
1500/1500 [==============================] - 0s - loss: 0.0938 - binary_accuracy: 0.8833     
Epoch 166/2000
1500/1500 [==============================] - 0s - loss: 0.0938 - binary_accuracy: 0.8800     
Epoch 167/2000
1500/1500 [==============================] - 0s - loss: 0.0937 - binary_accuracy: 0.8833     
Epoch 168/2000
1500/1500 [==============================] - 0s - loss: 0.0937 - binary_accuracy: 0.8840     
Epoch 169/2000
1500/1500 [==============================] - 0s - loss: 0.0937 - binary_accuracy: 0.8820     
Epoch 170/2000
1500/1500 [==============================] - 0s - loss: 0.0936 - binary_accuracy: 0.8813     
Epoch 171/2000
1500/1500 [==============================] - 0s - loss: 0.0936 - binary_accuracy: 0.8827     
Epoch 172/2000
1500/1500 [==============================] - 0s - loss: 0.0936 - binary_accuracy: 0.8813     
Epoch 173/2000
1500/1500 [==============================] - 0s - loss: 0.0935 - binary_accuracy: 0.8813     
Epoch 174/2000
1500/1500 [==============================] - 0s - loss: 0.0934 - binary_accuracy: 0.8820     
Epoch 175/2000
1500/1500 [==============================] - 0s - loss: 0.0934 - binary_accuracy: 0.8820     
Epoch 176/2000
1500/1500 [==============================] - 0s - loss: 0.0933 - binary_accuracy: 0.8833     
Epoch 177/2000
1500/1500 [==============================] - 0s - loss: 0.0933 - binary_accuracy: 0.8827     
Epoch 178/2000
1500/1500 [==============================] - 0s - loss: 0.0932 - binary_accuracy: 0.8827     
Epoch 179/2000
1500/1500 [==============================] - 0s - loss: 0.0932 - binary_accuracy: 0.8840     
Epoch 180/2000
1500/1500 [==============================] - 0s - loss: 0.0931 - binary_accuracy: 0.8833     
Epoch 181/2000
1500/1500 [==============================] - 0s - loss: 0.0931 - binary_accuracy: 0.8860     
Epoch 182/2000
1500/1500 [==============================] - 0s - loss: 0.0930 - binary_accuracy: 0.8847     
Epoch 183/2000
1500/1500 [==============================] - 0s - loss: 0.0931 - binary_accuracy: 0.8827     
Epoch 184/2000
1500/1500 [==============================] - 0s - loss: 0.0931 - binary_accuracy: 0.8860     
Epoch 185/2000
1500/1500 [==============================] - 0s - loss: 0.0929 - binary_accuracy: 0.8840     
Epoch 186/2000
1500/1500 [==============================] - 0s - loss: 0.0929 - binary_accuracy: 0.8853     
Epoch 187/2000
1500/1500 [==============================] - 0s - loss: 0.0929 - binary_accuracy: 0.8840     
Epoch 188/2000
1500/1500 [==============================] - 0s - loss: 0.0928 - binary_accuracy: 0.8840     
Epoch 189/2000
1500/1500 [==============================] - 0s - loss: 0.0928 - binary_accuracy: 0.8820     
Epoch 190/2000
1500/1500 [==============================] - 0s - loss: 0.0927 - binary_accuracy: 0.8847     
Epoch 191/2000
1500/1500 [==============================] - 0s - loss: 0.0927 - binary_accuracy: 0.8847     
Epoch 192/2000
1500/1500 [==============================] - 0s - loss: 0.0928 - binary_accuracy: 0.8867     
Epoch 193/2000
1500/1500 [==============================] - 0s - loss: 0.0927 - binary_accuracy: 0.8860     
Epoch 194/2000
1500/1500 [==============================] - 0s - loss: 0.0927 - binary_accuracy: 0.8860     
Epoch 195/2000
1500/1500 [==============================] - 0s - loss: 0.0927 - binary_accuracy: 0.8847     
Epoch 196/2000
1500/1500 [==============================] - 0s - loss: 0.0926 - binary_accuracy: 0.8840     
Epoch 197/2000
1500/1500 [==============================] - 0s - loss: 0.0925 - binary_accuracy: 0.8873     
Epoch 198/2000
1500/1500 [==============================] - 0s - loss: 0.0924 - binary_accuracy: 0.8860     
Epoch 199/2000
1500/1500 [==============================] - 0s - loss: 0.0926 - binary_accuracy: 0.8840     
Epoch 200/2000
1500/1500 [==============================] - 0s - loss: 0.0925 - binary_accuracy: 0.8867     
Epoch 201/2000
1500/1500 [==============================] - 0s - loss: 0.0925 - binary_accuracy: 0.8880     
Epoch 202/2000
1500/1500 [==============================] - 0s - loss: 0.0923 - binary_accuracy: 0.8900     
Epoch 203/2000
1500/1500 [==============================] - 0s - loss: 0.0925 - binary_accuracy: 0.8840     
Epoch 204/2000
1500/1500 [==============================] - 0s - loss: 0.0925 - binary_accuracy: 0.8853     
Epoch 205/2000
1500/1500 [==============================] - 0s - loss: 0.0924 - binary_accuracy: 0.8880     
Epoch 206/2000
1500/1500 [==============================] - 0s - loss: 0.0923 - binary_accuracy: 0.8887     
Epoch 207/2000
1500/1500 [==============================] - 0s - loss: 0.0923 - binary_accuracy: 0.8847     
Epoch 208/2000
1500/1500 [==============================] - 0s - loss: 0.0924 - binary_accuracy: 0.8867     
Epoch 209/2000
1500/1500 [==============================] - 0s - loss: 0.0922 - binary_accuracy: 0.8867     
Epoch 210/2000
1500/1500 [==============================] - 0s - loss: 0.0921 - binary_accuracy: 0.8880     
Epoch 211/2000
1500/1500 [==============================] - 0s - loss: 0.0922 - binary_accuracy: 0.8887     
Epoch 212/2000
1500/1500 [==============================] - 0s - loss: 0.0921 - binary_accuracy: 0.8887     
Epoch 213/2000
1500/1500 [==============================] - 0s - loss: 0.0920 - binary_accuracy: 0.8880     
Epoch 214/2000
1500/1500 [==============================] - 0s - loss: 0.0921 - binary_accuracy: 0.8873     
Epoch 215/2000
1500/1500 [==============================] - 0s - loss: 0.0920 - binary_accuracy: 0.8893     
Epoch 216/2000
1500/1500 [==============================] - 0s - loss: 0.0920 - binary_accuracy: 0.8873     
Epoch 217/2000
1500/1500 [==============================] - 0s - loss: 0.0919 - binary_accuracy: 0.8893     
Epoch 218/2000
1500/1500 [==============================] - 0s - loss: 0.0919 - binary_accuracy: 0.8887     
Epoch 219/2000
1500/1500 [==============================] - 0s - loss: 0.0919 - binary_accuracy: 0.8887     
Epoch 220/2000
1500/1500 [==============================] - 0s - loss: 0.0918 - binary_accuracy: 0.8907     
Epoch 221/2000
1500/1500 [==============================] - 0s - loss: 0.0918 - binary_accuracy: 0.8880     
Epoch 222/2000
1500/1500 [==============================] - 0s - loss: 0.0917 - binary_accuracy: 0.8853     
Epoch 223/2000
1500/1500 [==============================] - 0s - loss: 0.0918 - binary_accuracy: 0.8900     
Epoch 224/2000
1500/1500 [==============================] - 0s - loss: 0.0918 - binary_accuracy: 0.8900     
Epoch 225/2000
1500/1500 [==============================] - 0s - loss: 0.0917 - binary_accuracy: 0.8880     
Epoch 226/2000
1500/1500 [==============================] - 0s - loss: 0.0917 - binary_accuracy: 0.8900     
Epoch 227/2000
1500/1500 [==============================] - 0s - loss: 0.0916 - binary_accuracy: 0.8900     
Epoch 228/2000
1500/1500 [==============================] - 0s - loss: 0.0915 - binary_accuracy: 0.8920     
Epoch 229/2000
1500/1500 [==============================] - 0s - loss: 0.0916 - binary_accuracy: 0.8900     
Epoch 230/2000
1500/1500 [==============================] - 0s - loss: 0.0916 - binary_accuracy: 0.8900     
Epoch 231/2000
1500/1500 [==============================] - 0s - loss: 0.0914 - binary_accuracy: 0.8907     
Epoch 232/2000
1500/1500 [==============================] - 0s - loss: 0.0915 - binary_accuracy: 0.8900     
Epoch 233/2000
1500/1500 [==============================] - 0s - loss: 0.0915 - binary_accuracy: 0.8920     
Epoch 234/2000
1500/1500 [==============================] - 0s - loss: 0.0914 - binary_accuracy: 0.8893     
Epoch 235/2000
1500/1500 [==============================] - 0s - loss: 0.0913 - binary_accuracy: 0.8907     
Epoch 236/2000
1500/1500 [==============================] - 0s - loss: 0.0914 - binary_accuracy: 0.8887     
Epoch 237/2000
1500/1500 [==============================] - 0s - loss: 0.0913 - binary_accuracy: 0.8900     
Epoch 238/2000
1500/1500 [==============================] - 0s - loss: 0.0912 - binary_accuracy: 0.8887     
Epoch 239/2000
1500/1500 [==============================] - 0s - loss: 0.0913 - binary_accuracy: 0.8900     
Epoch 240/2000
1500/1500 [==============================] - 0s - loss: 0.0912 - binary_accuracy: 0.8893     
Epoch 241/2000
1500/1500 [==============================] - 0s - loss: 0.0911 - binary_accuracy: 0.8907     
Epoch 242/2000
1500/1500 [==============================] - 0s - loss: 0.0911 - binary_accuracy: 0.8900     
Epoch 243/2000
1500/1500 [==============================] - 0s - loss: 0.0910 - binary_accuracy: 0.8893     
Epoch 244/2000
1500/1500 [==============================] - 0s - loss: 0.0909 - binary_accuracy: 0.8907     
Epoch 245/2000
1500/1500 [==============================] - 0s - loss: 0.0909 - binary_accuracy: 0.8900     
Epoch 246/2000
1500/1500 [==============================] - 0s - loss: 0.0908 - binary_accuracy: 0.8900     
Epoch 247/2000
1500/1500 [==============================] - 0s - loss: 0.0907 - binary_accuracy: 0.8900     
Epoch 248/2000
1500/1500 [==============================] - 0s - loss: 0.0907 - binary_accuracy: 0.8913     
Epoch 249/2000
1500/1500 [==============================] - 0s - loss: 0.0906 - binary_accuracy: 0.8893     
Epoch 250/2000
1500/1500 [==============================] - 0s - loss: 0.0905 - binary_accuracy: 0.8913     
Epoch 251/2000
1500/1500 [==============================] - 0s - loss: 0.0904 - binary_accuracy: 0.8907     
Epoch 252/2000
1500/1500 [==============================] - 0s - loss: 0.0905 - binary_accuracy: 0.8920     
Epoch 253/2000
1500/1500 [==============================] - 0s - loss: 0.0904 - binary_accuracy: 0.8927     
Epoch 254/2000
1500/1500 [==============================] - 0s - loss: 0.0903 - binary_accuracy: 0.8920     
Epoch 255/2000
1500/1500 [==============================] - 0s - loss: 0.0902 - binary_accuracy: 0.8907     
Epoch 256/2000
1500/1500 [==============================] - 0s - loss: 0.0901 - binary_accuracy: 0.8927     
Epoch 257/2000
1500/1500 [==============================] - 0s - loss: 0.0901 - binary_accuracy: 0.8913     
Epoch 258/2000
1500/1500 [==============================] - 0s - loss: 0.0899 - binary_accuracy: 0.8920     
Epoch 259/2000
1500/1500 [==============================] - 0s - loss: 0.0899 - binary_accuracy: 0.8913     
Epoch 260/2000
1500/1500 [==============================] - 0s - loss: 0.0899 - binary_accuracy: 0.8920     
Epoch 261/2000
1500/1500 [==============================] - 0s - loss: 0.0898 - binary_accuracy: 0.8907     
Epoch 262/2000
1500/1500 [==============================] - 0s - loss: 0.0898 - binary_accuracy: 0.8900     
Epoch 263/2000
1500/1500 [==============================] - 0s - loss: 0.0897 - binary_accuracy: 0.8907     
Epoch 264/2000
1500/1500 [==============================] - 0s - loss: 0.0896 - binary_accuracy: 0.8920     
Epoch 265/2000
1500/1500 [==============================] - 0s - loss: 0.0896 - binary_accuracy: 0.8920     
Epoch 266/2000
1500/1500 [==============================] - 0s - loss: 0.0895 - binary_accuracy: 0.8900     
Epoch 267/2000
1500/1500 [==============================] - 0s - loss: 0.0894 - binary_accuracy: 0.8933     
Epoch 268/2000
1500/1500 [==============================] - 0s - loss: 0.0894 - binary_accuracy: 0.8907     
Epoch 269/2000
1500/1500 [==============================] - 0s - loss: 0.0893 - binary_accuracy: 0.8913     
Epoch 270/2000
1500/1500 [==============================] - 0s - loss: 0.0894 - binary_accuracy: 0.8900     
Epoch 271/2000
1500/1500 [==============================] - 0s - loss: 0.0893 - binary_accuracy: 0.8927     
Epoch 272/2000
1500/1500 [==============================] - 0s - loss: 0.0892 - binary_accuracy: 0.8907     
Epoch 273/2000
1500/1500 [==============================] - 0s - loss: 0.0892 - binary_accuracy: 0.8913     
Epoch 274/2000
1500/1500 [==============================] - 0s - loss: 0.0891 - binary_accuracy: 0.8927     
Epoch 275/2000
1500/1500 [==============================] - 0s - loss: 0.0890 - binary_accuracy: 0.8913     
Epoch 276/2000
1500/1500 [==============================] - 0s - loss: 0.0889 - binary_accuracy: 0.8920     
Epoch 277/2000
1500/1500 [==============================] - 0s - loss: 0.0889 - binary_accuracy: 0.8933     
Epoch 278/2000
1500/1500 [==============================] - 0s - loss: 0.0889 - binary_accuracy: 0.8920     
Epoch 279/2000
1500/1500 [==============================] - 0s - loss: 0.0888 - binary_accuracy: 0.8913     
Epoch 280/2000
1500/1500 [==============================] - 0s - loss: 0.0888 - binary_accuracy: 0.8933     
Epoch 281/2000
1500/1500 [==============================] - 0s - loss: 0.0886 - binary_accuracy: 0.8920     
Epoch 282/2000
1500/1500 [==============================] - 0s - loss: 0.0887 - binary_accuracy: 0.8913     
Epoch 283/2000
1500/1500 [==============================] - 0s - loss: 0.0886 - binary_accuracy: 0.8927     
Epoch 284/2000
1500/1500 [==============================] - 0s - loss: 0.0885 - binary_accuracy: 0.8913     
Epoch 285/2000
1500/1500 [==============================] - 0s - loss: 0.0885 - binary_accuracy: 0.8913     
Epoch 286/2000
1500/1500 [==============================] - 0s - loss: 0.0884 - binary_accuracy: 0.8913     
Epoch 287/2000
1500/1500 [==============================] - 0s - loss: 0.0883 - binary_accuracy: 0.8920     
Epoch 288/2000
1500/1500 [==============================] - 0s - loss: 0.0884 - binary_accuracy: 0.8920     
Epoch 289/2000
1500/1500 [==============================] - 0s - loss: 0.0884 - binary_accuracy: 0.8920     
Epoch 290/2000
1500/1500 [==============================] - 0s - loss: 0.0882 - binary_accuracy: 0.8913     
Epoch 291/2000
1500/1500 [==============================] - 0s - loss: 0.0882 - binary_accuracy: 0.8913     
Epoch 292/2000
1500/1500 [==============================] - 0s - loss: 0.0882 - binary_accuracy: 0.8927     
Epoch 293/2000
1500/1500 [==============================] - 0s - loss: 0.0881 - binary_accuracy: 0.8920     
Epoch 294/2000
1500/1500 [==============================] - 0s - loss: 0.0881 - binary_accuracy: 0.8913     
Epoch 295/2000
1500/1500 [==============================] - 0s - loss: 0.0880 - binary_accuracy: 0.8920     
Epoch 296/2000
1500/1500 [==============================] - 0s - loss: 0.0879 - binary_accuracy: 0.8913     
Epoch 297/2000
1500/1500 [==============================] - 0s - loss: 0.0881 - binary_accuracy: 0.8907     
Epoch 298/2000
1500/1500 [==============================] - 0s - loss: 0.0879 - binary_accuracy: 0.8927     
Epoch 299/2000
1500/1500 [==============================] - 0s - loss: 0.0879 - binary_accuracy: 0.8907     
Epoch 300/2000
1500/1500 [==============================] - 0s - loss: 0.0878 - binary_accuracy: 0.8940     
Epoch 301/2000
1500/1500 [==============================] - 0s - loss: 0.0877 - binary_accuracy: 0.8920     
Epoch 302/2000
1500/1500 [==============================] - 0s - loss: 0.0877 - binary_accuracy: 0.8933     
Epoch 303/2000
1500/1500 [==============================] - 0s - loss: 0.0876 - binary_accuracy: 0.8933     
Epoch 304/2000
1500/1500 [==============================] - 0s - loss: 0.0877 - binary_accuracy: 0.8933     
Epoch 305/2000
1500/1500 [==============================] - 0s - loss: 0.0874 - binary_accuracy: 0.8953     
Epoch 306/2000
1500/1500 [==============================] - 0s - loss: 0.0876 - binary_accuracy: 0.8933     
Epoch 307/2000
1500/1500 [==============================] - 0s - loss: 0.0875 - binary_accuracy: 0.8920     
Epoch 308/2000
1500/1500 [==============================] - 0s - loss: 0.0874 - binary_accuracy: 0.8933     
Epoch 309/2000
1500/1500 [==============================] - 0s - loss: 0.0875 - binary_accuracy: 0.8933     
Epoch 310/2000
1500/1500 [==============================] - 0s - loss: 0.0875 - binary_accuracy: 0.8960     
Epoch 311/2000
1500/1500 [==============================] - 0s - loss: 0.0873 - binary_accuracy: 0.8933     
Epoch 312/2000
1500/1500 [==============================] - 0s - loss: 0.0874 - binary_accuracy: 0.8940     
Epoch 313/2000
1500/1500 [==============================] - 0s - loss: 0.0872 - binary_accuracy: 0.8927     
Epoch 314/2000
1500/1500 [==============================] - 0s - loss: 0.0873 - binary_accuracy: 0.8927     
Epoch 315/2000
1500/1500 [==============================] - 0s - loss: 0.0872 - binary_accuracy: 0.8940     
Epoch 316/2000
1500/1500 [==============================] - 0s - loss: 0.0872 - binary_accuracy: 0.8940     
Epoch 317/2000
1500/1500 [==============================] - 0s - loss: 0.0871 - binary_accuracy: 0.8947     
Epoch 318/2000
1500/1500 [==============================] - 0s - loss: 0.0871 - binary_accuracy: 0.8947     
Epoch 319/2000
1500/1500 [==============================] - 0s - loss: 0.0871 - binary_accuracy: 0.8940     
Epoch 320/2000
1500/1500 [==============================] - 0s - loss: 0.0871 - binary_accuracy: 0.8940     
Epoch 321/2000
1500/1500 [==============================] - 0s - loss: 0.0870 - binary_accuracy: 0.8947     
Epoch 322/2000
1500/1500 [==============================] - 0s - loss: 0.0870 - binary_accuracy: 0.8933     
Epoch 323/2000
1500/1500 [==============================] - 0s - loss: 0.0870 - binary_accuracy: 0.8947     
Epoch 324/2000
1500/1500 [==============================] - 0s - loss: 0.0869 - binary_accuracy: 0.8953     
Epoch 325/2000
1500/1500 [==============================] - 0s - loss: 0.0869 - binary_accuracy: 0.8960     
Epoch 326/2000
1500/1500 [==============================] - 0s - loss: 0.0869 - binary_accuracy: 0.8960     
Epoch 327/2000
1500/1500 [==============================] - 0s - loss: 0.0868 - binary_accuracy: 0.8940     
Epoch 328/2000
1500/1500 [==============================] - 0s - loss: 0.0868 - binary_accuracy: 0.8927     
Epoch 329/2000
1500/1500 [==============================] - 0s - loss: 0.0868 - binary_accuracy: 0.8947     
Epoch 330/2000
1500/1500 [==============================] - 0s - loss: 0.0868 - binary_accuracy: 0.8960     
Epoch 331/2000
1500/1500 [==============================] - 0s - loss: 0.0868 - binary_accuracy: 0.8940     
Epoch 332/2000
1500/1500 [==============================] - 0s - loss: 0.0867 - binary_accuracy: 0.8933     
Epoch 333/2000
1500/1500 [==============================] - 0s - loss: 0.0868 - binary_accuracy: 0.8973     
Epoch 334/2000
1500/1500 [==============================] - 0s - loss: 0.0867 - binary_accuracy: 0.8947     
Epoch 335/2000
1500/1500 [==============================] - 0s - loss: 0.0866 - binary_accuracy: 0.8947     
Epoch 336/2000
1500/1500 [==============================] - 0s - loss: 0.0866 - binary_accuracy: 0.8973     
Epoch 337/2000
1500/1500 [==============================] - 0s - loss: 0.0866 - binary_accuracy: 0.8933     
Epoch 338/2000
1500/1500 [==============================] - 0s - loss: 0.0865 - binary_accuracy: 0.8967     
Epoch 339/2000
1500/1500 [==============================] - 0s - loss: 0.0865 - binary_accuracy: 0.8967     
Epoch 340/2000
1500/1500 [==============================] - 0s - loss: 0.0864 - binary_accuracy: 0.8987     
Epoch 341/2000
1500/1500 [==============================] - 0s - loss: 0.0865 - binary_accuracy: 0.8967     
Epoch 342/2000
1500/1500 [==============================] - 0s - loss: 0.0864 - binary_accuracy: 0.8933     
Epoch 343/2000
1500/1500 [==============================] - 0s - loss: 0.0863 - binary_accuracy: 0.8980     
Epoch 344/2000
1500/1500 [==============================] - 0s - loss: 0.0862 - binary_accuracy: 0.8960     
Epoch 345/2000
1500/1500 [==============================] - 0s - loss: 0.0863 - binary_accuracy: 0.8967     
Epoch 346/2000
1500/1500 [==============================] - 0s - loss: 0.0862 - binary_accuracy: 0.8947     
Epoch 347/2000
1500/1500 [==============================] - 0s - loss: 0.0862 - binary_accuracy: 0.8987     
Epoch 348/2000
1500/1500 [==============================] - ETA: 0s - loss: 0.0806 - binary_accuracy: 0.905 - 0s - loss: 0.0862 - binary_accuracy: 0.8953     
Epoch 349/2000
1500/1500 [==============================] - 0s - loss: 0.0861 - binary_accuracy: 0.8980     
Epoch 350/2000
1500/1500 [==============================] - 0s - loss: 0.0861 - binary_accuracy: 0.8960     
Epoch 351/2000
1500/1500 [==============================] - 0s - loss: 0.0861 - binary_accuracy: 0.8980     
Epoch 352/2000
1500/1500 [==============================] - 0s - loss: 0.0860 - binary_accuracy: 0.8987     
Epoch 353/2000
1500/1500 [==============================] - 0s - loss: 0.0860 - binary_accuracy: 0.8947     
Epoch 354/2000
1500/1500 [==============================] - 0s - loss: 0.0860 - binary_accuracy: 0.8987     
Epoch 355/2000
1500/1500 [==============================] - 0s - loss: 0.0860 - binary_accuracy: 0.8993     
Epoch 356/2000
1500/1500 [==============================] - 0s - loss: 0.0860 - binary_accuracy: 0.8980     
Epoch 357/2000
1500/1500 [==============================] - 0s - loss: 0.0860 - binary_accuracy: 0.8987     
Epoch 358/2000
1500/1500 [==============================] - 0s - loss: 0.0859 - binary_accuracy: 0.8953     
Epoch 359/2000
1500/1500 [==============================] - 0s - loss: 0.0859 - binary_accuracy: 0.8967     
Epoch 360/2000
1500/1500 [==============================] - 0s - loss: 0.0859 - binary_accuracy: 0.8947     
Epoch 361/2000
1500/1500 [==============================] - 0s - loss: 0.0858 - binary_accuracy: 0.8993     
Epoch 362/2000
1500/1500 [==============================] - 0s - loss: 0.0858 - binary_accuracy: 0.8980     
Epoch 363/2000
1500/1500 [==============================] - 0s - loss: 0.0858 - binary_accuracy: 0.8973     
Epoch 364/2000
1500/1500 [==============================] - 0s - loss: 0.0858 - binary_accuracy: 0.8993     
Epoch 365/2000
1500/1500 [==============================] - 0s - loss: 0.0857 - binary_accuracy: 0.8980     
Epoch 366/2000
1500/1500 [==============================] - 0s - loss: 0.0857 - binary_accuracy: 0.8967     
Epoch 367/2000
1500/1500 [==============================] - 0s - loss: 0.0856 - binary_accuracy: 0.8993     
Epoch 368/2000
1500/1500 [==============================] - 0s - loss: 0.0856 - binary_accuracy: 0.8953     
Epoch 369/2000
1500/1500 [==============================] - 0s - loss: 0.0856 - binary_accuracy: 0.8973     
Epoch 370/2000
1500/1500 [==============================] - 0s - loss: 0.0857 - binary_accuracy: 0.8967     
Epoch 371/2000
1500/1500 [==============================] - 0s - loss: 0.0856 - binary_accuracy: 0.8993     
Epoch 372/2000
1500/1500 [==============================] - 0s - loss: 0.0855 - binary_accuracy: 0.8993     
Epoch 373/2000
1500/1500 [==============================] - 0s - loss: 0.0856 - binary_accuracy: 0.8967     
Epoch 374/2000
1500/1500 [==============================] - 0s - loss: 0.0855 - binary_accuracy: 0.8973     
Epoch 375/2000
1500/1500 [==============================] - 0s - loss: 0.0855 - binary_accuracy: 0.8960     
Epoch 376/2000
1500/1500 [==============================] - 0s - loss: 0.0855 - binary_accuracy: 0.8973     
Epoch 377/2000
1500/1500 [==============================] - 0s - loss: 0.0854 - binary_accuracy: 0.8973     
Epoch 378/2000
1500/1500 [==============================] - 0s - loss: 0.0854 - binary_accuracy: 0.8980     
Epoch 379/2000
1500/1500 [==============================] - 0s - loss: 0.0853 - binary_accuracy: 0.8980     
Epoch 380/2000
1500/1500 [==============================] - 0s - loss: 0.0853 - binary_accuracy: 0.8967     
Epoch 381/2000
1500/1500 [==============================] - 0s - loss: 0.0853 - binary_accuracy: 0.8993     
Epoch 382/2000
1500/1500 [==============================] - 0s - loss: 0.0853 - binary_accuracy: 0.8980     
Epoch 383/2000
1500/1500 [==============================] - 0s - loss: 0.0853 - binary_accuracy: 0.8993     
Epoch 384/2000
1500/1500 [==============================] - 0s - loss: 0.0852 - binary_accuracy: 0.8973     
Epoch 385/2000
1500/1500 [==============================] - 0s - loss: 0.0852 - binary_accuracy: 0.8980     
Epoch 386/2000
1500/1500 [==============================] - 0s - loss: 0.0852 - binary_accuracy: 0.8940     
Epoch 387/2000
1500/1500 [==============================] - 0s - loss: 0.0852 - binary_accuracy: 0.9000     
Epoch 388/2000
1500/1500 [==============================] - 0s - loss: 0.0852 - binary_accuracy: 0.8987     
Epoch 389/2000
1500/1500 [==============================] - 0s - loss: 0.0852 - binary_accuracy: 0.8987     
Epoch 390/2000
1500/1500 [==============================] - 0s - loss: 0.0852 - binary_accuracy: 0.8980     
Epoch 391/2000
1500/1500 [==============================] - 0s - loss: 0.0851 - binary_accuracy: 0.8960     
Epoch 392/2000
1500/1500 [==============================] - 0s - loss: 0.0851 - binary_accuracy: 0.8980     
Epoch 393/2000
1500/1500 [==============================] - 0s - loss: 0.0851 - binary_accuracy: 0.8967     
Epoch 394/2000
1500/1500 [==============================] - 0s - loss: 0.0851 - binary_accuracy: 0.8973     
Epoch 395/2000
1500/1500 [==============================] - 0s - loss: 0.0851 - binary_accuracy: 0.8987     
Epoch 396/2000
1500/1500 [==============================] - 0s - loss: 0.0851 - binary_accuracy: 0.9007     
Epoch 397/2000
1500/1500 [==============================] - 0s - loss: 0.0850 - binary_accuracy: 0.9000     
Epoch 398/2000
1500/1500 [==============================] - 0s - loss: 0.0850 - binary_accuracy: 0.8967     
Epoch 399/2000
1500/1500 [==============================] - 0s - loss: 0.0850 - binary_accuracy: 0.8987     
Epoch 400/2000
1500/1500 [==============================] - 0s - loss: 0.0849 - binary_accuracy: 0.9007     
Epoch 401/2000
1500/1500 [==============================] - 0s - loss: 0.0849 - binary_accuracy: 0.8967     
Epoch 402/2000
1500/1500 [==============================] - 0s - loss: 0.0849 - binary_accuracy: 0.8973     
Epoch 403/2000
1500/1500 [==============================] - 0s - loss: 0.0849 - binary_accuracy: 0.9000     
Epoch 404/2000
1500/1500 [==============================] - 0s - loss: 0.0849 - binary_accuracy: 0.9000     
Epoch 405/2000
1500/1500 [==============================] - 0s - loss: 0.0847 - binary_accuracy: 0.8980     
Epoch 406/2000
1500/1500 [==============================] - 0s - loss: 0.0848 - binary_accuracy: 0.8980     
Epoch 407/2000
1500/1500 [==============================] - 0s - loss: 0.0847 - binary_accuracy: 0.8987     
Epoch 408/2000
1500/1500 [==============================] - 0s - loss: 0.0847 - binary_accuracy: 0.8973     
Epoch 409/2000
1500/1500 [==============================] - 0s - loss: 0.0847 - binary_accuracy: 0.8973     
Epoch 410/2000
1500/1500 [==============================] - 0s - loss: 0.0847 - binary_accuracy: 0.8973     
Epoch 411/2000
1500/1500 [==============================] - 0s - loss: 0.0846 - binary_accuracy: 0.8980     
Epoch 412/2000
1500/1500 [==============================] - 0s - loss: 0.0846 - binary_accuracy: 0.8967     
Epoch 413/2000
1500/1500 [==============================] - 0s - loss: 0.0845 - binary_accuracy: 0.8967     
Epoch 414/2000
1500/1500 [==============================] - 0s - loss: 0.0845 - binary_accuracy: 0.9013     
Epoch 415/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.8987     
Epoch 416/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.8993     
Epoch 417/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.8987     
Epoch 418/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.8987     
Epoch 419/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.8980     
Epoch 420/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.8987     
Epoch 421/2000
1500/1500 [==============================] - 0s - loss: 0.0844 - binary_accuracy: 0.8993     
Epoch 422/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.9000     
Epoch 423/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.8987     
Epoch 424/2000
1500/1500 [==============================] - 0s - loss: 0.0843 - binary_accuracy: 0.8973     
Epoch 425/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.8987     
Epoch 426/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.8993     
Epoch 427/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.8993     
Epoch 428/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.8993     
Epoch 429/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.8980     
Epoch 430/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.8987     
Epoch 431/2000
1500/1500 [==============================] - 0s - loss: 0.0842 - binary_accuracy: 0.8993     
Epoch 432/2000
1500/1500 [==============================] - 0s - loss: 0.0841 - binary_accuracy: 0.8987     
Epoch 433/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.9007     
Epoch 434/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.8987     
Epoch 435/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.8967     
Epoch 436/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9000     
Epoch 437/2000
1500/1500 [==============================] - 0s - loss: 0.0840 - binary_accuracy: 0.8987     
Epoch 438/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9013     
Epoch 439/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9007     
Epoch 440/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.8993     
Epoch 441/2000
1500/1500 [==============================] - 0s - loss: 0.0839 - binary_accuracy: 0.9007     
Epoch 442/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.8980     
Epoch 443/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9007     
Epoch 444/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9007     
Epoch 445/2000
1500/1500 [==============================] - 0s - loss: 0.0838 - binary_accuracy: 0.8980     
Epoch 446/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.9013     
Epoch 447/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.8987     
Epoch 448/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.8993     
Epoch 449/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.9000     
Epoch 450/2000
1500/1500 [==============================] - 0s - loss: 0.0837 - binary_accuracy: 0.8987     
Epoch 451/2000
1500/1500 [==============================] - 0s - loss: 0.0836 - binary_accuracy: 0.8987     
Epoch 452/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.8993     
Epoch 453/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9000     
Epoch 454/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.8980     
Epoch 455/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9013     
Epoch 456/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9013     
Epoch 457/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9000     
Epoch 458/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9013     
Epoch 459/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9000     
Epoch 460/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.8993     
Epoch 461/2000
1500/1500 [==============================] - 0s - loss: 0.0835 - binary_accuracy: 0.9007     
Epoch 462/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9000     
Epoch 463/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9020     
Epoch 464/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9007     
Epoch 465/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9000     
Epoch 466/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.8987     
Epoch 467/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.8987     
Epoch 468/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9007     
Epoch 469/2000
1500/1500 [==============================] - 0s - loss: 0.0834 - binary_accuracy: 0.9000     
Epoch 470/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.8987     
Epoch 471/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.9000     
Epoch 472/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.8980     
Epoch 473/2000
1500/1500 [==============================] - 0s - loss: 0.0833 - binary_accuracy: 0.8987     
Epoch 474/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9007     
Epoch 475/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.8980     
Epoch 476/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.8993     
Epoch 477/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.8993     
Epoch 478/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.8980     
Epoch 479/2000
1500/1500 [==============================] - 0s - loss: 0.0832 - binary_accuracy: 0.8987     
Epoch 480/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.8993     
Epoch 481/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9000     
Epoch 482/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9013     
Epoch 483/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9000     
Epoch 484/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.8987     
Epoch 485/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9000     
Epoch 486/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.8993     
Epoch 487/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9013     
Epoch 488/2000
1500/1500 [==============================] - 0s - loss: 0.0831 - binary_accuracy: 0.9007     
Epoch 489/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9000     
Epoch 490/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9013     
Epoch 491/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.8987     
Epoch 492/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.8993     
Epoch 493/2000
1500/1500 [==============================] - 0s - loss: 0.0830 - binary_accuracy: 0.9000     
Epoch 494/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9020     
Epoch 495/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9013     
Epoch 496/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9007     
Epoch 497/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.8980     
Epoch 498/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9013     
Epoch 499/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9007     
Epoch 500/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9007     
Epoch 501/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.8993     
Epoch 502/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9020     
Epoch 503/2000
1500/1500 [==============================] - 0s - loss: 0.0828 - binary_accuracy: 0.9013     
Epoch 504/2000
1500/1500 [==============================] - 0s - loss: 0.0829 - binary_accuracy: 0.9013     
Epoch 505/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9020     
Epoch 506/2000
1500/1500 [==============================] - 0s - loss: 0.0827 - binary_accuracy: 0.9013     
Epoch 507/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9013     
Epoch 508/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9027     
Epoch 509/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9027     
Epoch 510/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9020     
Epoch 511/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9020     
Epoch 512/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9013     
Epoch 513/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9020     
Epoch 514/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9013     
Epoch 515/2000
1500/1500 [==============================] - 0s - loss: 0.0826 - binary_accuracy: 0.9027     
Epoch 516/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9020     
Epoch 517/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9033     
Epoch 518/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9033     
Epoch 519/2000
1500/1500 [==============================] - 0s - loss: 0.0825 - binary_accuracy: 0.9020     
Epoch 520/2000
1500/1500 [==============================] - 0s - loss: 0.0824 - binary_accuracy: 0.9060     
Epoch 521/2000
1500/1500 [==============================] - 0s - loss: 0.0822 - binary_accuracy: 0.9040     
Epoch 522/2000
1500/1500 [==============================] - 0s - loss: 0.0824 - binary_accuracy: 0.9040     
Epoch 523/2000
1500/1500 [==============================] - 0s - loss: 0.0824 - binary_accuracy: 0.9040     
Epoch 524/2000
1500/1500 [==============================] - 0s - loss: 0.0824 - binary_accuracy: 0.9033     
Epoch 525/2000
1500/1500 [==============================] - 0s - loss: 0.0824 - binary_accuracy: 0.9033     
Epoch 526/2000
1500/1500 [==============================] - 0s - loss: 0.0823 - binary_accuracy: 0.9040     
Epoch 527/2000
1500/1500 [==============================] - 0s - loss: 0.0823 - binary_accuracy: 0.9027     
Epoch 528/2000
1500/1500 [==============================] - 0s - loss: 0.0824 - binary_accuracy: 0.9040     
Epoch 529/2000
1500/1500 [==============================] - ETA: 0s - loss: 0.0779 - binary_accuracy: 0.908 - 0s - loss: 0.0823 - binary_accuracy: 0.9033     
Epoch 530/2000
1500/1500 [==============================] - 0s - loss: 0.0822 - binary_accuracy: 0.9040     
Epoch 531/2000
1500/1500 [==============================] - 0s - loss: 0.0823 - binary_accuracy: 0.9040     
Epoch 532/2000
1500/1500 [==============================] - 0s - loss: 0.0822 - binary_accuracy: 0.9020     
Epoch 533/2000
1500/1500 [==============================] - 0s - loss: 0.0822 - binary_accuracy: 0.9040     
Epoch 534/2000
1500/1500 [==============================] - 0s - loss: 0.0823 - binary_accuracy: 0.9047     
Epoch 535/2000
1500/1500 [==============================] - 0s - loss: 0.0822 - binary_accuracy: 0.9053     
Epoch 536/2000
1500/1500 [==============================] - 0s - loss: 0.0822 - binary_accuracy: 0.9047     
Epoch 537/2000
1500/1500 [==============================] - 0s - loss: 0.0822 - binary_accuracy: 0.9053     
Epoch 538/2000
1500/1500 [==============================] - 0s - loss: 0.0822 - binary_accuracy: 0.9040     
Epoch 539/2000
1500/1500 [==============================] - 0s - loss: 0.0821 - binary_accuracy: 0.9047     
Epoch 540/2000
1500/1500 [==============================] - 0s - loss: 0.0821 - binary_accuracy: 0.9047     
Epoch 541/2000
1500/1500 [==============================] - 0s - loss: 0.0822 - binary_accuracy: 0.9060     
Epoch 542/2000
1500/1500 [==============================] - 0s - loss: 0.0821 - binary_accuracy: 0.9053     
Epoch 543/2000
1500/1500 [==============================] - 0s - loss: 0.0822 - binary_accuracy: 0.9053     
Epoch 544/2000
1500/1500 [==============================] - 0s - loss: 0.0821 - binary_accuracy: 0.9033     
Epoch 545/2000
1500/1500 [==============================] - 0s - loss: 0.0821 - binary_accuracy: 0.9047     
Epoch 546/2000
1500/1500 [==============================] - 0s - loss: 0.0821 - binary_accuracy: 0.9047     
Epoch 547/2000
1500/1500 [==============================] - 0s - loss: 0.0821 - binary_accuracy: 0.9033     
Epoch 548/2000
1500/1500 [==============================] - 0s - loss: 0.0820 - binary_accuracy: 0.9053     
Epoch 549/2000
1500/1500 [==============================] - 0s - loss: 0.0820 - binary_accuracy: 0.9040     
Epoch 550/2000
1500/1500 [==============================] - 0s - loss: 0.0820 - binary_accuracy: 0.9033     
Epoch 551/2000
1500/1500 [==============================] - 0s - loss: 0.0818 - binary_accuracy: 0.9047     
Epoch 552/2000
1500/1500 [==============================] - 0s - loss: 0.0820 - binary_accuracy: 0.9033     
Epoch 553/2000
1500/1500 [==============================] - 0s - loss: 0.0819 - binary_accuracy: 0.9053     
Epoch 554/2000
1500/1500 [==============================] - 0s - loss: 0.0820 - binary_accuracy: 0.9047     
Epoch 555/2000
1500/1500 [==============================] - 0s - loss: 0.0819 - binary_accuracy: 0.9047     
Epoch 556/2000
1500/1500 [==============================] - 0s - loss: 0.0819 - binary_accuracy: 0.9047     
Epoch 557/2000
1500/1500 [==============================] - 0s - loss: 0.0819 - binary_accuracy: 0.9067     
Epoch 558/2000
1500/1500 [==============================] - 0s - loss: 0.0819 - binary_accuracy: 0.9040     
Epoch 559/2000
1500/1500 [==============================] - 0s - loss: 0.0819 - binary_accuracy: 0.9053     
Epoch 560/2000
1500/1500 [==============================] - 0s - loss: 0.0818 - binary_accuracy: 0.9040     
Epoch 561/2000
1500/1500 [==============================] - 0s - loss: 0.0819 - binary_accuracy: 0.9020     
Epoch 562/2000
1500/1500 [==============================] - 0s - loss: 0.0819 - binary_accuracy: 0.9047     
Epoch 563/2000
1500/1500 [==============================] - 0s - loss: 0.0819 - binary_accuracy: 0.9047     
Epoch 564/2000
1500/1500 [==============================] - 0s - loss: 0.0818 - binary_accuracy: 0.9053     
Epoch 565/2000
1500/1500 [==============================] - 0s - loss: 0.0818 - binary_accuracy: 0.9033     
Epoch 566/2000
1500/1500 [==============================] - 0s - loss: 0.0819 - binary_accuracy: 0.9033     
Epoch 567/2000
1500/1500 [==============================] - 0s - loss: 0.0818 - binary_accuracy: 0.9047     
Epoch 568/2000
1500/1500 [==============================] - 0s - loss: 0.0818 - binary_accuracy: 0.9053     
Epoch 569/2000
1500/1500 [==============================] - 0s - loss: 0.0818 - binary_accuracy: 0.9047     
Epoch 570/2000
1500/1500 [==============================] - 0s - loss: 0.0817 - binary_accuracy: 0.9053     
Epoch 571/2000
1500/1500 [==============================] - 0s - loss: 0.0818 - binary_accuracy: 0.9053     
Epoch 572/2000
1500/1500 [==============================] - 0s - loss: 0.0816 - binary_accuracy: 0.9047     
Epoch 573/2000
1500/1500 [==============================] - 0s - loss: 0.0817 - binary_accuracy: 0.9033     
Epoch 574/2000
1500/1500 [==============================] - 0s - loss: 0.0817 - binary_accuracy: 0.9067     
Epoch 575/2000
1500/1500 [==============================] - 0s - loss: 0.0817 - binary_accuracy: 0.9033     
Epoch 576/2000
1500/1500 [==============================] - 0s - loss: 0.0816 - binary_accuracy: 0.9040     
Epoch 577/2000
1500/1500 [==============================] - 0s - loss: 0.0816 - binary_accuracy: 0.9053     
Epoch 578/2000
1500/1500 [==============================] - 0s - loss: 0.0816 - binary_accuracy: 0.9047     
Epoch 579/2000
1500/1500 [==============================] - 0s - loss: 0.0816 - binary_accuracy: 0.9033     
Epoch 580/2000
1500/1500 [==============================] - 0s - loss: 0.0816 - binary_accuracy: 0.9047     
Epoch 581/2000
1500/1500 [==============================] - 0s - loss: 0.0816 - binary_accuracy: 0.9047     
Epoch 582/2000
1500/1500 [==============================] - 0s - loss: 0.0816 - binary_accuracy: 0.9033     
Epoch 583/2000
1500/1500 [==============================] - 0s - loss: 0.0816 - binary_accuracy: 0.9040     
Epoch 584/2000
1500/1500 [==============================] - 0s - loss: 0.0815 - binary_accuracy: 0.9047     
Epoch 585/2000
1500/1500 [==============================] - 0s - loss: 0.0816 - binary_accuracy: 0.9053     
Epoch 586/2000
1500/1500 [==============================] - 0s - loss: 0.0815 - binary_accuracy: 0.9040     
Epoch 587/2000
1500/1500 [==============================] - 0s - loss: 0.0815 - binary_accuracy: 0.9040     
Epoch 588/2000
1500/1500 [==============================] - 0s - loss: 0.0815 - binary_accuracy: 0.9047     
Epoch 589/2000
1500/1500 [==============================] - 0s - loss: 0.0815 - binary_accuracy: 0.9047     
Epoch 590/2000
1500/1500 [==============================] - 0s - loss: 0.0814 - binary_accuracy: 0.9033     
Epoch 591/2000
1500/1500 [==============================] - 0s - loss: 0.0814 - binary_accuracy: 0.9040     
Epoch 592/2000
1500/1500 [==============================] - 0s - loss: 0.0814 - binary_accuracy: 0.9033     
Epoch 593/2000
1500/1500 [==============================] - 0s - loss: 0.0814 - binary_accuracy: 0.9047     
Epoch 594/2000
1500/1500 [==============================] - 0s - loss: 0.0814 - binary_accuracy: 0.9053     
Epoch 595/2000
1500/1500 [==============================] - 0s - loss: 0.0814 - binary_accuracy: 0.9027     
Epoch 596/2000
1500/1500 [==============================] - 0s - loss: 0.0814 - binary_accuracy: 0.9047     
Epoch 597/2000
1500/1500 [==============================] - 0s - loss: 0.0813 - binary_accuracy: 0.9040     
Epoch 598/2000
1500/1500 [==============================] - 0s - loss: 0.0814 - binary_accuracy: 0.9040     
Epoch 599/2000
1500/1500 [==============================] - 0s - loss: 0.0813 - binary_accuracy: 0.9033     
Epoch 600/2000
1500/1500 [==============================] - 0s - loss: 0.0813 - binary_accuracy: 0.9053     
Epoch 601/2000
1500/1500 [==============================] - 0s - loss: 0.0814 - binary_accuracy: 0.9020     
Epoch 602/2000
1500/1500 [==============================] - 0s - loss: 0.0813 - binary_accuracy: 0.9040     
Epoch 603/2000
1500/1500 [==============================] - 0s - loss: 0.0813 - binary_accuracy: 0.9047     
Epoch 604/2000
1500/1500 [==============================] - 0s - loss: 0.0814 - binary_accuracy: 0.9047     
Epoch 605/2000
1500/1500 [==============================] - 0s - loss: 0.0813 - binary_accuracy: 0.9040     
Epoch 606/2000
1500/1500 [==============================] - 0s - loss: 0.0813 - binary_accuracy: 0.9033     
Epoch 607/2000
1500/1500 [==============================] - 0s - loss: 0.0813 - binary_accuracy: 0.9060     
Epoch 608/2000
1500/1500 [==============================] - 0s - loss: 0.0813 - binary_accuracy: 0.9040     
Epoch 609/2000
1500/1500 [==============================] - 0s - loss: 0.0813 - binary_accuracy: 0.9047     
Epoch 610/2000
1500/1500 [==============================] - 0s - loss: 0.0812 - binary_accuracy: 0.9053     
Epoch 611/2000
1500/1500 [==============================] - 0s - loss: 0.0812 - binary_accuracy: 0.9047     
Epoch 612/2000
1500/1500 [==============================] - 0s - loss: 0.0812 - binary_accuracy: 0.9047     
Epoch 613/2000
1500/1500 [==============================] - 0s - loss: 0.0813 - binary_accuracy: 0.9047     
Epoch 614/2000
1500/1500 [==============================] - 0s - loss: 0.0811 - binary_accuracy: 0.9053     
Epoch 615/2000
1500/1500 [==============================] - 0s - loss: 0.0811 - binary_accuracy: 0.9040     
Epoch 616/2000
1500/1500 [==============================] - 0s - loss: 0.0811 - binary_accuracy: 0.9053     
Epoch 617/2000
1500/1500 [==============================] - 0s - loss: 0.0811 - binary_accuracy: 0.9040     
Epoch 618/2000
1500/1500 [==============================] - 0s - loss: 0.0811 - binary_accuracy: 0.9053     
Epoch 619/2000
1500/1500 [==============================] - 0s - loss: 0.0810 - binary_accuracy: 0.9053     
Epoch 620/2000
1500/1500 [==============================] - 0s - loss: 0.0810 - binary_accuracy: 0.9053     
Epoch 621/2000
1500/1500 [==============================] - 0s - loss: 0.0810 - binary_accuracy: 0.9060     
Epoch 622/2000
1500/1500 [==============================] - 0s - loss: 0.0810 - binary_accuracy: 0.9060     
Epoch 623/2000
1500/1500 [==============================] - 0s - loss: 0.0809 - binary_accuracy: 0.9053     
Epoch 624/2000
1500/1500 [==============================] - 0s - loss: 0.0809 - binary_accuracy: 0.9040     
Epoch 625/2000
1500/1500 [==============================] - 0s - loss: 0.0809 - binary_accuracy: 0.9047     
Epoch 626/2000
1500/1500 [==============================] - 0s - loss: 0.0808 - binary_accuracy: 0.9047     
Epoch 627/2000
1500/1500 [==============================] - 0s - loss: 0.0809 - binary_accuracy: 0.9067     
Epoch 628/2000
1500/1500 [==============================] - 0s - loss: 0.0807 - binary_accuracy: 0.9047     
Epoch 629/2000
1500/1500 [==============================] - 0s - loss: 0.0807 - binary_accuracy: 0.9067     
Epoch 630/2000
1500/1500 [==============================] - 0s - loss: 0.0807 - binary_accuracy: 0.9067     
Epoch 631/2000
1500/1500 [==============================] - 0s - loss: 0.0807 - binary_accuracy: 0.9067     
Epoch 632/2000
1500/1500 [==============================] - 0s - loss: 0.0806 - binary_accuracy: 0.9060     
Epoch 633/2000
1500/1500 [==============================] - 0s - loss: 0.0806 - binary_accuracy: 0.9053     
Epoch 634/2000
1500/1500 [==============================] - 0s - loss: 0.0806 - binary_accuracy: 0.9067     
Epoch 635/2000
1500/1500 [==============================] - 0s - loss: 0.0806 - binary_accuracy: 0.9053     
Epoch 636/2000
1500/1500 [==============================] - 0s - loss: 0.0804 - binary_accuracy: 0.9060     
Epoch 637/2000
1500/1500 [==============================] - 0s - loss: 0.0804 - binary_accuracy: 0.9047     
Epoch 638/2000
1500/1500 [==============================] - 0s - loss: 0.0805 - binary_accuracy: 0.9040     
Epoch 639/2000
1500/1500 [==============================] - 0s - loss: 0.0804 - binary_accuracy: 0.9047     
Epoch 640/2000
1500/1500 [==============================] - 0s - loss: 0.0803 - binary_accuracy: 0.9060     
Epoch 641/2000
1500/1500 [==============================] - 0s - loss: 0.0804 - binary_accuracy: 0.9053     
Epoch 642/2000
1500/1500 [==============================] - 0s - loss: 0.0803 - binary_accuracy: 0.9080     
Epoch 643/2000
1500/1500 [==============================] - 0s - loss: 0.0803 - binary_accuracy: 0.9073     
Epoch 644/2000
1500/1500 [==============================] - 0s - loss: 0.0802 - binary_accuracy: 0.9040     
Epoch 645/2000
1500/1500 [==============================] - 0s - loss: 0.0802 - binary_accuracy: 0.9073     
Epoch 646/2000
1500/1500 [==============================] - 0s - loss: 0.0802 - binary_accuracy: 0.9053     
Epoch 647/2000
1500/1500 [==============================] - 0s - loss: 0.0802 - binary_accuracy: 0.9060     
Epoch 648/2000
1500/1500 [==============================] - 0s - loss: 0.0803 - binary_accuracy: 0.9047     
Epoch 649/2000
1500/1500 [==============================] - 0s - loss: 0.0801 - binary_accuracy: 0.9047     
Epoch 650/2000
1500/1500 [==============================] - 0s - loss: 0.0801 - binary_accuracy: 0.9053     
Epoch 651/2000
1500/1500 [==============================] - 0s - loss: 0.0801 - binary_accuracy: 0.9047     
Epoch 652/2000
1500/1500 [==============================] - 0s - loss: 0.0800 - binary_accuracy: 0.9067     
Epoch 653/2000
1500/1500 [==============================] - 0s - loss: 0.0800 - binary_accuracy: 0.9040     
Epoch 654/2000
1500/1500 [==============================] - 0s - loss: 0.0800 - binary_accuracy: 0.9067     
Epoch 655/2000
1500/1500 [==============================] - 0s - loss: 0.0800 - binary_accuracy: 0.9073     
Epoch 656/2000
1500/1500 [==============================] - 0s - loss: 0.0799 - binary_accuracy: 0.9067     
Epoch 657/2000
1500/1500 [==============================] - 0s - loss: 0.0799 - binary_accuracy: 0.9080     
Epoch 658/2000
1500/1500 [==============================] - 0s - loss: 0.0799 - binary_accuracy: 0.9073     
Epoch 659/2000
1500/1500 [==============================] - 0s - loss: 0.0798 - binary_accuracy: 0.9067     
Epoch 660/2000
1500/1500 [==============================] - 0s - loss: 0.0798 - binary_accuracy: 0.9073     
Epoch 661/2000
1500/1500 [==============================] - 0s - loss: 0.0797 - binary_accuracy: 0.9060     
Epoch 662/2000
1500/1500 [==============================] - 0s - loss: 0.0798 - binary_accuracy: 0.9060     
Epoch 663/2000
1500/1500 [==============================] - 0s - loss: 0.0798 - binary_accuracy: 0.9060     
Epoch 664/2000
1500/1500 [==============================] - 0s - loss: 0.0798 - binary_accuracy: 0.9080     
Epoch 665/2000
1500/1500 [==============================] - 0s - loss: 0.0797 - binary_accuracy: 0.9073     
Epoch 666/2000
1500/1500 [==============================] - 0s - loss: 0.0797 - binary_accuracy: 0.9093     
Epoch 667/2000
1500/1500 [==============================] - 0s - loss: 0.0796 - binary_accuracy: 0.9073     
Epoch 668/2000
1500/1500 [==============================] - 0s - loss: 0.0796 - binary_accuracy: 0.9073     
Epoch 669/2000
1500/1500 [==============================] - 0s - loss: 0.0796 - binary_accuracy: 0.9080     
Epoch 670/2000
1500/1500 [==============================] - 0s - loss: 0.0797 - binary_accuracy: 0.9067     
Epoch 671/2000
1500/1500 [==============================] - 0s - loss: 0.0796 - binary_accuracy: 0.9093     
Epoch 672/2000
1500/1500 [==============================] - 0s - loss: 0.0796 - binary_accuracy: 0.9067     
Epoch 673/2000
1500/1500 [==============================] - 0s - loss: 0.0795 - binary_accuracy: 0.9080     
Epoch 674/2000
1500/1500 [==============================] - 0s - loss: 0.0796 - binary_accuracy: 0.9080     
Epoch 675/2000
1500/1500 [==============================] - 0s - loss: 0.0795 - binary_accuracy: 0.9080     
Epoch 676/2000
1500/1500 [==============================] - 0s - loss: 0.0796 - binary_accuracy: 0.9080     
Epoch 677/2000
1500/1500 [==============================] - 0s - loss: 0.0795 - binary_accuracy: 0.9087     
Epoch 678/2000
1500/1500 [==============================] - 0s - loss: 0.0795 - binary_accuracy: 0.9067     
Epoch 679/2000
1500/1500 [==============================] - 0s - loss: 0.0795 - binary_accuracy: 0.9073     
Epoch 680/2000
1500/1500 [==============================] - 0s - loss: 0.0795 - binary_accuracy: 0.9073     
Epoch 681/2000
1500/1500 [==============================] - 0s - loss: 0.0794 - binary_accuracy: 0.9087     
Epoch 682/2000
1500/1500 [==============================] - 0s - loss: 0.0795 - binary_accuracy: 0.9053     
Epoch 683/2000
1500/1500 [==============================] - 0s - loss: 0.0794 - binary_accuracy: 0.9060     
Epoch 684/2000
1500/1500 [==============================] - 0s - loss: 0.0794 - binary_accuracy: 0.9093     
Epoch 685/2000
1500/1500 [==============================] - 0s - loss: 0.0794 - binary_accuracy: 0.9067     
Epoch 686/2000
1500/1500 [==============================] - 0s - loss: 0.0794 - binary_accuracy: 0.9073     
Epoch 687/2000
1500/1500 [==============================] - 0s - loss: 0.0794 - binary_accuracy: 0.9073     
Epoch 688/2000
1500/1500 [==============================] - 0s - loss: 0.0793 - binary_accuracy: 0.9080     
Epoch 689/2000
1500/1500 [==============================] - 0s - loss: 0.0793 - binary_accuracy: 0.9060     
Epoch 690/2000
1500/1500 [==============================] - 0s - loss: 0.0793 - binary_accuracy: 0.9073     
Epoch 691/2000
1500/1500 [==============================] - 0s - loss: 0.0793 - binary_accuracy: 0.9080     
Epoch 692/2000
1500/1500 [==============================] - 0s - loss: 0.0794 - binary_accuracy: 0.9073     
Epoch 693/2000
1500/1500 [==============================] - 0s - loss: 0.0793 - binary_accuracy: 0.9087     
Epoch 694/2000
1500/1500 [==============================] - 0s - loss: 0.0793 - binary_accuracy: 0.9073     
Epoch 695/2000
1500/1500 [==============================] - 0s - loss: 0.0793 - binary_accuracy: 0.9067     
Epoch 696/2000
1500/1500 [==============================] - 0s - loss: 0.0792 - binary_accuracy: 0.9060     
Epoch 697/2000
1500/1500 [==============================] - 0s - loss: 0.0793 - binary_accuracy: 0.9060     
Epoch 698/2000
1500/1500 [==============================] - 0s - loss: 0.0793 - binary_accuracy: 0.9073     
Epoch 699/2000
1500/1500 [==============================] - 0s - loss: 0.0792 - binary_accuracy: 0.9067     
Epoch 700/2000
1500/1500 [==============================] - 0s - loss: 0.0792 - binary_accuracy: 0.9047     
Epoch 701/2000
1500/1500 [==============================] - 0s - loss: 0.0791 - binary_accuracy: 0.9073     
Epoch 702/2000
1500/1500 [==============================] - 0s - loss: 0.0793 - binary_accuracy: 0.9080     
Epoch 703/2000
1500/1500 [==============================] - 0s - loss: 0.0792 - binary_accuracy: 0.9093     
Epoch 704/2000
1500/1500 [==============================] - 0s - loss: 0.0792 - binary_accuracy: 0.9100     
Epoch 705/2000
1500/1500 [==============================] - 0s - loss: 0.0791 - binary_accuracy: 0.9073     
Epoch 706/2000
1500/1500 [==============================] - 0s - loss: 0.0790 - binary_accuracy: 0.9080     
Epoch 707/2000
1500/1500 [==============================] - 0s - loss: 0.0792 - binary_accuracy: 0.9080     
Epoch 708/2000
1500/1500 [==============================] - 0s - loss: 0.0791 - binary_accuracy: 0.9073     
Epoch 709/2000
1500/1500 [==============================] - 0s - loss: 0.0791 - binary_accuracy: 0.9067     
Epoch 710/2000
1500/1500 [==============================] - 0s - loss: 0.0790 - binary_accuracy: 0.9073     
Epoch 711/2000
1500/1500 [==============================] - 0s - loss: 0.0791 - binary_accuracy: 0.9053     
Epoch 712/2000
1500/1500 [==============================] - 0s - loss: 0.0789 - binary_accuracy: 0.9087     
Epoch 713/2000
1500/1500 [==============================] - 0s - loss: 0.0790 - binary_accuracy: 0.9067     
Epoch 714/2000
1500/1500 [==============================] - 0s - loss: 0.0789 - binary_accuracy: 0.9067     
Epoch 715/2000
1500/1500 [==============================] - 0s - loss: 0.0790 - binary_accuracy: 0.9087     
Epoch 716/2000
1500/1500 [==============================] - 0s - loss: 0.0789 - binary_accuracy: 0.9067     
Epoch 717/2000
1500/1500 [==============================] - 0s - loss: 0.0789 - binary_accuracy: 0.9073     
Epoch 718/2000
1500/1500 [==============================] - 0s - loss: 0.0789 - binary_accuracy: 0.9060     
Epoch 719/2000
1500/1500 [==============================] - 0s - loss: 0.0789 - binary_accuracy: 0.9073     
Epoch 720/2000
1500/1500 [==============================] - 0s - loss: 0.0788 - binary_accuracy: 0.9067     
Epoch 721/2000
1500/1500 [==============================] - 0s - loss: 0.0786 - binary_accuracy: 0.9067     
Epoch 722/2000
1500/1500 [==============================] - 0s - loss: 0.0788 - binary_accuracy: 0.9060     
Epoch 723/2000
1500/1500 [==============================] - 0s - loss: 0.0787 - binary_accuracy: 0.9073     
Epoch 724/2000
1500/1500 [==============================] - 0s - loss: 0.0788 - binary_accuracy: 0.9073     
Epoch 725/2000
1500/1500 [==============================] - 0s - loss: 0.0787 - binary_accuracy: 0.9073     
Epoch 726/2000
1500/1500 [==============================] - 0s - loss: 0.0787 - binary_accuracy: 0.9080     
Epoch 727/2000
1500/1500 [==============================] - 0s - loss: 0.0786 - binary_accuracy: 0.9067     
Epoch 728/2000
1500/1500 [==============================] - 0s - loss: 0.0787 - binary_accuracy: 0.9087     
Epoch 729/2000
1500/1500 [==============================] - 0s - loss: 0.0786 - binary_accuracy: 0.9073     
Epoch 730/2000
1500/1500 [==============================] - 0s - loss: 0.0786 - binary_accuracy: 0.9073     
Epoch 731/2000
1500/1500 [==============================] - 0s - loss: 0.0786 - binary_accuracy: 0.9073     
Epoch 732/2000
1500/1500 [==============================] - 0s - loss: 0.0786 - binary_accuracy: 0.9067     
Epoch 733/2000
1500/1500 [==============================] - 0s - loss: 0.0786 - binary_accuracy: 0.9073     
Epoch 734/2000
1500/1500 [==============================] - 0s - loss: 0.0785 - binary_accuracy: 0.9073     
Epoch 735/2000
1500/1500 [==============================] - 0s - loss: 0.0785 - binary_accuracy: 0.9073     
Epoch 736/2000
1500/1500 [==============================] - 0s - loss: 0.0785 - binary_accuracy: 0.9080     
Epoch 737/2000
1500/1500 [==============================] - 0s - loss: 0.0785 - binary_accuracy: 0.9073     
Epoch 738/2000
1500/1500 [==============================] - 0s - loss: 0.0785 - binary_accuracy: 0.9073     
Epoch 739/2000
1500/1500 [==============================] - 0s - loss: 0.0784 - binary_accuracy: 0.9093     
Epoch 740/2000
1500/1500 [==============================] - 0s - loss: 0.0785 - binary_accuracy: 0.9087     
Epoch 741/2000
1500/1500 [==============================] - 0s - loss: 0.0784 - binary_accuracy: 0.9080     
Epoch 742/2000
1500/1500 [==============================] - 0s - loss: 0.0784 - binary_accuracy: 0.9100     
Epoch 743/2000
1500/1500 [==============================] - 0s - loss: 0.0783 - binary_accuracy: 0.9100     
Epoch 744/2000
1500/1500 [==============================] - 0s - loss: 0.0783 - binary_accuracy: 0.9093     
Epoch 745/2000
1500/1500 [==============================] - 0s - loss: 0.0783 - binary_accuracy: 0.9100     
Epoch 746/2000
1500/1500 [==============================] - 0s - loss: 0.0784 - binary_accuracy: 0.9093     
Epoch 747/2000
1500/1500 [==============================] - 0s - loss: 0.0783 - binary_accuracy: 0.9093     
Epoch 748/2000
1500/1500 [==============================] - 0s - loss: 0.0782 - binary_accuracy: 0.9087     
Epoch 749/2000
1500/1500 [==============================] - 0s - loss: 0.0782 - binary_accuracy: 0.9087     
Epoch 750/2000
1500/1500 [==============================] - 0s - loss: 0.0783 - binary_accuracy: 0.9093     
Epoch 751/2000
1500/1500 [==============================] - 0s - loss: 0.0783 - binary_accuracy: 0.9087     
Epoch 752/2000
1500/1500 [==============================] - 0s - loss: 0.0783 - binary_accuracy: 0.9087     
Epoch 753/2000
1500/1500 [==============================] - 0s - loss: 0.0782 - binary_accuracy: 0.9087     
Epoch 754/2000
1500/1500 [==============================] - 0s - loss: 0.0782 - binary_accuracy: 0.9087     
Epoch 755/2000
1500/1500 [==============================] - 0s - loss: 0.0782 - binary_accuracy: 0.9093     
Epoch 756/2000
1500/1500 [==============================] - 0s - loss: 0.0781 - binary_accuracy: 0.9100     
Epoch 757/2000
1500/1500 [==============================] - 0s - loss: 0.0782 - binary_accuracy: 0.9093     
Epoch 758/2000
1500/1500 [==============================] - 0s - loss: 0.0782 - binary_accuracy: 0.9080     
Epoch 759/2000
1500/1500 [==============================] - 0s - loss: 0.0781 - binary_accuracy: 0.9093     
Epoch 760/2000
1500/1500 [==============================] - 0s - loss: 0.0780 - binary_accuracy: 0.9080     
Epoch 761/2000
1500/1500 [==============================] - 0s - loss: 0.0781 - binary_accuracy: 0.9087     
Epoch 762/2000
1500/1500 [==============================] - 0s - loss: 0.0781 - binary_accuracy: 0.9080     
Epoch 763/2000
1500/1500 [==============================] - 0s - loss: 0.0781 - binary_accuracy: 0.9087     
Epoch 764/2000
1500/1500 [==============================] - 0s - loss: 0.0781 - binary_accuracy: 0.9093     
Epoch 765/2000
1500/1500 [==============================] - 0s - loss: 0.0780 - binary_accuracy: 0.9100     
Epoch 766/2000
1500/1500 [==============================] - 0s - loss: 0.0780 - binary_accuracy: 0.9107     
Epoch 767/2000
1500/1500 [==============================] - 0s - loss: 0.0780 - binary_accuracy: 0.9093     
Epoch 768/2000
1500/1500 [==============================] - 0s - loss: 0.0780 - binary_accuracy: 0.9100     
Epoch 769/2000
1500/1500 [==============================] - 0s - loss: 0.0780 - binary_accuracy: 0.9093     
Epoch 770/2000
1500/1500 [==============================] - 0s - loss: 0.0779 - binary_accuracy: 0.9093     
Epoch 771/2000
1500/1500 [==============================] - 0s - loss: 0.0779 - binary_accuracy: 0.9093     
Epoch 772/2000
1500/1500 [==============================] - 0s - loss: 0.0779 - binary_accuracy: 0.9093     
Epoch 773/2000
1500/1500 [==============================] - 0s - loss: 0.0778 - binary_accuracy: 0.9100     
Epoch 774/2000
1500/1500 [==============================] - 0s - loss: 0.0778 - binary_accuracy: 0.9100     
Epoch 775/2000
1500/1500 [==============================] - 0s - loss: 0.0778 - binary_accuracy: 0.9093     
Epoch 776/2000
1500/1500 [==============================] - 0s - loss: 0.0778 - binary_accuracy: 0.9093     
Epoch 777/2000
1500/1500 [==============================] - 0s - loss: 0.0778 - binary_accuracy: 0.9093     
Epoch 778/2000
1500/1500 [==============================] - 0s - loss: 0.0778 - binary_accuracy: 0.9093     
Epoch 779/2000
1500/1500 [==============================] - 0s - loss: 0.0778 - binary_accuracy: 0.9100     
Epoch 780/2000
1500/1500 [==============================] - 0s - loss: 0.0778 - binary_accuracy: 0.9100     
Epoch 781/2000
1500/1500 [==============================] - 0s - loss: 0.0778 - binary_accuracy: 0.9093     
Epoch 782/2000
1500/1500 [==============================] - 0s - loss: 0.0777 - binary_accuracy: 0.9100     
Epoch 783/2000
1500/1500 [==============================] - 0s - loss: 0.0777 - binary_accuracy: 0.9087     
Epoch 784/2000
1500/1500 [==============================] - 0s - loss: 0.0777 - binary_accuracy: 0.9093     
Epoch 785/2000
1500/1500 [==============================] - 0s - loss: 0.0777 - binary_accuracy: 0.9087     
Epoch 786/2000
1500/1500 [==============================] - 0s - loss: 0.0777 - binary_accuracy: 0.9107     
Epoch 787/2000
1500/1500 [==============================] - 0s - loss: 0.0777 - binary_accuracy: 0.9087     
Epoch 788/2000
1500/1500 [==============================] - 0s - loss: 0.0776 - binary_accuracy: 0.9093     
Epoch 789/2000
1500/1500 [==============================] - 0s - loss: 0.0777 - binary_accuracy: 0.9100     
Epoch 790/2000
1500/1500 [==============================] - 0s - loss: 0.0776 - binary_accuracy: 0.9100     
Epoch 791/2000
1500/1500 [==============================] - 0s - loss: 0.0776 - binary_accuracy: 0.9107     
Epoch 792/2000
1500/1500 [==============================] - 0s - loss: 0.0776 - binary_accuracy: 0.9113     
Epoch 793/2000
1500/1500 [==============================] - 0s - loss: 0.0776 - binary_accuracy: 0.9080     
Epoch 794/2000
1500/1500 [==============================] - 0s - loss: 0.0776 - binary_accuracy: 0.9093     
Epoch 795/2000
1500/1500 [==============================] - 0s - loss: 0.0776 - binary_accuracy: 0.9093     
Epoch 796/2000
1500/1500 [==============================] - 0s - loss: 0.0776 - binary_accuracy: 0.9093     
Epoch 797/2000
1500/1500 [==============================] - 0s - loss: 0.0775 - binary_accuracy: 0.9093     
Epoch 798/2000
1500/1500 [==============================] - 0s - loss: 0.0776 - binary_accuracy: 0.9100     
Epoch 799/2000
1500/1500 [==============================] - 0s - loss: 0.0776 - binary_accuracy: 0.9087     
Epoch 800/2000
1500/1500 [==============================] - 0s - loss: 0.0776 - binary_accuracy: 0.9100     
Epoch 801/2000
1500/1500 [==============================] - 0s - loss: 0.0775 - binary_accuracy: 0.9093     
Epoch 802/2000
1500/1500 [==============================] - 0s - loss: 0.0776 - binary_accuracy: 0.9093     
Epoch 803/2000
1500/1500 [==============================] - 0s - loss: 0.0775 - binary_accuracy: 0.9093     
Epoch 804/2000
1500/1500 [==============================] - 0s - loss: 0.0775 - binary_accuracy: 0.9100     
Epoch 805/2000
1500/1500 [==============================] - 0s - loss: 0.0774 - binary_accuracy: 0.9093     
Epoch 806/2000
1500/1500 [==============================] - 0s - loss: 0.0774 - binary_accuracy: 0.9093     
Epoch 807/2000
1500/1500 [==============================] - 0s - loss: 0.0774 - binary_accuracy: 0.9107     
Epoch 808/2000
1500/1500 [==============================] - 0s - loss: 0.0774 - binary_accuracy: 0.9107     
Epoch 809/2000
1500/1500 [==============================] - 0s - loss: 0.0775 - binary_accuracy: 0.9100     
Epoch 810/2000
1500/1500 [==============================] - 0s - loss: 0.0773 - binary_accuracy: 0.9093     
Epoch 811/2000
1500/1500 [==============================] - 0s - loss: 0.0774 - binary_accuracy: 0.9113     
Epoch 812/2000
1500/1500 [==============================] - 0s - loss: 0.0774 - binary_accuracy: 0.9100     
Epoch 813/2000
1500/1500 [==============================] - 0s - loss: 0.0773 - binary_accuracy: 0.9073     
Epoch 814/2000
1500/1500 [==============================] - 0s - loss: 0.0773 - binary_accuracy: 0.9107     
Epoch 815/2000
1500/1500 [==============================] - 0s - loss: 0.0774 - binary_accuracy: 0.9100     
Epoch 816/2000
1500/1500 [==============================] - 0s - loss: 0.0774 - binary_accuracy: 0.9100     
Epoch 817/2000
1500/1500 [==============================] - 0s - loss: 0.0773 - binary_accuracy: 0.9113     
Epoch 818/2000
1500/1500 [==============================] - 0s - loss: 0.0773 - binary_accuracy: 0.9107     
Epoch 819/2000
1500/1500 [==============================] - 0s - loss: 0.0773 - binary_accuracy: 0.9087     - ETA: 0s - loss: 0.0746 - binary_accuracy: 0.913
Epoch 820/2000
1500/1500 [==============================] - 0s - loss: 0.0773 - binary_accuracy: 0.9100     
Epoch 821/2000
1500/1500 [==============================] - 0s - loss: 0.0773 - binary_accuracy: 0.9100     
Epoch 822/2000
1500/1500 [==============================] - 0s - loss: 0.0772 - binary_accuracy: 0.9113     
Epoch 823/2000
1500/1500 [==============================] - 0s - loss: 0.0772 - binary_accuracy: 0.9100     
Epoch 824/2000
1500/1500 [==============================] - 0s - loss: 0.0773 - binary_accuracy: 0.9100     
Epoch 825/2000
1500/1500 [==============================] - 0s - loss: 0.0773 - binary_accuracy: 0.9080     
Epoch 826/2000
1500/1500 [==============================] - 0s - loss: 0.0773 - binary_accuracy: 0.9107     
Epoch 827/2000
1500/1500 [==============================] - 0s - loss: 0.0772 - binary_accuracy: 0.9100     
Epoch 828/2000
1500/1500 [==============================] - 0s - loss: 0.0773 - binary_accuracy: 0.9087     
Epoch 829/2000
1500/1500 [==============================] - 0s - loss: 0.0772 - binary_accuracy: 0.9093     
Epoch 830/2000
1500/1500 [==============================] - 0s - loss: 0.0772 - binary_accuracy: 0.9100     
Epoch 831/2000
1500/1500 [==============================] - 0s - loss: 0.0772 - binary_accuracy: 0.9127     
Epoch 832/2000
1500/1500 [==============================] - 0s - loss: 0.0771 - binary_accuracy: 0.9087     
Epoch 833/2000
1500/1500 [==============================] - 0s - loss: 0.0772 - binary_accuracy: 0.9080     
Epoch 834/2000
1500/1500 [==============================] - 0s - loss: 0.0771 - binary_accuracy: 0.9093     
Epoch 835/2000
1500/1500 [==============================] - 0s - loss: 0.0771 - binary_accuracy: 0.9087     
Epoch 836/2000
1500/1500 [==============================] - 0s - loss: 0.0771 - binary_accuracy: 0.9087     
Epoch 837/2000
1500/1500 [==============================] - 0s - loss: 0.0772 - binary_accuracy: 0.9080     
Epoch 838/2000
1500/1500 [==============================] - 0s - loss: 0.0770 - binary_accuracy: 0.9100     
Epoch 839/2000
1500/1500 [==============================] - 0s - loss: 0.0770 - binary_accuracy: 0.9100     
Epoch 840/2000
1500/1500 [==============================] - 0s - loss: 0.0771 - binary_accuracy: 0.9093     
Epoch 841/2000
1500/1500 [==============================] - 0s - loss: 0.0771 - binary_accuracy: 0.9087     
Epoch 842/2000
1500/1500 [==============================] - 0s - loss: 0.0771 - binary_accuracy: 0.9107     
Epoch 843/2000
1500/1500 [==============================] - 0s - loss: 0.0771 - binary_accuracy: 0.9100     
Epoch 844/2000
1500/1500 [==============================] - 0s - loss: 0.0770 - binary_accuracy: 0.9087     
Epoch 845/2000
1500/1500 [==============================] - 0s - loss: 0.0771 - binary_accuracy: 0.9107     
Epoch 846/2000
1500/1500 [==============================] - 0s - loss: 0.0769 - binary_accuracy: 0.9080     
Epoch 847/2000
1500/1500 [==============================] - 0s - loss: 0.0770 - binary_accuracy: 0.9107     
Epoch 848/2000
1500/1500 [==============================] - 0s - loss: 0.0770 - binary_accuracy: 0.9120     
Epoch 849/2000
1500/1500 [==============================] - 0s - loss: 0.0769 - binary_accuracy: 0.9080     
Epoch 850/2000
1500/1500 [==============================] - 0s - loss: 0.0769 - binary_accuracy: 0.9100     
Epoch 851/2000
1500/1500 [==============================] - 0s - loss: 0.0769 - binary_accuracy: 0.9107     
Epoch 852/2000
1500/1500 [==============================] - 0s - loss: 0.0769 - binary_accuracy: 0.9113     
Epoch 853/2000
1500/1500 [==============================] - 0s - loss: 0.0769 - binary_accuracy: 0.9100     
Epoch 854/2000
1500/1500 [==============================] - 0s - loss: 0.0769 - binary_accuracy: 0.9113     
Epoch 855/2000
1500/1500 [==============================] - 0s - loss: 0.0769 - binary_accuracy: 0.9073     
Epoch 856/2000
1500/1500 [==============================] - 0s - loss: 0.0768 - binary_accuracy: 0.9093     
Epoch 857/2000
1500/1500 [==============================] - 0s - loss: 0.0769 - binary_accuracy: 0.9093     
Epoch 858/2000
1500/1500 [==============================] - 0s - loss: 0.0768 - binary_accuracy: 0.9087     
Epoch 859/2000
1500/1500 [==============================] - 0s - loss: 0.0767 - binary_accuracy: 0.9080     
Epoch 860/2000
1500/1500 [==============================] - 0s - loss: 0.0768 - binary_accuracy: 0.9100     
Epoch 861/2000
1500/1500 [==============================] - 0s - loss: 0.0768 - binary_accuracy: 0.9087     
Epoch 862/2000
1500/1500 [==============================] - 0s - loss: 0.0768 - binary_accuracy: 0.9080     
Epoch 863/2000
1500/1500 [==============================] - 0s - loss: 0.0767 - binary_accuracy: 0.9080     
Epoch 864/2000
1500/1500 [==============================] - 0s - loss: 0.0766 - binary_accuracy: 0.9073     
Epoch 865/2000
1500/1500 [==============================] - 0s - loss: 0.0767 - binary_accuracy: 0.9093     
Epoch 866/2000
1500/1500 [==============================] - 0s - loss: 0.0768 - binary_accuracy: 0.9100     
Epoch 867/2000
1500/1500 [==============================] - 0s - loss: 0.0767 - binary_accuracy: 0.9080     
Epoch 868/2000
1500/1500 [==============================] - 0s - loss: 0.0766 - binary_accuracy: 0.9087     
Epoch 869/2000
1500/1500 [==============================] - 0s - loss: 0.0766 - binary_accuracy: 0.9107     
Epoch 870/2000
1500/1500 [==============================] - 0s - loss: 0.0766 - binary_accuracy: 0.9107     
Epoch 871/2000
1500/1500 [==============================] - 0s - loss: 0.0766 - binary_accuracy: 0.9087     
Epoch 872/2000
1500/1500 [==============================] - 0s - loss: 0.0767 - binary_accuracy: 0.9093     
Epoch 873/2000
1500/1500 [==============================] - 0s - loss: 0.0766 - binary_accuracy: 0.9100     
Epoch 874/2000
1500/1500 [==============================] - 0s - loss: 0.0767 - binary_accuracy: 0.9093     
Epoch 875/2000
1500/1500 [==============================] - 0s - loss: 0.0766 - binary_accuracy: 0.9107     
Epoch 876/2000
1500/1500 [==============================] - 0s - loss: 0.0765 - binary_accuracy: 0.9113     
Epoch 877/2000
1500/1500 [==============================] - 0s - loss: 0.0765 - binary_accuracy: 0.9080     
Epoch 878/2000
1500/1500 [==============================] - 0s - loss: 0.0765 - binary_accuracy: 0.9087     
Epoch 879/2000
1500/1500 [==============================] - 0s - loss: 0.0765 - binary_accuracy: 0.9080     
Epoch 880/2000
1500/1500 [==============================] - 0s - loss: 0.0765 - binary_accuracy: 0.9107     
Epoch 881/2000
1500/1500 [==============================] - 0s - loss: 0.0765 - binary_accuracy: 0.9073     
Epoch 882/2000
1500/1500 [==============================] - 0s - loss: 0.0765 - binary_accuracy: 0.9093     
Epoch 883/2000
1500/1500 [==============================] - 0s - loss: 0.0765 - binary_accuracy: 0.9080     
Epoch 884/2000
1500/1500 [==============================] - 0s - loss: 0.0765 - binary_accuracy: 0.9087     
Epoch 885/2000
1500/1500 [==============================] - 0s - loss: 0.0764 - binary_accuracy: 0.9087     
Epoch 886/2000
1500/1500 [==============================] - 0s - loss: 0.0764 - binary_accuracy: 0.9100     
Epoch 887/2000
1500/1500 [==============================] - 0s - loss: 0.0764 - binary_accuracy: 0.9087     
Epoch 888/2000
1500/1500 [==============================] - 0s - loss: 0.0764 - binary_accuracy: 0.9093     
Epoch 889/2000
1500/1500 [==============================] - 0s - loss: 0.0764 - binary_accuracy: 0.9093     
Epoch 890/2000
1500/1500 [==============================] - 0s - loss: 0.0763 - binary_accuracy: 0.9100     
Epoch 891/2000
1500/1500 [==============================] - 0s - loss: 0.0764 - binary_accuracy: 0.9093     
Epoch 892/2000
1500/1500 [==============================] - 0s - loss: 0.0763 - binary_accuracy: 0.9080     
Epoch 893/2000
1500/1500 [==============================] - 0s - loss: 0.0764 - binary_accuracy: 0.9087     
Epoch 894/2000
1500/1500 [==============================] - 0s - loss: 0.0763 - binary_accuracy: 0.9093     
Epoch 895/2000
1500/1500 [==============================] - 0s - loss: 0.0763 - binary_accuracy: 0.9093     
Epoch 896/2000
1500/1500 [==============================] - 0s - loss: 0.0763 - binary_accuracy: 0.9093     
Epoch 897/2000
1500/1500 [==============================] - 0s - loss: 0.0763 - binary_accuracy: 0.9107     
Epoch 898/2000
1500/1500 [==============================] - 0s - loss: 0.0763 - binary_accuracy: 0.9100     
Epoch 899/2000
1500/1500 [==============================] - 0s - loss: 0.0763 - binary_accuracy: 0.9087     
Epoch 900/2000
1500/1500 [==============================] - 0s - loss: 0.0762 - binary_accuracy: 0.9087     
Epoch 901/2000
1500/1500 [==============================] - 0s - loss: 0.0763 - binary_accuracy: 0.9093     
Epoch 902/2000
1500/1500 [==============================] - 0s - loss: 0.0762 - binary_accuracy: 0.9100     
Epoch 903/2000
1500/1500 [==============================] - 0s - loss: 0.0762 - binary_accuracy: 0.9093     
Epoch 904/2000
1500/1500 [==============================] - 0s - loss: 0.0763 - binary_accuracy: 0.9087     
Epoch 905/2000
1500/1500 [==============================] - 0s - loss: 0.0762 - binary_accuracy: 0.9073     
Epoch 906/2000
1500/1500 [==============================] - 0s - loss: 0.0761 - binary_accuracy: 0.9087     
Epoch 907/2000
1500/1500 [==============================] - 0s - loss: 0.0762 - binary_accuracy: 0.9093     
Epoch 908/2000
1500/1500 [==============================] - 0s - loss: 0.0761 - binary_accuracy: 0.9087     
Epoch 909/2000
1500/1500 [==============================] - 0s - loss: 0.0761 - binary_accuracy: 0.9093     
Epoch 910/2000
1500/1500 [==============================] - 0s - loss: 0.0761 - binary_accuracy: 0.9087     
Epoch 911/2000
1500/1500 [==============================] - 0s - loss: 0.0761 - binary_accuracy: 0.9087     
Epoch 912/2000
1500/1500 [==============================] - 0s - loss: 0.0760 - binary_accuracy: 0.9100     
Epoch 913/2000
1500/1500 [==============================] - 0s - loss: 0.0761 - binary_accuracy: 0.9080     
Epoch 914/2000
1500/1500 [==============================] - 0s - loss: 0.0761 - binary_accuracy: 0.9087     
Epoch 915/2000
1500/1500 [==============================] - 0s - loss: 0.0760 - binary_accuracy: 0.9080     
Epoch 916/2000
1500/1500 [==============================] - 0s - loss: 0.0760 - binary_accuracy: 0.9100     
Epoch 917/2000
1500/1500 [==============================] - 0s - loss: 0.0760 - binary_accuracy: 0.9093     
Epoch 918/2000
1500/1500 [==============================] - 0s - loss: 0.0760 - binary_accuracy: 0.9100     
Epoch 919/2000
1500/1500 [==============================] - 0s - loss: 0.0760 - binary_accuracy: 0.9087     
Epoch 920/2000
1500/1500 [==============================] - 0s - loss: 0.0759 - binary_accuracy: 0.9100     
Epoch 921/2000
1500/1500 [==============================] - 0s - loss: 0.0759 - binary_accuracy: 0.9100     
Epoch 922/2000
1500/1500 [==============================] - 0s - loss: 0.0759 - binary_accuracy: 0.9080     
Epoch 923/2000
1500/1500 [==============================] - 0s - loss: 0.0759 - binary_accuracy: 0.9113     
Epoch 924/2000
1500/1500 [==============================] - 0s - loss: 0.0760 - binary_accuracy: 0.9100     
Epoch 925/2000
1500/1500 [==============================] - 0s - loss: 0.0759 - binary_accuracy: 0.9100     
Epoch 926/2000
1500/1500 [==============================] - 0s - loss: 0.0758 - binary_accuracy: 0.9093     
Epoch 927/2000
1500/1500 [==============================] - 0s - loss: 0.0759 - binary_accuracy: 0.9080     
Epoch 928/2000
1500/1500 [==============================] - 0s - loss: 0.0758 - binary_accuracy: 0.9087     
Epoch 929/2000
1500/1500 [==============================] - 0s - loss: 0.0758 - binary_accuracy: 0.9093     
Epoch 930/2000
1500/1500 [==============================] - 0s - loss: 0.0758 - binary_accuracy: 0.9093     
Epoch 931/2000
1500/1500 [==============================] - 0s - loss: 0.0758 - binary_accuracy: 0.9093     
Epoch 932/2000
1500/1500 [==============================] - 0s - loss: 0.0757 - binary_accuracy: 0.9093     
Epoch 933/2000
1500/1500 [==============================] - 0s - loss: 0.0757 - binary_accuracy: 0.9113     
Epoch 934/2000
1500/1500 [==============================] - 0s - loss: 0.0758 - binary_accuracy: 0.9113     
Epoch 935/2000
1500/1500 [==============================] - 0s - loss: 0.0757 - binary_accuracy: 0.9100     
Epoch 936/2000
1500/1500 [==============================] - 0s - loss: 0.0757 - binary_accuracy: 0.9093     
Epoch 937/2000
1500/1500 [==============================] - 0s - loss: 0.0758 - binary_accuracy: 0.9100     
Epoch 938/2000
1500/1500 [==============================] - 0s - loss: 0.0758 - binary_accuracy: 0.9093     
Epoch 939/2000
1500/1500 [==============================] - 0s - loss: 0.0757 - binary_accuracy: 0.9107     
Epoch 940/2000
1500/1500 [==============================] - 0s - loss: 0.0757 - binary_accuracy: 0.9100     
Epoch 941/2000
1500/1500 [==============================] - 0s - loss: 0.0756 - binary_accuracy: 0.9100     
Epoch 942/2000
1500/1500 [==============================] - 0s - loss: 0.0756 - binary_accuracy: 0.9113     
Epoch 943/2000
1500/1500 [==============================] - 0s - loss: 0.0756 - binary_accuracy: 0.9100     
Epoch 944/2000
1500/1500 [==============================] - 0s - loss: 0.0756 - binary_accuracy: 0.9113     
Epoch 945/2000
1500/1500 [==============================] - 0s - loss: 0.0756 - binary_accuracy: 0.9107     
Epoch 946/2000
1500/1500 [==============================] - 0s - loss: 0.0755 - binary_accuracy: 0.9107     
Epoch 947/2000
1500/1500 [==============================] - 0s - loss: 0.0755 - binary_accuracy: 0.9107     
Epoch 948/2000
1500/1500 [==============================] - 0s - loss: 0.0756 - binary_accuracy: 0.9100     
Epoch 949/2000
1500/1500 [==============================] - 0s - loss: 0.0756 - binary_accuracy: 0.9113     
Epoch 950/2000
1500/1500 [==============================] - 0s - loss: 0.0755 - binary_accuracy: 0.9107     
Epoch 951/2000
1500/1500 [==============================] - 0s - loss: 0.0755 - binary_accuracy: 0.9113     
Epoch 952/2000
1500/1500 [==============================] - 0s - loss: 0.0755 - binary_accuracy: 0.9100     
Epoch 953/2000
1500/1500 [==============================] - 0s - loss: 0.0754 - binary_accuracy: 0.9113     
Epoch 954/2000
1500/1500 [==============================] - 0s - loss: 0.0755 - binary_accuracy: 0.9107     
Epoch 955/2000
1500/1500 [==============================] - 0s - loss: 0.0755 - binary_accuracy: 0.9100     
Epoch 956/2000
1500/1500 [==============================] - 0s - loss: 0.0754 - binary_accuracy: 0.9107     
Epoch 957/2000
1500/1500 [==============================] - 0s - loss: 0.0754 - binary_accuracy: 0.9107     
Epoch 958/2000
1500/1500 [==============================] - 0s - loss: 0.0754 - binary_accuracy: 0.9113     
Epoch 959/2000
1500/1500 [==============================] - 0s - loss: 0.0754 - binary_accuracy: 0.9120     
Epoch 960/2000
1500/1500 [==============================] - 0s - loss: 0.0753 - binary_accuracy: 0.9113     
Epoch 961/2000
1500/1500 [==============================] - 0s - loss: 0.0754 - binary_accuracy: 0.9127     
Epoch 962/2000
1500/1500 [==============================] - 0s - loss: 0.0754 - binary_accuracy: 0.9113     
Epoch 963/2000
1500/1500 [==============================] - 0s - loss: 0.0754 - binary_accuracy: 0.9113     
Epoch 964/2000
1500/1500 [==============================] - 0s - loss: 0.0754 - binary_accuracy: 0.9100     
Epoch 965/2000
1500/1500 [==============================] - 0s - loss: 0.0754 - binary_accuracy: 0.9113     
Epoch 966/2000
1500/1500 [==============================] - 0s - loss: 0.0754 - binary_accuracy: 0.9100     
Epoch 967/2000
1500/1500 [==============================] - 0s - loss: 0.0754 - binary_accuracy: 0.9120     
Epoch 968/2000
1500/1500 [==============================] - 0s - loss: 0.0754 - binary_accuracy: 0.9120     
Epoch 969/2000
1500/1500 [==============================] - 0s - loss: 0.0753 - binary_accuracy: 0.9107     
Epoch 970/2000
1500/1500 [==============================] - 0s - loss: 0.0754 - binary_accuracy: 0.9107     
Epoch 971/2000
1500/1500 [==============================] - 0s - loss: 0.0753 - binary_accuracy: 0.9120     
Epoch 972/2000
1500/1500 [==============================] - 0s - loss: 0.0753 - binary_accuracy: 0.9113     
Epoch 973/2000
1500/1500 [==============================] - 0s - loss: 0.0753 - binary_accuracy: 0.9113     
Epoch 974/2000
1500/1500 [==============================] - 0s - loss: 0.0752 - binary_accuracy: 0.9113     
Epoch 975/2000
1500/1500 [==============================] - 0s - loss: 0.0753 - binary_accuracy: 0.9120     
Epoch 976/2000
1500/1500 [==============================] - 0s - loss: 0.0753 - binary_accuracy: 0.9113     
Epoch 977/2000
1500/1500 [==============================] - 0s - loss: 0.0752 - binary_accuracy: 0.9127     
Epoch 978/2000
1500/1500 [==============================] - 0s - loss: 0.0752 - binary_accuracy: 0.9120     
Epoch 979/2000
1500/1500 [==============================] - 0s - loss: 0.0752 - binary_accuracy: 0.9120     
Epoch 980/2000
1500/1500 [==============================] - 0s - loss: 0.0753 - binary_accuracy: 0.9107     
Epoch 981/2000
1500/1500 [==============================] - 0s - loss: 0.0752 - binary_accuracy: 0.9107     
Epoch 982/2000
1500/1500 [==============================] - 0s - loss: 0.0753 - binary_accuracy: 0.9133     
Epoch 983/2000
1500/1500 [==============================] - 0s - loss: 0.0752 - binary_accuracy: 0.9133     
Epoch 984/2000
1500/1500 [==============================] - 0s - loss: 0.0751 - binary_accuracy: 0.9113     
Epoch 985/2000
1500/1500 [==============================] - 0s - loss: 0.0751 - binary_accuracy: 0.9127     
Epoch 986/2000
1500/1500 [==============================] - 0s - loss: 0.0752 - binary_accuracy: 0.9100     
Epoch 987/2000
1500/1500 [==============================] - 0s - loss: 0.0751 - binary_accuracy: 0.9100     
Epoch 988/2000
1500/1500 [==============================] - 0s - loss: 0.0752 - binary_accuracy: 0.9113     
Epoch 989/2000
1500/1500 [==============================] - 0s - loss: 0.0751 - binary_accuracy: 0.9120     
Epoch 990/2000
1500/1500 [==============================] - 0s - loss: 0.0751 - binary_accuracy: 0.9133     
Epoch 991/2000
1500/1500 [==============================] - 0s - loss: 0.0750 - binary_accuracy: 0.9113     
Epoch 992/2000
1500/1500 [==============================] - 0s - loss: 0.0751 - binary_accuracy: 0.9093     
Epoch 993/2000
1500/1500 [==============================] - 0s - loss: 0.0750 - binary_accuracy: 0.9107     
Epoch 994/2000
1500/1500 [==============================] - 0s - loss: 0.0751 - binary_accuracy: 0.9120     
Epoch 995/2000
1500/1500 [==============================] - 0s - loss: 0.0750 - binary_accuracy: 0.9120     
Epoch 996/2000
1500/1500 [==============================] - 0s - loss: 0.0750 - binary_accuracy: 0.9100     
Epoch 997/2000
1500/1500 [==============================] - 0s - loss: 0.0750 - binary_accuracy: 0.9127     
Epoch 998/2000
1500/1500 [==============================] - 0s - loss: 0.0750 - binary_accuracy: 0.9120     
Epoch 999/2000
1500/1500 [==============================] - 0s - loss: 0.0750 - binary_accuracy: 0.9147     
Epoch 1000/2000
1500/1500 [==============================] - 0s - loss: 0.0750 - binary_accuracy: 0.9107     
Epoch 1001/2000
1500/1500 [==============================] - 0s - loss: 0.0750 - binary_accuracy: 0.9127     
Epoch 1002/2000
1500/1500 [==============================] - 0s - loss: 0.0750 - binary_accuracy: 0.9127     
Epoch 1003/2000
1500/1500 [==============================] - 0s - loss: 0.0749 - binary_accuracy: 0.9107     
Epoch 1004/2000
1500/1500 [==============================] - 0s - loss: 0.0749 - binary_accuracy: 0.9120     
Epoch 1005/2000
1500/1500 [==============================] - 0s - loss: 0.0749 - binary_accuracy: 0.9120     
Epoch 1006/2000
1500/1500 [==============================] - 0s - loss: 0.0749 - binary_accuracy: 0.9107     
Epoch 1007/2000
1500/1500 [==============================] - 0s - loss: 0.0749 - binary_accuracy: 0.9113     
Epoch 1008/2000
1500/1500 [==============================] - 0s - loss: 0.0749 - binary_accuracy: 0.9113     
Epoch 1009/2000
1500/1500 [==============================] - 0s - loss: 0.0748 - binary_accuracy: 0.9140     
Epoch 1010/2000
1500/1500 [==============================] - 0s - loss: 0.0749 - binary_accuracy: 0.9120     
Epoch 1011/2000
1500/1500 [==============================] - 0s - loss: 0.0749 - binary_accuracy: 0.9127     - ETA: 0s - loss: 0.0728 - binary_accuracy: 0.916
Epoch 1012/2000
1500/1500 [==============================] - 0s - loss: 0.0748 - binary_accuracy: 0.9133     
Epoch 1013/2000
1500/1500 [==============================] - 0s - loss: 0.0748 - binary_accuracy: 0.9113     
Epoch 1014/2000
1500/1500 [==============================] - 0s - loss: 0.0748 - binary_accuracy: 0.9127     
Epoch 1015/2000
1500/1500 [==============================] - 0s - loss: 0.0748 - binary_accuracy: 0.9120     
Epoch 1016/2000
1500/1500 [==============================] - 0s - loss: 0.0748 - binary_accuracy: 0.9100     
Epoch 1017/2000
1500/1500 [==============================] - 0s - loss: 0.0748 - binary_accuracy: 0.9113     
Epoch 1018/2000
1500/1500 [==============================] - 0s - loss: 0.0748 - binary_accuracy: 0.9140     
Epoch 1019/2000
1500/1500 [==============================] - 0s - loss: 0.0748 - binary_accuracy: 0.9120     
Epoch 1020/2000
1500/1500 [==============================] - 0s - loss: 0.0748 - binary_accuracy: 0.9107     
Epoch 1021/2000
1500/1500 [==============================] - 0s - loss: 0.0747 - binary_accuracy: 0.9100     
Epoch 1022/2000
1500/1500 [==============================] - 0s - loss: 0.0747 - binary_accuracy: 0.9133     
Epoch 1023/2000
1500/1500 [==============================] - 0s - loss: 0.0748 - binary_accuracy: 0.9120     
Epoch 1024/2000
1500/1500 [==============================] - 0s - loss: 0.0747 - binary_accuracy: 0.9100     
Epoch 1025/2000
1500/1500 [==============================] - 0s - loss: 0.0748 - binary_accuracy: 0.9127     
Epoch 1026/2000
1500/1500 [==============================] - 0s - loss: 0.0746 - binary_accuracy: 0.9113     
Epoch 1027/2000
1500/1500 [==============================] - 0s - loss: 0.0747 - binary_accuracy: 0.9120     
Epoch 1028/2000
1500/1500 [==============================] - 0s - loss: 0.0746 - binary_accuracy: 0.9140     
Epoch 1029/2000
1500/1500 [==============================] - 0s - loss: 0.0746 - binary_accuracy: 0.9120     
Epoch 1030/2000
1500/1500 [==============================] - 0s - loss: 0.0747 - binary_accuracy: 0.9133     
Epoch 1031/2000
1500/1500 [==============================] - 0s - loss: 0.0747 - binary_accuracy: 0.9133     
Epoch 1032/2000
1500/1500 [==============================] - 0s - loss: 0.0746 - binary_accuracy: 0.9160     
Epoch 1033/2000
1500/1500 [==============================] - 0s - loss: 0.0746 - binary_accuracy: 0.9133     
Epoch 1034/2000
1500/1500 [==============================] - 0s - loss: 0.0746 - binary_accuracy: 0.9127     
Epoch 1035/2000
1500/1500 [==============================] - 0s - loss: 0.0746 - binary_accuracy: 0.9127     
Epoch 1036/2000
1500/1500 [==============================] - 0s - loss: 0.0747 - binary_accuracy: 0.9113     
Epoch 1037/2000
1500/1500 [==============================] - 0s - loss: 0.0746 - binary_accuracy: 0.9113     
Epoch 1038/2000
1500/1500 [==============================] - 0s - loss: 0.0746 - binary_accuracy: 0.9127     
Epoch 1039/2000
1500/1500 [==============================] - 0s - loss: 0.0745 - binary_accuracy: 0.9120     
Epoch 1040/2000
1500/1500 [==============================] - 0s - loss: 0.0746 - binary_accuracy: 0.9140     
Epoch 1041/2000
1500/1500 [==============================] - 0s - loss: 0.0746 - binary_accuracy: 0.9120     
Epoch 1042/2000
1500/1500 [==============================] - 0s - loss: 0.0745 - binary_accuracy: 0.9127     
Epoch 1043/2000
1500/1500 [==============================] - 0s - loss: 0.0745 - binary_accuracy: 0.9140     
Epoch 1044/2000
1500/1500 [==============================] - 0s - loss: 0.0745 - binary_accuracy: 0.9127     
Epoch 1045/2000
1500/1500 [==============================] - 0s - loss: 0.0746 - binary_accuracy: 0.9133     
Epoch 1046/2000
1500/1500 [==============================] - 0s - loss: 0.0745 - binary_accuracy: 0.9133     
Epoch 1047/2000
1500/1500 [==============================] - 0s - loss: 0.0746 - binary_accuracy: 0.9147     
Epoch 1048/2000
1500/1500 [==============================] - 0s - loss: 0.0745 - binary_accuracy: 0.9133     - ETA: 0s - loss: 0.0744 - binary_accuracy: 0.913
Epoch 1049/2000
1500/1500 [==============================] - 0s - loss: 0.0744 - binary_accuracy: 0.9120     
Epoch 1050/2000
1500/1500 [==============================] - 0s - loss: 0.0745 - binary_accuracy: 0.9153     
Epoch 1051/2000
1500/1500 [==============================] - 0s - loss: 0.0745 - binary_accuracy: 0.9127     
Epoch 1052/2000
1500/1500 [==============================] - 0s - loss: 0.0745 - binary_accuracy: 0.9133     
Epoch 1053/2000
1500/1500 [==============================] - 0s - loss: 0.0744 - binary_accuracy: 0.9147     
Epoch 1054/2000
1500/1500 [==============================] - 0s - loss: 0.0745 - binary_accuracy: 0.9120     
Epoch 1055/2000
1500/1500 [==============================] - 0s - loss: 0.0745 - binary_accuracy: 0.9140     
Epoch 1056/2000
1500/1500 [==============================] - 0s - loss: 0.0744 - binary_accuracy: 0.9147     
Epoch 1057/2000
1500/1500 [==============================] - 0s - loss: 0.0745 - binary_accuracy: 0.9107     
Epoch 1058/2000
1500/1500 [==============================] - 0s - loss: 0.0745 - binary_accuracy: 0.9140     
Epoch 1059/2000
1500/1500 [==============================] - 0s - loss: 0.0744 - binary_accuracy: 0.9133     
Epoch 1060/2000
1500/1500 [==============================] - 0s - loss: 0.0744 - binary_accuracy: 0.9140     
Epoch 1061/2000
1500/1500 [==============================] - 0s - loss: 0.0745 - binary_accuracy: 0.9127     
Epoch 1062/2000
1500/1500 [==============================] - 0s - loss: 0.0743 - binary_accuracy: 0.9120     
Epoch 1063/2000
1500/1500 [==============================] - 0s - loss: 0.0744 - binary_accuracy: 0.9133     
Epoch 1064/2000
1500/1500 [==============================] - 0s - loss: 0.0743 - binary_accuracy: 0.9140     
Epoch 1065/2000
1500/1500 [==============================] - 0s - loss: 0.0744 - binary_accuracy: 0.9133     
Epoch 1066/2000
1500/1500 [==============================] - 0s - loss: 0.0744 - binary_accuracy: 0.9100     
Epoch 1067/2000
1500/1500 [==============================] - 0s - loss: 0.0744 - binary_accuracy: 0.9140     
Epoch 1068/2000
1500/1500 [==============================] - 0s - loss: 0.0743 - binary_accuracy: 0.9147     
Epoch 1069/2000
1500/1500 [==============================] - 0s - loss: 0.0743 - binary_accuracy: 0.9133     
Epoch 1070/2000
1500/1500 [==============================] - 0s - loss: 0.0743 - binary_accuracy: 0.9127     
Epoch 1071/2000
1500/1500 [==============================] - 0s - loss: 0.0743 - binary_accuracy: 0.9147     
Epoch 1072/2000
1500/1500 [==============================] - 0s - loss: 0.0743 - binary_accuracy: 0.9113     
Epoch 1073/2000
1500/1500 [==============================] - 0s - loss: 0.0743 - binary_accuracy: 0.9153     
Epoch 1074/2000
1500/1500 [==============================] - 0s - loss: 0.0743 - binary_accuracy: 0.9120     
Epoch 1075/2000
1500/1500 [==============================] - 0s - loss: 0.0743 - binary_accuracy: 0.9140     
Epoch 1076/2000
1500/1500 [==============================] - 0s - loss: 0.0743 - binary_accuracy: 0.9140     
Epoch 1077/2000
1500/1500 [==============================] - 0s - loss: 0.0743 - binary_accuracy: 0.9120     
Epoch 1078/2000
1500/1500 [==============================] - 0s - loss: 0.0742 - binary_accuracy: 0.9140     
Epoch 1079/2000
1500/1500 [==============================] - 0s - loss: 0.0743 - binary_accuracy: 0.9140     
Epoch 1080/2000
1500/1500 [==============================] - 0s - loss: 0.0743 - binary_accuracy: 0.9120     
Epoch 1081/2000
1500/1500 [==============================] - 0s - loss: 0.0743 - binary_accuracy: 0.9120     
Epoch 1082/2000
1500/1500 [==============================] - 0s - loss: 0.0743 - binary_accuracy: 0.9127     
Epoch 1083/2000
1500/1500 [==============================] - 0s - loss: 0.0743 - binary_accuracy: 0.9113     
Epoch 1084/2000
1500/1500 [==============================] - 0s - loss: 0.0742 - binary_accuracy: 0.9127     
Epoch 1085/2000
1500/1500 [==============================] - 0s - loss: 0.0742 - binary_accuracy: 0.9120     
Epoch 1086/2000
1500/1500 [==============================] - 0s - loss: 0.0743 - binary_accuracy: 0.9147     
Epoch 1087/2000
1500/1500 [==============================] - 0s - loss: 0.0742 - binary_accuracy: 0.9113     
Epoch 1088/2000
1500/1500 [==============================] - 0s - loss: 0.0742 - binary_accuracy: 0.9133     
Epoch 1089/2000
1500/1500 [==============================] - 0s - loss: 0.0741 - binary_accuracy: 0.9120     
Epoch 1090/2000
1500/1500 [==============================] - 0s - loss: 0.0742 - binary_accuracy: 0.9133     
Epoch 1091/2000
1500/1500 [==============================] - 0s - loss: 0.0742 - binary_accuracy: 0.9120     
Epoch 1092/2000
1500/1500 [==============================] - 0s - loss: 0.0742 - binary_accuracy: 0.9120     
Epoch 1093/2000
1500/1500 [==============================] - 0s - loss: 0.0742 - binary_accuracy: 0.9127     
Epoch 1094/2000
1500/1500 [==============================] - 0s - loss: 0.0742 - binary_accuracy: 0.9133     
Epoch 1095/2000
1500/1500 [==============================] - 0s - loss: 0.0741 - binary_accuracy: 0.9107     
Epoch 1096/2000
1500/1500 [==============================] - 0s - loss: 0.0741 - binary_accuracy: 0.9120     
Epoch 1097/2000
1500/1500 [==============================] - 0s - loss: 0.0742 - binary_accuracy: 0.9113     
Epoch 1098/2000
1500/1500 [==============================] - 0s - loss: 0.0741 - binary_accuracy: 0.9140     
Epoch 1099/2000
1500/1500 [==============================] - 0s - loss: 0.0741 - binary_accuracy: 0.9120     
Epoch 1100/2000
1500/1500 [==============================] - 0s - loss: 0.0741 - binary_accuracy: 0.9133     
Epoch 1101/2000
1500/1500 [==============================] - 0s - loss: 0.0741 - binary_accuracy: 0.9127     
Epoch 1102/2000
1500/1500 [==============================] - 0s - loss: 0.0741 - binary_accuracy: 0.9140     
Epoch 1103/2000
1500/1500 [==============================] - 0s - loss: 0.0741 - binary_accuracy: 0.9127     
Epoch 1104/2000
1500/1500 [==============================] - 0s - loss: 0.0741 - binary_accuracy: 0.9133     
Epoch 1105/2000
1500/1500 [==============================] - 0s - loss: 0.0741 - binary_accuracy: 0.9127     
Epoch 1106/2000
1500/1500 [==============================] - 0s - loss: 0.0741 - binary_accuracy: 0.9133     
Epoch 1107/2000
1500/1500 [==============================] - 0s - loss: 0.0741 - binary_accuracy: 0.9120     
Epoch 1108/2000
1500/1500 [==============================] - 0s - loss: 0.0740 - binary_accuracy: 0.9127     
Epoch 1109/2000
1500/1500 [==============================] - 0s - loss: 0.0740 - binary_accuracy: 0.9120     
Epoch 1110/2000
1500/1500 [==============================] - 0s - loss: 0.0741 - binary_accuracy: 0.9133     
Epoch 1111/2000
1500/1500 [==============================] - 0s - loss: 0.0740 - binary_accuracy: 0.9127     
Epoch 1112/2000
1500/1500 [==============================] - 0s - loss: 0.0741 - binary_accuracy: 0.9140     
Epoch 1113/2000
1500/1500 [==============================] - 0s - loss: 0.0740 - binary_accuracy: 0.9127     
Epoch 1114/2000
1500/1500 [==============================] - 0s - loss: 0.0740 - binary_accuracy: 0.9127     
Epoch 1115/2000
1500/1500 [==============================] - 0s - loss: 0.0740 - binary_accuracy: 0.9127     
Epoch 1116/2000
1500/1500 [==============================] - 0s - loss: 0.0741 - binary_accuracy: 0.9133     
Epoch 1117/2000
1500/1500 [==============================] - 0s - loss: 0.0740 - binary_accuracy: 0.9120     
Epoch 1118/2000
1500/1500 [==============================] - 0s - loss: 0.0740 - binary_accuracy: 0.9153     
Epoch 1119/2000
1500/1500 [==============================] - 0s - loss: 0.0740 - binary_accuracy: 0.9120     
Epoch 1120/2000
1500/1500 [==============================] - 0s - loss: 0.0740 - binary_accuracy: 0.9120     
Epoch 1121/2000
1500/1500 [==============================] - 0s - loss: 0.0740 - binary_accuracy: 0.9133     
Epoch 1122/2000
1500/1500 [==============================] - 0s - loss: 0.0739 - binary_accuracy: 0.9140     
Epoch 1123/2000
1500/1500 [==============================] - 0s - loss: 0.0739 - binary_accuracy: 0.9153     
Epoch 1124/2000
1500/1500 [==============================] - 0s - loss: 0.0740 - binary_accuracy: 0.9120     
Epoch 1125/2000
1500/1500 [==============================] - 0s - loss: 0.0739 - binary_accuracy: 0.9127     
Epoch 1126/2000
1500/1500 [==============================] - 0s - loss: 0.0739 - binary_accuracy: 0.9127     
Epoch 1127/2000
1500/1500 [==============================] - 0s - loss: 0.0740 - binary_accuracy: 0.9133     
Epoch 1128/2000
1500/1500 [==============================] - 0s - loss: 0.0739 - binary_accuracy: 0.9140     
Epoch 1129/2000
1500/1500 [==============================] - 0s - loss: 0.0739 - binary_accuracy: 0.9133     
Epoch 1130/2000
1500/1500 [==============================] - 0s - loss: 0.0739 - binary_accuracy: 0.9127     
Epoch 1131/2000
1500/1500 [==============================] - 0s - loss: 0.0739 - binary_accuracy: 0.9120     
Epoch 1132/2000
1500/1500 [==============================] - 0s - loss: 0.0739 - binary_accuracy: 0.9147     
Epoch 1133/2000
1500/1500 [==============================] - 0s - loss: 0.0739 - binary_accuracy: 0.9120     
Epoch 1134/2000
1500/1500 [==============================] - 0s - loss: 0.0739 - binary_accuracy: 0.9140     
Epoch 1135/2000
1500/1500 [==============================] - 0s - loss: 0.0739 - binary_accuracy: 0.9147     
Epoch 1136/2000
1500/1500 [==============================] - 0s - loss: 0.0739 - binary_accuracy: 0.9127     
Epoch 1137/2000
1500/1500 [==============================] - 0s - loss: 0.0739 - binary_accuracy: 0.9120     
Epoch 1138/2000
1500/1500 [==============================] - 0s - loss: 0.0739 - binary_accuracy: 0.9100     
Epoch 1139/2000
1500/1500 [==============================] - 0s - loss: 0.0738 - binary_accuracy: 0.9120     
Epoch 1140/2000
1500/1500 [==============================] - 0s - loss: 0.0738 - binary_accuracy: 0.9120     
Epoch 1141/2000
1500/1500 [==============================] - 0s - loss: 0.0738 - binary_accuracy: 0.9133     
Epoch 1142/2000
1500/1500 [==============================] - 0s - loss: 0.0737 - binary_accuracy: 0.9113     
Epoch 1143/2000
1500/1500 [==============================] - 0s - loss: 0.0738 - binary_accuracy: 0.9140     
Epoch 1144/2000
1500/1500 [==============================] - 0s - loss: 0.0738 - binary_accuracy: 0.9127     
Epoch 1145/2000
1500/1500 [==============================] - 0s - loss: 0.0738 - binary_accuracy: 0.9140     
Epoch 1146/2000
1500/1500 [==============================] - 0s - loss: 0.0737 - binary_accuracy: 0.9160     
Epoch 1147/2000
1500/1500 [==============================] - 0s - loss: 0.0738 - binary_accuracy: 0.9127     
Epoch 1148/2000
1500/1500 [==============================] - 0s - loss: 0.0738 - binary_accuracy: 0.9133     
Epoch 1149/2000
1500/1500 [==============================] - 0s - loss: 0.0737 - binary_accuracy: 0.9140     
Epoch 1150/2000
1500/1500 [==============================] - 0s - loss: 0.0738 - binary_accuracy: 0.9120     
Epoch 1151/2000
1500/1500 [==============================] - 0s - loss: 0.0738 - binary_accuracy: 0.9127     
Epoch 1152/2000
1500/1500 [==============================] - 0s - loss: 0.0737 - binary_accuracy: 0.9113     
Epoch 1153/2000
1500/1500 [==============================] - 0s - loss: 0.0738 - binary_accuracy: 0.9133     
Epoch 1154/2000
1500/1500 [==============================] - 0s - loss: 0.0737 - binary_accuracy: 0.9133     
Epoch 1155/2000
1500/1500 [==============================] - 0s - loss: 0.0738 - binary_accuracy: 0.9127     
Epoch 1156/2000
1500/1500 [==============================] - 0s - loss: 0.0737 - binary_accuracy: 0.9127     
Epoch 1157/2000
1500/1500 [==============================] - 0s - loss: 0.0737 - binary_accuracy: 0.9113     
Epoch 1158/2000
1500/1500 [==============================] - 0s - loss: 0.0737 - binary_accuracy: 0.9140     
Epoch 1159/2000
1500/1500 [==============================] - 0s - loss: 0.0738 - binary_accuracy: 0.9120     
Epoch 1160/2000
1500/1500 [==============================] - 0s - loss: 0.0737 - binary_accuracy: 0.9127     
Epoch 1161/2000
1500/1500 [==============================] - 0s - loss: 0.0736 - binary_accuracy: 0.9113     
Epoch 1162/2000
1500/1500 [==============================] - 0s - loss: 0.0737 - binary_accuracy: 0.9113     
Epoch 1163/2000
1500/1500 [==============================] - 0s - loss: 0.0737 - binary_accuracy: 0.9140     
Epoch 1164/2000
1500/1500 [==============================] - 0s - loss: 0.0737 - binary_accuracy: 0.9133     
Epoch 1165/2000
1500/1500 [==============================] - 0s - loss: 0.0737 - binary_accuracy: 0.9120     
Epoch 1166/2000
1500/1500 [==============================] - 0s - loss: 0.0737 - binary_accuracy: 0.9120     
Epoch 1167/2000
1500/1500 [==============================] - 0s - loss: 0.0736 - binary_accuracy: 0.9127     
Epoch 1168/2000
1500/1500 [==============================] - 0s - loss: 0.0736 - binary_accuracy: 0.9133     
Epoch 1169/2000
1500/1500 [==============================] - 0s - loss: 0.0737 - binary_accuracy: 0.9127     
Epoch 1170/2000
1500/1500 [==============================] - 0s - loss: 0.0736 - binary_accuracy: 0.9127     
Epoch 1171/2000
1500/1500 [==============================] - 0s - loss: 0.0736 - binary_accuracy: 0.9147     
Epoch 1172/2000
1500/1500 [==============================] - 0s - loss: 0.0736 - binary_accuracy: 0.9107     
Epoch 1173/2000
1500/1500 [==============================] - 0s - loss: 0.0737 - binary_accuracy: 0.9133     
Epoch 1174/2000
1500/1500 [==============================] - 0s - loss: 0.0736 - binary_accuracy: 0.9127     
Epoch 1175/2000
1500/1500 [==============================] - 0s - loss: 0.0736 - binary_accuracy: 0.9127     
Epoch 1176/2000
1500/1500 [==============================] - 0s - loss: 0.0736 - binary_accuracy: 0.9120     
Epoch 1177/2000
1500/1500 [==============================] - 0s - loss: 0.0736 - binary_accuracy: 0.9113     
Epoch 1178/2000
1500/1500 [==============================] - 0s - loss: 0.0735 - binary_accuracy: 0.9120     
Epoch 1179/2000
1500/1500 [==============================] - 0s - loss: 0.0735 - binary_accuracy: 0.9140     
Epoch 1180/2000
1500/1500 [==============================] - 0s - loss: 0.0735 - binary_accuracy: 0.9113     
Epoch 1181/2000
1500/1500 [==============================] - 0s - loss: 0.0735 - binary_accuracy: 0.9120     
Epoch 1182/2000
1500/1500 [==============================] - 0s - loss: 0.0735 - binary_accuracy: 0.9133     
Epoch 1183/2000
1500/1500 [==============================] - 0s - loss: 0.0735 - binary_accuracy: 0.9127     
Epoch 1184/2000
1500/1500 [==============================] - 0s - loss: 0.0735 - binary_accuracy: 0.9140     
Epoch 1185/2000
1500/1500 [==============================] - 0s - loss: 0.0735 - binary_accuracy: 0.9127     
Epoch 1186/2000
1500/1500 [==============================] - 0s - loss: 0.0735 - binary_accuracy: 0.9140     
Epoch 1187/2000
1500/1500 [==============================] - 0s - loss: 0.0734 - binary_accuracy: 0.9147     
Epoch 1188/2000
1500/1500 [==============================] - 0s - loss: 0.0735 - binary_accuracy: 0.9133     
Epoch 1189/2000
1500/1500 [==============================] - 0s - loss: 0.0735 - binary_accuracy: 0.9127     
Epoch 1190/2000
1500/1500 [==============================] - 0s - loss: 0.0734 - binary_accuracy: 0.9127     
Epoch 1191/2000
1500/1500 [==============================] - 0s - loss: 0.0735 - binary_accuracy: 0.9120     
Epoch 1192/2000
1500/1500 [==============================] - 0s - loss: 0.0734 - binary_accuracy: 0.9120     
Epoch 1193/2000
1500/1500 [==============================] - 0s - loss: 0.0734 - binary_accuracy: 0.9133     
Epoch 1194/2000
1500/1500 [==============================] - 0s - loss: 0.0734 - binary_accuracy: 0.9133     
Epoch 1195/2000
1500/1500 [==============================] - 0s - loss: 0.0734 - binary_accuracy: 0.9140     
Epoch 1196/2000
1500/1500 [==============================] - 0s - loss: 0.0734 - binary_accuracy: 0.9120     
Epoch 1197/2000
1500/1500 [==============================] - 0s - loss: 0.0734 - binary_accuracy: 0.9120     
Epoch 1198/2000
1500/1500 [==============================] - 0s - loss: 0.0734 - binary_accuracy: 0.9127     
Epoch 1199/2000
1500/1500 [==============================] - 0s - loss: 0.0734 - binary_accuracy: 0.9133     
Epoch 1200/2000
1500/1500 [==============================] - 0s - loss: 0.0734 - binary_accuracy: 0.9127     
Epoch 1201/2000
1500/1500 [==============================] - 0s - loss: 0.0734 - binary_accuracy: 0.9133     
Epoch 1202/2000
1500/1500 [==============================] - 0s - loss: 0.0734 - binary_accuracy: 0.9107     
Epoch 1203/2000
1500/1500 [==============================] - 0s - loss: 0.0734 - binary_accuracy: 0.9127     
Epoch 1204/2000
1500/1500 [==============================] - 0s - loss: 0.0734 - binary_accuracy: 0.9140     
Epoch 1205/2000
1500/1500 [==============================] - 0s - loss: 0.0734 - binary_accuracy: 0.9120     
Epoch 1206/2000
1500/1500 [==============================] - 0s - loss: 0.0734 - binary_accuracy: 0.9147     
Epoch 1207/2000
1500/1500 [==============================] - 0s - loss: 0.0734 - binary_accuracy: 0.9140     
Epoch 1208/2000
1500/1500 [==============================] - 0s - loss: 0.0734 - binary_accuracy: 0.9127     
Epoch 1209/2000
1500/1500 [==============================] - 0s - loss: 0.0734 - binary_accuracy: 0.9127     
Epoch 1210/2000
1500/1500 [==============================] - 0s - loss: 0.0733 - binary_accuracy: 0.9127     
Epoch 1211/2000
1500/1500 [==============================] - 0s - loss: 0.0733 - binary_accuracy: 0.9107     
Epoch 1212/2000
1500/1500 [==============================] - 0s - loss: 0.0734 - binary_accuracy: 0.9127     
Epoch 1213/2000
1500/1500 [==============================] - 0s - loss: 0.0734 - binary_accuracy: 0.9120     
Epoch 1214/2000
1500/1500 [==============================] - 0s - loss: 0.0734 - binary_accuracy: 0.9127     
Epoch 1215/2000
1500/1500 [==============================] - 0s - loss: 0.0733 - binary_accuracy: 0.9133     
Epoch 1216/2000
1500/1500 [==============================] - 0s - loss: 0.0733 - binary_accuracy: 0.9127     
Epoch 1217/2000
1500/1500 [==============================] - 0s - loss: 0.0733 - binary_accuracy: 0.9113     
Epoch 1218/2000
1500/1500 [==============================] - 0s - loss: 0.0733 - binary_accuracy: 0.9147     
Epoch 1219/2000
1500/1500 [==============================] - 0s - loss: 0.0733 - binary_accuracy: 0.9127     
Epoch 1220/2000
1500/1500 [==============================] - 0s - loss: 0.0733 - binary_accuracy: 0.9120     
Epoch 1221/2000
1500/1500 [==============================] - 0s - loss: 0.0733 - binary_accuracy: 0.9120     
Epoch 1222/2000
1500/1500 [==============================] - 0s - loss: 0.0733 - binary_accuracy: 0.9127     
Epoch 1223/2000
1500/1500 [==============================] - 0s - loss: 0.0733 - binary_accuracy: 0.9133     
Epoch 1224/2000
1500/1500 [==============================] - 0s - loss: 0.0733 - binary_accuracy: 0.9133     
Epoch 1225/2000
1500/1500 [==============================] - 0s - loss: 0.0733 - binary_accuracy: 0.9133     
Epoch 1226/2000
1500/1500 [==============================] - 0s - loss: 0.0733 - binary_accuracy: 0.9140     
Epoch 1227/2000
1500/1500 [==============================] - 0s - loss: 0.0732 - binary_accuracy: 0.9147     
Epoch 1228/2000
1500/1500 [==============================] - 0s - loss: 0.0733 - binary_accuracy: 0.9127     
Epoch 1229/2000
1500/1500 [==============================] - 0s - loss: 0.0733 - binary_accuracy: 0.9140     
Epoch 1230/2000
1500/1500 [==============================] - 0s - loss: 0.0733 - binary_accuracy: 0.9153     
Epoch 1231/2000
1500/1500 [==============================] - 0s - loss: 0.0732 - binary_accuracy: 0.9147     
Epoch 1232/2000
1500/1500 [==============================] - 0s - loss: 0.0732 - binary_accuracy: 0.9127     
Epoch 1233/2000
1500/1500 [==============================] - 0s - loss: 0.0733 - binary_accuracy: 0.9113     
Epoch 1234/2000
1500/1500 [==============================] - 0s - loss: 0.0733 - binary_accuracy: 0.9120     
Epoch 1235/2000
1500/1500 [==============================] - 0s - loss: 0.0733 - binary_accuracy: 0.9127     
Epoch 1236/2000
1500/1500 [==============================] - 0s - loss: 0.0732 - binary_accuracy: 0.9140     
Epoch 1237/2000
1500/1500 [==============================] - 0s - loss: 0.0733 - binary_accuracy: 0.9133     
Epoch 1238/2000
1500/1500 [==============================] - 0s - loss: 0.0732 - binary_accuracy: 0.9153     
Epoch 1239/2000
1500/1500 [==============================] - 0s - loss: 0.0732 - binary_accuracy: 0.9127     
Epoch 1240/2000
1500/1500 [==============================] - 0s - loss: 0.0732 - binary_accuracy: 0.9140     
Epoch 1241/2000
1500/1500 [==============================] - 0s - loss: 0.0732 - binary_accuracy: 0.9147     
Epoch 1242/2000
1500/1500 [==============================] - 0s - loss: 0.0732 - binary_accuracy: 0.9140     
Epoch 1243/2000
1500/1500 [==============================] - 0s - loss: 0.0732 - binary_accuracy: 0.9147     
Epoch 1244/2000
1500/1500 [==============================] - 0s - loss: 0.0733 - binary_accuracy: 0.9120     
Epoch 1245/2000
1500/1500 [==============================] - 0s - loss: 0.0732 - binary_accuracy: 0.9153     
Epoch 1246/2000
1500/1500 [==============================] - 0s - loss: 0.0732 - binary_accuracy: 0.9140     
Epoch 1247/2000
1500/1500 [==============================] - 0s - loss: 0.0732 - binary_accuracy: 0.9140     
Epoch 1248/2000
1500/1500 [==============================] - 0s - loss: 0.0732 - binary_accuracy: 0.9140     
Epoch 1249/2000
1500/1500 [==============================] - 0s - loss: 0.0732 - binary_accuracy: 0.9140     
Epoch 1250/2000
1500/1500 [==============================] - 0s - loss: 0.0732 - binary_accuracy: 0.9147     
Epoch 1251/2000
1500/1500 [==============================] - 0s - loss: 0.0732 - binary_accuracy: 0.9133     
Epoch 1252/2000
1500/1500 [==============================] - 0s - loss: 0.0731 - binary_accuracy: 0.9140     
Epoch 1253/2000
1500/1500 [==============================] - 0s - loss: 0.0732 - binary_accuracy: 0.9133     
Epoch 1254/2000
1500/1500 [==============================] - 0s - loss: 0.0732 - binary_accuracy: 0.9147     
Epoch 1255/2000
1500/1500 [==============================] - 0s - loss: 0.0732 - binary_accuracy: 0.9127     
Epoch 1256/2000
1500/1500 [==============================] - 0s - loss: 0.0732 - binary_accuracy: 0.9133     
Epoch 1257/2000
1500/1500 [==============================] - 0s - loss: 0.0731 - binary_accuracy: 0.9147     
Epoch 1258/2000
1500/1500 [==============================] - 0s - loss: 0.0731 - binary_accuracy: 0.9140     
Epoch 1259/2000
1500/1500 [==============================] - 0s - loss: 0.0732 - binary_accuracy: 0.9133     
Epoch 1260/2000
1500/1500 [==============================] - 0s - loss: 0.0730 - binary_accuracy: 0.9160     
Epoch 1261/2000
1500/1500 [==============================] - 0s - loss: 0.0731 - binary_accuracy: 0.9147     
Epoch 1262/2000
1500/1500 [==============================] - 0s - loss: 0.0731 - binary_accuracy: 0.9140     
Epoch 1263/2000
1500/1500 [==============================] - 0s - loss: 0.0731 - binary_accuracy: 0.9127     
Epoch 1264/2000
1500/1500 [==============================] - 0s - loss: 0.0731 - binary_accuracy: 0.9147     
Epoch 1265/2000
1500/1500 [==============================] - 0s - loss: 0.0731 - binary_accuracy: 0.9153     
Epoch 1266/2000
1500/1500 [==============================] - 0s - loss: 0.0731 - binary_accuracy: 0.9133     
Epoch 1267/2000
1500/1500 [==============================] - 0s - loss: 0.0731 - binary_accuracy: 0.9153     
Epoch 1268/2000
1500/1500 [==============================] - 0s - loss: 0.0731 - binary_accuracy: 0.9140     
Epoch 1269/2000
1500/1500 [==============================] - 0s - loss: 0.0731 - binary_accuracy: 0.9147     
Epoch 1270/2000
1500/1500 [==============================] - 0s - loss: 0.0731 - binary_accuracy: 0.9140     
Epoch 1271/2000
1500/1500 [==============================] - 0s - loss: 0.0731 - binary_accuracy: 0.9140     
Epoch 1272/2000
1500/1500 [==============================] - 0s - loss: 0.0731 - binary_accuracy: 0.9133     
Epoch 1273/2000
1500/1500 [==============================] - 0s - loss: 0.0731 - binary_accuracy: 0.9147     
Epoch 1274/2000
1500/1500 [==============================] - 0s - loss: 0.0731 - binary_accuracy: 0.9140     
Epoch 1275/2000
1500/1500 [==============================] - 0s - loss: 0.0730 - binary_accuracy: 0.9147     
Epoch 1276/2000
1500/1500 [==============================] - 0s - loss: 0.0730 - binary_accuracy: 0.9133     
Epoch 1277/2000
1500/1500 [==============================] - 0s - loss: 0.0731 - binary_accuracy: 0.9140     
Epoch 1278/2000
1500/1500 [==============================] - 0s - loss: 0.0730 - binary_accuracy: 0.9140     
Epoch 1279/2000
1500/1500 [==============================] - 0s - loss: 0.0730 - binary_accuracy: 0.9140     
Epoch 1280/2000
1500/1500 [==============================] - 0s - loss: 0.0731 - binary_accuracy: 0.9160     
Epoch 1281/2000
1500/1500 [==============================] - 0s - loss: 0.0730 - binary_accuracy: 0.9160     
Epoch 1282/2000
1500/1500 [==============================] - 0s - loss: 0.0729 - binary_accuracy: 0.9133     
Epoch 1283/2000
1500/1500 [==============================] - 0s - loss: 0.0730 - binary_accuracy: 0.9147     
Epoch 1284/2000
1500/1500 [==============================] - 0s - loss: 0.0730 - binary_accuracy: 0.9147     
Epoch 1285/2000
1500/1500 [==============================] - 0s - loss: 0.0730 - binary_accuracy: 0.9147     
Epoch 1286/2000
1500/1500 [==============================] - 0s - loss: 0.0730 - binary_accuracy: 0.9153     
Epoch 1287/2000
1500/1500 [==============================] - 0s - loss: 0.0730 - binary_accuracy: 0.9140     
Epoch 1288/2000
1500/1500 [==============================] - 0s - loss: 0.0730 - binary_accuracy: 0.9140     
Epoch 1289/2000
1500/1500 [==============================] - 0s - loss: 0.0730 - binary_accuracy: 0.9140     
Epoch 1290/2000
1500/1500 [==============================] - 0s - loss: 0.0729 - binary_accuracy: 0.9153     
Epoch 1291/2000
1500/1500 [==============================] - 0s - loss: 0.0729 - binary_accuracy: 0.9140     
Epoch 1292/2000
1500/1500 [==============================] - 0s - loss: 0.0729 - binary_accuracy: 0.9153     
Epoch 1293/2000
1500/1500 [==============================] - 0s - loss: 0.0729 - binary_accuracy: 0.9140     
Epoch 1294/2000
1500/1500 [==============================] - 0s - loss: 0.0729 - binary_accuracy: 0.9147     
Epoch 1295/2000
1500/1500 [==============================] - 0s - loss: 0.0730 - binary_accuracy: 0.9140     
Epoch 1296/2000
1500/1500 [==============================] - 0s - loss: 0.0729 - binary_accuracy: 0.9147     
Epoch 1297/2000
1500/1500 [==============================] - 0s - loss: 0.0729 - binary_accuracy: 0.9140     
Epoch 1298/2000
1500/1500 [==============================] - 0s - loss: 0.0729 - binary_accuracy: 0.9160     
Epoch 1299/2000
1500/1500 [==============================] - 0s - loss: 0.0729 - binary_accuracy: 0.9140     
Epoch 1300/2000
1500/1500 [==============================] - 0s - loss: 0.0728 - binary_accuracy: 0.9160     
Epoch 1301/2000
1500/1500 [==============================] - 0s - loss: 0.0728 - binary_accuracy: 0.9140     
Epoch 1302/2000
1500/1500 [==============================] - 0s - loss: 0.0728 - binary_accuracy: 0.9160     
Epoch 1303/2000
1500/1500 [==============================] - 0s - loss: 0.0729 - binary_accuracy: 0.9153     
Epoch 1304/2000
1500/1500 [==============================] - 0s - loss: 0.0729 - binary_accuracy: 0.9153     
Epoch 1305/2000
1500/1500 [==============================] - 0s - loss: 0.0729 - binary_accuracy: 0.9153     
Epoch 1306/2000
1500/1500 [==============================] - 0s - loss: 0.0729 - binary_accuracy: 0.9147     
Epoch 1307/2000
1500/1500 [==============================] - 0s - loss: 0.0728 - binary_accuracy: 0.9153     
Epoch 1308/2000
1500/1500 [==============================] - 0s - loss: 0.0728 - binary_accuracy: 0.9167     
Epoch 1309/2000
1500/1500 [==============================] - 0s - loss: 0.0728 - binary_accuracy: 0.9153     
Epoch 1310/2000
1500/1500 [==============================] - 0s - loss: 0.0728 - binary_accuracy: 0.9160     
Epoch 1311/2000
1500/1500 [==============================] - 0s - loss: 0.0729 - binary_accuracy: 0.9167     
Epoch 1312/2000
1500/1500 [==============================] - 0s - loss: 0.0728 - binary_accuracy: 0.9160     
Epoch 1313/2000
1500/1500 [==============================] - 0s - loss: 0.0728 - binary_accuracy: 0.9153     
Epoch 1314/2000
1500/1500 [==============================] - 0s - loss: 0.0728 - binary_accuracy: 0.9153     
Epoch 1315/2000
1500/1500 [==============================] - 0s - loss: 0.0728 - binary_accuracy: 0.9140     
Epoch 1316/2000
1500/1500 [==============================] - 0s - loss: 0.0728 - binary_accuracy: 0.9147     
Epoch 1317/2000
1500/1500 [==============================] - 0s - loss: 0.0728 - binary_accuracy: 0.9147     
Epoch 1318/2000
1500/1500 [==============================] - 0s - loss: 0.0728 - binary_accuracy: 0.9160     
Epoch 1319/2000
1500/1500 [==============================] - 0s - loss: 0.0728 - binary_accuracy: 0.9153     
Epoch 1320/2000
1500/1500 [==============================] - 0s - loss: 0.0728 - binary_accuracy: 0.9153     
Epoch 1321/2000
1500/1500 [==============================] - 0s - loss: 0.0728 - binary_accuracy: 0.9167     
Epoch 1322/2000
1500/1500 [==============================] - 0s - loss: 0.0728 - binary_accuracy: 0.9147     
Epoch 1323/2000
1500/1500 [==============================] - 0s - loss: 0.0727 - binary_accuracy: 0.9147     
Epoch 1324/2000
1500/1500 [==============================] - 0s - loss: 0.0727 - binary_accuracy: 0.9153     
Epoch 1325/2000
1500/1500 [==============================] - 0s - loss: 0.0728 - binary_accuracy: 0.9153     
Epoch 1326/2000
1500/1500 [==============================] - 0s - loss: 0.0727 - binary_accuracy: 0.9153     
Epoch 1327/2000
1500/1500 [==============================] - 0s - loss: 0.0727 - binary_accuracy: 0.9160     
Epoch 1328/2000
1500/1500 [==============================] - 0s - loss: 0.0728 - binary_accuracy: 0.9147     
Epoch 1329/2000
1500/1500 [==============================] - 0s - loss: 0.0727 - binary_accuracy: 0.9160     
Epoch 1330/2000
1500/1500 [==============================] - 0s - loss: 0.0728 - binary_accuracy: 0.9160     
Epoch 1331/2000
1500/1500 [==============================] - 0s - loss: 0.0728 - binary_accuracy: 0.9160     
Epoch 1332/2000
1500/1500 [==============================] - 0s - loss: 0.0727 - binary_accuracy: 0.9167     
Epoch 1333/2000
1500/1500 [==============================] - 0s - loss: 0.0727 - binary_accuracy: 0.9160     
Epoch 1334/2000
1500/1500 [==============================] - 0s - loss: 0.0728 - binary_accuracy: 0.9147     
Epoch 1335/2000
1500/1500 [==============================] - 0s - loss: 0.0727 - binary_accuracy: 0.9153     
Epoch 1336/2000
1500/1500 [==============================] - 0s - loss: 0.0727 - binary_accuracy: 0.9153     
Epoch 1337/2000
1500/1500 [==============================] - 0s - loss: 0.0727 - binary_accuracy: 0.9160     
Epoch 1338/2000
1500/1500 [==============================] - 0s - loss: 0.0727 - binary_accuracy: 0.9160     
Epoch 1339/2000
1500/1500 [==============================] - 0s - loss: 0.0728 - binary_accuracy: 0.9180     
Epoch 1340/2000
1500/1500 [==============================] - 0s - loss: 0.0727 - binary_accuracy: 0.9160     
Epoch 1341/2000
1500/1500 [==============================] - 0s - loss: 0.0727 - binary_accuracy: 0.9160     
Epoch 1342/2000
1500/1500 [==============================] - 0s - loss: 0.0727 - binary_accuracy: 0.9153     
Epoch 1343/2000
1500/1500 [==============================] - 0s - loss: 0.0727 - binary_accuracy: 0.9160     
Epoch 1344/2000
1500/1500 [==============================] - 0s - loss: 0.0726 - binary_accuracy: 0.9193     
Epoch 1345/2000
1500/1500 [==============================] - 0s - loss: 0.0727 - binary_accuracy: 0.9160     
Epoch 1346/2000
1500/1500 [==============================] - 0s - loss: 0.0726 - binary_accuracy: 0.9167     
Epoch 1347/2000
1500/1500 [==============================] - 0s - loss: 0.0727 - binary_accuracy: 0.9153     
Epoch 1348/2000
1500/1500 [==============================] - 0s - loss: 0.0726 - binary_accuracy: 0.9153     
Epoch 1349/2000
1500/1500 [==============================] - 0s - loss: 0.0726 - binary_accuracy: 0.9140     
Epoch 1350/2000
1500/1500 [==============================] - 0s - loss: 0.0726 - binary_accuracy: 0.9160     
Epoch 1351/2000
1500/1500 [==============================] - 0s - loss: 0.0726 - binary_accuracy: 0.9140     
Epoch 1352/2000
1500/1500 [==============================] - 0s - loss: 0.0726 - binary_accuracy: 0.9180     
Epoch 1353/2000
1500/1500 [==============================] - 0s - loss: 0.0726 - binary_accuracy: 0.9173     
Epoch 1354/2000
1500/1500 [==============================] - 0s - loss: 0.0726 - binary_accuracy: 0.9153     
Epoch 1355/2000
1500/1500 [==============================] - 0s - loss: 0.0726 - binary_accuracy: 0.9167     
Epoch 1356/2000
1500/1500 [==============================] - 0s - loss: 0.0726 - binary_accuracy: 0.9167     
Epoch 1357/2000
1500/1500 [==============================] - 0s - loss: 0.0725 - binary_accuracy: 0.9160     
Epoch 1358/2000
1500/1500 [==============================] - 0s - loss: 0.0726 - binary_accuracy: 0.9160     
Epoch 1359/2000
1500/1500 [==============================] - 0s - loss: 0.0726 - binary_accuracy: 0.9153     
Epoch 1360/2000
1500/1500 [==============================] - 0s - loss: 0.0725 - binary_accuracy: 0.9160     
Epoch 1361/2000
1500/1500 [==============================] - 0s - loss: 0.0726 - binary_accuracy: 0.9160     
Epoch 1362/2000
1500/1500 [==============================] - 0s - loss: 0.0726 - binary_accuracy: 0.9173     
Epoch 1363/2000
1500/1500 [==============================] - 0s - loss: 0.0726 - binary_accuracy: 0.9160     
Epoch 1364/2000
1500/1500 [==============================] - 0s - loss: 0.0726 - binary_accuracy: 0.9153     
Epoch 1365/2000
1500/1500 [==============================] - 0s - loss: 0.0725 - binary_accuracy: 0.9160     
Epoch 1366/2000
1500/1500 [==============================] - 0s - loss: 0.0726 - binary_accuracy: 0.9160     
Epoch 1367/2000
1500/1500 [==============================] - 0s - loss: 0.0726 - binary_accuracy: 0.9147     
Epoch 1368/2000
1500/1500 [==============================] - 0s - loss: 0.0725 - binary_accuracy: 0.9167     
Epoch 1369/2000
1500/1500 [==============================] - 0s - loss: 0.0725 - binary_accuracy: 0.9173     
Epoch 1370/2000
1500/1500 [==============================] - 0s - loss: 0.0725 - binary_accuracy: 0.9167     
Epoch 1371/2000
1500/1500 [==============================] - 0s - loss: 0.0726 - binary_accuracy: 0.9153     
Epoch 1372/2000
1500/1500 [==============================] - 0s - loss: 0.0725 - binary_accuracy: 0.9160     
Epoch 1373/2000
1500/1500 [==============================] - 0s - loss: 0.0726 - binary_accuracy: 0.9160     
Epoch 1374/2000
1500/1500 [==============================] - 0s - loss: 0.0725 - binary_accuracy: 0.9160     
Epoch 1375/2000
1500/1500 [==============================] - 0s - loss: 0.0726 - binary_accuracy: 0.9160     
Epoch 1376/2000
1500/1500 [==============================] - 0s - loss: 0.0726 - binary_accuracy: 0.9147     
Epoch 1377/2000
1500/1500 [==============================] - 0s - loss: 0.0725 - binary_accuracy: 0.9173     
Epoch 1378/2000
1500/1500 [==============================] - 0s - loss: 0.0725 - binary_accuracy: 0.9167     
Epoch 1379/2000
1500/1500 [==============================] - 0s - loss: 0.0725 - binary_accuracy: 0.9160     
Epoch 1380/2000
1500/1500 [==============================] - 0s - loss: 0.0725 - binary_accuracy: 0.9167     
Epoch 1381/2000
1500/1500 [==============================] - 0s - loss: 0.0725 - binary_accuracy: 0.9167     
Epoch 1382/2000
1500/1500 [==============================] - 0s - loss: 0.0725 - binary_accuracy: 0.9160     
Epoch 1383/2000
1500/1500 [==============================] - 0s - loss: 0.0725 - binary_accuracy: 0.9167     
Epoch 1384/2000
1500/1500 [==============================] - 0s - loss: 0.0725 - binary_accuracy: 0.9147     
Epoch 1385/2000
1500/1500 [==============================] - 0s - loss: 0.0725 - binary_accuracy: 0.9153     
Epoch 1386/2000
1500/1500 [==============================] - 0s - loss: 0.0725 - binary_accuracy: 0.9167     
Epoch 1387/2000
1500/1500 [==============================] - 0s - loss: 0.0724 - binary_accuracy: 0.9160     
Epoch 1388/2000
1500/1500 [==============================] - 0s - loss: 0.0725 - binary_accuracy: 0.9167     
Epoch 1389/2000
1500/1500 [==============================] - 0s - loss: 0.0724 - binary_accuracy: 0.9180     
Epoch 1390/2000
1500/1500 [==============================] - 0s - loss: 0.0724 - binary_accuracy: 0.9173     
Epoch 1391/2000
1500/1500 [==============================] - 0s - loss: 0.0725 - binary_accuracy: 0.9153     
Epoch 1392/2000
1500/1500 [==============================] - 0s - loss: 0.0725 - binary_accuracy: 0.9147     
Epoch 1393/2000
1500/1500 [==============================] - 0s - loss: 0.0724 - binary_accuracy: 0.9167     
Epoch 1394/2000
1500/1500 [==============================] - 0s - loss: 0.0724 - binary_accuracy: 0.9167     
Epoch 1395/2000
1500/1500 [==============================] - 0s - loss: 0.0724 - binary_accuracy: 0.9160     
Epoch 1396/2000
1500/1500 [==============================] - 0s - loss: 0.0724 - binary_accuracy: 0.9180     
Epoch 1397/2000
1500/1500 [==============================] - 0s - loss: 0.0723 - binary_accuracy: 0.9173     
Epoch 1398/2000
1500/1500 [==============================] - 0s - loss: 0.0724 - binary_accuracy: 0.9153     
Epoch 1399/2000
1500/1500 [==============================] - 0s - loss: 0.0724 - binary_accuracy: 0.9160     
Epoch 1400/2000
1500/1500 [==============================] - 0s - loss: 0.0724 - binary_accuracy: 0.9187     
Epoch 1401/2000
1500/1500 [==============================] - 0s - loss: 0.0724 - binary_accuracy: 0.9173     
Epoch 1402/2000
1500/1500 [==============================] - 0s - loss: 0.0724 - binary_accuracy: 0.9160     
Epoch 1403/2000
1500/1500 [==============================] - 0s - loss: 0.0724 - binary_accuracy: 0.9160     
Epoch 1404/2000
1500/1500 [==============================] - 0s - loss: 0.0724 - binary_accuracy: 0.9153     
Epoch 1405/2000
1500/1500 [==============================] - 0s - loss: 0.0724 - binary_accuracy: 0.9167     
Epoch 1406/2000
1500/1500 [==============================] - 0s - loss: 0.0724 - binary_accuracy: 0.9147     
Epoch 1407/2000
1500/1500 [==============================] - 0s - loss: 0.0724 - binary_accuracy: 0.9167     
Epoch 1408/2000
1500/1500 [==============================] - 0s - loss: 0.0724 - binary_accuracy: 0.9173     
Epoch 1409/2000
1500/1500 [==============================] - 0s - loss: 0.0724 - binary_accuracy: 0.9153     
Epoch 1410/2000
1500/1500 [==============================] - 0s - loss: 0.0724 - binary_accuracy: 0.9153     
Epoch 1411/2000
1500/1500 [==============================] - 0s - loss: 0.0723 - binary_accuracy: 0.9173     
Epoch 1412/2000
1500/1500 [==============================] - 0s - loss: 0.0723 - binary_accuracy: 0.9167     
Epoch 1413/2000
1500/1500 [==============================] - 0s - loss: 0.0723 - binary_accuracy: 0.9173     
Epoch 1414/2000
1500/1500 [==============================] - 0s - loss: 0.0724 - binary_accuracy: 0.9160     
Epoch 1415/2000
1500/1500 [==============================] - 0s - loss: 0.0724 - binary_accuracy: 0.9180     
Epoch 1416/2000
1500/1500 [==============================] - 0s - loss: 0.0724 - binary_accuracy: 0.9147     
Epoch 1417/2000
1500/1500 [==============================] - 0s - loss: 0.0723 - binary_accuracy: 0.9180     
Epoch 1418/2000
1500/1500 [==============================] - 0s - loss: 0.0723 - binary_accuracy: 0.9180     
Epoch 1419/2000
1500/1500 [==============================] - 0s - loss: 0.0723 - binary_accuracy: 0.9140     
Epoch 1420/2000
1500/1500 [==============================] - 0s - loss: 0.0723 - binary_accuracy: 0.9153     
Epoch 1421/2000
1500/1500 [==============================] - 0s - loss: 0.0723 - binary_accuracy: 0.9167     
Epoch 1422/2000
1500/1500 [==============================] - 0s - loss: 0.0723 - binary_accuracy: 0.9173     
Epoch 1423/2000
1500/1500 [==============================] - 0s - loss: 0.0723 - binary_accuracy: 0.9160     
Epoch 1424/2000
1500/1500 [==============================] - 0s - loss: 0.0723 - binary_accuracy: 0.9167     
Epoch 1425/2000
1500/1500 [==============================] - 0s - loss: 0.0722 - binary_accuracy: 0.9173     
Epoch 1426/2000
1500/1500 [==============================] - 0s - loss: 0.0722 - binary_accuracy: 0.9173     
Epoch 1427/2000
1500/1500 [==============================] - 0s - loss: 0.0723 - binary_accuracy: 0.9160     
Epoch 1428/2000
1500/1500 [==============================] - 0s - loss: 0.0723 - binary_accuracy: 0.9160     
Epoch 1429/2000
1500/1500 [==============================] - 0s - loss: 0.0723 - binary_accuracy: 0.9167     
Epoch 1430/2000
1500/1500 [==============================] - 0s - loss: 0.0723 - binary_accuracy: 0.9173     
Epoch 1431/2000
1500/1500 [==============================] - 0s - loss: 0.0722 - binary_accuracy: 0.9160     
Epoch 1432/2000
1500/1500 [==============================] - 0s - loss: 0.0722 - binary_accuracy: 0.9160     
Epoch 1433/2000
1500/1500 [==============================] - 0s - loss: 0.0722 - binary_accuracy: 0.9167     
Epoch 1434/2000
1500/1500 [==============================] - 0s - loss: 0.0723 - binary_accuracy: 0.9173     
Epoch 1435/2000
1500/1500 [==============================] - 0s - loss: 0.0722 - binary_accuracy: 0.9167     
Epoch 1436/2000
1500/1500 [==============================] - 0s - loss: 0.0723 - binary_accuracy: 0.9180     
Epoch 1437/2000
1500/1500 [==============================] - 0s - loss: 0.0723 - binary_accuracy: 0.9167     
Epoch 1438/2000
1500/1500 [==============================] - 0s - loss: 0.0722 - binary_accuracy: 0.9173     
Epoch 1439/2000
1500/1500 [==============================] - 0s - loss: 0.0723 - binary_accuracy: 0.9167     
Epoch 1440/2000
1500/1500 [==============================] - 0s - loss: 0.0722 - binary_accuracy: 0.9160     
Epoch 1441/2000
1500/1500 [==============================] - 0s - loss: 0.0722 - binary_accuracy: 0.9167     
Epoch 1442/2000
1500/1500 [==============================] - 0s - loss: 0.0722 - binary_accuracy: 0.9173     
Epoch 1443/2000
1500/1500 [==============================] - 0s - loss: 0.0722 - binary_accuracy: 0.9173     
Epoch 1444/2000
1500/1500 [==============================] - 0s - loss: 0.0722 - binary_accuracy: 0.9153     
Epoch 1445/2000
1500/1500 [==============================] - 0s - loss: 0.0722 - binary_accuracy: 0.9173     
Epoch 1446/2000
1500/1500 [==============================] - 0s - loss: 0.0723 - binary_accuracy: 0.9160     
Epoch 1447/2000
1500/1500 [==============================] - 0s - loss: 0.0722 - binary_accuracy: 0.9167     
Epoch 1448/2000
1500/1500 [==============================] - 0s - loss: 0.0721 - binary_accuracy: 0.9193     
Epoch 1449/2000
1500/1500 [==============================] - 0s - loss: 0.0723 - binary_accuracy: 0.9173     
Epoch 1450/2000
1500/1500 [==============================] - 0s - loss: 0.0722 - binary_accuracy: 0.9173     
Epoch 1451/2000
1500/1500 [==============================] - 0s - loss: 0.0721 - binary_accuracy: 0.9173     
Epoch 1452/2000
1500/1500 [==============================] - 0s - loss: 0.0722 - binary_accuracy: 0.9180     
Epoch 1453/2000
1500/1500 [==============================] - 0s - loss: 0.0721 - binary_accuracy: 0.9173     
Epoch 1454/2000
1500/1500 [==============================] - 0s - loss: 0.0723 - binary_accuracy: 0.9160     
Epoch 1455/2000
1500/1500 [==============================] - 0s - loss: 0.0721 - binary_accuracy: 0.9167     
Epoch 1456/2000
1500/1500 [==============================] - 0s - loss: 0.0721 - binary_accuracy: 0.9187     
Epoch 1457/2000
1500/1500 [==============================] - 0s - loss: 0.0722 - binary_accuracy: 0.9187     
Epoch 1458/2000
1500/1500 [==============================] - 0s - loss: 0.0721 - binary_accuracy: 0.9180     
Epoch 1459/2000
1500/1500 [==============================] - 0s - loss: 0.0722 - binary_accuracy: 0.9147     
Epoch 1460/2000
1500/1500 [==============================] - 0s - loss: 0.0721 - binary_accuracy: 0.9153     
Epoch 1461/2000
1500/1500 [==============================] - 0s - loss: 0.0721 - binary_accuracy: 0.9160     
Epoch 1462/2000
1500/1500 [==============================] - 0s - loss: 0.0722 - binary_accuracy: 0.9180     
Epoch 1463/2000
1500/1500 [==============================] - 0s - loss: 0.0721 - binary_accuracy: 0.9173     
Epoch 1464/2000
1500/1500 [==============================] - 0s - loss: 0.0721 - binary_accuracy: 0.9180     
Epoch 1465/2000
1500/1500 [==============================] - 0s - loss: 0.0721 - binary_accuracy: 0.9187     
Epoch 1466/2000
1500/1500 [==============================] - 0s - loss: 0.0721 - binary_accuracy: 0.9167     
Epoch 1467/2000
1500/1500 [==============================] - 0s - loss: 0.0721 - binary_accuracy: 0.9147     
Epoch 1468/2000
1500/1500 [==============================] - 0s - loss: 0.0721 - binary_accuracy: 0.9173     
Epoch 1469/2000
1500/1500 [==============================] - 0s - loss: 0.0720 - binary_accuracy: 0.9187     
Epoch 1470/2000
1500/1500 [==============================] - 0s - loss: 0.0721 - binary_accuracy: 0.9173     
Epoch 1471/2000
1500/1500 [==============================] - 0s - loss: 0.0720 - binary_accuracy: 0.9167     
Epoch 1472/2000
1500/1500 [==============================] - 0s - loss: 0.0720 - binary_accuracy: 0.9193     
Epoch 1473/2000
1500/1500 [==============================] - 0s - loss: 0.0720 - binary_accuracy: 0.9167     
Epoch 1474/2000
1500/1500 [==============================] - 0s - loss: 0.0721 - binary_accuracy: 0.9153     
Epoch 1475/2000
1500/1500 [==============================] - 0s - loss: 0.0720 - binary_accuracy: 0.9193     
Epoch 1476/2000
1500/1500 [==============================] - 0s - loss: 0.0720 - binary_accuracy: 0.9180     
Epoch 1477/2000
1500/1500 [==============================] - 0s - loss: 0.0720 - binary_accuracy: 0.9160     
Epoch 1478/2000
1500/1500 [==============================] - 0s - loss: 0.0719 - binary_accuracy: 0.9173     
Epoch 1479/2000
1500/1500 [==============================] - 0s - loss: 0.0719 - binary_accuracy: 0.9160     
Epoch 1480/2000
1500/1500 [==============================] - 0s - loss: 0.0719 - binary_accuracy: 0.9173     
Epoch 1481/2000
1500/1500 [==============================] - 0s - loss: 0.0720 - binary_accuracy: 0.9167     
Epoch 1482/2000
1500/1500 [==============================] - 0s - loss: 0.0719 - binary_accuracy: 0.9180     
Epoch 1483/2000
1500/1500 [==============================] - 0s - loss: 0.0720 - binary_accuracy: 0.9173     
Epoch 1484/2000
1500/1500 [==============================] - 0s - loss: 0.0719 - binary_accuracy: 0.9173     
Epoch 1485/2000
1500/1500 [==============================] - 0s - loss: 0.0719 - binary_accuracy: 0.9180     
Epoch 1486/2000
1500/1500 [==============================] - 0s - loss: 0.0719 - binary_accuracy: 0.9167     
Epoch 1487/2000
1500/1500 [==============================] - 0s - loss: 0.0718 - binary_accuracy: 0.9180     
Epoch 1488/2000
1500/1500 [==============================] - 0s - loss: 0.0719 - binary_accuracy: 0.9167     
Epoch 1489/2000
1500/1500 [==============================] - 0s - loss: 0.0720 - binary_accuracy: 0.9173     
Epoch 1490/2000
1500/1500 [==============================] - 0s - loss: 0.0719 - binary_accuracy: 0.9167     
Epoch 1491/2000
1500/1500 [==============================] - 0s - loss: 0.0719 - binary_accuracy: 0.9173     
Epoch 1492/2000
1500/1500 [==============================] - 0s - loss: 0.0718 - binary_accuracy: 0.9173     
Epoch 1493/2000
1500/1500 [==============================] - 0s - loss: 0.0719 - binary_accuracy: 0.9180     
Epoch 1494/2000
1500/1500 [==============================] - 0s - loss: 0.0719 - binary_accuracy: 0.9173     
Epoch 1495/2000
1500/1500 [==============================] - 0s - loss: 0.0719 - binary_accuracy: 0.9173     
Epoch 1496/2000
1500/1500 [==============================] - 0s - loss: 0.0719 - binary_accuracy: 0.9180     
Epoch 1497/2000
1500/1500 [==============================] - ETA: 0s - loss: 0.0714 - binary_accuracy: 0.916 - 0s - loss: 0.0719 - binary_accuracy: 0.9153     
Epoch 1498/2000
1500/1500 [==============================] - 0s - loss: 0.0719 - binary_accuracy: 0.9180     
Epoch 1499/2000
1500/1500 [==============================] - 0s - loss: 0.0718 - binary_accuracy: 0.9167     
Epoch 1500/2000
1500/1500 [==============================] - 0s - loss: 0.0719 - binary_accuracy: 0.9180     
Epoch 1501/2000
1500/1500 [==============================] - 0s - loss: 0.0718 - binary_accuracy: 0.9180     
Epoch 1502/2000
1500/1500 [==============================] - 0s - loss: 0.0718 - binary_accuracy: 0.9167     
Epoch 1503/2000
1500/1500 [==============================] - 0s - loss: 0.0718 - binary_accuracy: 0.9173     
Epoch 1504/2000
1500/1500 [==============================] - 0s - loss: 0.0718 - binary_accuracy: 0.9180     
Epoch 1505/2000
1500/1500 [==============================] - 0s - loss: 0.0719 - binary_accuracy: 0.9180     
Epoch 1506/2000
1500/1500 [==============================] - 0s - loss: 0.0719 - binary_accuracy: 0.9187     
Epoch 1507/2000
1500/1500 [==============================] - 0s - loss: 0.0718 - binary_accuracy: 0.9173     
Epoch 1508/2000
1500/1500 [==============================] - 0s - loss: 0.0718 - binary_accuracy: 0.9173     
Epoch 1509/2000
1500/1500 [==============================] - 0s - loss: 0.0717 - binary_accuracy: 0.9173     
Epoch 1510/2000
1500/1500 [==============================] - 0s - loss: 0.0718 - binary_accuracy: 0.9173     
Epoch 1511/2000
1500/1500 [==============================] - 0s - loss: 0.0716 - binary_accuracy: 0.9187     
Epoch 1512/2000
1500/1500 [==============================] - 0s - loss: 0.0718 - binary_accuracy: 0.9167     
Epoch 1513/2000
1500/1500 [==============================] - 0s - loss: 0.0718 - binary_accuracy: 0.9173     
Epoch 1514/2000
1500/1500 [==============================] - 0s - loss: 0.0717 - binary_accuracy: 0.9173     
Epoch 1515/2000
1500/1500 [==============================] - 0s - loss: 0.0718 - binary_accuracy: 0.9167     
Epoch 1516/2000
1500/1500 [==============================] - 0s - loss: 0.0717 - binary_accuracy: 0.9180     
Epoch 1517/2000
1500/1500 [==============================] - 0s - loss: 0.0718 - binary_accuracy: 0.9173     
Epoch 1518/2000
1500/1500 [==============================] - 0s - loss: 0.0717 - binary_accuracy: 0.9193     
Epoch 1519/2000
1500/1500 [==============================] - 0s - loss: 0.0718 - binary_accuracy: 0.9187     
Epoch 1520/2000
1500/1500 [==============================] - 0s - loss: 0.0717 - binary_accuracy: 0.9167     
Epoch 1521/2000
1500/1500 [==============================] - 0s - loss: 0.0717 - binary_accuracy: 0.9193     
Epoch 1522/2000
1500/1500 [==============================] - 0s - loss: 0.0718 - binary_accuracy: 0.9173     
Epoch 1523/2000
1500/1500 [==============================] - 0s - loss: 0.0717 - binary_accuracy: 0.9193     
Epoch 1524/2000
1500/1500 [==============================] - 0s - loss: 0.0718 - binary_accuracy: 0.9173     
Epoch 1525/2000
1500/1500 [==============================] - 0s - loss: 0.0717 - binary_accuracy: 0.9173     
Epoch 1526/2000
1500/1500 [==============================] - 0s - loss: 0.0717 - binary_accuracy: 0.9180     
Epoch 1527/2000
1500/1500 [==============================] - 0s - loss: 0.0717 - binary_accuracy: 0.9173     
Epoch 1528/2000
1500/1500 [==============================] - 0s - loss: 0.0716 - binary_accuracy: 0.9193     
Epoch 1529/2000
1500/1500 [==============================] - 0s - loss: 0.0717 - binary_accuracy: 0.9187     
Epoch 1530/2000
1500/1500 [==============================] - 0s - loss: 0.0718 - binary_accuracy: 0.9187     
Epoch 1531/2000
1500/1500 [==============================] - 0s - loss: 0.0717 - binary_accuracy: 0.9173     
Epoch 1532/2000
1500/1500 [==============================] - 0s - loss: 0.0717 - binary_accuracy: 0.9180     
Epoch 1533/2000
1500/1500 [==============================] - 0s - loss: 0.0717 - binary_accuracy: 0.9167     
Epoch 1534/2000
1500/1500 [==============================] - 0s - loss: 0.0718 - binary_accuracy: 0.9193     
Epoch 1535/2000
1500/1500 [==============================] - 0s - loss: 0.0718 - binary_accuracy: 0.9187     
Epoch 1536/2000
1500/1500 [==============================] - 0s - loss: 0.0716 - binary_accuracy: 0.9173     
Epoch 1537/2000
1500/1500 [==============================] - 0s - loss: 0.0716 - binary_accuracy: 0.9180     
Epoch 1538/2000
1500/1500 [==============================] - 0s - loss: 0.0716 - binary_accuracy: 0.9193     
Epoch 1539/2000
1500/1500 [==============================] - 0s - loss: 0.0716 - binary_accuracy: 0.9167     
Epoch 1540/2000
1500/1500 [==============================] - 0s - loss: 0.0716 - binary_accuracy: 0.9180     
Epoch 1541/2000
1500/1500 [==============================] - 0s - loss: 0.0716 - binary_accuracy: 0.9187     
Epoch 1542/2000
1500/1500 [==============================] - 0s - loss: 0.0716 - binary_accuracy: 0.9193     
Epoch 1543/2000
1500/1500 [==============================] - 0s - loss: 0.0716 - binary_accuracy: 0.9180     
Epoch 1544/2000
1500/1500 [==============================] - 0s - loss: 0.0716 - binary_accuracy: 0.9173     
Epoch 1545/2000
1500/1500 [==============================] - 0s - loss: 0.0715 - binary_accuracy: 0.9180     
Epoch 1546/2000
1500/1500 [==============================] - 0s - loss: 0.0716 - binary_accuracy: 0.9167     
Epoch 1547/2000
1500/1500 [==============================] - 0s - loss: 0.0717 - binary_accuracy: 0.9180     
Epoch 1548/2000
1500/1500 [==============================] - 0s - loss: 0.0716 - binary_accuracy: 0.9173     
Epoch 1549/2000
1500/1500 [==============================] - 0s - loss: 0.0715 - binary_accuracy: 0.9167     
Epoch 1550/2000
1500/1500 [==============================] - 0s - loss: 0.0716 - binary_accuracy: 0.9187     
Epoch 1551/2000
1500/1500 [==============================] - 0s - loss: 0.0716 - binary_accuracy: 0.9180     
Epoch 1552/2000
1500/1500 [==============================] - 0s - loss: 0.0715 - binary_accuracy: 0.9193     
Epoch 1553/2000
1500/1500 [==============================] - 0s - loss: 0.0716 - binary_accuracy: 0.9167     
Epoch 1554/2000
1500/1500 [==============================] - 0s - loss: 0.0716 - binary_accuracy: 0.9173     
Epoch 1555/2000
1500/1500 [==============================] - 0s - loss: 0.0716 - binary_accuracy: 0.9180     
Epoch 1556/2000
1500/1500 [==============================] - 0s - loss: 0.0715 - binary_accuracy: 0.9167     
Epoch 1557/2000
1500/1500 [==============================] - 0s - loss: 0.0716 - binary_accuracy: 0.9173     
Epoch 1558/2000
1500/1500 [==============================] - 0s - loss: 0.0715 - binary_accuracy: 0.9187     
Epoch 1559/2000
1500/1500 [==============================] - 0s - loss: 0.0716 - binary_accuracy: 0.9173     
Epoch 1560/2000
1500/1500 [==============================] - 0s - loss: 0.0716 - binary_accuracy: 0.9180     
Epoch 1561/2000
1500/1500 [==============================] - 0s - loss: 0.0716 - binary_accuracy: 0.9187     
Epoch 1562/2000
1500/1500 [==============================] - 0s - loss: 0.0716 - binary_accuracy: 0.9180     
Epoch 1563/2000
1500/1500 [==============================] - 0s - loss: 0.0715 - binary_accuracy: 0.9167     
Epoch 1564/2000
1500/1500 [==============================] - 0s - loss: 0.0715 - binary_accuracy: 0.9193     
Epoch 1565/2000
1500/1500 [==============================] - 0s - loss: 0.0715 - binary_accuracy: 0.9167     
Epoch 1566/2000
1500/1500 [==============================] - 0s - loss: 0.0715 - binary_accuracy: 0.9167     
Epoch 1567/2000
1500/1500 [==============================] - 0s - loss: 0.0715 - binary_accuracy: 0.9180     
Epoch 1568/2000
1500/1500 [==============================] - 0s - loss: 0.0715 - binary_accuracy: 0.9173     
Epoch 1569/2000
1500/1500 [==============================] - 0s - loss: 0.0715 - binary_accuracy: 0.9180     
Epoch 1570/2000
1500/1500 [==============================] - 0s - loss: 0.0715 - binary_accuracy: 0.9187     
Epoch 1571/2000
1500/1500 [==============================] - 0s - loss: 0.0715 - binary_accuracy: 0.9187     
Epoch 1572/2000
1500/1500 [==============================] - 0s - loss: 0.0715 - binary_accuracy: 0.9187     
Epoch 1573/2000
1500/1500 [==============================] - 0s - loss: 0.0715 - binary_accuracy: 0.9180     
Epoch 1574/2000
1500/1500 [==============================] - 0s - loss: 0.0714 - binary_accuracy: 0.9180     
Epoch 1575/2000
1500/1500 [==============================] - 0s - loss: 0.0716 - binary_accuracy: 0.9193     
Epoch 1576/2000
1500/1500 [==============================] - 0s - loss: 0.0714 - binary_accuracy: 0.9187     
Epoch 1577/2000
1500/1500 [==============================] - 0s - loss: 0.0715 - binary_accuracy: 0.9187     
Epoch 1578/2000
1500/1500 [==============================] - 0s - loss: 0.0714 - binary_accuracy: 0.9173     
Epoch 1579/2000
1500/1500 [==============================] - 0s - loss: 0.0715 - binary_accuracy: 0.9180     
Epoch 1580/2000
1500/1500 [==============================] - 0s - loss: 0.0714 - binary_accuracy: 0.9187     
Epoch 1581/2000
1500/1500 [==============================] - 0s - loss: 0.0715 - binary_accuracy: 0.9187     
Epoch 1582/2000
1500/1500 [==============================] - 0s - loss: 0.0715 - binary_accuracy: 0.9180     
Epoch 1583/2000
1500/1500 [==============================] - 0s - loss: 0.0713 - binary_accuracy: 0.9173     
Epoch 1584/2000
1500/1500 [==============================] - 0s - loss: 0.0714 - binary_accuracy: 0.9180     
Epoch 1585/2000
1500/1500 [==============================] - 0s - loss: 0.0714 - binary_accuracy: 0.9180     
Epoch 1586/2000
1500/1500 [==============================] - 0s - loss: 0.0713 - binary_accuracy: 0.9187     
Epoch 1587/2000
1500/1500 [==============================] - 0s - loss: 0.0713 - binary_accuracy: 0.9173     
Epoch 1588/2000
1500/1500 [==============================] - 0s - loss: 0.0714 - binary_accuracy: 0.9187     
Epoch 1589/2000
1500/1500 [==============================] - 0s - loss: 0.0713 - binary_accuracy: 0.9187     
Epoch 1590/2000
1500/1500 [==============================] - 0s - loss: 0.0712 - binary_accuracy: 0.9180     
Epoch 1591/2000
1500/1500 [==============================] - 0s - loss: 0.0714 - binary_accuracy: 0.9193     
Epoch 1592/2000
1500/1500 [==============================] - 0s - loss: 0.0713 - binary_accuracy: 0.9187     
Epoch 1593/2000
1500/1500 [==============================] - 0s - loss: 0.0713 - binary_accuracy: 0.9180     
Epoch 1594/2000
1500/1500 [==============================] - 0s - loss: 0.0714 - binary_accuracy: 0.9187     
Epoch 1595/2000
1500/1500 [==============================] - 0s - loss: 0.0713 - binary_accuracy: 0.9187     
Epoch 1596/2000
1500/1500 [==============================] - 0s - loss: 0.0713 - binary_accuracy: 0.9187     
Epoch 1597/2000
1500/1500 [==============================] - 0s - loss: 0.0713 - binary_accuracy: 0.9193     
Epoch 1598/2000
1500/1500 [==============================] - 0s - loss: 0.0713 - binary_accuracy: 0.9187     
Epoch 1599/2000
1500/1500 [==============================] - 0s - loss: 0.0713 - binary_accuracy: 0.9187     
Epoch 1600/2000
1500/1500 [==============================] - 0s - loss: 0.0712 - binary_accuracy: 0.9180     
Epoch 1601/2000
1500/1500 [==============================] - 0s - loss: 0.0713 - binary_accuracy: 0.9193     
Epoch 1602/2000
1500/1500 [==============================] - 0s - loss: 0.0712 - binary_accuracy: 0.9180     
Epoch 1603/2000
1500/1500 [==============================] - 0s - loss: 0.0712 - binary_accuracy: 0.9180     
Epoch 1604/2000
1500/1500 [==============================] - 0s - loss: 0.0713 - binary_accuracy: 0.9180     
Epoch 1605/2000
1500/1500 [==============================] - 0s - loss: 0.0713 - binary_accuracy: 0.9180     
Epoch 1606/2000
1500/1500 [==============================] - 0s - loss: 0.0712 - binary_accuracy: 0.9187     
Epoch 1607/2000
1500/1500 [==============================] - 0s - loss: 0.0713 - binary_accuracy: 0.9180     
Epoch 1608/2000
1500/1500 [==============================] - 0s - loss: 0.0712 - binary_accuracy: 0.9193     
Epoch 1609/2000
1500/1500 [==============================] - 0s - loss: 0.0711 - binary_accuracy: 0.9193     
Epoch 1610/2000
1500/1500 [==============================] - 0s - loss: 0.0712 - binary_accuracy: 0.9187     
Epoch 1611/2000
1500/1500 [==============================] - 0s - loss: 0.0712 - binary_accuracy: 0.9187     
Epoch 1612/2000
1500/1500 [==============================] - 0s - loss: 0.0711 - binary_accuracy: 0.9200     
Epoch 1613/2000
1500/1500 [==============================] - 0s - loss: 0.0712 - binary_accuracy: 0.9187     
Epoch 1614/2000
1500/1500 [==============================] - 0s - loss: 0.0711 - binary_accuracy: 0.9187     
Epoch 1615/2000
1500/1500 [==============================] - 0s - loss: 0.0712 - binary_accuracy: 0.9193     
Epoch 1616/2000
1500/1500 [==============================] - 0s - loss: 0.0712 - binary_accuracy: 0.9187     
Epoch 1617/2000
1500/1500 [==============================] - 0s - loss: 0.0711 - binary_accuracy: 0.9173     
Epoch 1618/2000
1500/1500 [==============================] - 0s - loss: 0.0712 - binary_accuracy: 0.9180     
Epoch 1619/2000
1500/1500 [==============================] - 0s - loss: 0.0712 - binary_accuracy: 0.9187     
Epoch 1620/2000
1500/1500 [==============================] - 0s - loss: 0.0711 - binary_accuracy: 0.9193     
Epoch 1621/2000
1500/1500 [==============================] - 0s - loss: 0.0712 - binary_accuracy: 0.9187     
Epoch 1622/2000
1500/1500 [==============================] - 0s - loss: 0.0712 - binary_accuracy: 0.9180     
Epoch 1623/2000
1500/1500 [==============================] - 0s - loss: 0.0712 - binary_accuracy: 0.9187     
Epoch 1624/2000
1500/1500 [==============================] - 0s - loss: 0.0711 - binary_accuracy: 0.9187     
Epoch 1625/2000
1500/1500 [==============================] - 0s - loss: 0.0711 - binary_accuracy: 0.9180     
Epoch 1626/2000
1500/1500 [==============================] - 0s - loss: 0.0710 - binary_accuracy: 0.9173     
Epoch 1627/2000
1500/1500 [==============================] - 0s - loss: 0.0711 - binary_accuracy: 0.9180     
Epoch 1628/2000
1500/1500 [==============================] - 0s - loss: 0.0711 - binary_accuracy: 0.9180     
Epoch 1629/2000
1500/1500 [==============================] - 0s - loss: 0.0711 - binary_accuracy: 0.9180     
Epoch 1630/2000
1500/1500 [==============================] - 0s - loss: 0.0710 - binary_accuracy: 0.9180     
Epoch 1631/2000
1500/1500 [==============================] - 0s - loss: 0.0711 - binary_accuracy: 0.9187     
Epoch 1632/2000
1500/1500 [==============================] - 0s - loss: 0.0710 - binary_accuracy: 0.9180     
Epoch 1633/2000
1500/1500 [==============================] - 0s - loss: 0.0711 - binary_accuracy: 0.9173     
Epoch 1634/2000
1500/1500 [==============================] - 0s - loss: 0.0710 - binary_accuracy: 0.9180     
Epoch 1635/2000
1500/1500 [==============================] - 0s - loss: 0.0711 - binary_accuracy: 0.9187     
Epoch 1636/2000
1500/1500 [==============================] - 0s - loss: 0.0710 - binary_accuracy: 0.9187     
Epoch 1637/2000
1500/1500 [==============================] - 0s - loss: 0.0711 - binary_accuracy: 0.9193     
Epoch 1638/2000
1500/1500 [==============================] - 0s - loss: 0.0710 - binary_accuracy: 0.9187     
Epoch 1639/2000
1500/1500 [==============================] - 0s - loss: 0.0711 - binary_accuracy: 0.9187     
Epoch 1640/2000
1500/1500 [==============================] - 0s - loss: 0.0710 - binary_accuracy: 0.9180     
Epoch 1641/2000
1500/1500 [==============================] - 0s - loss: 0.0710 - binary_accuracy: 0.9187     
Epoch 1642/2000
1500/1500 [==============================] - 0s - loss: 0.0710 - binary_accuracy: 0.9180     
Epoch 1643/2000
1500/1500 [==============================] - 0s - loss: 0.0711 - binary_accuracy: 0.9187     
Epoch 1644/2000
1500/1500 [==============================] - 0s - loss: 0.0710 - binary_accuracy: 0.9180     
Epoch 1645/2000
1500/1500 [==============================] - 0s - loss: 0.0711 - binary_accuracy: 0.9180     
Epoch 1646/2000
1500/1500 [==============================] - 0s - loss: 0.0710 - binary_accuracy: 0.9180     
Epoch 1647/2000
1500/1500 [==============================] - 0s - loss: 0.0710 - binary_accuracy: 0.9173     
Epoch 1648/2000
1500/1500 [==============================] - 0s - loss: 0.0710 - binary_accuracy: 0.9180     
Epoch 1649/2000
1500/1500 [==============================] - 0s - loss: 0.0710 - binary_accuracy: 0.9180     
Epoch 1650/2000
1500/1500 [==============================] - 0s - loss: 0.0710 - binary_accuracy: 0.9173     
Epoch 1651/2000
1500/1500 [==============================] - 0s - loss: 0.0709 - binary_accuracy: 0.9173     
Epoch 1652/2000
1500/1500 [==============================] - 0s - loss: 0.0709 - binary_accuracy: 0.9187     
Epoch 1653/2000
1500/1500 [==============================] - 0s - loss: 0.0710 - binary_accuracy: 0.9180     
Epoch 1654/2000
1500/1500 [==============================] - 0s - loss: 0.0710 - binary_accuracy: 0.9187     
Epoch 1655/2000
1500/1500 [==============================] - 0s - loss: 0.0710 - binary_accuracy: 0.9187     
Epoch 1656/2000
1500/1500 [==============================] - 0s - loss: 0.0710 - binary_accuracy: 0.9187     
Epoch 1657/2000
1500/1500 [==============================] - 0s - loss: 0.0710 - binary_accuracy: 0.9173     
Epoch 1658/2000
1500/1500 [==============================] - 0s - loss: 0.0709 - binary_accuracy: 0.9180     
Epoch 1659/2000
1500/1500 [==============================] - 0s - loss: 0.0709 - binary_accuracy: 0.9173     
Epoch 1660/2000
1500/1500 [==============================] - 0s - loss: 0.0709 - binary_accuracy: 0.9193     
Epoch 1661/2000
1500/1500 [==============================] - 0s - loss: 0.0710 - binary_accuracy: 0.9180     
Epoch 1662/2000
1500/1500 [==============================] - 0s - loss: 0.0710 - binary_accuracy: 0.9180     
Epoch 1663/2000
1500/1500 [==============================] - 0s - loss: 0.0710 - binary_accuracy: 0.9180     
Epoch 1664/2000
1500/1500 [==============================] - 0s - loss: 0.0709 - binary_accuracy: 0.9180     
Epoch 1665/2000
1500/1500 [==============================] - 0s - loss: 0.0708 - binary_accuracy: 0.9180     
Epoch 1666/2000
1500/1500 [==============================] - 0s - loss: 0.0709 - binary_accuracy: 0.9180     
Epoch 1667/2000
1500/1500 [==============================] - 0s - loss: 0.0708 - binary_accuracy: 0.9180     
Epoch 1668/2000
1500/1500 [==============================] - 0s - loss: 0.0709 - binary_accuracy: 0.9180     
Epoch 1669/2000
1500/1500 [==============================] - 0s - loss: 0.0709 - binary_accuracy: 0.9187     
Epoch 1670/2000
1500/1500 [==============================] - 0s - loss: 0.0708 - binary_accuracy: 0.9193     
Epoch 1671/2000
1500/1500 [==============================] - 0s - loss: 0.0709 - binary_accuracy: 0.9173     
Epoch 1672/2000
1500/1500 [==============================] - 0s - loss: 0.0708 - binary_accuracy: 0.9187     
Epoch 1673/2000
1500/1500 [==============================] - 0s - loss: 0.0709 - binary_accuracy: 0.9180     
Epoch 1674/2000
1500/1500 [==============================] - 0s - loss: 0.0709 - binary_accuracy: 0.9187     
Epoch 1675/2000
1500/1500 [==============================] - 0s - loss: 0.0709 - binary_accuracy: 0.9173     
Epoch 1676/2000
1500/1500 [==============================] - 0s - loss: 0.0709 - binary_accuracy: 0.9187     
Epoch 1677/2000
1500/1500 [==============================] - 0s - loss: 0.0708 - binary_accuracy: 0.9180     
Epoch 1678/2000
1500/1500 [==============================] - 0s - loss: 0.0708 - binary_accuracy: 0.9187     
Epoch 1679/2000
1500/1500 [==============================] - 0s - loss: 0.0708 - binary_accuracy: 0.9180     
Epoch 1680/2000
1500/1500 [==============================] - 0s - loss: 0.0709 - binary_accuracy: 0.9173     
Epoch 1681/2000
1500/1500 [==============================] - 0s - loss: 0.0707 - binary_accuracy: 0.9187     
Epoch 1682/2000
1500/1500 [==============================] - 0s - loss: 0.0708 - binary_accuracy: 0.9187     
Epoch 1683/2000
1500/1500 [==============================] - 0s - loss: 0.0708 - binary_accuracy: 0.9167     
Epoch 1684/2000
1500/1500 [==============================] - 0s - loss: 0.0708 - binary_accuracy: 0.9160     
Epoch 1685/2000
1500/1500 [==============================] - 0s - loss: 0.0708 - binary_accuracy: 0.9167     
Epoch 1686/2000
1500/1500 [==============================] - 0s - loss: 0.0709 - binary_accuracy: 0.9180     
Epoch 1687/2000
1500/1500 [==============================] - 0s - loss: 0.0708 - binary_accuracy: 0.9180     
Epoch 1688/2000
1500/1500 [==============================] - 0s - loss: 0.0708 - binary_accuracy: 0.9173     
Epoch 1689/2000
1500/1500 [==============================] - 0s - loss: 0.0708 - binary_accuracy: 0.9187     
Epoch 1690/2000
1500/1500 [==============================] - 0s - loss: 0.0708 - binary_accuracy: 0.9173     
Epoch 1691/2000
1500/1500 [==============================] - 0s - loss: 0.0707 - binary_accuracy: 0.9193     
Epoch 1692/2000
1500/1500 [==============================] - 0s - loss: 0.0708 - binary_accuracy: 0.9180     
Epoch 1693/2000
1500/1500 [==============================] - 0s - loss: 0.0708 - binary_accuracy: 0.9180     
Epoch 1694/2000
1500/1500 [==============================] - 0s - loss: 0.0707 - binary_accuracy: 0.9167     
Epoch 1695/2000
1500/1500 [==============================] - 0s - loss: 0.0708 - binary_accuracy: 0.9167     
Epoch 1696/2000
1500/1500 [==============================] - 0s - loss: 0.0708 - binary_accuracy: 0.9187     
Epoch 1697/2000
1500/1500 [==============================] - 0s - loss: 0.0707 - binary_accuracy: 0.9180     
Epoch 1698/2000
1500/1500 [==============================] - 0s - loss: 0.0709 - binary_accuracy: 0.9180     
Epoch 1699/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9180     
Epoch 1700/2000
1500/1500 [==============================] - 0s - loss: 0.0708 - binary_accuracy: 0.9187     
Epoch 1701/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9187     
Epoch 1702/2000
1500/1500 [==============================] - 0s - loss: 0.0708 - binary_accuracy: 0.9180     
Epoch 1703/2000
1500/1500 [==============================] - 0s - loss: 0.0708 - binary_accuracy: 0.9173     
Epoch 1704/2000
1500/1500 [==============================] - 0s - loss: 0.0708 - binary_accuracy: 0.9167     
Epoch 1705/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9167     
Epoch 1706/2000
1500/1500 [==============================] - 0s - loss: 0.0708 - binary_accuracy: 0.9167     
Epoch 1707/2000
1500/1500 [==============================] - 0s - loss: 0.0708 - binary_accuracy: 0.9173     
Epoch 1708/2000
1500/1500 [==============================] - 0s - loss: 0.0707 - binary_accuracy: 0.9180     
Epoch 1709/2000
1500/1500 [==============================] - 0s - loss: 0.0707 - binary_accuracy: 0.9167     
Epoch 1710/2000
1500/1500 [==============================] - 0s - loss: 0.0707 - binary_accuracy: 0.9173     
Epoch 1711/2000
1500/1500 [==============================] - 0s - loss: 0.0707 - binary_accuracy: 0.9173     
Epoch 1712/2000
1500/1500 [==============================] - 0s - loss: 0.0707 - binary_accuracy: 0.9167     
Epoch 1713/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9173     
Epoch 1714/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9180     
Epoch 1715/2000
1500/1500 [==============================] - 0s - loss: 0.0707 - binary_accuracy: 0.9173     
Epoch 1716/2000
1500/1500 [==============================] - 0s - loss: 0.0707 - binary_accuracy: 0.9180     
Epoch 1717/2000
1500/1500 [==============================] - 0s - loss: 0.0707 - binary_accuracy: 0.9173     
Epoch 1718/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9167     
Epoch 1719/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9187     
Epoch 1720/2000
1500/1500 [==============================] - 0s - loss: 0.0707 - binary_accuracy: 0.9173     
Epoch 1721/2000
1500/1500 [==============================] - 0s - loss: 0.0707 - binary_accuracy: 0.9180     
Epoch 1722/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9173     
Epoch 1723/2000
1500/1500 [==============================] - 0s - loss: 0.0707 - binary_accuracy: 0.9187     
Epoch 1724/2000
1500/1500 [==============================] - 0s - loss: 0.0707 - binary_accuracy: 0.9180     
Epoch 1725/2000
1500/1500 [==============================] - 0s - loss: 0.0705 - binary_accuracy: 0.9187     
Epoch 1726/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9193     
Epoch 1727/2000
1500/1500 [==============================] - 0s - loss: 0.0708 - binary_accuracy: 0.9167     
Epoch 1728/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9173     
Epoch 1729/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9173     
Epoch 1730/2000
1500/1500 [==============================] - 0s - loss: 0.0707 - binary_accuracy: 0.9180     
Epoch 1731/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9187     
Epoch 1732/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9180     
Epoch 1733/2000
1500/1500 [==============================] - 0s - loss: 0.0707 - binary_accuracy: 0.9173     
Epoch 1734/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9180     
Epoch 1735/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9180     
Epoch 1736/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9187     
Epoch 1737/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9187     
Epoch 1738/2000
1500/1500 [==============================] - 0s - loss: 0.0707 - binary_accuracy: 0.9173     
Epoch 1739/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9180     
Epoch 1740/2000
1500/1500 [==============================] - 0s - loss: 0.0707 - binary_accuracy: 0.9167     
Epoch 1741/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9173     
Epoch 1742/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9173     
Epoch 1743/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9167     
Epoch 1744/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9187     
Epoch 1745/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9173     
Epoch 1746/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9180     
Epoch 1747/2000
1500/1500 [==============================] - 0s - loss: 0.0705 - binary_accuracy: 0.9160     
Epoch 1748/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9160     
Epoch 1749/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9180     
Epoch 1750/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9193     
Epoch 1751/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9180     
Epoch 1752/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9180     
Epoch 1753/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9167     
Epoch 1754/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9180     
Epoch 1755/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9173     
Epoch 1756/2000
1500/1500 [==============================] - 0s - loss: 0.0705 - binary_accuracy: 0.9180     
Epoch 1757/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9167     
Epoch 1758/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9173     
Epoch 1759/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9180     
Epoch 1760/2000
1500/1500 [==============================] - 0s - loss: 0.0705 - binary_accuracy: 0.9160     
Epoch 1761/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9180     
Epoch 1762/2000
1500/1500 [==============================] - 0s - loss: 0.0706 - binary_accuracy: 0.9173     
Epoch 1763/2000
1500/1500 [==============================] - 0s - loss: 0.0705 - binary_accuracy: 0.9173     
Epoch 1764/2000
1500/1500 [==============================] - 0s - loss: 0.0705 - binary_accuracy: 0.9173     
Epoch 1765/2000
1500/1500 [==============================] - 0s - loss: 0.0705 - binary_accuracy: 0.9173     
Epoch 1766/2000
1500/1500 [==============================] - 0s - loss: 0.0705 - binary_accuracy: 0.9180     
Epoch 1767/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9173     
Epoch 1768/2000
1500/1500 [==============================] - 0s - loss: 0.0705 - binary_accuracy: 0.9187     
Epoch 1769/2000
1500/1500 [==============================] - 0s - loss: 0.0705 - binary_accuracy: 0.9187     
Epoch 1770/2000
1500/1500 [==============================] - 0s - loss: 0.0705 - binary_accuracy: 0.9180     
Epoch 1771/2000
1500/1500 [==============================] - 0s - loss: 0.0705 - binary_accuracy: 0.9180     
Epoch 1772/2000
1500/1500 [==============================] - 0s - loss: 0.0705 - binary_accuracy: 0.9180     
Epoch 1773/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9180     
Epoch 1774/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9180     
Epoch 1775/2000
1500/1500 [==============================] - 0s - loss: 0.0705 - binary_accuracy: 0.9167     
Epoch 1776/2000
1500/1500 [==============================] - 0s - loss: 0.0705 - binary_accuracy: 0.9187     
Epoch 1777/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9187     
Epoch 1778/2000
1500/1500 [==============================] - 0s - loss: 0.0705 - binary_accuracy: 0.9173     
Epoch 1779/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9153     
Epoch 1780/2000
1500/1500 [==============================] - 0s - loss: 0.0705 - binary_accuracy: 0.9173     
Epoch 1781/2000
1500/1500 [==============================] - 0s - loss: 0.0705 - binary_accuracy: 0.9173     
Epoch 1782/2000
1500/1500 [==============================] - 0s - loss: 0.0705 - binary_accuracy: 0.9187     
Epoch 1783/2000
1500/1500 [==============================] - 0s - loss: 0.0705 - binary_accuracy: 0.9180     
Epoch 1784/2000
1500/1500 [==============================] - 0s - loss: 0.0705 - binary_accuracy: 0.9167     
Epoch 1785/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9167     
Epoch 1786/2000
1500/1500 [==============================] - 0s - loss: 0.0705 - binary_accuracy: 0.9167     
Epoch 1787/2000
1500/1500 [==============================] - 0s - loss: 0.0705 - binary_accuracy: 0.9173     
Epoch 1788/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9173     
Epoch 1789/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9180     
Epoch 1790/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9180     
Epoch 1791/2000
1500/1500 [==============================] - 0s - loss: 0.0705 - binary_accuracy: 0.9167     
Epoch 1792/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9180     
Epoch 1793/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9187     
Epoch 1794/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9173     
Epoch 1795/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9167     
Epoch 1796/2000
1500/1500 [==============================] - 0s - loss: 0.0705 - binary_accuracy: 0.9173     
Epoch 1797/2000
1500/1500 [==============================] - 0s - loss: 0.0705 - binary_accuracy: 0.9173     
Epoch 1798/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9180     
Epoch 1799/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9167     
Epoch 1800/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9173     
Epoch 1801/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9180     
Epoch 1802/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9173     
Epoch 1803/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9173     
Epoch 1804/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9173     
Epoch 1805/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9180     
Epoch 1806/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9180     
Epoch 1807/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9187     
Epoch 1808/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9180     
Epoch 1809/2000
1500/1500 [==============================] - 0s - loss: 0.0705 - binary_accuracy: 0.9167     
Epoch 1810/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9180     
Epoch 1811/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9167     
Epoch 1812/2000
1500/1500 [==============================] - 0s - loss: 0.0705 - binary_accuracy: 0.9160     
Epoch 1813/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9180     
Epoch 1814/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9167     
Epoch 1815/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9180     
Epoch 1816/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9173     
Epoch 1817/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9160     
Epoch 1818/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9167     
Epoch 1819/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9180     
Epoch 1820/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9173     
Epoch 1821/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9167     
Epoch 1822/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9167     
Epoch 1823/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9180     
Epoch 1824/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9167     
Epoch 1825/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9173     
Epoch 1826/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9180     
Epoch 1827/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9160     
Epoch 1828/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9173     
Epoch 1829/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9180     
Epoch 1830/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9167     
Epoch 1831/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9153     
Epoch 1832/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9180     
Epoch 1833/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9180     
Epoch 1834/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9180     
Epoch 1835/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9187     
Epoch 1836/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9167     
Epoch 1837/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9160     
Epoch 1838/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9173     
Epoch 1839/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9167     
Epoch 1840/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9187     
Epoch 1841/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9173     
Epoch 1842/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9167     
Epoch 1843/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9173     
Epoch 1844/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9167     
Epoch 1845/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9180     
Epoch 1846/2000
1500/1500 [==============================] - 0s - loss: 0.0704 - binary_accuracy: 0.9167     
Epoch 1847/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9173     
Epoch 1848/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9173     
Epoch 1849/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9173     
Epoch 1850/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9173     
Epoch 1851/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9180     
Epoch 1852/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9173     
Epoch 1853/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9180     
Epoch 1854/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9153     
Epoch 1855/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9167     
Epoch 1856/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9160     
Epoch 1857/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9173     
Epoch 1858/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9167     
Epoch 1859/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9180     
Epoch 1860/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9167     
Epoch 1861/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9173     
Epoch 1862/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9167     
Epoch 1863/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9173     
Epoch 1864/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9180     
Epoch 1865/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9173     
Epoch 1866/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9173     
Epoch 1867/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9180     
Epoch 1868/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9180     
Epoch 1869/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9173     
Epoch 1870/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9160     
Epoch 1871/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9173     
Epoch 1872/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9167     
Epoch 1873/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9180     
Epoch 1874/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9167     
Epoch 1875/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9180     
Epoch 1876/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9153     
Epoch 1877/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9173     
Epoch 1878/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9167     
Epoch 1879/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9173     
Epoch 1880/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9180     
Epoch 1881/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9167     
Epoch 1882/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9167     
Epoch 1883/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9180     
Epoch 1884/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9173     
Epoch 1885/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9173     
Epoch 1886/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9167     
Epoch 1887/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9180     
Epoch 1888/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9167     
Epoch 1889/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9167     
Epoch 1890/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9160     
Epoch 1891/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9173     
Epoch 1892/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9167     
Epoch 1893/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9173     
Epoch 1894/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9173     
Epoch 1895/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9167     
Epoch 1896/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9173     
Epoch 1897/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9180     
Epoch 1898/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9167     
Epoch 1899/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9160     
Epoch 1900/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9173     
Epoch 1901/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9167     
Epoch 1902/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9173     
Epoch 1903/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9167     
Epoch 1904/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9180     
Epoch 1905/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9187     
Epoch 1906/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9153     
Epoch 1907/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9173     
Epoch 1908/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9140     
Epoch 1909/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9160     
Epoch 1910/2000
1500/1500 [==============================] - 0s - loss: 0.0703 - binary_accuracy: 0.9173     
Epoch 1911/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9167     
Epoch 1912/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9167     
Epoch 1913/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9167     
Epoch 1914/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9173     
Epoch 1915/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9180     
Epoch 1916/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9160     
Epoch 1917/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9180     
Epoch 1918/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9160     
Epoch 1919/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9187     
Epoch 1920/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9167     
Epoch 1921/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9173     
Epoch 1922/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9160     
Epoch 1923/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9173     
Epoch 1924/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9167     
Epoch 1925/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9187     
Epoch 1926/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9173     
Epoch 1927/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9173     
Epoch 1928/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9160     
Epoch 1929/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9173     
Epoch 1930/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9167     
Epoch 1931/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9173     
Epoch 1932/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9167     
Epoch 1933/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9173     
Epoch 1934/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9160     
Epoch 1935/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9153     
Epoch 1936/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9160     
Epoch 1937/2000
1500/1500 [==============================] - 0s - loss: 0.0702 - binary_accuracy: 0.9153     
Epoch 1938/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9160     
Epoch 1939/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9173     
Epoch 1940/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9180     
Epoch 1941/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9147     
Epoch 1942/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9167     
Epoch 1943/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9160     
Epoch 1944/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9160     
Epoch 1945/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9153     
Epoch 1946/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9160     
Epoch 1947/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9167     
Epoch 1948/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9153     
Epoch 1949/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9173     
Epoch 1950/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9167     
Epoch 1951/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9160     
Epoch 1952/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9180     
Epoch 1953/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9153     
Epoch 1954/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9147     
Epoch 1955/2000
1500/1500 [==============================] - 0s - loss: 0.0699 - binary_accuracy: 0.9173     
Epoch 1956/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9153     
Epoch 1957/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9173     
Epoch 1958/2000
1500/1500 [==============================] - 0s - loss: 0.0699 - binary_accuracy: 0.9160     
Epoch 1959/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9160     
Epoch 1960/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9167     
Epoch 1961/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9153     
Epoch 1962/2000
1500/1500 [==============================] - 0s - loss: 0.0699 - binary_accuracy: 0.9173     
Epoch 1963/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9173     
Epoch 1964/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9153     
Epoch 1965/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9160     
Epoch 1966/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9167     
Epoch 1967/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9167     
Epoch 1968/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9160     
Epoch 1969/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9167     
Epoch 1970/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9160     
Epoch 1971/2000
1500/1500 [==============================] - 0s - loss: 0.0699 - binary_accuracy: 0.9167     
Epoch 1972/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9160     
Epoch 1973/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9160     
Epoch 1974/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9147     
Epoch 1975/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9167     
Epoch 1976/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9173     
Epoch 1977/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9160     
Epoch 1978/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9153     
Epoch 1979/2000
1500/1500 [==============================] - 0s - loss: 0.0701 - binary_accuracy: 0.9173     
Epoch 1980/2000
1500/1500 [==============================] - 0s - loss: 0.0699 - binary_accuracy: 0.9147     
Epoch 1981/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9160     
Epoch 1982/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9153     
Epoch 1983/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9167     
Epoch 1984/2000
1500/1500 [==============================] - 0s - loss: 0.0698 - binary_accuracy: 0.9153     
Epoch 1985/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9147     
Epoch 1986/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9153     
Epoch 1987/2000
1500/1500 [==============================] - 0s - loss: 0.0699 - binary_accuracy: 0.9147     
Epoch 1988/2000
1500/1500 [==============================] - 0s - loss: 0.0699 - binary_accuracy: 0.9160     
Epoch 1989/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9160     
Epoch 1990/2000
1500/1500 [==============================] - 0s - loss: 0.0698 - binary_accuracy: 0.9153     
Epoch 1991/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9167     
Epoch 1992/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9153     
Epoch 1993/2000
1500/1500 [==============================] - 0s - loss: 0.0699 - binary_accuracy: 0.9147     
Epoch 1994/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9160     
Epoch 1995/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9160     
Epoch 1996/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9153     
Epoch 1997/2000
1500/1500 [==============================] - 0s - loss: 0.0699 - binary_accuracy: 0.9160     
Epoch 1998/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9147     
Epoch 1999/2000
1500/1500 [==============================] - 0s - loss: 0.0700 - binary_accuracy: 0.9153     
Epoch 2000/2000
1500/1500 [==============================] - 0s - loss: 0.0699 - binary_accuracy: 0.9173



In [178]:

    
print("\n ########## Tempo de Treinamento da Rede Feed-Forward ##########\n")
print ("\n\t ----- Computation time = " + str(t2 - t1) + "s -----")
print("\n ####################################################################\n")









    



 ########## Tempo de Treinamento da Rede Feed-Forward ##########


	 ----- Computation time = 249.7193069999994s -----

 ####################################################################



In [179]:

    
# Obtendo as métricas para exibir o Gráfico
metrics = history.history
metrics.keys()









    Out[179]:





dict_keys(['loss', 'binary_accuracy'])



In [180]:

    
plt.figure(figsize=(14,7))
plt.plot(metrics['binary_accuracy'])
plt.plot(metrics['loss'])
plt.title('Curvas de Treinamento')
plt.ylabel('accuracy')
plt.xlabel('epoch')
plt.legend(['Precisão', 'Função de Custo'], loc='upper left')
plt.show();

Modelo de Classificação ${TESTE}$



In [181]:

    
dataTest = pd.read_csv("am-T3-dados/credtest.txt", sep='\t',header=None)
dataTest.head()

Criando as matrizes ${P}$ e ${T}$



In [182]:

    
P = dataTest.iloc[:,:11].as_matrix()
Test = dataTest.iloc[:, 11:].as_matrix()

P.shape , Test.shape









    Out[182]:





((577, 11), (577, 1))



In [183]:

    
PTest = normalizaFeatures(P)
PTest









    Out[183]:





array([[-0.77125493,  3.69396032, -0.49166148, ..., -0.38533555,
        -0.46487844, -0.29246359],
       [ 0.63701752, -0.21689308, -0.13429618, ...,  0.13449421,
         0.37416707,  1.01944778],
       [ 3.4535624 , -0.21689308, -0.66292281, ...,  0.13449421,
        -0.58474208, -0.29246359],
       ..., 
       [-0.77125493,  5.64938702,  0.30755803, ..., -0.16255137,
        -0.46487844, -0.29246359],
       [ 0.63701752, -0.21689308, -0.37748727, ..., -0.60811973,
        -0.46487844, -0.29246359],
       [-0.77125493, -0.21689308, -0.14913883, ..., -0.90516531,
        -0.46487844, -0.29246359]])

Avaliação de Predição



In [184]:

    
PTest.shape , Test.shape









    Out[184]:





((577, 11), (577, 1))



In [185]:

    
PredicTest = model.predict(PTest).round()
print('Acurácia: ', accuracy_score(Test, PredicTest))









    



Acurácia:  0.882149046794

Matriz de Confusão



In [186]:

    
PredicTest.shape









    Out[186]:





(577, 1)



In [196]:

    
# Obtendo a Matriz Confusão
matrizConfusao = confusion_matrix(Test, PredicTest)
np.set_printoptions(precision=2)
matrizConfusao, Test.shape , PredicTest.shape

matrizConfusao.shape









    Out[196]:





(3, 3)



In [197]:

    
# Plot non-normalized confusion matrix
plt.figure(figsize=(14,7))
plot_confusion_matrix(matrizConfusao, classes=['Honrado', 'Caloteiro'])

# Plot normalized confusion matrix
plt.figure(figsize=(14,7))
plot_confusion_matrix(matrizConfusao, classes=['Honrado', 'Caloteiro'], normalize=True)
plt.show()









    



Matriz Confusão
[[284  22   0]
 [ 45 225   1]
 [  0   0   0]]
Matriz Confusão Normalizada
[[ 0.93  0.07  0.  ]
 [ 0.17  0.83  0.  ]
 [  nan   nan   nan]]






    



/anaconda/lib/python3.6/site-packages/ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in true_divide

Redes Convolucionais

Nesta parte, você irá treinar modelos de redes neurais artificiais para classificar imagens. Em particular, dada uma imagem, seus modelos deverão indicar se a imagem contém um gato ou não. São fornecidos os conjuntos de imagens para treinamento e para teste (arquivos train_catvnoncat.h5 e test_catvnoncat.h5). É também fornecido o código para a leitura dos arquivos correspondentes (veja listagem a seguir; veja também a seção de créditos no fim deste documento).



In [198]:

    
import numpy as np
import h5py



In [199]:

    
def load_dataset():
    train_dataset = h5py.File('am-T3-dados/train_catvnoncat.h5', "r")
    train_set_x_orig = np.array(train_dataset["train_set_x"][:])
    train_set_y_orig = np.array(train_dataset["train_set_y"][:])
    
    test_dataset = h5py.File('am-T3-dados/test_catvnoncat.h5', "r")
    test_set_x_orig = np.array(test_dataset["test_set_x"][:])
    test_set_y_orig = np.array(test_dataset["test_set_y"][:])
    
    classes = np.array(test_dataset["list_classes"][:])
    train_set_y_orig = train_set_y_orig.reshape((1, train_set_y_orig.shape[0]))
    test_set_y_orig = test_set_y_orig.reshape((1, test_set_y_orig.shape[0]))
    
    return train_set_x_orig, train_set_y_orig, test_set_x_orig, test_set_y_orig, classes

Após ler os conjuntos de dados, você deve treinar dois modelos utilizando o Keras, conforme descrito a seguir:

Uma rede completamente conectada de uma única camada oculta e com uma camada de saída de duas unidades com softmax.
Uma rede convolucional.

Em ambos os casos acima, você deverá selecionar os hiperparâmetros e arquitetura de rede. Procure se basear nos exemplos de código e nas arquiteturas de rede apresentadas em aula. Em seu relatório, apresente os detalhes acerca da definição de cada uma dessas redes, assim como o desempenho encontrado em cada um dos casos.



In [200]:

    
treino_X, treino_Y, teste_X, teste_Y, classes = load_dataset()



In [201]:

    
treino_X.shape, treino_Y.shape, teste_X.shape, teste_Y.shape, classes.shape









    Out[201]:





((209, 64, 64, 3), (1, 209), (50, 64, 64, 3), (1, 50), (2,))



In [210]:

    
# Identificando as imagens do Dataset
for idx in range(5):
    imagem = treino_X[idx]
    plt.imshow(imagem)
    print ("Amostra["+str(idx)+"]: "+classes[np.squeeze(treino_Y[:, idx])].decode("utf-8"))
    plt.show()









    



Amostra[0]: non-cat






    












    



Amostra[1]: non-cat






    












    



Amostra[2]: cat






    












    



Amostra[3]: non-cat






    












    



Amostra[4]: non-cat

Caso 1: Rede Completamente Conectada: `única camada oculta` e `saída com softmax`



In [211]:

    
flatten_x_train = treino_X.reshape((treino_X.shape[0], -1))
flatten_x_test = teste_X.reshape((teste_X.shape[0], -1))

# Convertendo os alvos em matriz com dimensão de número de classes
train_set_y = keras.utils.to_categorical(treino_Y, classes.size)
test_set_y = keras.utils.to_categorical(teste_Y, classes.size)

flatten_x_train.shape , flatten_x_test.shape , train_set_y.shape , test_set_y.shape









    Out[211]:





((209, 12288), (50, 12288), (209, 2), (50, 2))



In [212]:

    
RANDOM = keras.initializers.RandomNormal(seed = 656)
ADADELTA = keras.optimizers.Adadelta()
ERRO = keras.losses.categorical_crossentropy

model = Sequential()
model.add(Dense(3, input_shape=flatten_x_train.shape[1:], kernel_initializer=RANDOM, activation='relu'))
model.add(Dense(5, activation='sigmoid'))
model.add(Dense(2, activation='softmax'))

t1 = time.process_time()
model.compile(loss=ERRO, optimizer=ADADELTA, metrics=['binary_accuracy'])
history = model.fit(flatten_x_train, train_set_y, epochs=200, verbose=0) 
t2 = time.process_time()

score = model.evaluate(flatten_x_test, test_set_y, verbose=0)
print('Custo do Teste:', score[0])
print('Precisão do Teste:', score[1])









    



Custo do Teste: 0.846456818581
Precisão do Teste: 0.34



In [213]:

    
print("\n ########## Tempo de Treinamento da Rede Completamente Conectada (CatvsNocat) ##########\n")
print ("\n\t ----- Computation time = " + str(t2 - t1) + "s -----")
print("\n #######################################################################################\n")









    



 ########## Tempo de Treinamento da Rede Completamente Conectada (CatvsNocat) ##########


	 ----- Computation time = 10.947392999998556s -----

 #######################################################################################



In [214]:

    
# Obtendo as métricas para exibir o Gráfico
metrics = history.history
metrics.keys()









    Out[214]:





dict_keys(['loss', 'binary_accuracy'])



In [215]:

    
plt.figure(figsize=(14,7))
plt.plot(metrics['binary_accuracy'])
plt.plot(metrics['loss'])
plt.title('Curvas de Treinamento')
plt.ylabel('accuracy')
plt.xlabel('epoch')
plt.legend(['Precisão', 'Função de Custo'], loc='upper left')
plt.show();



In [216]:

    
PredicTest = model.predict(flatten_x_test).round()
print('Acurácia: ', accuracy_score(test_set_y, PredicTest))









    



Acurácia:  0.34

Caso 2: Rede Convolucional

Reutilização da Metologia utilizada no MNIST para o dataset CATVSNON-CAT



In [141]:

    
# Carregando o dataset
x_train , y_train , x_test , y_test, classes = load_dataset()

x_train.shape , y_train.shape , x_test.shape , y_test.shape , classes









    Out[141]:





((209, 64, 64, 3),
 (1, 209),
 (50, 64, 64, 3),
 (1, 50),
 array([b'non-cat', b'cat'], 
       dtype='|S7'))



In [142]:

    
#
NCLASS = classes.size   # Quantidade de Classes
DIMY = x_train.shape[1] # Dimensão X da Imagem
DIMX = x_train.shape[2] # Dimensão Y da Imagem

if K.image_data_format() == 'channels_first':
    x_train = x_train.reshape(x_train.shape[0], 3, DIMX, DIMY)
    x_test = x_test.reshape(x_test.shape[0], 3, DIMX, DIMY)
    input_shape = (3, DIMX, DIMY)
else:
    x_train = x_train.reshape(x_train.shape[0], DIMX, DIMY, 3)
    x_test = x_test.reshape(x_test.shape[0], DIMX, DIMY, 3)
    input_shape = (DIMX, DIMY, 3)
    
x_train = x_train.astype('float32')
x_test = x_test.astype('float32')
x_train /= 255
x_test /= 255
print('x_train shape:', x_train.shape)
print(x_train.shape[0], 'train samples')
print(x_test.shape[0], 'test samples')

# Converte os vetores alvo em matrizes de dimensão equivalente ao número de classes
y_train = keras.utils.to_categorical(y_train, NCLASS)
y_test = keras.utils.to_categorical(y_test, NCLASS)

x_train.shape , y_train.shape , x_test.shape , y_test.shape









    



x_train shape: (209, 64, 64, 3)
209 train samples
50 test samples






    Out[142]:





((209, 64, 64, 3), (209, 2), (50, 64, 64, 3), (50, 2))

Iniciando Treinamento



In [146]:

    
BTHSIZE = 64                                        # Definindo um valor de batch_size
CROSSENTROPY = keras.losses.categorical_crossentropy # Função de custo
ADADELTA = keras.optimizers.Adadelta()               # Função de minimização

model = Sequential()
model.add(Conv2D(32, kernel_size=(4, 4), activation='relu',input_shape=input_shape))
model.add(Conv2D(64, (4, 4), activation='relu'))
model.add(MaxPooling2D(pool_size=(2, 2)))
model.add(Dropout(0.25))
model.add(Flatten())
model.add(Dense(128, activation='relu'))
model.add(Dropout(0.5))
model.add(Dense(2, activation='softmax'))

t1 = time.process_time()
model.compile(loss=CROSSENTROPY, optimizer=ADADELTA, metrics=['accuracy'])
history = model.fit(x_train, y_train, batch_size=BTHSIZE, epochs=80, verbose=1, validation_data=(x_test, y_test))
t2 = time.process_time()

score = model.evaluate(x_test, y_test, verbose=0)
print('Custo do Teste:', score[0])
print('Precisão do Teste:', score[1])

print("\n ########## Tempo de Treinamento da Rede Convolucional (CatvsNocat) ##########\n")
print ("\n\t ----- Computation time = " + str(t2 - t1) + "s -----")
print("\n #######################################################################################\n")









    



Train on 209 samples, validate on 50 samples
Epoch 1/80
209/209 [==============================] - 4s - loss: 0.7577 - acc: 0.5789 - val_loss: 0.7462 - val_acc: 0.3400
Epoch 2/80
209/209 [==============================] - 3s - loss: 0.6185 - acc: 0.6507 - val_loss: 0.7748 - val_acc: 0.3400
Epoch 3/80
209/209 [==============================] - 3s - loss: 0.5790 - acc: 0.6651 - val_loss: 0.6604 - val_acc: 0.4200
Epoch 4/80
209/209 [==============================] - 3s - loss: 0.5400 - acc: 0.7321 - val_loss: 0.6198 - val_acc: 0.6000
Epoch 5/80
209/209 [==============================] - 3s - loss: 0.5816 - acc: 0.6890 - val_loss: 0.6468 - val_acc: 0.5000
Epoch 6/80
209/209 [==============================] - 3s - loss: 0.4950 - acc: 0.7512 - val_loss: 0.9131 - val_acc: 0.3400
Epoch 7/80
209/209 [==============================] - 3s - loss: 0.5661 - acc: 0.6268 - val_loss: 0.6473 - val_acc: 0.4800
Epoch 8/80
209/209 [==============================] - 3s - loss: 0.4549 - acc: 0.7560 - val_loss: 0.6620 - val_acc: 0.5400
Epoch 9/80
209/209 [==============================] - 3s - loss: 0.4091 - acc: 0.7847 - val_loss: 1.2469 - val_acc: 0.3400
Epoch 10/80
209/209 [==============================] - 3s - loss: 0.4651 - acc: 0.7560 - val_loss: 0.5158 - val_acc: 0.8200
Epoch 11/80
209/209 [==============================] - 3s - loss: 0.5567 - acc: 0.6746 - val_loss: 0.8342 - val_acc: 0.3400
Epoch 12/80
209/209 [==============================] - 3s - loss: 0.3956 - acc: 0.7895 - val_loss: 0.5115 - val_acc: 0.8800
Epoch 13/80
209/209 [==============================] - 4s - loss: 0.3518 - acc: 0.8660 - val_loss: 1.4162 - val_acc: 0.3400
Epoch 14/80
209/209 [==============================] - 4s - loss: 0.4479 - acc: 0.7416 - val_loss: 0.6025 - val_acc: 0.6800
Epoch 15/80
209/209 [==============================] - 4s - loss: 0.3332 - acc: 0.8660 - val_loss: 0.3814 - val_acc: 0.8600
Epoch 16/80
209/209 [==============================] - 4s - loss: 0.3700 - acc: 0.7990 - val_loss: 0.4205 - val_acc: 0.9400
Epoch 17/80
209/209 [==============================] - 4s - loss: 0.2892 - acc: 0.9282 - val_loss: 0.3799 - val_acc: 0.9400
Epoch 18/80
209/209 [==============================] - 4s - loss: 0.2831 - acc: 0.8900 - val_loss: 0.4214 - val_acc: 0.8200
Epoch 19/80
209/209 [==============================] - 4s - loss: 0.6286 - acc: 0.7703 - val_loss: 1.0829 - val_acc: 0.3400
Epoch 20/80
209/209 [==============================] - 3s - loss: 0.3659 - acc: 0.8421 - val_loss: 0.6733 - val_acc: 0.6000
Epoch 21/80
209/209 [==============================] - 3s - loss: 0.2865 - acc: 0.8852 - val_loss: 0.3429 - val_acc: 0.9400
Epoch 22/80
209/209 [==============================] - 3s - loss: 0.2542 - acc: 0.9091 - val_loss: 0.6406 - val_acc: 0.7000
Epoch 23/80
209/209 [==============================] - 3s - loss: 0.2237 - acc: 0.9139 - val_loss: 0.3822 - val_acc: 0.8200
Epoch 24/80
209/209 [==============================] - 3s - loss: 0.4290 - acc: 0.7943 - val_loss: 0.6677 - val_acc: 0.6200
Epoch 25/80
209/209 [==============================] - 3s - loss: 0.2198 - acc: 0.9522 - val_loss: 0.3825 - val_acc: 0.8800
Epoch 26/80
209/209 [==============================] - 3s - loss: 0.1711 - acc: 0.9665 - val_loss: 0.8144 - val_acc: 0.5400
Epoch 27/80
209/209 [==============================] - 3s - loss: 0.1963 - acc: 0.9330 - val_loss: 0.4790 - val_acc: 0.8000
Epoch 28/80
209/209 [==============================] - 3s - loss: 0.1767 - acc: 0.9330 - val_loss: 0.4509 - val_acc: 0.7800
Epoch 29/80
209/209 [==============================] - 3s - loss: 0.2187 - acc: 0.9043 - val_loss: 0.8545 - val_acc: 0.5800
Epoch 30/80
209/209 [==============================] - 3s - loss: 0.2280 - acc: 0.8900 - val_loss: 0.4324 - val_acc: 0.8200
Epoch 31/80
209/209 [==============================] - 3s - loss: 0.1138 - acc: 0.9856 - val_loss: 0.4470 - val_acc: 0.8400
Epoch 32/80
209/209 [==============================] - 3s - loss: 0.0961 - acc: 0.9809 - val_loss: 0.5286 - val_acc: 0.8000
Epoch 33/80
209/209 [==============================] - 3s - loss: 0.1266 - acc: 0.9665 - val_loss: 0.4757 - val_acc: 0.8800
Epoch 34/80
209/209 [==============================] - 3s - loss: 0.1347 - acc: 0.9761 - val_loss: 0.5845 - val_acc: 0.7800
Epoch 35/80
209/209 [==============================] - 3s - loss: 0.0815 - acc: 0.9904 - val_loss: 0.4055 - val_acc: 0.8800
Epoch 36/80
209/209 [==============================] - 3s - loss: 0.0659 - acc: 0.9952 - val_loss: 0.4330 - val_acc: 0.8800
Epoch 37/80
209/209 [==============================] - 3s - loss: 0.0532 - acc: 0.9952 - val_loss: 0.7794 - val_acc: 0.7400
Epoch 38/80
209/209 [==============================] - 3s - loss: 0.1128 - acc: 0.9665 - val_loss: 0.4017 - val_acc: 0.9000
Epoch 39/80
209/209 [==============================] - 3s - loss: 0.0455 - acc: 1.0000 - val_loss: 0.7341 - val_acc: 0.7800
Epoch 40/80
209/209 [==============================] - 3s - loss: 0.0350 - acc: 1.0000 - val_loss: 0.7489 - val_acc: 0.7600
Epoch 41/80
209/209 [==============================] - 3s - loss: 0.3799 - acc: 0.8373 - val_loss: 0.5017 - val_acc: 0.8200
Epoch 42/80
209/209 [==============================] - 3s - loss: 0.0794 - acc: 1.0000 - val_loss: 0.4584 - val_acc: 0.8200
Epoch 43/80
209/209 [==============================] - 3s - loss: 0.0566 - acc: 0.9904 - val_loss: 0.4740 - val_acc: 0.8200
Epoch 44/80
209/209 [==============================] - 3s - loss: 0.0412 - acc: 1.0000 - val_loss: 0.4378 - val_acc: 0.8600
Epoch 45/80
209/209 [==============================] - 3s - loss: 0.0361 - acc: 0.9952 - val_loss: 0.5970 - val_acc: 0.7800
Epoch 46/80
209/209 [==============================] - 3s - loss: 0.0301 - acc: 1.0000 - val_loss: 0.6201 - val_acc: 0.7800
Epoch 47/80
209/209 [==============================] - 3s - loss: 0.0347 - acc: 0.9952 - val_loss: 0.6131 - val_acc: 0.8000
Epoch 48/80
209/209 [==============================] - 3s - loss: 0.0367 - acc: 0.9952 - val_loss: 0.4509 - val_acc: 0.8600
Epoch 49/80
209/209 [==============================] - 3s - loss: 0.0256 - acc: 1.0000 - val_loss: 0.5600 - val_acc: 0.8200
Epoch 50/80
209/209 [==============================] - 3s - loss: 0.0236 - acc: 1.0000 - val_loss: 0.5676 - val_acc: 0.8400
Epoch 51/80
209/209 [==============================] - 3s - loss: 0.0176 - acc: 1.0000 - val_loss: 0.4613 - val_acc: 0.8600
Epoch 52/80
209/209 [==============================] - 3s - loss: 0.0237 - acc: 1.0000 - val_loss: 0.5891 - val_acc: 0.8200
Epoch 53/80
209/209 [==============================] - 3s - loss: 0.0140 - acc: 1.0000 - val_loss: 0.5225 - val_acc: 0.8600
Epoch 54/80
209/209 [==============================] - 3s - loss: 0.0122 - acc: 1.0000 - val_loss: 0.5587 - val_acc: 0.8800
Epoch 55/80
209/209 [==============================] - 3s - loss: 0.0134 - acc: 1.0000 - val_loss: 0.5213 - val_acc: 0.8200
Epoch 56/80
209/209 [==============================] - 3s - loss: 0.0313 - acc: 0.9952 - val_loss: 0.5680 - val_acc: 0.8800
Epoch 57/80
209/209 [==============================] - 3s - loss: 0.0109 - acc: 1.0000 - val_loss: 0.5698 - val_acc: 0.8800
Epoch 58/80
209/209 [==============================] - 3s - loss: 0.0099 - acc: 1.0000 - val_loss: 0.4884 - val_acc: 0.8800
Epoch 59/80
209/209 [==============================] - 3s - loss: 0.0254 - acc: 0.9952 - val_loss: 0.5625 - val_acc: 0.8400
Epoch 60/80
209/209 [==============================] - 3s - loss: 0.0092 - acc: 1.0000 - val_loss: 0.7118 - val_acc: 0.7800
Epoch 61/80
209/209 [==============================] - 3s - loss: 0.0096 - acc: 1.0000 - val_loss: 0.5022 - val_acc: 0.8600
Epoch 62/80
209/209 [==============================] - 3s - loss: 0.0094 - acc: 1.0000 - val_loss: 0.5719 - val_acc: 0.8600
Epoch 63/80
209/209 [==============================] - 3s - loss: 0.0070 - acc: 1.0000 - val_loss: 0.5503 - val_acc: 0.8800
Epoch 64/80
209/209 [==============================] - 3s - loss: 0.0064 - acc: 1.0000 - val_loss: 0.5227 - val_acc: 0.8600
Epoch 65/80
209/209 [==============================] - 4s - loss: 0.0095 - acc: 1.0000 - val_loss: 0.6060 - val_acc: 0.8600
Epoch 66/80
209/209 [==============================] - 4s - loss: 0.0068 - acc: 1.0000 - val_loss: 0.6708 - val_acc: 0.8400
Epoch 67/80
209/209 [==============================] - 3s - loss: 0.0089 - acc: 0.9952 - val_loss: 0.8469 - val_acc: 0.7800
Epoch 68/80
209/209 [==============================] - 3s - loss: 0.0095 - acc: 1.0000 - val_loss: 0.5504 - val_acc: 0.8600
Epoch 69/80
209/209 [==============================] - 3s - loss: 0.0078 - acc: 1.0000 - val_loss: 0.8137 - val_acc: 0.7800
Epoch 70/80
209/209 [==============================] - 3s - loss: 0.0061 - acc: 1.0000 - val_loss: 0.6778 - val_acc: 0.8600
Epoch 71/80
209/209 [==============================] - 3s - loss: 0.0053 - acc: 1.0000 - val_loss: 0.7447 - val_acc: 0.8000
Epoch 72/80
209/209 [==============================] - 3s - loss: 0.0040 - acc: 1.0000 - val_loss: 0.5760 - val_acc: 0.8600
Epoch 73/80
209/209 [==============================] - 3s - loss: 0.0055 - acc: 1.0000 - val_loss: 1.5056 - val_acc: 0.6600
Epoch 74/80
209/209 [==============================] - 3s - loss: 0.1073 - acc: 0.9426 - val_loss: 0.5223 - val_acc: 0.8600
Epoch 75/80
209/209 [==============================] - 4s - loss: 0.0126 - acc: 1.0000 - val_loss: 0.5692 - val_acc: 0.8400
Epoch 76/80
209/209 [==============================] - 4s - loss: 0.0083 - acc: 1.0000 - val_loss: 0.5514 - val_acc: 0.8400
Epoch 77/80
209/209 [==============================] - 3s - loss: 0.0073 - acc: 1.0000 - val_loss: 0.6046 - val_acc: 0.8400
Epoch 78/80
209/209 [==============================] - 3s - loss: 0.0062 - acc: 1.0000 - val_loss: 0.6417 - val_acc: 0.8600
Epoch 79/80
209/209 [==============================] - 3s - loss: 0.0048 - acc: 1.0000 - val_loss: 0.6284 - val_acc: 0.8600
Epoch 80/80
209/209 [==============================] - 3s - loss: 0.0042 - acc: 1.0000 - val_loss: 0.6469 - val_acc: 0.8600
Custo do Teste: 0.646850271225
Precisão do Teste: 0.860000002384

 ########## Tempo de Treinamento da Rede Convolucional (CatvsNocat) ##########


	 ----- Computation time = 1779.4386220000015s -----

 #######################################################################################



In [147]:

    
# Obtendo as métricas para exibir o Gráfico
metrics = history.history
metrics.keys()









    Out[147]:





dict_keys(['val_loss', 'val_acc', 'loss', 'acc'])



In [150]:

    
plt.figure(figsize=(14,7))
plt.plot(metrics['acc'])
plt.plot(metrics['val_acc'])
plt.title('Modelo de Acurácia')
plt.ylabel('acurácia')
plt.xlabel('Época')
plt.legend(['Treino', 'Teste'], loc='upper left')
plt.show();



In [151]:

    
plt.figure(figsize=(14,7))
plt.plot(metrics['loss'])
plt.plot(metrics['val_loss'])
plt.title('Modelo de Erro')
plt.ylabel('Erro')
plt.xlabel('Época')
plt.legend(['Treino', 'Teste'], loc='upper left')
plt.show();



In [ ]:

	0	2	3	4	5	6	7	8	9	11
0	1	360	0	313	9	52	0	25	48	1
1	0	350	1	468	10	65	0	33	6	1
2	0	1100	0	829	9	125	0	56	48	1
3	0	3000	0	552	12	76	1	31	60	1
4	1	1000	0	809	12	111	0	24	7	1

	0	1	2	3	4	5	6	8	9	10	11
0	0	2	500	1	618	10	85	36	6	0	0
1	1	0	813	0	552	4	119	43	48	119	1
2	3	0	350	0	488	12	66	43	0	0	1
3	1	0	1530	0	381	1	398	28	48	0	1
4	0	0	688	1	396	10	60	49	72	0	1

ALUNO: GUSTAVO ALEXANDRE SOUSA SANTOS

Redes Completamente Conectadas

Um Exemplo Introdutório

Declaração das Funcões utilizadas

Procedimento de criação do ${Modelo}$ ${de}$ ${Classificação}$:

Defina a matriz de padrões. Note que os padrões são organizados em colunas. Por exemplo, a matriz de padrões abaixo contém cinco padrões de entrada (cada um com quatro características), e o primeiro padrão armazenado na matriz P abaixo é (0.4046, 0.9974, 0.3764, 0.6043).

Defina a matriz de alvos. Os valores dessa matriz de alvos são os que a rede deve aprender para cada padrão. Note que a quantidade de colunas na matriz de alvos deve ser sempre igual à quantidade de colunas da matriz de padrões T = [0 1 0 1 1].

Crie uma rede neural artificial completamente conectada de uma única camada oculta, com 3 neurônios nessa camada oculta e 1 neurônio na camada de saída. Em ambas as camadas, a função de ativação deve ser a função sigmóide logística.

Realize a configuração da rede recém-criada, conforme instruções a seguir:

Treine a rede neural. Esse é o passo em que os pesos e os limiares da rede são ajustados. Esse passo deve ser realizado com a função fit da classe Model. Para chamar essa função, devemos passar a rede, a matriz de padrões e a matriz de alvos.

Criação de Modelo de Predição de Crédito

Modelo de Classificação ${TREINAMENTO}$

Criando as matrizes ${P}$ e ${T}$

Construção da Rede Neural ${feed-forward}$ with Neurons = 3 and Activation = sigmoid

Configuração da Rede Neural ${feed-forward}$ with Epochs = 2000

Construção da Rede Neural ${feed-forward}$ with Neurons = 11 and Activation = relu

Configuração da Rede Neural ${feed-forward}$ with Epochs = 2000

Modelo de Classificação ${TESTE}$

Criando as matrizes ${P}$ e ${T}$

Avaliação de Predição

Matriz de Confusão

Redes Convolucionais

Caso 1: Rede Completamente Conectada: única camada oculta e saída com softmax

Caso 2: Rede Convolucional

Reutilização da Metologia utilizada no MNIST para o dataset CATVSNON-CAT

Iniciando Treinamento

ALUNO: `GUSTAVO ALEXANDRE SOUSA SANTOS`

Crie uma rede neural artificial completamente conectada de uma única camada oculta, com 3 neurônios nessa camada oculta e 1 neurônio na camada de saída. Em ambas as camadas, a função de ativação deve ser a função `sigmóide logística`.

Construção da Rede Neural ${feed-forward}$ with `Neurons = 3` and `Activation = sigmoid`

Configuração da Rede Neural ${feed-forward}$ with `Epochs = 2000`

Construção da Rede Neural ${feed-forward}$ with `Neurons = 11` and `Activation = relu`

Configuração da Rede Neural ${feed-forward}$ with `Epochs = 2000`

Caso 1: Rede Completamente Conectada: `única camada oculta` e `saída com softmax`