diff --git a/model_2.html b/model_2.html new file mode 100644 index 0000000..4028747 --- /dev/null +++ b/model_2.html @@ -0,0 +1,17629 @@ + + + + +model_2 + + + + + + + + + + + + + + + + + + + + + + + +
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In [595]:
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import numpy as np
+import pandas as pd
+import matplotlib.pyplot as plt
+from sklearn.metrics import roc_curve, roc_auc_score, classification_report, accuracy_score
+
+from tensorflow.keras.models import Sequential
+from tensorflow.keras.layers import Dense, Dropout, LSTM, BatchNormalization
+from tensorflow.keras.callbacks import TensorBoard
+from tensorflow.keras.callbacks import ModelCheckpoint
+from tensorflow.keras import optimizers
+
+from tensorflow import keras
+from tensorflow.keras import layers
+from kerastuner.tuners import RandomSearch
+
+import time
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+ +
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In [596]:
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df = pd.read_csv("AAPL.csv")
+df['Date'] = df['Date'].to_numpy()
+df = df.set_index(pd.DatetimeIndex(df['Date']))
+df["adj close"] = df.Close
+df.drop(['Close'], 1, inplace=True)
+df.drop(['Date'], 1, inplace=True)
+df.drop(['Adj Close'], 1, inplace=True)
+
+idx = pd.isnull(df).any(1).nonzero()[0][0]
+df = df.drop(df.index[idx])
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+df.tail()
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/Users/vegen/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: Series.nonzero() is deprecated and will be removed in a future version.Use Series.to_numpy().nonzero() instead
+  if __name__ == '__main__':
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OpenHighLowVolumeadj close
Date
2019-11-20265.540009266.079987260.39999426558600.0263.190002
2019-11-21263.690002264.010010261.17999330348800.0262.010010
2019-11-22262.589996263.179993260.83999616331300.0261.779999
2019-11-25262.709991266.440002262.51998921005100.0266.369995
2019-11-26266.940002267.160004262.50000026301900.0264.290009
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In [673]:
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plt.figure(figsize=(15, 10))
+plt.plot(np.array(df['adj close'][df.index > '2016-11-01']), label = "Apple Inc. Closing Price")
+plt.legend(loc="upper right")
+plt.xlabel("Days after 2016-11-01", size=20)
+plt.ylabel("$ Amount of Adj. Close AAPL Price ", size=20)
+plt.savefig("Figure_1.png")
+plt.show()
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In [598]:
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def normalize_data(df):
+    min_max_scaler = MinMaxScaler()
+    df['Open'] = min_max_scaler.fit_transform(df.Open.values.reshape(-1,1))
+    df['High'] = min_max_scaler.fit_transform(df.High.values.reshape(-1,1))
+    df['Low'] = min_max_scaler.fit_transform(df.Low.values.reshape(-1,1))
+    df['Volume'] = min_max_scaler.fit_transform(df.Volume.values.reshape(-1,1))
+    df['adj close'] = min_max_scaler.fit_transform(df['adj close'].values.reshape(-1,1))
+    return df
+df = normalize_data(df)
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+ +
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In [599]:
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def load_data(stock, seq_len):
+    amount_of_features = len(stock.columns) # 5
+    data = stock.values
+    sequence_length = seq_len + 1 # index starting from 0
+    result = []
+    
+    for index in range(len(data) - sequence_length): # maxmimum date = lastest date - sequence length
+        result.append(data[index: index + sequence_length]) # index : index + 22days
+    
+    result = np.array(result)
+    row = round(0.9 * result.shape[0]) # 90% split
+    train = result[:int(row), :] # 90% date, all features 
+    
+    x_train = train[:, :-1] 
+    y_train = train[:, -1][:,-1]
+    
+    x_test = result[int(row):, :-1] 
+    y_test = result[int(row):, -1][:,-1]
+
+    x_train = np.reshape(x_train, (x_train.shape[0], x_train.shape[1], amount_of_features))
+    x_test = np.reshape(x_test, (x_test.shape[0], x_test.shape[1], amount_of_features))  
+
+    return [x_train, y_train, x_test, y_test]
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In [600]:
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window = 22
+X_train, y_train, X_test, y_test = load_data(df, window)
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In [601]:
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import tensorflow as tf
+from tensorflow.keras import datasets, layers, models
+
+from tensorflow import keras
+from tensorflow.keras import layers
+from kerastuner.tuners import RandomSearch
+
+def build_model(hp):
+    d = 0.3
+    model = keras.Sequential()
+    model.add(layers.LSTM(units=hp.Int('units',
+                                        min_value=32,
+                                        max_value=512,
+                                        step=32),
+                          input_shape=(22, 5), 
+                          return_sequences=True,
+                          name = "LSTM_1"))
+    model.add(layers.Dropout(d))
+    model.add(layers.LSTM(units=hp.Int('units',
+                                        min_value=32,
+                                        max_value=512,
+                                        step=32),
+                          input_shape=(22, 5), 
+                          return_sequences=False,
+                          name = "LSTM_2"))
+    model.add(layers.Dropout(d))
+    
+    model.add(layers.Flatten())
+    
+    model.add(layers.Dense(32, kernel_initializer="uniform", activation='relu', name = "Dense_1"))
+    model.add(layers.Dense(1,kernel_initializer="uniform",activation='linear', name = "Dense_2"))
+    start = time.time()
+    model.compile(
+        optimizer=keras.optimizers.Adam(
+            hp.Choice('learning_rate',
+                      values=[1e-2, 1e-3, 1e-4])),
+        loss='mse',
+        metrics=['mse', 'mape', 'mae'])
+    print("Compilation Time : ", time.time() - start)
+    return model
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+ +
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+ +
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In [715]:
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+
+
def build_model_gs(learning_rate, units, layers):
+    d = 0.3
+    model = Sequential()
+    
+    model.add(LSTM(units, input_shape=(layers[1], layers[0]), return_sequences=True, name="LSTM_1"))
+    model.add(Dropout(d))
+        
+    model.add(LSTM(units, input_shape=(layers[1], layers[0]), return_sequences=False, name="LSTM_2"))
+    model.add(Dropout(d))
+        
+    model.add(Dense(32,kernel_initializer="uniform",activation='relu', name="Dense_1"))        
+    model.add(Dense(1,kernel_initializer="uniform",activation='linear', name="Dense_2"))
+    start = time.time()    
+    
+    model.compile(optimizer=keras.optimizers.Adam(learning_rate), loss='mse', metrics=['mse', 'mape', 'mae'])
+    
+    print("Compilation Time : ", time.time() - start)
+    return model
+
+ +
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+ +
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In [716]:
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+
# Defining the grid for grid search tuning
+
+learning_rate_ = [1e-2, 1e-3, 1e-4]
+units_ = np.arange(32, 544, 32)
+
+grid_ = np.zeros((len(learning_rate_), len(units_), 2))
+for i in range(len(learning_rate_)):
+    for j in range(len(units_)):
+        grid_[i, j] = [learning_rate_[i], units_[j]]
+
+ +
+
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+ +
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In [717]:
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+
%%time
+grid_search_results = {'Validation Loss':[], 'Learning Rate': [], 'Units': []}
+
+
+for i in range(3):
+    for j in range(16):
+        lr_ = grid_[i][j][0]
+        num_units = int(grid_[i][j][1])
+        model_grid_search = build_model_gs(learning_rate= lr_, units = num_units, layers = [5, 22, 1])
+        GS_model = model_grid_search.fit(X_train,y_train,batch_size=512,epochs=10,validation_data = (X_test, y_test),verbose=1)
+        last_epoch_val_loss = GS_model.history['val_loss'][-1]
+        grid_search_results['Validation Loss'].append(last_epoch_val_loss)
+        grid_search_results['Learning Rate'].append(lr_)
+        grid_search_results['Units'].append(num_units)
+        print("Validation Loss (MSE) from Last Epoch: " + str(last_epoch_val_loss) + '; Learning Rate:' + str(lr_) +
+              '; Number of Units in each LSTM Layer: ' + str(num_units))
+
+ +
+
+
+ +
+
+ + +
+ +
+ + +
+
Compilation Time :  0.06173300743103027
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 48s - loss: 0.0172 - mse: 0.0172 - mape: 100.2319 - mae: 0.060 - ETA: 23s - loss: 0.0156 - mse: 0.0156 - mape: 338.4128 - mae: 0.060 - ETA: 15s - loss: 0.0141 - mse: 0.0141 - mape: 910.3698 - mae: 0.064 - ETA: 10s - loss: 0.0136 - mse: 0.0136 - mape: 1769.2910 - mae: 0.07 - ETA: 8s - loss: 0.0121 - mse: 0.0121 - mape: 25786.9512 - mae: 0.07 - ETA: 6s - loss: 0.0112 - mse: 0.0112 - mape: 21702.1504 - mae: 0.06 - ETA: 5s - loss: 0.0102 - mse: 0.0102 - mape: 18741.6738 - mae: 0.06 - ETA: 4s - loss: 0.0090 - mse: 0.0090 - mape: 16518.2168 - mae: 0.05 - ETA: 3s - loss: 0.0085 - mse: 0.0085 - mape: 14773.9199 - mae: 0.05 - ETA: 2s - loss: 0.0079 - mse: 0.0079 - mape: 13344.8096 - mae: 0.05 - ETA: 2s - loss: 0.0073 - mse: 0.0073 - mape: 12144.5586 - mae: 0.05 - ETA: 1s - loss: 0.0069 - mse: 0.0069 - mape: 11155.6055 - mae: 0.04 - ETA: 1s - loss: 0.0066 - mse: 0.0066 - mape: 10317.2852 - mae: 0.04 - ETA: 0s - loss: 0.0062 - mse: 0.0062 - mape: 9592.2100 - mae: 0.0461 - ETA: 0s - loss: 0.0059 - mse: 0.0059 - mape: 8979.9199 - mae: 0.044 - ETA: 0s - loss: 0.0056 - mse: 0.0056 - mape: 8457.8350 - mae: 0.042 - ETA: 0s - loss: 0.0054 - mse: 0.0054 - mape: 8005.9541 - mae: 0.041 - 5s 579us/sample - loss: 0.0053 - mse: 0.0053 - mape: 7921.4619 - mae: 0.0417 - val_loss: 0.0724 - val_mse: 0.0724 - val_mape: 32.7886 - val_mae: 0.2236
+Epoch 2/10
+8820/8820 [==============================] - ETA: 1s - loss: 0.0013 - mse: 0.0013 - mape: 564.0065 - mae: 0.02 - ETA: 1s - loss: 0.0012 - mse: 0.0012 - mape: 475.9766 - mae: 0.02 - ETA: 1s - loss: 0.0012 - mse: 0.0012 - mape: 399.3981 - mae: 0.01 - ETA: 1s - loss: 0.0013 - mse: 0.0013 - mape: 353.5730 - mae: 0.01 - ETA: 0s - loss: 0.0013 - mse: 0.0013 - mape: 320.8875 - mae: 0.01 - ETA: 0s - loss: 0.0012 - mse: 0.0012 - mape: 295.3633 - mae: 0.01 - ETA: 0s - loss: 0.0011 - mse: 0.0011 - mape: 279.7522 - mae: 0.01 - ETA: 0s - loss: 0.0011 - mse: 0.0011 - mape: 3105.0464 - mae: 0.017 - ETA: 0s - loss: 0.0011 - mse: 0.0011 - mape: 2812.6265 - mae: 0.017 - ETA: 0s - loss: 0.0010 - mse: 0.0010 - mape: 2570.9341 - mae: 0.017 - ETA: 0s - loss: 9.4228e-04 - mse: 9.4228e-04 - mape: 2375.4365 - mae: 0.016 - ETA: 0s - loss: 8.8803e-04 - mse: 8.8803e-04 - mape: 2202.5754 - mae: 0.016 - ETA: 0s - loss: 8.5445e-04 - mse: 8.5445e-04 - mape: 2048.7026 - mae: 0.015 - ETA: 0s - loss: 8.3030e-04 - mse: 8.3030e-04 - mape: 1922.3152 - mae: 0.015 - ETA: 0s - loss: 8.0156e-04 - mse: 8.0156e-04 - mape: 1816.2466 - mae: 0.015 - ETA: 0s - loss: 7.7100e-04 - mse: 7.7100e-04 - mape: 1719.3754 - mae: 0.015 - ETA: 0s - loss: 7.5174e-04 - mse: 7.5174e-04 - mape: 1633.2146 - mae: 0.014 - 1s 165us/sample - loss: 7.4624e-04 - mse: 7.4624e-04 - mape: 1614.3890 - mae: 0.0149 - val_loss: 0.0274 - val_mse: 0.0274 - val_mape: 19.5621 - val_mae: 0.1335
+Epoch 3/10
+8820/8820 [==============================] - ETA: 1s - loss: 3.1342e-04 - mse: 3.1342e-04 - mape: 207.0669 - mae: 0.01 - ETA: 1s - loss: 3.6042e-04 - mse: 3.6042e-04 - mape: 207.3667 - mae: 0.01 - ETA: 1s - loss: 3.8130e-04 - mse: 3.8130e-04 - mape: 207.9858 - mae: 0.01 - ETA: 1s - loss: 3.8288e-04 - mse: 3.8288e-04 - mape: 224.2318 - mae: 0.01 - ETA: 0s - loss: 3.6380e-04 - mse: 3.6380e-04 - mape: 249.3607 - mae: 0.01 - ETA: 0s - loss: 3.6217e-04 - mse: 3.6217e-04 - mape: 230.2131 - mae: 0.01 - ETA: 0s - loss: 3.8013e-04 - mse: 3.8013e-04 - mape: 225.2381 - mae: 0.01 - ETA: 0s - loss: 3.7701e-04 - mse: 3.7701e-04 - mape: 476.1969 - mae: 0.01 - ETA: 0s - loss: 3.8791e-04 - mse: 3.8791e-04 - mape: 446.5044 - mae: 0.01 - ETA: 0s - loss: 3.8766e-04 - mse: 3.8766e-04 - mape: 424.8513 - mae: 0.01 - ETA: 0s - loss: 3.8273e-04 - mse: 3.8273e-04 - mape: 399.7763 - mae: 0.01 - ETA: 0s - loss: 3.7757e-04 - mse: 3.7757e-04 - mape: 381.8889 - mae: 0.01 - ETA: 0s - loss: 3.7761e-04 - mse: 3.7761e-04 - mape: 373.7038 - mae: 0.01 - ETA: 0s - loss: 3.7420e-04 - mse: 3.7420e-04 - mape: 359.9039 - mae: 0.01 - ETA: 0s - loss: 3.6941e-04 - mse: 3.6941e-04 - mape: 352.8294 - mae: 0.01 - ETA: 0s - loss: 3.6156e-04 - mse: 3.6156e-04 - mape: 344.3687 - mae: 0.01 - ETA: 0s - loss: 3.5251e-04 - mse: 3.5251e-04 - mape: 336.9388 - mae: 0.01 - 1s 167us/sample - loss: 3.5067e-04 - mse: 3.5067e-04 - mape: 335.5670 - mae: 0.0102 - val_loss: 0.0231 - val_mse: 0.0231 - val_mape: 18.5655 - val_mae: 0.1250
+Epoch 4/10
+8820/8820 [==============================] - ETA: 1s - loss: 3.6499e-04 - mse: 3.6499e-04 - mape: 201.7632 - mae: 0.00 - ETA: 1s - loss: 3.1520e-04 - mse: 3.1520e-04 - mape: 8456.5566 - mae: 0.009 - ETA: 1s - loss: 3.1852e-04 - mse: 3.1852e-04 - mape: 5703.1274 - mae: 0.009 - ETA: 1s - loss: 3.0708e-04 - mse: 3.0708e-04 - mape: 4318.7090 - mae: 0.009 - ETA: 1s - loss: 2.9347e-04 - mse: 2.9347e-04 - mape: 3487.2258 - mae: 0.009 - ETA: 1s - loss: 2.8493e-04 - mse: 2.8493e-04 - mape: 2954.8958 - mae: 0.009 - ETA: 0s - loss: 2.7105e-04 - mse: 2.7105e-04 - mape: 2566.3149 - mae: 0.008 - ETA: 0s - loss: 2.7927e-04 - mse: 2.7927e-04 - mape: 2265.4822 - mae: 0.008 - ETA: 0s - loss: 2.7922e-04 - mse: 2.7922e-04 - mape: 2033.2137 - mae: 0.008 - ETA: 0s - loss: 2.7889e-04 - mse: 2.7889e-04 - mape: 1846.6793 - mae: 0.009 - ETA: 0s - loss: 2.7639e-04 - mse: 2.7639e-04 - mape: 1691.0731 - mae: 0.008 - ETA: 0s - loss: 2.7131e-04 - mse: 2.7131e-04 - mape: 1564.9771 - mae: 0.008 - ETA: 0s - loss: 2.6547e-04 - mse: 2.6547e-04 - mape: 1457.5626 - mae: 0.008 - ETA: 0s - loss: 2.6393e-04 - mse: 2.6393e-04 - mape: 1366.2125 - mae: 0.008 - ETA: 0s - loss: 2.5653e-04 - mse: 2.5653e-04 - mape: 1286.6941 - mae: 0.008 - ETA: 0s - loss: 2.5052e-04 - mse: 2.5052e-04 - mape: 1217.0023 - mae: 0.008 - ETA: 0s - loss: 2.4676e-04 - mse: 2.4676e-04 - mape: 1154.9869 - mae: 0.008 - 2s 178us/sample - loss: 2.4613e-04 - mse: 2.4613e-04 - mape: 1142.1382 - mae: 0.0085 - val_loss: 0.0146 - val_mse: 0.0146 - val_mape: 12.3575 - val_mae: 0.0882
+Epoch 5/10
+8820/8820 [==============================] - ETA: 1s - loss: 2.0195e-04 - mse: 2.0195e-04 - mape: 148.2417 - mae: 0.00 - ETA: 1s - loss: 2.4721e-04 - mse: 2.4721e-04 - mape: 150.0030 - mae: 0.00 - ETA: 1s - loss: 2.4947e-04 - mse: 2.4947e-04 - mape: 142.2065 - mae: 0.00 - ETA: 1s - loss: 2.2900e-04 - mse: 2.2900e-04 - mape: 147.9850 - mae: 0.00 - ETA: 0s - loss: 2.2244e-04 - mse: 2.2244e-04 - mape: 153.1353 - mae: 0.00 - ETA: 0s - loss: 2.2203e-04 - mse: 2.2203e-04 - mape: 163.9902 - mae: 0.00 - ETA: 0s - loss: 2.1954e-04 - mse: 2.1954e-04 - mape: 164.2735 - mae: 0.00 - ETA: 0s - loss: 2.1906e-04 - mse: 2.1906e-04 - mape: 160.8643 - mae: 0.00 - ETA: 0s - loss: 2.1425e-04 - mse: 2.1425e-04 - mape: 160.5784 - mae: 0.00 - ETA: 0s - loss: 2.1774e-04 - mse: 2.1774e-04 - mape: 161.2267 - mae: 0.00 - ETA: 0s - loss: 2.1794e-04 - mse: 2.1794e-04 - mape: 170.9902 - mae: 0.00 - ETA: 0s - loss: 2.1983e-04 - mse: 2.1983e-04 - mape: 175.7237 - mae: 0.00 - ETA: 0s - loss: 2.1428e-04 - mse: 2.1428e-04 - mape: 175.5767 - mae: 0.00 - ETA: 0s - loss: 2.1785e-04 - mse: 2.1785e-04 - mape: 173.0796 - mae: 0.00 - ETA: 0s - loss: 2.1305e-04 - mse: 2.1305e-04 - mape: 278.2735 - mae: 0.00 - ETA: 0s - loss: 2.1231e-04 - mse: 2.1231e-04 - mape: 272.9500 - mae: 0.00 - ETA: 0s - loss: 2.1118e-04 - mse: 2.1118e-04 - mape: 267.2098 - mae: 0.00 - 1s 163us/sample - loss: 2.1129e-04 - mse: 2.1129e-04 - mape: 265.5178 - mae: 0.0079 - val_loss: 0.0158 - val_mse: 0.0158 - val_mape: 13.0384 - val_mae: 0.0927
+Epoch 6/10
+8820/8820 [==============================] - ETA: 1s - loss: 1.5895e-04 - mse: 1.5895e-04 - mape: 196.8056 - mae: 0.00 - ETA: 1s - loss: 1.8868e-04 - mse: 1.8868e-04 - mape: 184.2760 - mae: 0.00 - ETA: 1s - loss: 1.9503e-04 - mse: 1.9503e-04 - mape: 175.2207 - mae: 0.00 - ETA: 1s - loss: 1.8957e-04 - mse: 1.8957e-04 - mape: 2513.3328 - mae: 0.007 - ETA: 1s - loss: 1.8241e-04 - mse: 1.8241e-04 - mape: 2036.0764 - mae: 0.007 - ETA: 0s - loss: 1.8544e-04 - mse: 1.8544e-04 - mape: 1720.1733 - mae: 0.007 - ETA: 0s - loss: 1.9800e-04 - mse: 1.9800e-04 - mape: 1496.3868 - mae: 0.007 - ETA: 0s - loss: 1.9941e-04 - mse: 1.9941e-04 - mape: 1332.9294 - mae: 0.007 - ETA: 0s - loss: 2.1039e-04 - mse: 2.1039e-04 - mape: 1207.7788 - mae: 0.007 - ETA: 0s - loss: 2.1502e-04 - mse: 2.1502e-04 - mape: 1105.6263 - mae: 0.007 - ETA: 0s - loss: 2.1741e-04 - mse: 2.1741e-04 - mape: 1020.5273 - mae: 0.007 - ETA: 0s - loss: 2.1711e-04 - mse: 2.1711e-04 - mape: 950.6811 - mae: 0.007 - ETA: 0s - loss: 2.1658e-04 - mse: 2.1658e-04 - mape: 887.7836 - mae: 0.00 - ETA: 0s - loss: 2.1115e-04 - mse: 2.1115e-04 - mape: 835.0441 - mae: 0.00 - ETA: 0s - loss: 2.1223e-04 - mse: 2.1223e-04 - mape: 789.2838 - mae: 0.00 - ETA: 0s - loss: 2.1372e-04 - mse: 2.1372e-04 - mape: 747.5416 - mae: 0.00 - ETA: 0s - loss: 2.1149e-04 - mse: 2.1149e-04 - mape: 713.6029 - mae: 0.00 - 1s 162us/sample - loss: 2.1133e-04 - mse: 2.1133e-04 - mape: 706.2488 - mae: 0.0077 - val_loss: 0.0157 - val_mse: 0.0157 - val_mape: 13.4157 - val_mae: 0.0942
+Epoch 7/10
+8820/8820 [==============================] - ETA: 1s - loss: 2.0541e-04 - mse: 2.0541e-04 - mape: 163.4969 - mae: 0.00 - ETA: 1s - loss: 1.9052e-04 - mse: 1.9052e-04 - mape: 8547.9961 - mae: 0.007 - ETA: 1s - loss: 1.9564e-04 - mse: 1.9564e-04 - mape: 5767.2388 - mae: 0.007 - ETA: 1s - loss: 1.8908e-04 - mse: 1.8908e-04 - mape: 4365.5864 - mae: 0.007 - ETA: 0s - loss: 1.9460e-04 - mse: 1.9460e-04 - mape: 3518.1907 - mae: 0.007 - ETA: 0s - loss: 2.0206e-04 - mse: 2.0206e-04 - mape: 2957.4656 - mae: 0.007 - ETA: 0s - loss: 2.0281e-04 - mse: 2.0281e-04 - mape: 2566.3696 - mae: 0.007 - ETA: 0s - loss: 2.1483e-04 - mse: 2.1483e-04 - mape: 2272.9355 - mae: 0.007 - ETA: 0s - loss: 2.1296e-04 - mse: 2.1296e-04 - mape: 2037.1660 - mae: 0.007 - ETA: 0s - loss: 2.0953e-04 - mse: 2.0953e-04 - mape: 1849.2461 - mae: 0.007 - ETA: 0s - loss: 2.1347e-04 - mse: 2.1347e-04 - mape: 1700.4005 - mae: 0.007 - ETA: 0s - loss: 2.1225e-04 - mse: 2.1225e-04 - mape: 1571.4819 - mae: 0.007 - ETA: 0s - loss: 2.0923e-04 - mse: 2.0923e-04 - mape: 1467.3231 - mae: 0.007 - ETA: 0s - loss: 2.1522e-04 - mse: 2.1522e-04 - mape: 1372.2170 - mae: 0.007 - ETA: 0s - loss: 2.1494e-04 - mse: 2.1494e-04 - mape: 1290.8828 - mae: 0.007 - ETA: 0s - loss: 2.1572e-04 - mse: 2.1572e-04 - mape: 1218.0929 - mae: 0.007 - ETA: 0s - loss: 2.1204e-04 - mse: 2.1204e-04 - mape: 1153.9506 - mae: 0.007 - 1s 170us/sample - loss: 2.1073e-04 - mse: 2.1073e-04 - mape: 1141.9995 - mae: 0.0078 - val_loss: 0.0176 - val_mse: 0.0176 - val_mape: 15.1491 - val_mae: 0.1042
+Epoch 8/10
+8820/8820 [==============================] - ETA: 1s - loss: 1.9361e-04 - mse: 1.9361e-04 - mape: 264.2169 - mae: 0.00 - ETA: 1s - loss: 2.3166e-04 - mse: 2.3166e-04 - mape: 234.1611 - mae: 0.00 - ETA: 1s - loss: 2.3257e-04 - mse: 2.3257e-04 - mape: 203.1907 - mae: 0.00 - ETA: 1s - loss: 2.1663e-04 - mse: 2.1663e-04 - mape: 187.5408 - mae: 0.00 - ETA: 1s - loss: 2.4991e-04 - mse: 2.4991e-04 - mape: 2083.8997 - mae: 0.008 - ETA: 0s - loss: 2.4352e-04 - mse: 2.4352e-04 - mape: 1757.9155 - mae: 0.008 - ETA: 0s - loss: 2.2988e-04 - mse: 2.2988e-04 - mape: 1532.5779 - mae: 0.008 - ETA: 0s - loss: 2.3789e-04 - mse: 2.3789e-04 - mape: 1366.7648 - mae: 0.008 - ETA: 0s - loss: 2.4272e-04 - mse: 2.4272e-04 - mape: 1238.8976 - mae: 0.008 - ETA: 0s - loss: 2.4259e-04 - mse: 2.4259e-04 - mape: 1129.6326 - mae: 0.008 - ETA: 0s - loss: 2.4095e-04 - mse: 2.4095e-04 - mape: 1038.8674 - mae: 0.008 - ETA: 0s - loss: 2.4842e-04 - mse: 2.4842e-04 - mape: 964.5691 - mae: 0.008 - ETA: 0s - loss: 2.4407e-04 - mse: 2.4407e-04 - mape: 905.3969 - mae: 0.00 - ETA: 0s - loss: 2.3999e-04 - mse: 2.3999e-04 - mape: 858.2872 - mae: 0.00 - ETA: 0s - loss: 2.4022e-04 - mse: 2.4022e-04 - mape: 811.0524 - mae: 0.00 - ETA: 0s - loss: 2.4222e-04 - mse: 2.4222e-04 - mape: 771.9808 - mae: 0.00 - ETA: 0s - loss: 2.4141e-04 - mse: 2.4141e-04 - mape: 735.0843 - mae: 0.00 - 2s 175us/sample - loss: 2.4081e-04 - mse: 2.4081e-04 - mape: 727.4084 - mae: 0.0083 - val_loss: 0.0105 - val_mse: 0.0105 - val_mape: 10.5153 - val_mae: 0.0724
+Epoch 9/10
+8820/8820 [==============================] - ETA: 1s - loss: 1.9746e-04 - mse: 1.9746e-04 - mape: 194.6689 - mae: 0.00 - ETA: 1s - loss: 1.8840e-04 - mse: 1.8840e-04 - mape: 200.4611 - mae: 0.00 - ETA: 1s - loss: 1.9393e-04 - mse: 1.9393e-04 - mape: 185.5222 - mae: 0.00 - ETA: 1s - loss: 2.1768e-04 - mse: 2.1768e-04 - mape: 176.2843 - mae: 0.00 - ETA: 0s - loss: 2.0739e-04 - mse: 2.0739e-04 - mape: 172.2950 - mae: 0.00 - ETA: 0s - loss: 2.0047e-04 - mse: 2.0047e-04 - mape: 174.7749 - mae: 0.00 - ETA: 0s - loss: 2.0518e-04 - mse: 2.0518e-04 - mape: 172.6271 - mae: 0.00 - ETA: 0s - loss: 1.9755e-04 - mse: 1.9755e-04 - mape: 168.7060 - mae: 0.00 - ETA: 0s - loss: 1.9365e-04 - mse: 1.9365e-04 - mape: 167.7103 - mae: 0.00 - ETA: 0s - loss: 1.9182e-04 - mse: 1.9182e-04 - mape: 168.9578 - mae: 0.00 - ETA: 0s - loss: 1.9460e-04 - mse: 1.9460e-04 - mape: 167.6274 - mae: 0.00 - ETA: 0s - loss: 1.8991e-04 - mse: 1.8991e-04 - mape: 163.9417 - mae: 0.00 - ETA: 0s - loss: 1.8882e-04 - mse: 1.8882e-04 - mape: 162.4572 - mae: 0.00 - ETA: 0s - loss: 1.8674e-04 - mse: 1.8674e-04 - mape: 1296.3571 - mae: 0.007 - ETA: 0s - loss: 1.8367e-04 - mse: 1.8367e-04 - mape: 1217.2976 - mae: 0.007 - ETA: 0s - loss: 1.8249e-04 - mse: 1.8249e-04 - mape: 1152.6179 - mae: 0.007 - ETA: 0s - loss: 1.8267e-04 - mse: 1.8267e-04 - mape: 1092.2424 - mae: 0.007 - 1s 155us/sample - loss: 1.8281e-04 - mse: 1.8281e-04 - mape: 1079.6892 - mae: 0.0074 - val_loss: 0.0153 - val_mse: 0.0153 - val_mape: 13.7824 - val_mae: 0.0955
+Epoch 10/10
+8820/8820 [==============================] - ETA: 1s - loss: 1.2424e-04 - mse: 1.2424e-04 - mape: 161.0862 - mae: 0.00 - ETA: 1s - loss: 1.2794e-04 - mse: 1.2794e-04 - mape: 163.1981 - mae: 0.00 - ETA: 1s - loss: 1.4304e-04 - mse: 1.4304e-04 - mape: 154.2537 - mae: 0.00 - ETA: 1s - loss: 1.5792e-04 - mse: 1.5792e-04 - mape: 148.8570 - mae: 0.00 - ETA: 0s - loss: 1.8022e-04 - mse: 1.8022e-04 - mape: 153.5918 - mae: 0.00 - ETA: 0s - loss: 1.7585e-04 - mse: 1.7585e-04 - mape: 158.6399 - mae: 0.00 - ETA: 0s - loss: 1.7401e-04 - mse: 1.7401e-04 - mape: 168.8381 - mae: 0.00 - ETA: 0s - loss: 1.6915e-04 - mse: 1.6915e-04 - mape: 166.6053 - mae: 0.00 - ETA: 0s - loss: 1.6684e-04 - mse: 1.6684e-04 - mape: 166.0686 - mae: 0.00 - ETA: 0s - loss: 1.6868e-04 - mse: 1.6868e-04 - mape: 161.2547 - mae: 0.00 - ETA: 0s - loss: 1.6876e-04 - mse: 1.6876e-04 - mape: 161.4776 - mae: 0.00 - ETA: 0s - loss: 1.6961e-04 - mse: 1.6961e-04 - mape: 162.7372 - mae: 0.00 - ETA: 0s - loss: 1.6423e-04 - mse: 1.6423e-04 - mape: 162.6113 - mae: 0.00 - ETA: 0s - loss: 1.6313e-04 - mse: 1.6313e-04 - mape: 483.3220 - mae: 0.00 - ETA: 0s - loss: 1.6249e-04 - mse: 1.6249e-04 - mape: 460.8268 - mae: 0.00 - ETA: 0s - loss: 1.6371e-04 - mse: 1.6371e-04 - mape: 442.4588 - mae: 0.00 - ETA: 0s - loss: 1.6693e-04 - mse: 1.6693e-04 - mape: 426.2117 - mae: 0.00 - 1s 157us/sample - loss: 1.6591e-04 - mse: 1.6591e-04 - mape: 422.9230 - mae: 0.0072 - val_loss: 0.0092 - val_mse: 0.0092 - val_mape: 9.4230 - val_mae: 0.0659
+Validation Loss (MSE) from Last Epoch: 0.009177640772291593; Learning Rate:0.01; Number of Units in each LSTM Layer: 32
+Compilation Time :  0.05535411834716797
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 53s - loss: 0.0178 - mse: 0.0178 - mape: 99.2525 - mae: 0.06 - ETA: 26s - loss: 0.0153 - mse: 0.0153 - mape: 412.2345 - mae: 0.060 - ETA: 17s - loss: 0.0132 - mse: 0.0132 - mape: 1843.7062 - mae: 0.07 - ETA: 12s - loss: 0.0117 - mse: 0.0117 - mape: 20934.4062 - mae: 0.066 - ETA: 9s - loss: 0.0100 - mse: 0.0100 - mape: 16914.7773 - mae: 0.060 - ETA: 7s - loss: 0.0088 - mse: 0.0088 - mape: 14240.6523 - mae: 0.05 - ETA: 6s - loss: 0.0077 - mse: 0.0077 - mape: 12313.3682 - mae: 0.05 - ETA: 5s - loss: 0.0070 - mse: 0.0070 - mape: 10855.1191 - mae: 0.04 - ETA: 4s - loss: 0.0063 - mse: 0.0063 - mape: 9677.3760 - mae: 0.0456 - ETA: 3s - loss: 0.0058 - mse: 0.0058 - mape: 8727.1738 - mae: 0.042 - ETA: 2s - loss: 0.0054 - mse: 0.0054 - mape: 7958.0034 - mae: 0.040 - ETA: 2s - loss: 0.0050 - mse: 0.0050 - mape: 7306.4067 - mae: 0.038 - ETA: 1s - loss: 0.0047 - mse: 0.0047 - mape: 6764.6362 - mae: 0.036 - ETA: 1s - loss: 0.0044 - mse: 0.0044 - mape: 6324.5259 - mae: 0.035 - ETA: 0s - loss: 0.0042 - mse: 0.0042 - mape: 5942.3521 - mae: 0.034 - ETA: 0s - loss: 0.0040 - mse: 0.0040 - mape: 5603.9062 - mae: 0.033 - ETA: 0s - loss: 0.0038 - mse: 0.0038 - mape: 5306.8667 - mae: 0.032 - 7s 757us/sample - loss: 0.0037 - mse: 0.0037 - mape: 5239.7173 - mae: 0.0324 - val_loss: 0.0422 - val_mse: 0.0422 - val_mape: 23.8547 - val_mae: 0.1644
+Epoch 2/10
+8820/8820 [==============================] - ETA: 2s - loss: 5.7322e-04 - mse: 5.7322e-04 - mape: 123.3511 - mae: 0.01 - ETA: 2s - loss: 4.9026e-04 - mse: 4.9026e-04 - mape: 183.2096 - mae: 0.01 - ETA: 2s - loss: 4.8231e-04 - mse: 4.8231e-04 - mape: 174.8209 - mae: 0.01 - ETA: 2s - loss: 5.3862e-04 - mse: 5.3862e-04 - mape: 176.7523 - mae: 0.01 - ETA: 1s - loss: 5.1082e-04 - mse: 5.1082e-04 - mape: 206.8906 - mae: 0.01 - ETA: 1s - loss: 4.8994e-04 - mse: 4.8994e-04 - mape: 238.8792 - mae: 0.01 - ETA: 1s - loss: 4.8908e-04 - mse: 4.8908e-04 - mape: 235.8790 - mae: 0.01 - ETA: 1s - loss: 4.6785e-04 - mse: 4.6785e-04 - mape: 235.5104 - mae: 0.01 - ETA: 1s - loss: 4.5525e-04 - mse: 4.5525e-04 - mape: 238.1933 - mae: 0.01 - ETA: 1s - loss: 4.4173e-04 - mse: 4.4173e-04 - mape: 230.2738 - mae: 0.01 - ETA: 0s - loss: 4.3262e-04 - mse: 4.3262e-04 - mape: 229.7634 - mae: 0.01 - ETA: 0s - loss: 4.1924e-04 - mse: 4.1924e-04 - mape: 230.9796 - mae: 0.01 - ETA: 0s - loss: 4.0649e-04 - mse: 4.0649e-04 - mape: 606.8624 - mae: 0.01 - ETA: 0s - loss: 4.0007e-04 - mse: 4.0007e-04 - mape: 576.4882 - mae: 0.01 - ETA: 0s - loss: 3.9386e-04 - mse: 3.9386e-04 - mape: 550.5058 - mae: 0.01 - ETA: 0s - loss: 3.8603e-04 - mse: 3.8603e-04 - mape: 525.1188 - mae: 0.01 - ETA: 0s - loss: 3.7543e-04 - mse: 3.7543e-04 - mape: 506.5424 - mae: 0.01 - 3s 342us/sample - loss: 3.7487e-04 - mse: 3.7487e-04 - mape: 502.5657 - mae: 0.0108 - val_loss: 0.0133 - val_mse: 0.0133 - val_mape: 11.4802 - val_mae: 0.0819
+Epoch 3/10
+8820/8820 [==============================] - ETA: 2s - loss: 2.6679e-04 - mse: 2.6679e-04 - mape: 226.5452 - mae: 0.00 - ETA: 2s - loss: 2.9763e-04 - mse: 2.9763e-04 - mape: 226.4270 - mae: 0.00 - ETA: 2s - loss: 2.9358e-04 - mse: 2.9358e-04 - mape: 189.4562 - mae: 0.00 - ETA: 2s - loss: 2.7317e-04 - mse: 2.7317e-04 - mape: 182.7579 - mae: 0.00 - ETA: 1s - loss: 2.6309e-04 - mse: 2.6309e-04 - mape: 173.3128 - mae: 0.00 - ETA: 1s - loss: 2.5186e-04 - mse: 2.5186e-04 - mape: 163.7443 - mae: 0.00 - ETA: 1s - loss: 2.4805e-04 - mse: 2.4805e-04 - mape: 169.3559 - mae: 0.00 - ETA: 1s - loss: 2.3672e-04 - mse: 2.3672e-04 - mape: 178.8823 - mae: 0.00 - ETA: 1s - loss: 2.3624e-04 - mse: 2.3624e-04 - mape: 178.3423 - mae: 0.00 - ETA: 1s - loss: 2.3271e-04 - mse: 2.3271e-04 - mape: 176.7145 - mae: 0.00 - ETA: 1s - loss: 2.2937e-04 - mse: 2.2937e-04 - mape: 1355.0758 - mae: 0.008 - ETA: 0s - loss: 2.2626e-04 - mse: 2.2626e-04 - mape: 1257.2207 - mae: 0.008 - ETA: 0s - loss: 2.2319e-04 - mse: 2.2319e-04 - mape: 1169.7084 - mae: 0.008 - ETA: 0s - loss: 2.2486e-04 - mse: 2.2486e-04 - mape: 1096.3883 - mae: 0.008 - ETA: 0s - loss: 2.2355e-04 - mse: 2.2355e-04 - mape: 1035.2408 - mae: 0.008 - ETA: 0s - loss: 2.2621e-04 - mse: 2.2621e-04 - mape: 978.3456 - mae: 0.008 - ETA: 0s - loss: 2.2465e-04 - mse: 2.2465e-04 - mape: 929.4644 - mae: 0.00 - 3s 330us/sample - loss: 2.2379e-04 - mse: 2.2379e-04 - mape: 919.3248 - mae: 0.0080 - val_loss: 0.0143 - val_mse: 0.0143 - val_mape: 12.3360 - val_mae: 0.0878
+Epoch 4/10
+8820/8820 [==============================] - ETA: 2s - loss: 1.2904e-04 - mse: 1.2904e-04 - mape: 137.6123 - mae: 0.00 - ETA: 2s - loss: 1.7658e-04 - mse: 1.7658e-04 - mape: 140.1493 - mae: 0.00 - ETA: 2s - loss: 1.7510e-04 - mse: 1.7510e-04 - mape: 3280.8757 - mae: 0.007 - ETA: 2s - loss: 1.8154e-04 - mse: 1.8154e-04 - mape: 2527.6091 - mae: 0.007 - ETA: 1s - loss: 1.8042e-04 - mse: 1.8042e-04 - mape: 2058.1672 - mae: 0.007 - ETA: 1s - loss: 1.7296e-04 - mse: 1.7296e-04 - mape: 1738.8649 - mae: 0.007 - ETA: 1s - loss: 1.7026e-04 - mse: 1.7026e-04 - mape: 1510.7264 - mae: 0.007 - ETA: 1s - loss: 1.6966e-04 - mse: 1.6966e-04 - mape: 1338.4850 - mae: 0.007 - ETA: 1s - loss: 1.6448e-04 - mse: 1.6448e-04 - mape: 1207.1729 - mae: 0.007 - ETA: 1s - loss: 1.6254e-04 - mse: 1.6254e-04 - mape: 1101.9673 - mae: 0.006 - ETA: 0s - loss: 1.6630e-04 - mse: 1.6630e-04 - mape: 1014.6974 - mae: 0.007 - ETA: 0s - loss: 1.6610e-04 - mse: 1.6610e-04 - mape: 940.3807 - mae: 0.006 - ETA: 0s - loss: 1.6464e-04 - mse: 1.6464e-04 - mape: 878.4213 - mae: 0.00 - ETA: 0s - loss: 1.6098e-04 - mse: 1.6098e-04 - mape: 823.3472 - mae: 0.00 - ETA: 0s - loss: 1.5953e-04 - mse: 1.5953e-04 - mape: 776.5110 - mae: 0.00 - ETA: 0s - loss: 1.5867e-04 - mse: 1.5867e-04 - mape: 738.1721 - mae: 0.00 - ETA: 0s - loss: 1.5790e-04 - mse: 1.5790e-04 - mape: 702.4313 - mae: 0.00 - 3s 328us/sample - loss: 1.5737e-04 - mse: 1.5737e-04 - mape: 694.3823 - mae: 0.0068 - val_loss: 0.0087 - val_mse: 0.0087 - val_mape: 8.6420 - val_mae: 0.0622
+Epoch 5/10
+8820/8820 [==============================] - ETA: 2s - loss: 1.8685e-04 - mse: 1.8685e-04 - mape: 162.8001 - mae: 0.00 - ETA: 2s - loss: 1.8517e-04 - mse: 1.8517e-04 - mape: 132.0606 - mae: 0.00 - ETA: 2s - loss: 1.5400e-04 - mse: 1.5400e-04 - mape: 141.6571 - mae: 0.00 - ETA: 2s - loss: 1.8414e-04 - mse: 1.8414e-04 - mape: 142.1157 - mae: 0.00 - ETA: 1s - loss: 1.7180e-04 - mse: 1.7180e-04 - mape: 141.0572 - mae: 0.00 - ETA: 1s - loss: 1.6441e-04 - mse: 1.6441e-04 - mape: 139.9718 - mae: 0.00 - ETA: 1s - loss: 1.6013e-04 - mse: 1.6013e-04 - mape: 137.7625 - mae: 0.00 - ETA: 1s - loss: 1.6306e-04 - mse: 1.6306e-04 - mape: 132.8465 - mae: 0.00 - ETA: 1s - loss: 1.6035e-04 - mse: 1.6035e-04 - mape: 132.6319 - mae: 0.00 - ETA: 1s - loss: 1.6811e-04 - mse: 1.6811e-04 - mape: 791.0247 - mae: 0.00 - ETA: 1s - loss: 1.7283e-04 - mse: 1.7283e-04 - mape: 731.5662 - mae: 0.00 - ETA: 0s - loss: 1.7274e-04 - mse: 1.7274e-04 - mape: 682.6352 - mae: 0.00 - ETA: 0s - loss: 1.7085e-04 - mse: 1.7085e-04 - mape: 639.7927 - mae: 0.00 - ETA: 0s - loss: 1.6745e-04 - mse: 1.6745e-04 - mape: 602.7626 - mae: 0.00 - ETA: 0s - loss: 1.6885e-04 - mse: 1.6885e-04 - mape: 575.6316 - mae: 0.00 - ETA: 0s - loss: 1.6638e-04 - mse: 1.6638e-04 - mape: 550.4552 - mae: 0.00 - ETA: 0s - loss: 1.6507e-04 - mse: 1.6507e-04 - mape: 524.7834 - mae: 0.00 - 3s 327us/sample - loss: 1.6471e-04 - mse: 1.6471e-04 - mape: 518.9554 - mae: 0.0067 - val_loss: 0.0107 - val_mse: 0.0107 - val_mape: 10.5821 - val_mae: 0.0751
+Epoch 6/10
+8820/8820 [==============================] - ETA: 2s - loss: 1.3639e-04 - mse: 1.3639e-04 - mape: 11300.6162 - mae: 0.00 - ETA: 2s - loss: 1.3513e-04 - mse: 1.3513e-04 - mape: 5701.5508 - mae: 0.0061 - ETA: 2s - loss: 1.3550e-04 - mse: 1.3550e-04 - mape: 3838.0723 - mae: 0.006 - ETA: 2s - loss: 1.3489e-04 - mse: 1.3489e-04 - mape: 2918.2483 - mae: 0.006 - ETA: 1s - loss: 1.5164e-04 - mse: 1.5164e-04 - mape: 2359.2771 - mae: 0.006 - ETA: 1s - loss: 1.4852e-04 - mse: 1.4852e-04 - mape: 1983.5468 - mae: 0.006 - ETA: 1s - loss: 1.4918e-04 - mse: 1.4918e-04 - mape: 1719.1198 - mae: 0.006 - ETA: 1s - loss: 1.5237e-04 - mse: 1.5237e-04 - mape: 1527.6841 - mae: 0.006 - ETA: 1s - loss: 1.4705e-04 - mse: 1.4705e-04 - mape: 1372.2089 - mae: 0.006 - ETA: 1s - loss: 1.4919e-04 - mse: 1.4919e-04 - mape: 1245.3080 - mae: 0.006 - ETA: 1s - loss: 1.4913e-04 - mse: 1.4913e-04 - mape: 1142.9208 - mae: 0.006 - ETA: 0s - loss: 1.4476e-04 - mse: 1.4476e-04 - mape: 1060.1278 - mae: 0.006 - ETA: 0s - loss: 1.4118e-04 - mse: 1.4118e-04 - mape: 993.6169 - mae: 0.006 - ETA: 0s - loss: 1.4045e-04 - mse: 1.4045e-04 - mape: 932.0776 - mae: 0.00 - ETA: 0s - loss: 1.3979e-04 - mse: 1.3979e-04 - mape: 879.4847 - mae: 0.00 - ETA: 0s - loss: 1.4422e-04 - mse: 1.4422e-04 - mape: 830.4339 - mae: 0.00 - ETA: 0s - loss: 1.4309e-04 - mse: 1.4309e-04 - mape: 788.8710 - mae: 0.00 - 3s 329us/sample - loss: 1.4288e-04 - mse: 1.4288e-04 - mape: 780.2746 - mae: 0.0063 - val_loss: 0.0142 - val_mse: 0.0142 - val_mape: 14.3592 - val_mae: 0.0964
+Epoch 7/10
+8820/8820 [==============================] - ETA: 2s - loss: 1.9263e-04 - mse: 1.9263e-04 - mape: 165.5833 - mae: 0.00 - ETA: 2s - loss: 1.5244e-04 - mse: 1.5244e-04 - mape: 133.8027 - mae: 0.00 - ETA: 2s - loss: 1.9247e-04 - mse: 1.9247e-04 - mape: 129.6874 - mae: 0.00 - ETA: 2s - loss: 1.8139e-04 - mse: 1.8139e-04 - mape: 2508.5864 - mae: 0.007 - ETA: 1s - loss: 1.8068e-04 - mse: 1.8068e-04 - mape: 2045.4844 - mae: 0.007 - ETA: 1s - loss: 1.7117e-04 - mse: 1.7117e-04 - mape: 1740.7281 - mae: 0.006 - ETA: 1s - loss: 1.5803e-04 - mse: 1.5803e-04 - mape: 1508.8877 - mae: 0.006 - ETA: 1s - loss: 1.5615e-04 - mse: 1.5615e-04 - mape: 1337.4338 - mae: 0.006 - ETA: 1s - loss: 1.6075e-04 - mse: 1.6075e-04 - mape: 1199.3361 - mae: 0.006 - ETA: 1s - loss: 1.5909e-04 - mse: 1.5909e-04 - mape: 1098.7258 - mae: 0.006 - ETA: 1s - loss: 1.6901e-04 - mse: 1.6901e-04 - mape: 1017.8758 - mae: 0.006 - ETA: 0s - loss: 1.6470e-04 - mse: 1.6470e-04 - mape: 943.7368 - mae: 0.006 - ETA: 0s - loss: 1.6010e-04 - mse: 1.6010e-04 - mape: 879.8525 - mae: 0.00 - ETA: 0s - loss: 1.6001e-04 - mse: 1.6001e-04 - mape: 825.0373 - mae: 0.00 - ETA: 0s - loss: 1.5754e-04 - mse: 1.5754e-04 - mape: 781.2977 - mae: 0.00 - ETA: 0s - loss: 1.5224e-04 - mse: 1.5224e-04 - mape: 744.2630 - mae: 0.00 - ETA: 0s - loss: 1.5228e-04 - mse: 1.5228e-04 - mape: 707.1508 - mae: 0.00 - 3s 326us/sample - loss: 1.5096e-04 - mse: 1.5096e-04 - mape: 699.4839 - mae: 0.0066 - val_loss: 0.0093 - val_mse: 0.0093 - val_mape: 9.2862 - val_mae: 0.0665
+Epoch 8/10
+8820/8820 [==============================] - ETA: 2s - loss: 1.6055e-04 - mse: 1.6055e-04 - mape: 96.7620 - mae: 0.006 - ETA: 2s - loss: 1.5201e-04 - mse: 1.5201e-04 - mape: 109.8680 - mae: 0.00 - ETA: 2s - loss: 1.2834e-04 - mse: 1.2834e-04 - mape: 140.9533 - mae: 0.00 - ETA: 2s - loss: 1.3967e-04 - mse: 1.3967e-04 - mape: 157.1046 - mae: 0.00 - ETA: 1s - loss: 1.3839e-04 - mse: 1.3839e-04 - mape: 145.1396 - mae: 0.00 - ETA: 1s - loss: 1.3491e-04 - mse: 1.3491e-04 - mape: 137.5260 - mae: 0.00 - ETA: 1s - loss: 1.2900e-04 - mse: 1.2900e-04 - mape: 1414.2678 - mae: 0.006 - ETA: 1s - loss: 1.2437e-04 - mse: 1.2437e-04 - mape: 1257.5688 - mae: 0.006 - ETA: 1s - loss: 1.2405e-04 - mse: 1.2405e-04 - mape: 1131.9403 - mae: 0.006 - ETA: 1s - loss: 1.1851e-04 - mse: 1.1851e-04 - mape: 1029.8450 - mae: 0.005 - ETA: 0s - loss: 1.1661e-04 - mse: 1.1661e-04 - mape: 946.3854 - mae: 0.005 - ETA: 0s - loss: 1.1603e-04 - mse: 1.1603e-04 - mape: 876.5911 - mae: 0.00 - ETA: 0s - loss: 1.1602e-04 - mse: 1.1602e-04 - mape: 819.5717 - mae: 0.00 - ETA: 0s - loss: 1.1594e-04 - mse: 1.1594e-04 - mape: 775.6793 - mae: 0.00 - ETA: 0s - loss: 1.1490e-04 - mse: 1.1490e-04 - mape: 731.0405 - mae: 0.00 - ETA: 0s - loss: 1.1255e-04 - mse: 1.1255e-04 - mape: 692.0204 - mae: 0.00 - ETA: 0s - loss: 1.1287e-04 - mse: 1.1287e-04 - mape: 656.1955 - mae: 0.00 - 3s 324us/sample - loss: 1.1297e-04 - mse: 1.1297e-04 - mape: 649.0396 - mae: 0.0058 - val_loss: 0.0116 - val_mse: 0.0116 - val_mape: 11.4598 - val_mae: 0.0805
+Epoch 9/10
+8820/8820 [==============================] - ETA: 2s - loss: 1.0880e-04 - mse: 1.0880e-04 - mape: 104.1696 - mae: 0.00 - ETA: 2s - loss: 1.1489e-04 - mse: 1.1489e-04 - mape: 100.0627 - mae: 0.00 - ETA: 2s - loss: 1.2708e-04 - mse: 1.2708e-04 - mape: 101.2619 - mae: 0.00 - ETA: 2s - loss: 1.2880e-04 - mse: 1.2880e-04 - mape: 109.4645 - mae: 0.00 - ETA: 1s - loss: 1.3854e-04 - mse: 1.3854e-04 - mape: 112.7879 - mae: 0.00 - ETA: 1s - loss: 1.4634e-04 - mse: 1.4634e-04 - mape: 114.1359 - mae: 0.00 - ETA: 1s - loss: 1.3695e-04 - mse: 1.3695e-04 - mape: 112.1582 - mae: 0.00 - ETA: 1s - loss: 1.3661e-04 - mse: 1.3661e-04 - mape: 110.6588 - mae: 0.00 - ETA: 1s - loss: 1.4042e-04 - mse: 1.4042e-04 - mape: 1071.4512 - mae: 0.006 - ETA: 1s - loss: 1.4293e-04 - mse: 1.4293e-04 - mape: 974.4442 - mae: 0.006 - ETA: 0s - loss: 1.4915e-04 - mse: 1.4915e-04 - mape: 900.3585 - mae: 0.00 - ETA: 0s - loss: 1.4613e-04 - mse: 1.4613e-04 - mape: 834.3432 - mae: 0.00 - ETA: 0s - loss: 1.4414e-04 - mse: 1.4414e-04 - mape: 777.1989 - mae: 0.00 - ETA: 0s - loss: 1.4387e-04 - mse: 1.4387e-04 - mape: 730.0953 - mae: 0.00 - ETA: 0s - loss: 1.4179e-04 - mse: 1.4179e-04 - mape: 695.8260 - mae: 0.00 - ETA: 0s - loss: 1.3975e-04 - mse: 1.3975e-04 - mape: 658.4436 - mae: 0.00 - ETA: 0s - loss: 1.3763e-04 - mse: 1.3763e-04 - mape: 624.7365 - mae: 0.00 - 3s 325us/sample - loss: 1.3647e-04 - mse: 1.3647e-04 - mape: 617.6667 - mae: 0.0060 - val_loss: 0.0074 - val_mse: 0.0074 - val_mape: 8.0286 - val_mae: 0.0578
+Epoch 10/10
+8820/8820 [==============================] - ETA: 2s - loss: 8.6204e-05 - mse: 8.6204e-05 - mape: 101.0695 - mae: 0.00 - ETA: 2s - loss: 1.0891e-04 - mse: 1.0891e-04 - mape: 95.2963 - mae: 0.0056 - ETA: 2s - loss: 1.0528e-04 - mse: 1.0528e-04 - mape: 99.0303 - mae: 0.005 - ETA: 2s - loss: 1.1428e-04 - mse: 1.1428e-04 - mape: 262.6318 - mae: 0.00 - ETA: 1s - loss: 1.1055e-04 - mse: 1.1055e-04 - mape: 227.4094 - mae: 0.00 - ETA: 1s - loss: 1.1162e-04 - mse: 1.1162e-04 - mape: 208.2086 - mae: 0.00 - ETA: 1s - loss: 1.0780e-04 - mse: 1.0780e-04 - mape: 206.3639 - mae: 0.00 - ETA: 1s - loss: 1.0234e-04 - mse: 1.0234e-04 - mape: 193.2940 - mae: 0.00 - ETA: 1s - loss: 1.0150e-04 - mse: 1.0150e-04 - mape: 181.9894 - mae: 0.00 - ETA: 1s - loss: 1.0140e-04 - mse: 1.0140e-04 - mape: 175.3413 - mae: 0.00 - ETA: 1s - loss: 1.0061e-04 - mse: 1.0061e-04 - mape: 167.0589 - mae: 0.00 - ETA: 0s - loss: 1.0412e-04 - mse: 1.0412e-04 - mape: 164.6129 - mae: 0.00 - ETA: 0s - loss: 1.0663e-04 - mse: 1.0663e-04 - mape: 163.1970 - mae: 0.00 - ETA: 0s - loss: 1.0426e-04 - mse: 1.0426e-04 - mape: 159.3839 - mae: 0.00 - ETA: 0s - loss: 1.0427e-04 - mse: 1.0427e-04 - mape: 154.3577 - mae: 0.00 - ETA: 0s - loss: 1.0526e-04 - mse: 1.0526e-04 - mape: 150.6018 - mae: 0.00 - ETA: 0s - loss: 1.0592e-04 - mse: 1.0592e-04 - mape: 149.0043 - mae: 0.00 - 3s 326us/sample - loss: 1.0552e-04 - mse: 1.0552e-04 - mape: 148.2750 - mae: 0.0055 - val_loss: 0.0094 - val_mse: 0.0094 - val_mape: 10.3989 - val_mae: 0.0724
+Validation Loss (MSE) from Last Epoch: 0.0094054963211624; Learning Rate:0.01; Number of Units in each LSTM Layer: 64
+Compilation Time :  0.03896903991699219
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 40s - loss: 0.0157 - mse: 0.0157 - mape: 99.6686 - mae: 0.05 - ETA: 20s - loss: 0.0136 - mse: 0.0136 - mape: 482.1095 - mae: 0.058 - ETA: 14s - loss: 0.0309 - mse: 0.0309 - mape: 167561.2500 - mae: 0.12 - ETA: 10s - loss: 0.0247 - mse: 0.0247 - mape: 126011.3203 - mae: 0.10 - ETA: 8s - loss: 0.0221 - mse: 0.0221 - mape: 100921.7344 - mae: 0.0938 - ETA: 6s - loss: 0.0208 - mse: 0.0208 - mape: 84184.2266 - mae: 0.088 - ETA: 5s - loss: 0.0195 - mse: 0.0195 - mape: 72220.6328 - mae: 0.08 - ETA: 4s - loss: 0.0188 - mse: 0.0188 - mape: 63243.4062 - mae: 0.07 - ETA: 3s - loss: 0.0178 - mse: 0.0178 - mape: 56265.0625 - mae: 0.07 - ETA: 3s - loss: 0.0168 - mse: 0.0168 - mape: 50715.5859 - mae: 0.07 - ETA: 2s - loss: 0.0157 - mse: 0.0157 - mape: 46199.9727 - mae: 0.07 - ETA: 2s - loss: 0.0147 - mse: 0.0147 - mape: 42415.3789 - mae: 0.06 - ETA: 1s - loss: 0.0139 - mse: 0.0139 - mape: 39227.8984 - mae: 0.06 - ETA: 1s - loss: 0.0132 - mse: 0.0132 - mape: 36482.4414 - mae: 0.06 - ETA: 0s - loss: 0.0124 - mse: 0.0124 - mape: 34071.3789 - mae: 0.06 - ETA: 0s - loss: 0.0118 - mse: 0.0118 - mape: 31948.6445 - mae: 0.05 - ETA: 0s - loss: 0.0112 - mse: 0.0112 - mape: 30077.1855 - mae: 0.05 - 7s 783us/sample - loss: 0.0111 - mse: 0.0111 - mape: 29684.3574 - mae: 0.0562 - val_loss: 0.0437 - val_mse: 0.0437 - val_mape: 24.1385 - val_mae: 0.1674
+Epoch 2/10
+8820/8820 [==============================] - ETA: 3s - loss: 9.0950e-04 - mse: 9.0950e-04 - mape: 532.0995 - mae: 0.01 - ETA: 3s - loss: 0.0013 - mse: 0.0013 - mape: 521.6854 - mae: 0.0229       - ETA: 3s - loss: 0.0013 - mse: 0.0013 - mape: 540.7434 - mae: 0.02 - ETA: 2s - loss: 0.0013 - mse: 0.0013 - mape: 579.8611 - mae: 0.02 - ETA: 2s - loss: 0.0012 - mse: 0.0012 - mape: 604.0527 - mae: 0.02 - ETA: 2s - loss: 0.0012 - mse: 0.0012 - mape: 628.9622 - mae: 0.02 - ETA: 2s - loss: 0.0011 - mse: 0.0011 - mape: 615.2411 - mae: 0.02 - ETA: 2s - loss: 0.0011 - mse: 0.0011 - mape: 584.9388 - mae: 0.02 - ETA: 1s - loss: 0.0010 - mse: 0.0010 - mape: 550.2609 - mae: 0.02 - ETA: 1s - loss: 9.8085e-04 - mse: 9.8085e-04 - mape: 508.0622 - mae: 0.02 - ETA: 1s - loss: 9.1983e-04 - mse: 9.1983e-04 - mape: 474.5012 - mae: 0.01 - ETA: 1s - loss: 8.9059e-04 - mse: 8.9059e-04 - mape: 444.4233 - mae: 0.01 - ETA: 0s - loss: 8.3437e-04 - mse: 8.3437e-04 - mape: 432.9343 - mae: 0.01 - ETA: 0s - loss: 8.2399e-04 - mse: 8.2399e-04 - mape: 424.6811 - mae: 0.01 - ETA: 0s - loss: 8.0822e-04 - mse: 8.0822e-04 - mape: 414.4395 - mae: 0.01 - ETA: 0s - loss: 7.8107e-04 - mse: 7.8107e-04 - mape: 396.9417 - mae: 0.01 - ETA: 0s - loss: 7.6542e-04 - mse: 7.6542e-04 - mape: 1363.4244 - mae: 0.017 - 4s 452us/sample - loss: 7.6045e-04 - mse: 7.6045e-04 - mape: 1347.8967 - mae: 0.0171 - val_loss: 0.0462 - val_mse: 0.0462 - val_mape: 25.3908 - val_mae: 0.1747
+Epoch 3/10
+8820/8820 [==============================] - ETA: 3s - loss: 3.3053e-04 - mse: 3.3053e-04 - mape: 263.8816 - mae: 0.01 - ETA: 3s - loss: 3.2396e-04 - mse: 3.2396e-04 - mape: 244.3089 - mae: 0.01 - ETA: 3s - loss: 2.9094e-04 - mse: 2.9094e-04 - mape: 219.0052 - mae: 0.01 - ETA: 2s - loss: 2.5907e-04 - mse: 2.5907e-04 - mape: 208.4013 - mae: 0.00 - ETA: 2s - loss: 2.3904e-04 - mse: 2.3904e-04 - mape: 212.1217 - mae: 0.00 - ETA: 2s - loss: 2.3022e-04 - mse: 2.3022e-04 - mape: 193.9437 - mae: 0.00 - ETA: 2s - loss: 2.2312e-04 - mse: 2.2312e-04 - mape: 204.4779 - mae: 0.00 - ETA: 2s - loss: 2.2570e-04 - mse: 2.2570e-04 - mape: 213.1617 - mae: 0.00 - ETA: 1s - loss: 2.1998e-04 - mse: 2.1998e-04 - mape: 222.9688 - mae: 0.00 - ETA: 1s - loss: 2.1939e-04 - mse: 2.1939e-04 - mape: 215.0000 - mae: 0.00 - ETA: 1s - loss: 2.1619e-04 - mse: 2.1619e-04 - mape: 204.7159 - mae: 0.00 - ETA: 1s - loss: 2.1348e-04 - mse: 2.1348e-04 - mape: 200.3544 - mae: 0.00 - ETA: 0s - loss: 2.2061e-04 - mse: 2.2061e-04 - mape: 194.8596 - mae: 0.00 - ETA: 0s - loss: 2.1992e-04 - mse: 2.1992e-04 - mape: 310.3236 - mae: 0.00 - ETA: 0s - loss: 2.2127e-04 - mse: 2.2127e-04 - mape: 299.5117 - mae: 0.00 - ETA: 0s - loss: 2.2019e-04 - mse: 2.2019e-04 - mape: 292.6123 - mae: 0.00 - ETA: 0s - loss: 2.1674e-04 - mse: 2.1674e-04 - mape: 287.2539 - mae: 0.00 - 4s 447us/sample - loss: 2.1605e-04 - mse: 2.1605e-04 - mape: 285.6696 - mae: 0.0084 - val_loss: 0.0241 - val_mse: 0.0241 - val_mape: 17.0969 - val_mae: 0.1195
+Epoch 4/10
+8820/8820 [==============================] - ETA: 3s - loss: 1.6294e-04 - mse: 1.6294e-04 - mape: 103.6348 - mae: 0.00 - ETA: 3s - loss: 1.6546e-04 - mse: 1.6546e-04 - mape: 107.8964 - mae: 0.00 - ETA: 3s - loss: 1.6249e-04 - mse: 1.6249e-04 - mape: 114.3197 - mae: 0.00 - ETA: 2s - loss: 1.7255e-04 - mse: 1.7255e-04 - mape: 108.9773 - mae: 0.00 - ETA: 2s - loss: 1.6580e-04 - mse: 1.6580e-04 - mape: 114.2298 - mae: 0.00 - ETA: 2s - loss: 1.7227e-04 - mse: 1.7227e-04 - mape: 2116.6340 - mae: 0.007 - ETA: 2s - loss: 1.6125e-04 - mse: 1.6125e-04 - mape: 1836.7317 - mae: 0.006 - ETA: 1s - loss: 1.5322e-04 - mse: 1.5322e-04 - mape: 1620.7922 - mae: 0.006 - ETA: 1s - loss: 1.5229e-04 - mse: 1.5229e-04 - mape: 1451.3247 - mae: 0.006 - ETA: 1s - loss: 1.4753e-04 - mse: 1.4753e-04 - mape: 1317.2114 - mae: 0.006 - ETA: 1s - loss: 1.4968e-04 - mse: 1.4968e-04 - mape: 1206.6757 - mae: 0.006 - ETA: 1s - loss: 1.4609e-04 - mse: 1.4609e-04 - mape: 1114.0128 - mae: 0.006 - ETA: 0s - loss: 1.4458e-04 - mse: 1.4458e-04 - mape: 1035.7087 - mae: 0.006 - ETA: 0s - loss: 1.4166e-04 - mse: 1.4166e-04 - mape: 970.9680 - mae: 0.006 - ETA: 0s - loss: 1.4031e-04 - mse: 1.4031e-04 - mape: 911.1431 - mae: 0.00 - ETA: 0s - loss: 1.3784e-04 - mse: 1.3784e-04 - mape: 862.6968 - mae: 0.00 - ETA: 0s - loss: 1.3987e-04 - mse: 1.3987e-04 - mape: 816.8071 - mae: 0.00 - 4s 441us/sample - loss: 1.4000e-04 - mse: 1.4000e-04 - mape: 807.0071 - mae: 0.0062 - val_loss: 0.0172 - val_mse: 0.0172 - val_mape: 14.8872 - val_mae: 0.0991
+Epoch 5/10
+8820/8820 [==============================] - ETA: 3s - loss: 2.4324e-04 - mse: 2.4324e-04 - mape: 94.4747 - mae: 0.007 - ETA: 3s - loss: 2.0891e-04 - mse: 2.0891e-04 - mape: 120.9630 - mae: 0.00 - ETA: 3s - loss: 2.3541e-04 - mse: 2.3541e-04 - mape: 122.9650 - mae: 0.00 - ETA: 2s - loss: 1.9928e-04 - mse: 1.9928e-04 - mape: 116.6228 - mae: 0.00 - ETA: 2s - loss: 2.0517e-04 - mse: 2.0517e-04 - mape: 113.4811 - mae: 0.00 - ETA: 2s - loss: 1.9423e-04 - mse: 1.9423e-04 - mape: 110.9222 - mae: 0.00 - ETA: 2s - loss: 1.8838e-04 - mse: 1.8838e-04 - mape: 106.4964 - mae: 0.00 - ETA: 2s - loss: 1.9065e-04 - mse: 1.9065e-04 - mape: 105.7094 - mae: 0.00 - ETA: 1s - loss: 1.8465e-04 - mse: 1.8465e-04 - mape: 102.8818 - mae: 0.00 - ETA: 1s - loss: 1.8814e-04 - mse: 1.8814e-04 - mape: 101.8273 - mae: 0.00 - ETA: 1s - loss: 1.8594e-04 - mse: 1.8594e-04 - mape: 103.0878 - mae: 0.00 - ETA: 1s - loss: 1.8203e-04 - mse: 1.8203e-04 - mape: 104.1711 - mae: 0.00 - ETA: 0s - loss: 1.7826e-04 - mse: 1.7826e-04 - mape: 102.9327 - mae: 0.00 - ETA: 0s - loss: 1.7582e-04 - mse: 1.7582e-04 - mape: 101.8393 - mae: 0.00 - ETA: 0s - loss: 1.7241e-04 - mse: 1.7241e-04 - mape: 1204.4578 - mae: 0.006 - ETA: 0s - loss: 1.6896e-04 - mse: 1.6896e-04 - mape: 1135.5165 - mae: 0.006 - ETA: 0s - loss: 1.6713e-04 - mse: 1.6713e-04 - mape: 1074.6283 - mae: 0.006 - 4s 445us/sample - loss: 1.6769e-04 - mse: 1.6769e-04 - mape: 1061.4889 - mae: 0.0063 - val_loss: 0.0226 - val_mse: 0.0226 - val_mape: 15.9110 - val_mae: 0.1129
+Epoch 6/10
+8820/8820 [==============================] - ETA: 3s - loss: 8.7296e-05 - mse: 8.7296e-05 - mape: 129.7152 - mae: 0.00 - ETA: 3s - loss: 1.2859e-04 - mse: 1.2859e-04 - mape: 119.9291 - mae: 0.00 - ETA: 3s - loss: 1.1555e-04 - mse: 1.1555e-04 - mape: 113.0999 - mae: 0.00 - ETA: 2s - loss: 1.3284e-04 - mse: 1.3284e-04 - mape: 107.5045 - mae: 0.00 - ETA: 2s - loss: 1.2533e-04 - mse: 1.2533e-04 - mape: 105.1374 - mae: 0.00 - ETA: 2s - loss: 1.3506e-04 - mse: 1.3506e-04 - mape: 929.7833 - mae: 0.00 - ETA: 2s - loss: 1.3447e-04 - mse: 1.3447e-04 - mape: 813.1716 - mae: 0.00 - ETA: 1s - loss: 1.4044e-04 - mse: 1.4044e-04 - mape: 721.9230 - mae: 0.00 - ETA: 1s - loss: 1.3714e-04 - mse: 1.3714e-04 - mape: 650.5674 - mae: 0.00 - ETA: 1s - loss: 1.3899e-04 - mse: 1.3899e-04 - mape: 595.4639 - mae: 0.00 - ETA: 1s - loss: 1.4353e-04 - mse: 1.4353e-04 - mape: 549.6375 - mae: 0.00 - ETA: 1s - loss: 1.4877e-04 - mse: 1.4877e-04 - mape: 511.2989 - mae: 0.00 - ETA: 0s - loss: 1.4426e-04 - mse: 1.4426e-04 - mape: 479.2703 - mae: 0.00 - ETA: 0s - loss: 1.4941e-04 - mse: 1.4941e-04 - mape: 453.1218 - mae: 0.00 - ETA: 0s - loss: 1.4872e-04 - mse: 1.4872e-04 - mape: 428.4760 - mae: 0.00 - ETA: 0s - loss: 1.4864e-04 - mse: 1.4864e-04 - mape: 406.4676 - mae: 0.00 - ETA: 0s - loss: 1.4646e-04 - mse: 1.4646e-04 - mape: 386.8599 - mae: 0.00 - 4s 448us/sample - loss: 1.4545e-04 - mse: 1.4545e-04 - mape: 382.8687 - mae: 0.0059 - val_loss: 0.0270 - val_mse: 0.0270 - val_mape: 18.9816 - val_mae: 0.1306
+Epoch 7/10
+8820/8820 [==============================] - ETA: 3s - loss: 1.8243e-04 - mse: 1.8243e-04 - mape: 107.5816 - mae: 0.00 - ETA: 3s - loss: 1.3875e-04 - mse: 1.3875e-04 - mape: 93.0817 - mae: 0.0056 - ETA: 3s - loss: 1.6223e-04 - mse: 1.6223e-04 - mape: 95.4922 - mae: 0.006 - ETA: 2s - loss: 1.5332e-04 - mse: 1.5332e-04 - mape: 95.0236 - mae: 0.006 - ETA: 2s - loss: 1.6807e-04 - mse: 1.6807e-04 - mape: 92.2980 - mae: 0.006 - ETA: 2s - loss: 1.5632e-04 - mse: 1.5632e-04 - mape: 91.6447 - mae: 0.005 - ETA: 2s - loss: 1.5561e-04 - mse: 1.5561e-04 - mape: 92.0184 - mae: 0.005 - ETA: 1s - loss: 1.4572e-04 - mse: 1.4572e-04 - mape: 94.3711 - mae: 0.005 - ETA: 1s - loss: 1.4369e-04 - mse: 1.4369e-04 - mape: 96.3947 - mae: 0.005 - ETA: 1s - loss: 1.4051e-04 - mse: 1.4051e-04 - mape: 412.1840 - mae: 0.00 - ETA: 1s - loss: 1.4167e-04 - mse: 1.4167e-04 - mape: 385.6268 - mae: 0.00 - ETA: 1s - loss: 1.3966e-04 - mse: 1.3966e-04 - mape: 360.6161 - mae: 0.00 - ETA: 0s - loss: 1.4112e-04 - mse: 1.4112e-04 - mape: 340.1879 - mae: 0.00 - ETA: 0s - loss: 1.4062e-04 - mse: 1.4062e-04 - mape: 323.1491 - mae: 0.00 - ETA: 0s - loss: 1.3699e-04 - mse: 1.3699e-04 - mape: 307.1491 - mae: 0.00 - ETA: 0s - loss: 1.3835e-04 - mse: 1.3835e-04 - mape: 293.1521 - mae: 0.00 - ETA: 0s - loss: 1.3570e-04 - mse: 1.3570e-04 - mape: 280.2444 - mae: 0.00 - 4s 440us/sample - loss: 1.3604e-04 - mse: 1.3604e-04 - mape: 277.7869 - mae: 0.0058 - val_loss: 0.0227 - val_mse: 0.0227 - val_mape: 16.4526 - val_mae: 0.1156
+Epoch 8/10
+8820/8820 [==============================] - ETA: 3s - loss: 7.4483e-05 - mse: 7.4483e-05 - mape: 1515.6587 - mae: 0.004 - ETA: 3s - loss: 9.5292e-05 - mse: 9.5292e-05 - mape: 794.9354 - mae: 0.004 - ETA: 3s - loss: 1.0322e-04 - mse: 1.0322e-04 - mape: 554.3116 - mae: 0.00 - ETA: 2s - loss: 1.1495e-04 - mse: 1.1495e-04 - mape: 446.6582 - mae: 0.00 - ETA: 2s - loss: 1.2891e-04 - mse: 1.2891e-04 - mape: 371.5115 - mae: 0.00 - ETA: 2s - loss: 1.3862e-04 - mse: 1.3862e-04 - mape: 325.0466 - mae: 0.00 - ETA: 2s - loss: 1.3294e-04 - mse: 1.3294e-04 - mape: 291.9311 - mae: 0.00 - ETA: 1s - loss: 1.3595e-04 - mse: 1.3595e-04 - mape: 266.7533 - mae: 0.00 - ETA: 1s - loss: 1.3487e-04 - mse: 1.3487e-04 - mape: 246.8614 - mae: 0.00 - ETA: 1s - loss: 1.3296e-04 - mse: 1.3296e-04 - mape: 233.1469 - mae: 0.00 - ETA: 1s - loss: 1.2678e-04 - mse: 1.2678e-04 - mape: 221.0795 - mae: 0.00 - ETA: 1s - loss: 1.2153e-04 - mse: 1.2153e-04 - mape: 210.7907 - mae: 0.00 - ETA: 0s - loss: 1.1969e-04 - mse: 1.1969e-04 - mape: 202.1442 - mae: 0.00 - ETA: 0s - loss: 1.1720e-04 - mse: 1.1720e-04 - mape: 193.5935 - mae: 0.00 - ETA: 0s - loss: 1.1796e-04 - mse: 1.1796e-04 - mape: 187.6926 - mae: 0.00 - ETA: 0s - loss: 1.1702e-04 - mse: 1.1702e-04 - mape: 180.4881 - mae: 0.00 - ETA: 0s - loss: 1.1742e-04 - mse: 1.1742e-04 - mape: 175.3099 - mae: 0.00 - 4s 445us/sample - loss: 1.1795e-04 - mse: 1.1795e-04 - mape: 174.7209 - mae: 0.0054 - val_loss: 0.0142 - val_mse: 0.0142 - val_mape: 12.0108 - val_mae: 0.0848
+Epoch 9/10
+8820/8820 [==============================] - ETA: 3s - loss: 1.4129e-04 - mse: 1.4129e-04 - mape: 8518.0566 - mae: 0.006 - ETA: 3s - loss: 2.0221e-04 - mse: 2.0221e-04 - mape: 4305.9873 - mae: 0.006 - ETA: 3s - loss: 2.3374e-04 - mse: 2.3374e-04 - mape: 2902.3992 - mae: 0.006 - ETA: 2s - loss: 2.0627e-04 - mse: 2.0627e-04 - mape: 2199.9666 - mae: 0.006 - ETA: 2s - loss: 1.8064e-04 - mse: 1.8064e-04 - mape: 1777.1067 - mae: 0.006 - ETA: 2s - loss: 2.0356e-04 - mse: 2.0356e-04 - mape: 1495.3495 - mae: 0.006 - ETA: 2s - loss: 1.9519e-04 - mse: 1.9519e-04 - mape: 1302.2744 - mae: 0.006 - ETA: 1s - loss: 2.1853e-04 - mse: 2.1853e-04 - mape: 1153.2142 - mae: 0.006 - ETA: 1s - loss: 2.0912e-04 - mse: 2.0912e-04 - mape: 1036.8430 - mae: 0.006 - ETA: 1s - loss: 2.1274e-04 - mse: 2.1274e-04 - mape: 941.8853 - mae: 0.006 - ETA: 1s - loss: 2.0605e-04 - mse: 2.0605e-04 - mape: 866.0981 - mae: 0.00 - ETA: 1s - loss: 2.0641e-04 - mse: 2.0641e-04 - mape: 807.6826 - mae: 0.00 - ETA: 0s - loss: 1.9602e-04 - mse: 1.9602e-04 - mape: 752.5978 - mae: 0.00 - ETA: 0s - loss: 1.9542e-04 - mse: 1.9542e-04 - mape: 706.5521 - mae: 0.00 - ETA: 0s - loss: 1.9136e-04 - mse: 1.9136e-04 - mape: 666.8828 - mae: 0.00 - ETA: 0s - loss: 1.8727e-04 - mse: 1.8727e-04 - mape: 631.2303 - mae: 0.00 - ETA: 0s - loss: 1.8586e-04 - mse: 1.8586e-04 - mape: 600.5265 - mae: 0.00 - 4s 443us/sample - loss: 1.8434e-04 - mse: 1.8434e-04 - mape: 593.6516 - mae: 0.0065 - val_loss: 0.0155 - val_mse: 0.0155 - val_mape: 12.6641 - val_mae: 0.0903
+Epoch 10/10
+8820/8820 [==============================] - ETA: 3s - loss: 1.1251e-04 - mse: 1.1251e-04 - mape: 90.7312 - mae: 0.005 - ETA: 3s - loss: 1.1874e-04 - mse: 1.1874e-04 - mape: 87.7304 - mae: 0.005 - ETA: 3s - loss: 1.2419e-04 - mse: 1.2419e-04 - mape: 129.0155 - mae: 0.00 - ETA: 2s - loss: 1.1794e-04 - mse: 1.1794e-04 - mape: 126.2372 - mae: 0.00 - ETA: 2s - loss: 1.2380e-04 - mse: 1.2380e-04 - mape: 118.6055 - mae: 0.00 - ETA: 2s - loss: 1.2945e-04 - mse: 1.2945e-04 - mape: 113.8548 - mae: 0.00 - ETA: 2s - loss: 1.2535e-04 - mse: 1.2535e-04 - mape: 110.3002 - mae: 0.00 - ETA: 1s - loss: 1.1916e-04 - mse: 1.1916e-04 - mape: 111.6838 - mae: 0.00 - ETA: 1s - loss: 1.1865e-04 - mse: 1.1865e-04 - mape: 112.1050 - mae: 0.00 - ETA: 1s - loss: 1.1799e-04 - mse: 1.1799e-04 - mape: 110.8109 - mae: 0.00 - ETA: 1s - loss: 1.1635e-04 - mse: 1.1635e-04 - mape: 108.4654 - mae: 0.00 - ETA: 1s - loss: 1.1537e-04 - mse: 1.1537e-04 - mape: 106.9718 - mae: 0.00 - ETA: 0s - loss: 1.1483e-04 - mse: 1.1483e-04 - mape: 108.6566 - mae: 0.00 - ETA: 0s - loss: 1.1360e-04 - mse: 1.1360e-04 - mape: 107.8629 - mae: 0.00 - ETA: 0s - loss: 1.1327e-04 - mse: 1.1327e-04 - mape: 106.7965 - mae: 0.00 - ETA: 0s - loss: 1.1183e-04 - mse: 1.1183e-04 - mape: 110.9039 - mae: 0.00 - ETA: 0s - loss: 1.1278e-04 - mse: 1.1278e-04 - mape: 109.7628 - mae: 0.00 - 4s 442us/sample - loss: 1.1288e-04 - mse: 1.1288e-04 - mape: 109.9623 - mae: 0.0055 - val_loss: 0.0125 - val_mse: 0.0125 - val_mape: 10.7905 - val_mae: 0.0780
+Validation Loss (MSE) from Last Epoch: 0.012467431086970836; Learning Rate:0.01; Number of Units in each LSTM Layer: 96
+Compilation Time :  0.04426097869873047
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 46s - loss: 0.0176 - mse: 0.0176 - mape: 102.1668 - mae: 0.063 - ETA: 23s - loss: 0.0145 - mse: 0.0145 - mape: 352.7467 - mae: 0.058 - ETA: 16s - loss: 0.0200 - mse: 0.0200 - mape: 2793.1604 - mae: 0.09 - ETA: 12s - loss: 0.0178 - mse: 0.0178 - mape: 2300.1306 - mae: 0.08 - ETA: 9s - loss: 0.0164 - mse: 0.0164 - mape: 9742.5254 - mae: 0.0802 - ETA: 8s - loss: 0.0155 - mse: 0.0155 - mape: 8277.7734 - mae: 0.075 - ETA: 6s - loss: 0.0151 - mse: 0.0151 - mape: 7216.3228 - mae: 0.073 - ETA: 5s - loss: 0.0142 - mse: 0.0142 - mape: 6467.5415 - mae: 0.070 - ETA: 4s - loss: 0.0132 - mse: 0.0132 - mape: 5979.4121 - mae: 0.069 - ETA: 3s - loss: 0.0121 - mse: 0.0121 - mape: 5494.2461 - mae: 0.066 - ETA: 3s - loss: 0.0111 - mse: 0.0111 - mape: 5079.1499 - mae: 0.063 - ETA: 2s - loss: 0.0103 - mse: 0.0103 - mape: 4665.8125 - mae: 0.059 - ETA: 2s - loss: 0.0097 - mse: 0.0097 - mape: 4324.0303 - mae: 0.056 - ETA: 1s - loss: 0.0091 - mse: 0.0091 - mape: 4024.3455 - mae: 0.054 - ETA: 1s - loss: 0.0087 - mse: 0.0087 - mape: 3775.2458 - mae: 0.052 - ETA: 0s - loss: 0.0082 - mse: 0.0082 - mape: 3568.9919 - mae: 0.050 - ETA: 0s - loss: 0.0079 - mse: 0.0079 - mape: 3394.0974 - mae: 0.049 - 8s 957us/sample - loss: 0.0078 - mse: 0.0078 - mape: 3359.2820 - mae: 0.0492 - val_loss: 0.0502 - val_mse: 0.0502 - val_mape: 26.8824 - val_mae: 0.1825
+Epoch 2/10
+8820/8820 [==============================] - ETA: 4s - loss: 0.0016 - mse: 0.0016 - mape: 711.7804 - mae: 0.02 - ETA: 4s - loss: 0.0016 - mse: 0.0016 - mape: 21612.3789 - mae: 0.02 - ETA: 4s - loss: 0.0014 - mse: 0.0014 - mape: 14644.0811 - mae: 0.02 - ETA: 3s - loss: 0.0015 - mse: 0.0015 - mape: 11145.9775 - mae: 0.02 - ETA: 3s - loss: 0.0015 - mse: 0.0015 - mape: 9022.9541 - mae: 0.0270 - ETA: 3s - loss: 0.0014 - mse: 0.0014 - mape: 7590.7095 - mae: 0.025 - ETA: 2s - loss: 0.0013 - mse: 0.0013 - mape: 6562.4248 - mae: 0.024 - ETA: 2s - loss: 0.0013 - mse: 0.0013 - mape: 5760.7627 - mae: 0.023 - ETA: 2s - loss: 0.0012 - mse: 0.0012 - mape: 5133.6846 - mae: 0.022 - ETA: 2s - loss: 0.0012 - mse: 0.0012 - mape: 4630.1323 - mae: 0.021 - ETA: 1s - loss: 0.0011 - mse: 0.0011 - mape: 4219.1909 - mae: 0.020 - ETA: 1s - loss: 0.0010 - mse: 0.0010 - mape: 3890.0706 - mae: 0.019 - ETA: 1s - loss: 0.0010 - mse: 0.0010 - mape: 3604.3447 - mae: 0.019 - ETA: 0s - loss: 9.6866e-04 - mse: 9.6866e-04 - mape: 3361.1096 - mae: 0.018 - ETA: 0s - loss: 9.3264e-04 - mse: 9.3264e-04 - mape: 3148.9514 - mae: 0.017 - ETA: 0s - loss: 9.1721e-04 - mse: 9.1721e-04 - mape: 2961.1555 - mae: 0.017 - ETA: 0s - loss: 8.7841e-04 - mse: 8.7841e-04 - mape: 2797.4316 - mae: 0.017 - 5s 597us/sample - loss: 8.8019e-04 - mse: 8.8019e-04 - mape: 2761.7224 - mae: 0.0169 - val_loss: 0.0403 - val_mse: 0.0403 - val_mape: 22.4620 - val_mae: 0.1572
+Epoch 3/10
+8820/8820 [==============================] - ETA: 4s - loss: 2.5486e-04 - mse: 2.5486e-04 - mape: 122.4114 - mae: 0.00 - ETA: 4s - loss: 3.5088e-04 - mse: 3.5088e-04 - mape: 124.5251 - mae: 0.00 - ETA: 4s - loss: 3.4207e-04 - mse: 3.4207e-04 - mape: 123.2279 - mae: 0.00 - ETA: 3s - loss: 3.1654e-04 - mse: 3.1654e-04 - mape: 116.9729 - mae: 0.00 - ETA: 3s - loss: 3.2311e-04 - mse: 3.2311e-04 - mape: 117.0032 - mae: 0.00 - ETA: 3s - loss: 3.3363e-04 - mse: 3.3363e-04 - mape: 117.1780 - mae: 0.00 - ETA: 2s - loss: 3.1391e-04 - mse: 3.1391e-04 - mape: 115.5580 - mae: 0.00 - ETA: 2s - loss: 2.9895e-04 - mse: 2.9895e-04 - mape: 113.8424 - mae: 0.00 - ETA: 2s - loss: 3.0235e-04 - mse: 3.0235e-04 - mape: 114.2251 - mae: 0.00 - ETA: 2s - loss: 3.0465e-04 - mse: 3.0465e-04 - mape: 118.1379 - mae: 0.00 - ETA: 1s - loss: 2.9132e-04 - mse: 2.9132e-04 - mape: 126.2552 - mae: 0.00 - ETA: 1s - loss: 3.0834e-04 - mse: 3.0834e-04 - mape: 126.3955 - mae: 0.00 - ETA: 1s - loss: 2.9960e-04 - mse: 2.9960e-04 - mape: 126.0575 - mae: 0.00 - ETA: 0s - loss: 2.9723e-04 - mse: 2.9723e-04 - mape: 125.9296 - mae: 0.00 - ETA: 0s - loss: 2.9516e-04 - mse: 2.9516e-04 - mape: 322.2414 - mae: 0.00 - ETA: 0s - loss: 2.8638e-04 - mse: 2.8638e-04 - mape: 309.0158 - mae: 0.00 - ETA: 0s - loss: 2.8600e-04 - mse: 2.8600e-04 - mape: 299.0355 - mae: 0.00 - 5s 599us/sample - loss: 2.8483e-04 - mse: 2.8483e-04 - mape: 296.5476 - mae: 0.0082 - val_loss: 0.0332 - val_mse: 0.0332 - val_mape: 20.4257 - val_mae: 0.1423
+Epoch 4/10
+8820/8820 [==============================] - ETA: 4s - loss: 2.4215e-04 - mse: 2.4215e-04 - mape: 105.3556 - mae: 0.00 - ETA: 4s - loss: 2.2611e-04 - mse: 2.2611e-04 - mape: 119.7321 - mae: 0.00 - ETA: 4s - loss: 1.8296e-04 - mse: 1.8296e-04 - mape: 110.9110 - mae: 0.00 - ETA: 3s - loss: 1.8625e-04 - mse: 1.8625e-04 - mape: 113.6108 - mae: 0.00 - ETA: 3s - loss: 1.7864e-04 - mse: 1.7864e-04 - mape: 732.8459 - mae: 0.00 - ETA: 3s - loss: 1.7580e-04 - mse: 1.7580e-04 - mape: 624.7814 - mae: 0.00 - ETA: 2s - loss: 1.6462e-04 - mse: 1.6462e-04 - mape: 546.7591 - mae: 0.00 - ETA: 2s - loss: 1.6660e-04 - mse: 1.6660e-04 - mape: 496.5069 - mae: 0.00 - ETA: 2s - loss: 1.6401e-04 - mse: 1.6401e-04 - mape: 462.5719 - mae: 0.00 - ETA: 2s - loss: 1.6675e-04 - mse: 1.6675e-04 - mape: 425.4933 - mae: 0.00 - ETA: 1s - loss: 1.6474e-04 - mse: 1.6474e-04 - mape: 395.2757 - mae: 0.00 - ETA: 1s - loss: 1.6043e-04 - mse: 1.6043e-04 - mape: 372.1451 - mae: 0.00 - ETA: 1s - loss: 1.6243e-04 - mse: 1.6243e-04 - mape: 350.5943 - mae: 0.00 - ETA: 0s - loss: 1.6243e-04 - mse: 1.6243e-04 - mape: 331.5591 - mae: 0.00 - ETA: 0s - loss: 1.5936e-04 - mse: 1.5936e-04 - mape: 315.9570 - mae: 0.00 - ETA: 0s - loss: 1.5770e-04 - mse: 1.5770e-04 - mape: 302.4048 - mae: 0.00 - ETA: 0s - loss: 1.5359e-04 - mse: 1.5359e-04 - mape: 289.4800 - mae: 0.00 - 5s 560us/sample - loss: 1.5367e-04 - mse: 1.5367e-04 - mape: 287.0719 - mae: 0.0061 - val_loss: 0.0260 - val_mse: 0.0260 - val_mape: 17.1233 - val_mae: 0.1206
+Epoch 5/10
+8820/8820 [==============================] - ETA: 4s - loss: 8.1712e-05 - mse: 8.1712e-05 - mape: 92.8270 - mae: 0.004 - ETA: 4s - loss: 1.5361e-04 - mse: 1.5361e-04 - mape: 90.8424 - mae: 0.005 - ETA: 3s - loss: 1.3638e-04 - mse: 1.3638e-04 - mape: 91.9220 - mae: 0.005 - ETA: 3s - loss: 1.4712e-04 - mse: 1.4712e-04 - mape: 697.3011 - mae: 0.00 - ETA: 3s - loss: 1.3926e-04 - mse: 1.3926e-04 - mape: 576.8762 - mae: 0.00 - ETA: 3s - loss: 1.4550e-04 - mse: 1.4550e-04 - mape: 494.7784 - mae: 0.00 - ETA: 2s - loss: 1.4004e-04 - mse: 1.4004e-04 - mape: 440.2667 - mae: 0.00 - ETA: 2s - loss: 1.4540e-04 - mse: 1.4540e-04 - mape: 398.8355 - mae: 0.00 - ETA: 2s - loss: 1.4119e-04 - mse: 1.4119e-04 - mape: 363.5734 - mae: 0.00 - ETA: 1s - loss: 1.4570e-04 - mse: 1.4570e-04 - mape: 337.6283 - mae: 0.00 - ETA: 1s - loss: 1.4278e-04 - mse: 1.4278e-04 - mape: 316.9237 - mae: 0.00 - ETA: 1s - loss: 1.4533e-04 - mse: 1.4533e-04 - mape: 298.7052 - mae: 0.00 - ETA: 1s - loss: 1.4182e-04 - mse: 1.4182e-04 - mape: 283.2771 - mae: 0.00 - ETA: 0s - loss: 1.3943e-04 - mse: 1.3943e-04 - mape: 268.1734 - mae: 0.00 - ETA: 0s - loss: 1.3629e-04 - mse: 1.3629e-04 - mape: 257.4905 - mae: 0.00 - ETA: 0s - loss: 1.3400e-04 - mse: 1.3400e-04 - mape: 246.8763 - mae: 0.00 - ETA: 0s - loss: 1.3413e-04 - mse: 1.3413e-04 - mape: 236.4913 - mae: 0.00 - 5s 559us/sample - loss: 1.3304e-04 - mse: 1.3304e-04 - mape: 234.8393 - mae: 0.0057 - val_loss: 0.0205 - val_mse: 0.0205 - val_mape: 14.5789 - val_mae: 0.1039
+Epoch 6/10
+8820/8820 [==============================] - ETA: 4s - loss: 1.1139e-04 - mse: 1.1139e-04 - mape: 79.3769 - mae: 0.005 - ETA: 4s - loss: 1.0548e-04 - mse: 1.0548e-04 - mape: 83.4192 - mae: 0.005 - ETA: 3s - loss: 1.0842e-04 - mse: 1.0842e-04 - mape: 82.7733 - mae: 0.005 - ETA: 3s - loss: 1.1835e-04 - mse: 1.1835e-04 - mape: 81.5575 - mae: 0.005 - ETA: 3s - loss: 1.2130e-04 - mse: 1.2130e-04 - mape: 78.1031 - mae: 0.005 - ETA: 3s - loss: 1.3148e-04 - mse: 1.3148e-04 - mape: 88.9912 - mae: 0.005 - ETA: 2s - loss: 1.4522e-04 - mse: 1.4522e-04 - mape: 95.9502 - mae: 0.006 - ETA: 2s - loss: 1.4064e-04 - mse: 1.4064e-04 - mape: 94.4824 - mae: 0.005 - ETA: 2s - loss: 1.4341e-04 - mse: 1.4341e-04 - mape: 94.7395 - mae: 0.006 - ETA: 1s - loss: 1.4168e-04 - mse: 1.4168e-04 - mape: 99.0243 - mae: 0.006 - ETA: 1s - loss: 1.3797e-04 - mse: 1.3797e-04 - mape: 1204.5577 - mae: 0.006 - ETA: 1s - loss: 1.3563e-04 - mse: 1.3563e-04 - mape: 1111.6207 - mae: 0.006 - ETA: 1s - loss: 1.3724e-04 - mse: 1.3724e-04 - mape: 1036.4457 - mae: 0.006 - ETA: 0s - loss: 1.3276e-04 - mse: 1.3276e-04 - mape: 969.5418 - mae: 0.005 - ETA: 0s - loss: 1.3156e-04 - mse: 1.3156e-04 - mape: 916.5861 - mae: 0.00 - ETA: 0s - loss: 1.3128e-04 - mse: 1.3128e-04 - mape: 865.8080 - mae: 0.00 - ETA: 0s - loss: 1.3057e-04 - mse: 1.3057e-04 - mape: 822.9312 - mae: 0.00 - 5s 548us/sample - loss: 1.2980e-04 - mse: 1.2980e-04 - mape: 812.8379 - mae: 0.0060 - val_loss: 0.0195 - val_mse: 0.0195 - val_mape: 14.2188 - val_mae: 0.1017
+Epoch 7/10
+8820/8820 [==============================] - ETA: 3s - loss: 1.1877e-04 - mse: 1.1877e-04 - mape: 200.9614 - mae: 0.00 - ETA: 3s - loss: 1.0687e-04 - mse: 1.0687e-04 - mape: 174.2128 - mae: 0.00 - ETA: 3s - loss: 1.1419e-04 - mse: 1.1419e-04 - mape: 153.6902 - mae: 0.00 - ETA: 3s - loss: 1.1031e-04 - mse: 1.1031e-04 - mape: 140.6614 - mae: 0.00 - ETA: 3s - loss: 1.0757e-04 - mse: 1.0757e-04 - mape: 139.9030 - mae: 0.00 - ETA: 2s - loss: 1.0572e-04 - mse: 1.0572e-04 - mape: 148.6785 - mae: 0.00 - ETA: 2s - loss: 1.0231e-04 - mse: 1.0231e-04 - mape: 138.2699 - mae: 0.00 - ETA: 2s - loss: 9.8323e-05 - mse: 9.8323e-05 - mape: 129.7618 - mae: 0.00 - ETA: 2s - loss: 9.7117e-05 - mse: 9.7117e-05 - mape: 124.0734 - mae: 0.00 - ETA: 1s - loss: 9.7920e-05 - mse: 9.7920e-05 - mape: 123.9650 - mae: 0.00 - ETA: 1s - loss: 9.7253e-05 - mse: 9.7253e-05 - mape: 123.3314 - mae: 0.00 - ETA: 1s - loss: 1.0129e-04 - mse: 1.0129e-04 - mape: 136.7231 - mae: 0.00 - ETA: 1s - loss: 1.0288e-04 - mse: 1.0288e-04 - mape: 131.6461 - mae: 0.00 - ETA: 0s - loss: 1.1552e-04 - mse: 1.1552e-04 - mape: 129.5068 - mae: 0.00 - ETA: 0s - loss: 1.1452e-04 - mse: 1.1452e-04 - mape: 127.4263 - mae: 0.00 - ETA: 0s - loss: 1.2508e-04 - mse: 1.2508e-04 - mape: 126.2538 - mae: 0.00 - ETA: 0s - loss: 1.2186e-04 - mse: 1.2186e-04 - mape: 124.6972 - mae: 0.00 - 5s 524us/sample - loss: 1.2698e-04 - mse: 1.2698e-04 - mape: 124.4761 - mae: 0.0058 - val_loss: 0.0147 - val_mse: 0.0147 - val_mape: 12.6409 - val_mae: 0.0874
+Epoch 8/10
+8820/8820 [==============================] - ETA: 4s - loss: 1.6680e-04 - mse: 1.6680e-04 - mape: 79.9655 - mae: 0.006 - ETA: 3s - loss: 1.7319e-04 - mse: 1.7319e-04 - mape: 77.2501 - mae: 0.006 - ETA: 3s - loss: 1.6189e-04 - mse: 1.6189e-04 - mape: 84.2266 - mae: 0.006 - ETA: 3s - loss: 1.7056e-04 - mse: 1.7056e-04 - mape: 105.1771 - mae: 0.00 - ETA: 3s - loss: 1.6012e-04 - mse: 1.6012e-04 - mape: 103.1921 - mae: 0.00 - ETA: 2s - loss: 1.6445e-04 - mse: 1.6445e-04 - mape: 98.2178 - mae: 0.0063 - ETA: 2s - loss: 1.5334e-04 - mse: 1.5334e-04 - mape: 96.6410 - mae: 0.006 - ETA: 2s - loss: 1.5709e-04 - mse: 1.5709e-04 - mape: 100.2021 - mae: 0.00 - ETA: 2s - loss: 1.5708e-04 - mse: 1.5708e-04 - mape: 98.3327 - mae: 0.0062 - ETA: 1s - loss: 1.6633e-04 - mse: 1.6633e-04 - mape: 98.2134 - mae: 0.006 - ETA: 1s - loss: 1.6196e-04 - mse: 1.6196e-04 - mape: 100.2807 - mae: 0.00 - ETA: 1s - loss: 1.6685e-04 - mse: 1.6685e-04 - mape: 104.3210 - mae: 0.00 - ETA: 1s - loss: 1.6856e-04 - mse: 1.6856e-04 - mape: 103.4744 - mae: 0.00 - ETA: 0s - loss: 1.6576e-04 - mse: 1.6576e-04 - mape: 188.8508 - mae: 0.00 - ETA: 0s - loss: 1.6785e-04 - mse: 1.6785e-04 - mape: 183.8296 - mae: 0.00 - ETA: 0s - loss: 1.6581e-04 - mse: 1.6581e-04 - mape: 193.6252 - mae: 0.00 - ETA: 0s - loss: 1.6516e-04 - mse: 1.6516e-04 - mape: 191.6228 - mae: 0.00 - 5s 525us/sample - loss: 1.6424e-04 - mse: 1.6424e-04 - mape: 193.7003 - mae: 0.0066 - val_loss: 0.0152 - val_mse: 0.0152 - val_mape: 13.0855 - val_mae: 0.0898
+Epoch 9/10
+8820/8820 [==============================] - ETA: 4s - loss: 1.5628e-04 - mse: 1.5628e-04 - mape: 117.2307 - mae: 0.00 - ETA: 3s - loss: 1.4498e-04 - mse: 1.4498e-04 - mape: 143.2163 - mae: 0.00 - ETA: 3s - loss: 1.4921e-04 - mse: 1.4921e-04 - mape: 5284.4434 - mae: 0.007 - ETA: 3s - loss: 1.4700e-04 - mse: 1.4700e-04 - mape: 3987.0754 - mae: 0.006 - ETA: 3s - loss: 1.4158e-04 - mse: 1.4158e-04 - mape: 3227.4387 - mae: 0.007 - ETA: 2s - loss: 1.4873e-04 - mse: 1.4873e-04 - mape: 2701.9055 - mae: 0.007 - ETA: 2s - loss: 1.4262e-04 - mse: 1.4262e-04 - mape: 2348.3767 - mae: 0.006 - ETA: 2s - loss: 1.4726e-04 - mse: 1.4726e-04 - mape: 2080.5244 - mae: 0.006 - ETA: 2s - loss: 1.4519e-04 - mse: 1.4519e-04 - mape: 1857.9049 - mae: 0.006 - ETA: 1s - loss: 1.4464e-04 - mse: 1.4464e-04 - mape: 1686.2897 - mae: 0.006 - ETA: 1s - loss: 1.4707e-04 - mse: 1.4707e-04 - mape: 1542.4644 - mae: 0.006 - ETA: 1s - loss: 1.4377e-04 - mse: 1.4377e-04 - mape: 1431.9532 - mae: 0.006 - ETA: 1s - loss: 1.4002e-04 - mse: 1.4002e-04 - mape: 1337.7819 - mae: 0.006 - ETA: 0s - loss: 1.3716e-04 - mse: 1.3716e-04 - mape: 1247.7957 - mae: 0.006 - ETA: 0s - loss: 1.3545e-04 - mse: 1.3545e-04 - mape: 1174.5095 - mae: 0.006 - ETA: 0s - loss: 1.3411e-04 - mse: 1.3411e-04 - mape: 1105.0221 - mae: 0.006 - ETA: 0s - loss: 1.3196e-04 - mse: 1.3196e-04 - mape: 1049.5964 - mae: 0.006 - 5s 515us/sample - loss: 1.3116e-04 - mse: 1.3116e-04 - mape: 1037.4769 - mae: 0.0065 - val_loss: 0.0245 - val_mse: 0.0245 - val_mape: 17.1373 - val_mae: 0.1203
+Epoch 10/10
+8820/8820 [==============================] - ETA: 4s - loss: 1.3071e-04 - mse: 1.3071e-04 - mape: 76.2435 - mae: 0.005 - ETA: 3s - loss: 1.3541e-04 - mse: 1.3541e-04 - mape: 90.4345 - mae: 0.006 - ETA: 3s - loss: 1.2327e-04 - mse: 1.2327e-04 - mape: 87.5595 - mae: 0.005 - ETA: 3s - loss: 1.2070e-04 - mse: 1.2070e-04 - mape: 100.2553 - mae: 0.00 - ETA: 3s - loss: 1.2172e-04 - mse: 1.2172e-04 - mape: 131.5658 - mae: 0.00 - ETA: 2s - loss: 1.1389e-04 - mse: 1.1389e-04 - mape: 770.6851 - mae: 0.00 - ETA: 2s - loss: 1.1509e-04 - mse: 1.1509e-04 - mape: 670.3345 - mae: 0.00 - ETA: 2s - loss: 1.1155e-04 - mse: 1.1155e-04 - mape: 595.4003 - mae: 0.00 - ETA: 2s - loss: 1.1071e-04 - mse: 1.1071e-04 - mape: 542.2603 - mae: 0.00 - ETA: 1s - loss: 1.0661e-04 - mse: 1.0661e-04 - mape: 501.5049 - mae: 0.00 - ETA: 1s - loss: 1.0493e-04 - mse: 1.0493e-04 - mape: 464.2820 - mae: 0.00 - ETA: 1s - loss: 1.0451e-04 - mse: 1.0451e-04 - mape: 432.0814 - mae: 0.00 - ETA: 1s - loss: 1.0413e-04 - mse: 1.0413e-04 - mape: 403.9509 - mae: 0.00 - ETA: 0s - loss: 1.0488e-04 - mse: 1.0488e-04 - mape: 383.0636 - mae: 0.00 - ETA: 0s - loss: 1.0343e-04 - mse: 1.0343e-04 - mape: 364.9866 - mae: 0.00 - ETA: 0s - loss: 1.0493e-04 - mse: 1.0493e-04 - mape: 346.3300 - mae: 0.00 - ETA: 0s - loss: 1.0360e-04 - mse: 1.0360e-04 - mape: 330.0549 - mae: 0.00 - 5s 520us/sample - loss: 1.0580e-04 - mse: 1.0580e-04 - mape: 326.9236 - mae: 0.0053 - val_loss: 0.0139 - val_mse: 0.0139 - val_mape: 11.6572 - val_mae: 0.0835
+Validation Loss (MSE) from Last Epoch: 0.01392034997745436; Learning Rate:0.01; Number of Units in each LSTM Layer: 128
+Compilation Time :  0.04420614242553711
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 45s - loss: 0.0166 - mse: 0.0166 - mape: 99.8214 - mae: 0.06 - ETA: 23s - loss: 0.0148 - mse: 0.0148 - mape: 355.2824 - mae: 0.061 - ETA: 16s - loss: 0.0736 - mse: 0.0736 - mape: 7237.9575 - mae: 0.18 - ETA: 12s - loss: 0.0587 - mse: 0.0587 - mape: 15571.1074 - mae: 0.154 - ETA: 10s - loss: 0.0498 - mse: 0.0498 - mape: 12569.5664 - mae: 0.135 - ETA: 8s - loss: 0.0441 - mse: 0.0441 - mape: 10578.0742 - mae: 0.122 - ETA: 7s - loss: 0.0395 - mse: 0.0395 - mape: 9163.9619 - mae: 0.1128 - ETA: 6s - loss: 0.0357 - mse: 0.0357 - mape: 8105.7441 - mae: 0.105 - ETA: 5s - loss: 0.0324 - mse: 0.0324 - mape: 7362.7119 - mae: 0.099 - ETA: 4s - loss: 0.0300 - mse: 0.0300 - mape: 6940.2891 - mae: 0.098 - ETA: 3s - loss: 0.0275 - mse: 0.0275 - mape: 6335.3667 - mae: 0.091 - ETA: 2s - loss: 0.0255 - mse: 0.0255 - mape: 5823.8013 - mae: 0.086 - ETA: 2s - loss: 0.0236 - mse: 0.0236 - mape: 5394.0947 - mae: 0.080 - ETA: 1s - loss: 0.0223 - mse: 0.0223 - mape: 5035.9141 - mae: 0.077 - ETA: 1s - loss: 0.0209 - mse: 0.0209 - mape: 4717.1084 - mae: 0.073 - ETA: 0s - loss: 0.0197 - mse: 0.0197 - mape: 4444.8511 - mae: 0.070 - ETA: 0s - loss: 0.0187 - mse: 0.0187 - mape: 4204.3643 - mae: 0.068 - 9s 1ms/sample - loss: 0.0185 - mse: 0.0185 - mape: 4153.6729 - mae: 0.0678 - val_loss: 0.1064 - val_mse: 0.1064 - val_mape: 44.5024 - val_mae: 0.2893
+Epoch 2/10
+8820/8820 [==============================] - ETA: 5s - loss: 0.0013 - mse: 0.0013 - mape: 161.0183 - mae: 0.01 - ETA: 5s - loss: 0.0014 - mse: 0.0014 - mape: 224.9346 - mae: 0.01 - ETA: 4s - loss: 0.0016 - mse: 0.0016 - mape: 232.4260 - mae: 0.02 - ETA: 4s - loss: 0.0018 - mse: 0.0018 - mape: 9834.7520 - mae: 0.023 - ETA: 4s - loss: 0.0017 - mse: 0.0017 - mape: 7930.8545 - mae: 0.023 - ETA: 3s - loss: 0.0018 - mse: 0.0018 - mape: 6641.0688 - mae: 0.023 - ETA: 3s - loss: 0.0018 - mse: 0.0018 - mape: 5747.4565 - mae: 0.023 - ETA: 3s - loss: 0.0019 - mse: 0.0019 - mape: 5068.5444 - mae: 0.022 - ETA: 2s - loss: 0.0018 - mse: 0.0018 - mape: 4528.4316 - mae: 0.022 - ETA: 2s - loss: 0.0018 - mse: 0.0018 - mape: 4094.7039 - mae: 0.021 - ETA: 2s - loss: 0.0017 - mse: 0.0017 - mape: 3745.5110 - mae: 0.021 - ETA: 1s - loss: 0.0016 - mse: 0.0016 - mape: 3469.9265 - mae: 0.021 - ETA: 1s - loss: 0.0016 - mse: 0.0016 - mape: 3242.3772 - mae: 0.021 - ETA: 1s - loss: 0.0015 - mse: 0.0015 - mape: 3029.5964 - mae: 0.020 - ETA: 0s - loss: 0.0015 - mse: 0.0015 - mape: 2837.2585 - mae: 0.020 - ETA: 0s - loss: 0.0014 - mse: 0.0014 - mape: 2680.1045 - mae: 0.019 - ETA: 0s - loss: 0.0013 - mse: 0.0013 - mape: 2539.2637 - mae: 0.019 - 6s 706us/sample - loss: 0.0013 - mse: 0.0013 - mape: 2507.2048 - mae: 0.0195 - val_loss: 0.0208 - val_mse: 0.0208 - val_mape: 16.3737 - val_mae: 0.1137
+Epoch 3/10
+8820/8820 [==============================] - ETA: 5s - loss: 2.6709e-04 - mse: 2.6709e-04 - mape: 527.4269 - mae: 0.01 - ETA: 5s - loss: 4.1970e-04 - mse: 4.1970e-04 - mape: 533.2589 - mae: 0.01 - ETA: 4s - loss: 4.1049e-04 - mse: 4.1049e-04 - mape: 437.6351 - mae: 0.01 - ETA: 4s - loss: 3.4643e-04 - mse: 3.4643e-04 - mape: 358.9088 - mae: 0.01 - ETA: 4s - loss: 3.4933e-04 - mse: 3.4933e-04 - mape: 347.2332 - mae: 0.01 - ETA: 3s - loss: 3.4970e-04 - mse: 3.4970e-04 - mape: 336.0476 - mae: 0.01 - ETA: 3s - loss: 3.2853e-04 - mse: 3.2853e-04 - mape: 310.3591 - mae: 0.01 - ETA: 3s - loss: 3.2303e-04 - mse: 3.2303e-04 - mape: 282.4977 - mae: 0.01 - ETA: 2s - loss: 3.1310e-04 - mse: 3.1310e-04 - mape: 273.5366 - mae: 0.01 - ETA: 2s - loss: 3.0118e-04 - mse: 3.0118e-04 - mape: 267.2710 - mae: 0.01 - ETA: 2s - loss: 2.9490e-04 - mse: 2.9490e-04 - mape: 271.3174 - mae: 0.01 - ETA: 1s - loss: 3.0483e-04 - mse: 3.0483e-04 - mape: 272.6985 - mae: 0.01 - ETA: 1s - loss: 2.9295e-04 - mse: 2.9295e-04 - mape: 1586.7512 - mae: 0.011 - ETA: 1s - loss: 2.8291e-04 - mse: 2.8291e-04 - mape: 1490.2185 - mae: 0.010 - ETA: 0s - loss: 2.7877e-04 - mse: 2.7877e-04 - mape: 1410.0895 - mae: 0.010 - ETA: 0s - loss: 2.7068e-04 - mse: 2.7068e-04 - mape: 1334.0486 - mae: 0.010 - ETA: 0s - loss: 2.6096e-04 - mse: 2.6096e-04 - mape: 1268.0752 - mae: 0.010 - 6s 703us/sample - loss: 2.5950e-04 - mse: 2.5950e-04 - mape: 1254.6115 - mae: 0.0101 - val_loss: 0.0081 - val_mse: 0.0081 - val_mape: 10.1543 - val_mae: 0.0664
+Epoch 4/10
+8820/8820 [==============================] - ETA: 5s - loss: 3.0354e-04 - mse: 3.0354e-04 - mape: 227.4191 - mae: 0.00 - ETA: 5s - loss: 2.4246e-04 - mse: 2.4246e-04 - mape: 222.3998 - mae: 0.00 - ETA: 4s - loss: 2.4195e-04 - mse: 2.4195e-04 - mape: 207.9265 - mae: 0.00 - ETA: 4s - loss: 2.6542e-04 - mse: 2.6542e-04 - mape: 189.5513 - mae: 0.00 - ETA: 4s - loss: 2.3950e-04 - mse: 2.3950e-04 - mape: 184.1773 - mae: 0.00 - ETA: 3s - loss: 2.1954e-04 - mse: 2.1954e-04 - mape: 183.5364 - mae: 0.00 - ETA: 3s - loss: 2.1183e-04 - mse: 2.1183e-04 - mape: 182.4474 - mae: 0.00 - ETA: 3s - loss: 2.1043e-04 - mse: 2.1043e-04 - mape: 178.8503 - mae: 0.00 - ETA: 2s - loss: 2.0887e-04 - mse: 2.0887e-04 - mape: 175.0381 - mae: 0.00 - ETA: 2s - loss: 1.9900e-04 - mse: 1.9900e-04 - mape: 170.3621 - mae: 0.00 - ETA: 2s - loss: 1.9623e-04 - mse: 1.9623e-04 - mape: 167.2611 - mae: 0.00 - ETA: 1s - loss: 1.9326e-04 - mse: 1.9326e-04 - mape: 166.0335 - mae: 0.00 - ETA: 1s - loss: 1.9088e-04 - mse: 1.9088e-04 - mape: 162.4809 - mae: 0.00 - ETA: 1s - loss: 1.9026e-04 - mse: 1.9026e-04 - mape: 595.3356 - mae: 0.00 - ETA: 0s - loss: 1.8341e-04 - mse: 1.8341e-04 - mape: 560.3165 - mae: 0.00 - ETA: 0s - loss: 1.8246e-04 - mse: 1.8246e-04 - mape: 534.7745 - mae: 0.00 - ETA: 0s - loss: 1.7974e-04 - mse: 1.7974e-04 - mape: 510.8147 - mae: 0.00 - 6s 707us/sample - loss: 1.7975e-04 - mse: 1.7975e-04 - mape: 505.2451 - mae: 0.0067 - val_loss: 0.0082 - val_mse: 0.0082 - val_mape: 9.6666 - val_mae: 0.0658
+Epoch 5/10
+8820/8820 [==============================] - ETA: 5s - loss: 1.3345e-04 - mse: 1.3345e-04 - mape: 119.1591 - mae: 0.00 - ETA: 5s - loss: 2.2953e-04 - mse: 2.2953e-04 - mape: 102.6932 - mae: 0.00 - ETA: 4s - loss: 1.9608e-04 - mse: 1.9608e-04 - mape: 94.0818 - mae: 0.0066 - ETA: 4s - loss: 1.8786e-04 - mse: 1.8786e-04 - mape: 85.3791 - mae: 0.006 - ETA: 4s - loss: 1.9234e-04 - mse: 1.9234e-04 - mape: 81.1255 - mae: 0.006 - ETA: 3s - loss: 1.8086e-04 - mse: 1.8086e-04 - mape: 77.7064 - mae: 0.006 - ETA: 3s - loss: 1.6914e-04 - mse: 1.6914e-04 - mape: 75.6745 - mae: 0.006 - ETA: 3s - loss: 1.7593e-04 - mse: 1.7593e-04 - mape: 74.4637 - mae: 0.006 - ETA: 2s - loss: 1.7113e-04 - mse: 1.7113e-04 - mape: 71.7077 - mae: 0.006 - ETA: 2s - loss: 1.6194e-04 - mse: 1.6194e-04 - mape: 71.2650 - mae: 0.006 - ETA: 2s - loss: 1.6507e-04 - mse: 1.6507e-04 - mape: 71.0508 - mae: 0.006 - ETA: 1s - loss: 1.6611e-04 - mse: 1.6611e-04 - mape: 522.0452 - mae: 0.00 - ETA: 1s - loss: 1.6242e-04 - mse: 1.6242e-04 - mape: 487.5024 - mae: 0.00 - ETA: 1s - loss: 1.5845e-04 - mse: 1.5845e-04 - mape: 460.4002 - mae: 0.00 - ETA: 0s - loss: 1.5314e-04 - mse: 1.5314e-04 - mape: 437.8818 - mae: 0.00 - ETA: 0s - loss: 1.4987e-04 - mse: 1.4987e-04 - mape: 417.1279 - mae: 0.00 - ETA: 0s - loss: 1.5081e-04 - mse: 1.5081e-04 - mape: 398.0067 - mae: 0.00 - 6s 704us/sample - loss: 1.5110e-04 - mse: 1.5110e-04 - mape: 393.9823 - mae: 0.0058 - val_loss: 0.0082 - val_mse: 0.0082 - val_mape: 9.1826 - val_mae: 0.0646
+Epoch 6/10
+8820/8820 [==============================] - ETA: 5s - loss: 1.2351e-04 - mse: 1.2351e-04 - mape: 128.5652 - mae: 0.00 - ETA: 5s - loss: 1.0312e-04 - mse: 1.0312e-04 - mape: 105.1034 - mae: 0.00 - ETA: 4s - loss: 9.6779e-05 - mse: 9.6779e-05 - mape: 98.7999 - mae: 0.0048 - ETA: 4s - loss: 9.5980e-05 - mse: 9.5980e-05 - mape: 98.1730 - mae: 0.004 - ETA: 4s - loss: 9.6338e-05 - mse: 9.6338e-05 - mape: 91.1325 - mae: 0.004 - ETA: 3s - loss: 1.0376e-04 - mse: 1.0376e-04 - mape: 91.4170 - mae: 0.004 - ETA: 3s - loss: 1.0605e-04 - mse: 1.0605e-04 - mape: 993.4553 - mae: 0.00 - ETA: 3s - loss: 1.0600e-04 - mse: 1.0600e-04 - mape: 881.7986 - mae: 0.00 - ETA: 2s - loss: 1.0552e-04 - mse: 1.0552e-04 - mape: 795.1312 - mae: 0.00 - ETA: 2s - loss: 1.0509e-04 - mse: 1.0509e-04 - mape: 725.9756 - mae: 0.00 - ETA: 2s - loss: 1.0310e-04 - mse: 1.0310e-04 - mape: 669.1434 - mae: 0.00 - ETA: 1s - loss: 1.0427e-04 - mse: 1.0427e-04 - mape: 619.6184 - mae: 0.00 - ETA: 1s - loss: 1.0343e-04 - mse: 1.0343e-04 - mape: 576.9230 - mae: 0.00 - ETA: 1s - loss: 1.0261e-04 - mse: 1.0261e-04 - mape: 540.0555 - mae: 0.00 - ETA: 0s - loss: 1.0164e-04 - mse: 1.0164e-04 - mape: 508.7531 - mae: 0.00 - ETA: 0s - loss: 1.0060e-04 - mse: 1.0060e-04 - mape: 480.4823 - mae: 0.00 - ETA: 0s - loss: 1.0138e-04 - mse: 1.0138e-04 - mape: 457.0474 - mae: 0.00 - 6s 704us/sample - loss: 1.0120e-04 - mse: 1.0120e-04 - mape: 452.4214 - mae: 0.0048 - val_loss: 0.0067 - val_mse: 0.0067 - val_mape: 8.1323 - val_mae: 0.0571
+Epoch 7/10
+8820/8820 [==============================] - ETA: 5s - loss: 7.5397e-05 - mse: 7.5397e-05 - mape: 89.0758 - mae: 0.004 - ETA: 5s - loss: 8.6440e-05 - mse: 8.6440e-05 - mape: 94.0280 - mae: 0.004 - ETA: 4s - loss: 1.0518e-04 - mse: 1.0518e-04 - mape: 101.2183 - mae: 0.00 - ETA: 4s - loss: 1.0394e-04 - mse: 1.0394e-04 - mape: 100.6341 - mae: 0.00 - ETA: 4s - loss: 1.0587e-04 - mse: 1.0587e-04 - mape: 98.2657 - mae: 0.0049 - ETA: 3s - loss: 1.0210e-04 - mse: 1.0210e-04 - mape: 98.0618 - mae: 0.004 - ETA: 3s - loss: 1.0178e-04 - mse: 1.0178e-04 - mape: 101.3713 - mae: 0.00 - ETA: 3s - loss: 9.7796e-05 - mse: 9.7796e-05 - mape: 99.8859 - mae: 0.0048 - ETA: 2s - loss: 9.6701e-05 - mse: 9.6701e-05 - mape: 98.0368 - mae: 0.004 - ETA: 2s - loss: 9.5792e-05 - mse: 9.5792e-05 - mape: 95.4329 - mae: 0.004 - ETA: 2s - loss: 9.3363e-05 - mse: 9.3363e-05 - mape: 92.8385 - mae: 0.004 - ETA: 1s - loss: 9.1275e-05 - mse: 9.1275e-05 - mape: 90.1563 - mae: 0.004 - ETA: 1s - loss: 9.0405e-05 - mse: 9.0405e-05 - mape: 87.9462 - mae: 0.004 - ETA: 1s - loss: 9.1430e-05 - mse: 9.1430e-05 - mape: 448.2391 - mae: 0.00 - ETA: 0s - loss: 9.0699e-05 - mse: 9.0699e-05 - mape: 424.6600 - mae: 0.00 - ETA: 0s - loss: 9.2006e-05 - mse: 9.2006e-05 - mape: 403.8681 - mae: 0.00 - ETA: 0s - loss: 9.1048e-05 - mse: 9.1048e-05 - mape: 386.5873 - mae: 0.00 - 6s 697us/sample - loss: 9.0744e-05 - mse: 9.0744e-05 - mape: 382.5161 - mae: 0.0047 - val_loss: 0.0094 - val_mse: 0.0094 - val_mape: 10.6442 - val_mae: 0.0742
+Epoch 8/10
+8820/8820 [==============================] - ETA: 5s - loss: 7.1619e-05 - mse: 7.1619e-05 - mape: 92.5488 - mae: 0.004 - ETA: 5s - loss: 7.7716e-05 - mse: 7.7716e-05 - mape: 85.9234 - mae: 0.004 - ETA: 4s - loss: 8.5553e-05 - mse: 8.5553e-05 - mape: 79.3683 - mae: 0.004 - ETA: 4s - loss: 8.7859e-05 - mse: 8.7859e-05 - mape: 71.4685 - mae: 0.004 - ETA: 4s - loss: 8.3924e-05 - mse: 8.3924e-05 - mape: 70.4193 - mae: 0.004 - ETA: 3s - loss: 8.2489e-05 - mse: 8.2489e-05 - mape: 71.7682 - mae: 0.004 - ETA: 3s - loss: 8.6103e-05 - mse: 8.6103e-05 - mape: 71.7823 - mae: 0.004 - ETA: 3s - loss: 9.4469e-05 - mse: 9.4469e-05 - mape: 73.1833 - mae: 0.004 - ETA: 2s - loss: 9.2814e-05 - mse: 9.2814e-05 - mape: 72.1399 - mae: 0.004 - ETA: 2s - loss: 9.0431e-05 - mse: 9.0431e-05 - mape: 71.6792 - mae: 0.004 - ETA: 2s - loss: 9.1591e-05 - mse: 9.1591e-05 - mape: 71.7181 - mae: 0.004 - ETA: 1s - loss: 9.0952e-05 - mse: 9.0952e-05 - mape: 505.1753 - mae: 0.00 - ETA: 1s - loss: 9.2948e-05 - mse: 9.2948e-05 - mape: 471.2387 - mae: 0.00 - ETA: 1s - loss: 9.2130e-05 - mse: 9.2130e-05 - mape: 444.1439 - mae: 0.00 - ETA: 0s - loss: 9.2109e-05 - mse: 9.2109e-05 - mape: 420.6007 - mae: 0.00 - ETA: 0s - loss: 9.3072e-05 - mse: 9.3072e-05 - mape: 398.3667 - mae: 0.00 - ETA: 0s - loss: 9.3721e-05 - mse: 9.3721e-05 - mape: 378.2886 - mae: 0.00 - 6s 707us/sample - loss: 9.5227e-05 - mse: 9.5227e-05 - mape: 373.9229 - mae: 0.0046 - val_loss: 0.0074 - val_mse: 0.0074 - val_mape: 8.9568 - val_mae: 0.0631
+Epoch 9/10
+8820/8820 [==============================] - ETA: 5s - loss: 6.4391e-05 - mse: 6.4391e-05 - mape: 5744.9473 - mae: 0.004 - ETA: 5s - loss: 1.0415e-04 - mse: 1.0415e-04 - mape: 2913.8716 - mae: 0.004 - ETA: 4s - loss: 1.1651e-04 - mse: 1.1651e-04 - mape: 1971.2365 - mae: 0.004 - ETA: 4s - loss: 1.1354e-04 - mse: 1.1354e-04 - mape: 1498.0341 - mae: 0.004 - ETA: 4s - loss: 1.0738e-04 - mse: 1.0738e-04 - mape: 1211.0962 - mae: 0.004 - ETA: 3s - loss: 1.0727e-04 - mse: 1.0727e-04 - mape: 1021.9744 - mae: 0.004 - ETA: 3s - loss: 1.0371e-04 - mse: 1.0371e-04 - mape: 889.7066 - mae: 0.004 - ETA: 3s - loss: 9.8639e-05 - mse: 9.8639e-05 - mape: 792.1278 - mae: 0.00 - ETA: 2s - loss: 9.7030e-05 - mse: 9.7030e-05 - mape: 714.4042 - mae: 0.00 - ETA: 2s - loss: 9.6342e-05 - mse: 9.6342e-05 - mape: 651.9445 - mae: 0.00 - ETA: 2s - loss: 9.5858e-05 - mse: 9.5858e-05 - mape: 598.9599 - mae: 0.00 - ETA: 1s - loss: 9.5084e-05 - mse: 9.5084e-05 - mape: 557.9288 - mae: 0.00 - ETA: 1s - loss: 9.9232e-05 - mse: 9.9232e-05 - mape: 521.7452 - mae: 0.00 - ETA: 1s - loss: 9.9878e-05 - mse: 9.9878e-05 - mape: 491.1266 - mae: 0.00 - ETA: 0s - loss: 1.0016e-04 - mse: 1.0016e-04 - mape: 464.7943 - mae: 0.00 - ETA: 0s - loss: 1.0157e-04 - mse: 1.0157e-04 - mape: 440.9928 - mae: 0.00 - ETA: 0s - loss: 1.0056e-04 - mse: 1.0056e-04 - mape: 418.7930 - mae: 0.00 - 6s 694us/sample - loss: 1.0133e-04 - mse: 1.0133e-04 - mape: 414.0908 - mae: 0.0047 - val_loss: 0.0073 - val_mse: 0.0073 - val_mape: 8.7401 - val_mae: 0.0618
+Epoch 10/10
+8820/8820 [==============================] - ETA: 5s - loss: 8.7277e-05 - mse: 8.7277e-05 - mape: 55.8763 - mae: 0.004 - ETA: 5s - loss: 1.1258e-04 - mse: 1.1258e-04 - mape: 60.2906 - mae: 0.004 - ETA: 4s - loss: 1.1119e-04 - mse: 1.1119e-04 - mape: 61.4661 - mae: 0.004 - ETA: 4s - loss: 1.0356e-04 - mse: 1.0356e-04 - mape: 833.8101 - mae: 0.00 - ETA: 4s - loss: 1.1596e-04 - mse: 1.1596e-04 - mape: 681.7907 - mae: 0.00 - ETA: 3s - loss: 1.1092e-04 - mse: 1.1092e-04 - mape: 585.9333 - mae: 0.00 - ETA: 3s - loss: 1.1313e-04 - mse: 1.1313e-04 - mape: 518.8014 - mae: 0.00 - ETA: 3s - loss: 1.1197e-04 - mse: 1.1197e-04 - mape: 463.8441 - mae: 0.00 - ETA: 2s - loss: 1.0951e-04 - mse: 1.0951e-04 - mape: 421.5691 - mae: 0.00 - ETA: 2s - loss: 1.1176e-04 - mse: 1.1176e-04 - mape: 391.3606 - mae: 0.00 - ETA: 2s - loss: 1.0657e-04 - mse: 1.0657e-04 - mape: 363.2327 - mae: 0.00 - ETA: 1s - loss: 1.0620e-04 - mse: 1.0620e-04 - mape: 340.1379 - mae: 0.00 - ETA: 1s - loss: 1.0354e-04 - mse: 1.0354e-04 - mape: 320.6726 - mae: 0.00 - ETA: 1s - loss: 1.0194e-04 - mse: 1.0194e-04 - mape: 304.0411 - mae: 0.00 - ETA: 0s - loss: 1.0149e-04 - mse: 1.0149e-04 - mape: 288.3751 - mae: 0.00 - ETA: 0s - loss: 9.8922e-05 - mse: 9.8922e-05 - mape: 273.8006 - mae: 0.00 - ETA: 0s - loss: 9.8953e-05 - mse: 9.8953e-05 - mape: 261.3340 - mae: 0.00 - 6s 706us/sample - loss: 9.9816e-05 - mse: 9.9816e-05 - mape: 258.6180 - mae: 0.0046 - val_loss: 0.0073 - val_mse: 0.0073 - val_mape: 8.9093 - val_mae: 0.0625
+Validation Loss (MSE) from Last Epoch: 0.007277921841916989; Learning Rate:0.01; Number of Units in each LSTM Layer: 160
+Compilation Time :  0.04086709022521973
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 3:12 - loss: 0.0139 - mse: 0.0139 - mape: 99.7182 - mae: 0.053 - ETA: 1:33 - loss: 0.0124 - mse: 0.0124 - mape: 445.1194 - mae: 0.05 - ETA: 1:00 - loss: 0.1648 - mse: 0.1648 - mape: 8669.9102 - mae: 0.263 - ETA: 43s - loss: 0.1267 - mse: 0.1267 - mape: 6758.4990 - mae: 0.212 - ETA: 32s - loss: 0.1035 - mse: 0.1035 - mape: 5493.5151 - mae: 0.18 - ETA: 25s - loss: 0.0885 - mse: 0.0885 - mape: 4620.7529 - mae: 0.15 - ETA: 20s - loss: 0.0783 - mse: 0.0783 - mape: 3995.0933 - mae: 0.14 - ETA: 16s - loss: 0.0699 - mse: 0.0699 - mape: 3528.3403 - mae: 0.13 - ETA: 13s - loss: 0.0632 - mse: 0.0632 - mape: 3176.8638 - mae: 0.12 - ETA: 11s - loss: 0.0578 - mse: 0.0578 - mape: 2947.1216 - mae: 0.11 - ETA: 8s - loss: 0.0532 - mse: 0.0532 - mape: 2748.4355 - mae: 0.1095 - ETA: 7s - loss: 0.0492 - mse: 0.0492 - mape: 2574.4570 - mae: 0.103 - ETA: 5s - loss: 0.0458 - mse: 0.0458 - mape: 2919.7085 - mae: 0.097 - ETA: 3s - loss: 0.0427 - mse: 0.0427 - mape: 2726.5396 - mae: 0.092 - ETA: 2s - loss: 0.0404 - mse: 0.0404 - mape: 2558.4187 - mae: 0.089 - ETA: 1s - loss: 0.0381 - mse: 0.0381 - mape: 2409.7952 - mae: 0.085 - ETA: 0s - loss: 0.0363 - mse: 0.0363 - mape: 2278.2681 - mae: 0.083 - 19s 2ms/sample - loss: 0.0358 - mse: 0.0358 - mape: 2251.1338 - mae: 0.0825 - val_loss: 0.1404 - val_mse: 0.1404 - val_mape: 53.7355 - val_mae: 0.3415
+Epoch 2/10
+8820/8820 [==============================] - ETA: 6s - loss: 0.0106 - mse: 0.0106 - mape: 2107.7932 - mae: 0.080 - ETA: 5s - loss: 0.0072 - mse: 0.0072 - mape: 1153.5791 - mae: 0.055 - ETA: 5s - loss: 0.0062 - mse: 0.0062 - mape: 1015.1016 - mae: 0.049 - ETA: 5s - loss: 0.0054 - mse: 0.0054 - mape: 1033.6755 - mae: 0.047 - ETA: 4s - loss: 0.0050 - mse: 0.0050 - mape: 1034.6234 - mae: 0.045 - ETA: 4s - loss: 0.0047 - mse: 0.0047 - mape: 919.0337 - mae: 0.042 - ETA: 3s - loss: 0.0043 - mse: 0.0043 - mape: 11592.9541 - mae: 0.04 - ETA: 3s - loss: 0.0041 - mse: 0.0041 - mape: 10188.5186 - mae: 0.03 - ETA: 3s - loss: 0.0039 - mse: 0.0039 - mape: 9083.9414 - mae: 0.0376 - ETA: 2s - loss: 0.0037 - mse: 0.0037 - mape: 8249.1699 - mae: 0.037 - ETA: 2s - loss: 0.0036 - mse: 0.0036 - mape: 7603.7017 - mae: 0.036 - ETA: 1s - loss: 0.0034 - mse: 0.0034 - mape: 7060.1855 - mae: 0.036 - ETA: 1s - loss: 0.0033 - mse: 0.0033 - mape: 6574.1294 - mae: 0.036 - ETA: 1s - loss: 0.0032 - mse: 0.0032 - mape: 6132.1265 - mae: 0.035 - ETA: 0s - loss: 0.0032 - mse: 0.0032 - mape: 5745.8359 - mae: 0.034 - ETA: 0s - loss: 0.0031 - mse: 0.0031 - mape: 5410.2842 - mae: 0.034 - ETA: 0s - loss: 0.0030 - mse: 0.0030 - mape: 5126.7544 - mae: 0.033 - 7s 783us/sample - loss: 0.0030 - mse: 0.0030 - mape: 5066.4692 - mae: 0.0335 - val_loss: 0.0593 - val_mse: 0.0593 - val_mape: 29.0929 - val_mae: 0.1994
+Epoch 3/10
+8820/8820 [==============================] - ETA: 6s - loss: 0.0012 - mse: 0.0012 - mape: 767.0519 - mae: 0.02 - ETA: 5s - loss: 0.0011 - mse: 0.0011 - mape: 852.8640 - mae: 0.02 - ETA: 5s - loss: 0.0011 - mse: 0.0011 - mape: 813.3561 - mae: 0.02 - ETA: 5s - loss: 0.0011 - mse: 0.0011 - mape: 785.7328 - mae: 0.02 - ETA: 4s - loss: 0.0011 - mse: 0.0011 - mape: 742.0921 - mae: 0.02 - ETA: 4s - loss: 0.0011 - mse: 0.0011 - mape: 706.7498 - mae: 0.02 - ETA: 3s - loss: 0.0010 - mse: 0.0010 - mape: 679.2217 - mae: 0.02 - ETA: 3s - loss: 0.0010 - mse: 0.0010 - mape: 628.6500 - mae: 0.02 - ETA: 3s - loss: 0.0010 - mse: 0.0010 - mape: 599.7235 - mae: 0.02 - ETA: 2s - loss: 0.0010 - mse: 0.0010 - mape: 577.4018 - mae: 0.02 - ETA: 2s - loss: 9.9347e-04 - mse: 9.9347e-04 - mape: 556.4574 - mae: 0.02 - ETA: 2s - loss: 9.6998e-04 - mse: 9.6998e-04 - mape: 543.1757 - mae: 0.02 - ETA: 1s - loss: 9.4501e-04 - mse: 9.4501e-04 - mape: 541.0770 - mae: 0.02 - ETA: 1s - loss: 9.3287e-04 - mse: 9.3287e-04 - mape: 2246.5195 - mae: 0.020 - ETA: 0s - loss: 9.2242e-04 - mse: 9.2242e-04 - mape: 2127.5867 - mae: 0.020 - ETA: 0s - loss: 9.0183e-04 - mse: 9.0183e-04 - mape: 2023.6600 - mae: 0.020 - ETA: 0s - loss: 8.9541e-04 - mse: 8.9541e-04 - mape: 1932.8893 - mae: 0.020 - 7s 775us/sample - loss: 8.9117e-04 - mse: 8.9117e-04 - mape: 1912.5225 - mae: 0.0201 - val_loss: 0.0409 - val_mse: 0.0409 - val_mape: 24.0604 - val_mae: 0.1630
+Epoch 4/10
+8820/8820 [==============================] - ETA: 6s - loss: 6.0125e-04 - mse: 6.0125e-04 - mape: 411.9511 - mae: 0.01 - ETA: 5s - loss: 5.5834e-04 - mse: 5.5834e-04 - mape: 390.1813 - mae: 0.01 - ETA: 5s - loss: 4.7872e-04 - mse: 4.7872e-04 - mape: 356.5415 - mae: 0.01 - ETA: 4s - loss: 4.6846e-04 - mse: 4.6846e-04 - mape: 5338.8765 - mae: 0.014 - ETA: 4s - loss: 5.3714e-04 - mse: 5.3714e-04 - mape: 4367.4414 - mae: 0.014 - ETA: 4s - loss: 5.2359e-04 - mse: 5.2359e-04 - mape: 3670.3494 - mae: 0.014 - ETA: 3s - loss: 5.0614e-04 - mse: 5.0614e-04 - mape: 3168.7283 - mae: 0.013 - ETA: 3s - loss: 4.8332e-04 - mse: 4.8332e-04 - mape: 2787.7891 - mae: 0.013 - ETA: 3s - loss: 4.7600e-04 - mse: 4.7600e-04 - mape: 2490.2295 - mae: 0.012 - ETA: 2s - loss: 4.7799e-04 - mse: 4.7799e-04 - mape: 2251.6987 - mae: 0.012 - ETA: 2s - loss: 4.7711e-04 - mse: 4.7711e-04 - mape: 2055.9883 - mae: 0.012 - ETA: 1s - loss: 4.7717e-04 - mse: 4.7717e-04 - mape: 1896.7134 - mae: 0.012 - ETA: 1s - loss: 4.6210e-04 - mse: 4.6210e-04 - mape: 1760.2772 - mae: 0.012 - ETA: 1s - loss: 4.6807e-04 - mse: 4.6807e-04 - mape: 1640.5834 - mae: 0.012 - ETA: 0s - loss: 4.6486e-04 - mse: 4.6486e-04 - mape: 1537.6344 - mae: 0.011 - ETA: 0s - loss: 4.6719e-04 - mse: 4.6719e-04 - mape: 1448.8881 - mae: 0.011 - ETA: 0s - loss: 4.7213e-04 - mse: 4.7213e-04 - mape: 1370.3206 - mae: 0.011 - 7s 748us/sample - loss: 4.7333e-04 - mse: 4.7333e-04 - mape: 1353.2212 - mae: 0.0119 - val_loss: 0.0454 - val_mse: 0.0454 - val_mape: 24.6069 - val_mae: 0.1701
+Epoch 5/10
+8820/8820 [==============================] - ETA: 5s - loss: 3.5877e-04 - mse: 3.5877e-04 - mape: 118.8370 - mae: 0.00 - ETA: 5s - loss: 4.9320e-04 - mse: 4.9320e-04 - mape: 127.3528 - mae: 0.01 - ETA: 5s - loss: 4.5054e-04 - mse: 4.5054e-04 - mape: 127.4305 - mae: 0.01 - ETA: 4s - loss: 4.3840e-04 - mse: 4.3840e-04 - mape: 128.0013 - mae: 0.01 - ETA: 4s - loss: 4.2362e-04 - mse: 4.2362e-04 - mape: 131.6640 - mae: 0.01 - ETA: 4s - loss: 3.9889e-04 - mse: 3.9889e-04 - mape: 130.6685 - mae: 0.00 - ETA: 3s - loss: 4.0658e-04 - mse: 4.0658e-04 - mape: 132.1451 - mae: 0.00 - ETA: 3s - loss: 3.9698e-04 - mse: 3.9698e-04 - mape: 140.2115 - mae: 0.00 - ETA: 2s - loss: 3.8821e-04 - mse: 3.8821e-04 - mape: 141.1104 - mae: 0.00 - ETA: 2s - loss: 3.8103e-04 - mse: 3.8103e-04 - mape: 140.4658 - mae: 0.00 - ETA: 2s - loss: 3.7339e-04 - mse: 3.7339e-04 - mape: 139.3769 - mae: 0.00 - ETA: 1s - loss: 3.6065e-04 - mse: 3.6065e-04 - mape: 139.2820 - mae: 0.00 - ETA: 1s - loss: 3.5159e-04 - mse: 3.5159e-04 - mape: 138.5096 - mae: 0.00 - ETA: 1s - loss: 3.4295e-04 - mse: 3.4295e-04 - mape: 937.5054 - mae: 0.00 - ETA: 0s - loss: 3.3645e-04 - mse: 3.3644e-04 - mape: 885.7927 - mae: 0.00 - ETA: 0s - loss: 3.2864e-04 - mse: 3.2864e-04 - mape: 841.1289 - mae: 0.00 - ETA: 0s - loss: 3.2292e-04 - mse: 3.2292e-04 - mape: 803.5710 - mae: 0.00 - 6s 722us/sample - loss: 3.2433e-04 - mse: 3.2433e-04 - mape: 794.7236 - mae: 0.0091 - val_loss: 0.0306 - val_mse: 0.0306 - val_mape: 20.4206 - val_mae: 0.1377
+Epoch 6/10
+8820/8820 [==============================] - ETA: 5s - loss: 3.9086e-04 - mse: 3.9086e-04 - mape: 149.5487 - mae: 0.00 - ETA: 5s - loss: 3.8315e-04 - mse: 3.8315e-04 - mape: 156.4420 - mae: 0.01 - ETA: 4s - loss: 5.4139e-04 - mse: 5.4139e-04 - mape: 161.8382 - mae: 0.01 - ETA: 4s - loss: 5.0539e-04 - mse: 5.0539e-04 - mape: 3125.5264 - mae: 0.010 - ETA: 4s - loss: 5.0709e-04 - mse: 5.0709e-04 - mape: 2541.2805 - mae: 0.011 - ETA: 3s - loss: 4.8478e-04 - mse: 4.8478e-04 - mape: 2151.7371 - mae: 0.010 - ETA: 3s - loss: 4.8286e-04 - mse: 4.8286e-04 - mape: 1862.9612 - mae: 0.010 - ETA: 3s - loss: 4.6104e-04 - mse: 4.6104e-04 - mape: 1657.6812 - mae: 0.010 - ETA: 2s - loss: 4.3445e-04 - mse: 4.3445e-04 - mape: 1489.4095 - mae: 0.010 - ETA: 2s - loss: 4.2074e-04 - mse: 4.2074e-04 - mape: 1359.3279 - mae: 0.010 - ETA: 2s - loss: 4.0336e-04 - mse: 4.0336e-04 - mape: 1254.3036 - mae: 0.010 - ETA: 1s - loss: 3.9068e-04 - mse: 3.9068e-04 - mape: 1165.7507 - mae: 0.009 - ETA: 1s - loss: 3.7948e-04 - mse: 3.7948e-04 - mape: 1089.2402 - mae: 0.009 - ETA: 1s - loss: 3.7187e-04 - mse: 3.7187e-04 - mape: 1026.0388 - mae: 0.009 - ETA: 0s - loss: 3.5904e-04 - mse: 3.5904e-04 - mape: 969.3800 - mae: 0.009 - ETA: 0s - loss: 3.5233e-04 - mse: 3.5233e-04 - mape: 921.7798 - mae: 0.00 - ETA: 0s - loss: 3.4257e-04 - mse: 3.4257e-04 - mape: 877.0613 - mae: 0.00 - 6s 715us/sample - loss: 3.3985e-04 - mse: 3.3985e-04 - mape: 867.6608 - mae: 0.0094 - val_loss: 0.0276 - val_mse: 0.0276 - val_mape: 19.2946 - val_mae: 0.1299
+Epoch 7/10
+8820/8820 [==============================] - ETA: 5s - loss: 2.6625e-04 - mse: 2.6625e-04 - mape: 160.1369 - mae: 0.00 - ETA: 5s - loss: 2.2313e-04 - mse: 2.2313e-04 - mape: 161.5457 - mae: 0.00 - ETA: 4s - loss: 2.4084e-04 - mse: 2.4084e-04 - mape: 167.7993 - mae: 0.00 - ETA: 4s - loss: 2.3546e-04 - mse: 2.3546e-04 - mape: 172.0720 - mae: 0.00 - ETA: 4s - loss: 2.3376e-04 - mse: 2.3376e-04 - mape: 173.6515 - mae: 0.00 - ETA: 3s - loss: 2.2578e-04 - mse: 2.2578e-04 - mape: 172.2315 - mae: 0.00 - ETA: 3s - loss: 2.1668e-04 - mse: 2.1668e-04 - mape: 165.3864 - mae: 0.00 - ETA: 3s - loss: 2.2411e-04 - mse: 2.2411e-04 - mape: 163.2811 - mae: 0.00 - ETA: 2s - loss: 2.2225e-04 - mse: 2.2225e-04 - mape: 161.9629 - mae: 0.00 - ETA: 2s - loss: 2.2289e-04 - mse: 2.2289e-04 - mape: 158.5922 - mae: 0.00 - ETA: 2s - loss: 2.1942e-04 - mse: 2.1942e-04 - mape: 157.2861 - mae: 0.00 - ETA: 1s - loss: 2.1201e-04 - mse: 2.1201e-04 - mape: 154.0434 - mae: 0.00 - ETA: 1s - loss: 2.1357e-04 - mse: 2.1357e-04 - mape: 153.6737 - mae: 0.00 - ETA: 1s - loss: 2.1149e-04 - mse: 2.1149e-04 - mape: 153.2549 - mae: 0.00 - ETA: 0s - loss: 2.0854e-04 - mse: 2.0854e-04 - mape: 706.5153 - mae: 0.00 - ETA: 0s - loss: 2.0439e-04 - mse: 2.0439e-04 - mape: 672.6927 - mae: 0.00 - ETA: 0s - loss: 2.0156e-04 - mse: 2.0156e-04 - mape: 641.6239 - mae: 0.00 - 6s 716us/sample - loss: 2.0219e-04 - mse: 2.0219e-04 - mape: 636.4393 - mae: 0.0077 - val_loss: 0.0362 - val_mse: 0.0362 - val_mape: 21.2711 - val_mae: 0.1481
+Epoch 8/10
+8820/8820 [==============================] - ETA: 5s - loss: 1.9504e-04 - mse: 1.9504e-04 - mape: 118.5102 - mae: 0.00 - ETA: 5s - loss: 1.9858e-04 - mse: 1.9858e-04 - mape: 131.8584 - mae: 0.00 - ETA: 4s - loss: 1.8853e-04 - mse: 1.8853e-04 - mape: 127.0531 - mae: 0.00 - ETA: 4s - loss: 1.7840e-04 - mse: 1.7840e-04 - mape: 128.6056 - mae: 0.00 - ETA: 4s - loss: 1.8648e-04 - mse: 1.8648e-04 - mape: 127.0325 - mae: 0.00 - ETA: 3s - loss: 1.8887e-04 - mse: 1.8887e-04 - mape: 130.4904 - mae: 0.00 - ETA: 3s - loss: 1.8337e-04 - mse: 1.8337e-04 - mape: 134.2198 - mae: 0.00 - ETA: 3s - loss: 1.8381e-04 - mse: 1.8381e-04 - mape: 1080.8120 - mae: 0.007 - ETA: 2s - loss: 1.8320e-04 - mse: 1.8320e-04 - mape: 973.7794 - mae: 0.007 - ETA: 2s - loss: 1.8381e-04 - mse: 1.8381e-04 - mape: 888.6268 - mae: 0.00 - ETA: 2s - loss: 1.8121e-04 - mse: 1.8121e-04 - mape: 819.0557 - mae: 0.00 - ETA: 1s - loss: 1.8744e-04 - mse: 1.8744e-04 - mape: 762.6831 - mae: 0.00 - ETA: 1s - loss: 1.8529e-04 - mse: 1.8529e-04 - mape: 715.0609 - mae: 0.00 - ETA: 1s - loss: 1.8205e-04 - mse: 1.8205e-04 - mape: 671.5407 - mae: 0.00 - ETA: 0s - loss: 1.7969e-04 - mse: 1.7969e-04 - mape: 634.2618 - mae: 0.00 - ETA: 0s - loss: 1.8025e-04 - mse: 1.8025e-04 - mape: 601.7895 - mae: 0.00 - ETA: 0s - loss: 1.7961e-04 - mse: 1.7961e-04 - mape: 573.6509 - mae: 0.00 - 6s 719us/sample - loss: 1.7860e-04 - mse: 1.7860e-04 - mape: 568.7442 - mae: 0.0072 - val_loss: 0.0384 - val_mse: 0.0384 - val_mape: 22.4552 - val_mae: 0.1554
+Epoch 9/10
+8820/8820 [==============================] - ETA: 5s - loss: 2.1502e-04 - mse: 2.1502e-04 - mape: 135.4742 - mae: 0.00 - ETA: 5s - loss: 1.8257e-04 - mse: 1.8257e-04 - mape: 144.1793 - mae: 0.00 - ETA: 4s - loss: 1.7239e-04 - mse: 1.7239e-04 - mape: 135.4967 - mae: 0.00 - ETA: 4s - loss: 1.6403e-04 - mse: 1.6403e-04 - mape: 132.9390 - mae: 0.00 - ETA: 4s - loss: 1.6172e-04 - mse: 1.6172e-04 - mape: 132.0768 - mae: 0.00 - ETA: 3s - loss: 1.6540e-04 - mse: 1.6540e-04 - mape: 132.1581 - mae: 0.00 - ETA: 3s - loss: 1.5585e-04 - mse: 1.5585e-04 - mape: 139.5074 - mae: 0.00 - ETA: 3s - loss: 1.5403e-04 - mse: 1.5403e-04 - mape: 134.6124 - mae: 0.00 - ETA: 2s - loss: 1.5649e-04 - mse: 1.5649e-04 - mape: 979.2931 - mae: 0.00 - ETA: 2s - loss: 1.5484e-04 - mse: 1.5484e-04 - mape: 894.1595 - mae: 0.00 - ETA: 2s - loss: 1.5914e-04 - mse: 1.5914e-04 - mape: 824.5773 - mae: 0.00 - ETA: 1s - loss: 1.5922e-04 - mse: 1.5922e-04 - mape: 767.7292 - mae: 0.00 - ETA: 1s - loss: 1.5567e-04 - mse: 1.5567e-04 - mape: 717.7950 - mae: 0.00 - ETA: 1s - loss: 1.5166e-04 - mse: 1.5166e-04 - mape: 674.8676 - mae: 0.00 - ETA: 0s - loss: 1.5650e-04 - mse: 1.5650e-04 - mape: 637.0603 - mae: 0.00 - ETA: 0s - loss: 1.5588e-04 - mse: 1.5588e-04 - mape: 605.6941 - mae: 0.00 - ETA: 0s - loss: 1.5185e-04 - mse: 1.5185e-04 - mape: 576.8473 - mae: 0.00 - 6s 717us/sample - loss: 1.5289e-04 - mse: 1.5289e-04 - mape: 570.1283 - mae: 0.0065 - val_loss: 0.0321 - val_mse: 0.0321 - val_mape: 21.0894 - val_mae: 0.1423
+Epoch 10/10
+8820/8820 [==============================] - ETA: 5s - loss: 1.6079e-04 - mse: 1.6079e-04 - mape: 120.4077 - mae: 0.00 - ETA: 5s - loss: 1.5795e-04 - mse: 1.5795e-04 - mape: 108.4905 - mae: 0.00 - ETA: 4s - loss: 1.5155e-04 - mse: 1.5155e-04 - mape: 113.2305 - mae: 0.00 - ETA: 4s - loss: 1.6329e-04 - mse: 1.6329e-04 - mape: 112.6850 - mae: 0.00 - ETA: 4s - loss: 1.5581e-04 - mse: 1.5581e-04 - mape: 115.4509 - mae: 0.00 - ETA: 3s - loss: 1.5258e-04 - mse: 1.5258e-04 - mape: 112.9674 - mae: 0.00 - ETA: 3s - loss: 1.4620e-04 - mse: 1.4620e-04 - mape: 111.1320 - mae: 0.00 - ETA: 3s - loss: 1.5224e-04 - mse: 1.5224e-04 - mape: 110.7970 - mae: 0.00 - ETA: 2s - loss: 1.5186e-04 - mse: 1.5186e-04 - mape: 1000.7620 - mae: 0.006 - ETA: 2s - loss: 1.4969e-04 - mse: 1.4969e-04 - mape: 911.3514 - mae: 0.006 - ETA: 2s - loss: 1.4435e-04 - mse: 1.4435e-04 - mape: 838.8769 - mae: 0.00 - ETA: 1s - loss: 1.4269e-04 - mse: 1.4269e-04 - mape: 777.1033 - mae: 0.00 - ETA: 1s - loss: 1.4127e-04 - mse: 1.4127e-04 - mape: 727.0202 - mae: 0.00 - ETA: 1s - loss: 1.4560e-04 - mse: 1.4560e-04 - mape: 686.8431 - mae: 0.00 - ETA: 0s - loss: 1.4646e-04 - mse: 1.4646e-04 - mape: 648.7698 - mae: 0.00 - ETA: 0s - loss: 1.4533e-04 - mse: 1.4533e-04 - mape: 615.8513 - mae: 0.00 - ETA: 0s - loss: 1.4327e-04 - mse: 1.4327e-04 - mape: 587.3314 - mae: 0.00 - 6s 718us/sample - loss: 1.4303e-04 - mse: 1.4303e-04 - mape: 581.2111 - mae: 0.0063 - val_loss: 0.0319 - val_mse: 0.0319 - val_mape: 19.9800 - val_mae: 0.1394
+Validation Loss (MSE) from Last Epoch: 0.03192642206440167; Learning Rate:0.01; Number of Units in each LSTM Layer: 192
+Compilation Time :  0.03850722312927246
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 47s - loss: 0.0176 - mse: 0.0176 - mape: 97.5725 - mae: 0.06 - ETA: 26s - loss: 0.0115 - mse: 0.0115 - mape: 800.1373 - mae: 0.058 - ETA: 18s - loss: 0.4652 - mse: 0.4652 - mape: 11075.1260 - mae: 0.425 - ETA: 14s - loss: 0.3512 - mse: 0.3512 - mape: 8750.5117 - mae: 0.336 - ETA: 11s - loss: 0.2834 - mse: 0.2834 - mape: 7227.8037 - mae: 0.28 - ETA: 10s - loss: 0.2388 - mse: 0.2388 - mape: 6241.7051 - mae: 0.24 - ETA: 8s - loss: 0.2065 - mse: 0.2065 - mape: 5646.1221 - mae: 0.2221 - ETA: 7s - loss: 0.1823 - mse: 0.1823 - mape: 5198.5991 - mae: 0.204 - ETA: 6s - loss: 0.1632 - mse: 0.1632 - mape: 4892.1270 - mae: 0.190 - ETA: 5s - loss: 0.1474 - mse: 0.1474 - mape: 4590.7988 - mae: 0.176 - ETA: 4s - loss: 0.1355 - mse: 0.1355 - mape: 4442.3945 - mae: 0.170 - ETA: 3s - loss: 0.1255 - mse: 0.1255 - mape: 4109.5474 - mae: 0.161 - ETA: 2s - loss: 0.1170 - mse: 0.1170 - mape: 3808.9834 - mae: 0.153 - ETA: 2s - loss: 0.1097 - mse: 0.1097 - mape: 3594.6704 - mae: 0.147 - ETA: 1s - loss: 0.1031 - mse: 0.1031 - mape: 3456.5674 - mae: 0.141 - ETA: 0s - loss: 0.0972 - mse: 0.0972 - mape: 3383.3545 - mae: 0.137 - ETA: 0s - loss: 0.0917 - mse: 0.0917 - mape: 7386.1357 - mae: 0.131 - 12s 1ms/sample - loss: 0.0925 - mse: 0.0925 - mape: 7510.6504 - mae: 0.1349 - val_loss: 0.2518 - val_mse: 0.2518 - val_mape: 80.5764 - val_mae: 0.4840
+Epoch 2/10
+8820/8820 [==============================] - ETA: 7s - loss: 0.0122 - mse: 0.0122 - mape: 538.3945 - mae: 0.06 - ETA: 7s - loss: 0.0126 - mse: 0.0126 - mape: 1492.0259 - mae: 0.073 - ETA: 6s - loss: 0.0130 - mse: 0.0130 - mape: 3654.3293 - mae: 0.067 - ETA: 6s - loss: 0.0142 - mse: 0.0142 - mape: 2890.8403 - mae: 0.068 - ETA: 5s - loss: 0.0140 - mse: 0.0140 - mape: 2395.9819 - mae: 0.066 - ETA: 5s - loss: 0.0141 - mse: 0.0141 - mape: 2050.6362 - mae: 0.065 - ETA: 4s - loss: 0.0144 - mse: 0.0144 - mape: 1830.2526 - mae: 0.064 - ETA: 4s - loss: 0.0141 - mse: 0.0141 - mape: 1739.9495 - mae: 0.064 - ETA: 3s - loss: 0.0139 - mse: 0.0139 - mape: 1712.1710 - mae: 0.065 - ETA: 3s - loss: 0.0142 - mse: 0.0142 - mape: 1613.5338 - mae: 0.066 - ETA: 2s - loss: 0.0141 - mse: 0.0141 - mape: 1718.2714 - mae: 0.068 - ETA: 2s - loss: 0.0134 - mse: 0.0134 - mape: 1637.0868 - mae: 0.066 - ETA: 1s - loss: 0.0134 - mse: 0.0134 - mape: 1543.5319 - mae: 0.066 - ETA: 1s - loss: 0.0126 - mse: 0.0126 - mape: 1455.0040 - mae: 0.063 - ETA: 1s - loss: 0.0123 - mse: 0.0123 - mape: 1381.5217 - mae: 0.062 - ETA: 0s - loss: 0.0119 - mse: 0.0119 - mape: 1349.8273 - mae: 0.061 - ETA: 0s - loss: 0.0114 - mse: 0.0114 - mape: 1290.0830 - mae: 0.059 - 8s 942us/sample - loss: 0.0112 - mse: 0.0112 - mape: 1276.2767 - mae: 0.0589 - val_loss: 0.2570 - val_mse: 0.2570 - val_mape: 62.4188 - val_mae: 0.4244
+Epoch 3/10
+8820/8820 [==============================] - ETA: 7s - loss: 0.0038 - mse: 0.0038 - mape: 1493.3752 - mae: 0.049 - ETA: 6s - loss: 0.0041 - mse: 0.0041 - mape: 1488.4779 - mae: 0.049 - ETA: 6s - loss: 0.0034 - mse: 0.0034 - mape: 1077.5255 - mae: 0.041 - ETA: 5s - loss: 0.0033 - mse: 0.0033 - mape: 882.0895 - mae: 0.038 - ETA: 5s - loss: 0.0031 - mse: 0.0031 - mape: 879.2338 - mae: 0.03 - ETA: 4s - loss: 0.0032 - mse: 0.0032 - mape: 884.0012 - mae: 0.03 - ETA: 4s - loss: 0.0030 - mse: 0.0030 - mape: 830.1493 - mae: 0.03 - ETA: 4s - loss: 0.0029 - mse: 0.0029 - mape: 1552.1794 - mae: 0.034 - ETA: 3s - loss: 0.0029 - mse: 0.0029 - mape: 1396.6266 - mae: 0.032 - ETA: 3s - loss: 0.0027 - mse: 0.0027 - mape: 1275.2887 - mae: 0.031 - ETA: 2s - loss: 0.0025 - mse: 0.0025 - mape: 1171.0815 - mae: 0.029 - ETA: 2s - loss: 0.0025 - mse: 0.0025 - mape: 1098.3685 - mae: 0.029 - ETA: 1s - loss: 0.0023 - mse: 0.0023 - mape: 1031.7080 - mae: 0.028 - ETA: 1s - loss: 0.0022 - mse: 0.0022 - mape: 967.3408 - mae: 0.027 - ETA: 0s - loss: 0.0021 - mse: 0.0021 - mape: 913.1955 - mae: 0.02 - ETA: 0s - loss: 0.0020 - mse: 0.0020 - mape: 871.5857 - mae: 0.02 - ETA: 0s - loss: 0.0020 - mse: 0.0020 - mape: 851.9401 - mae: 0.02 - 8s 910us/sample - loss: 0.0019 - mse: 0.0019 - mape: 845.9677 - mae: 0.0253 - val_loss: 0.0396 - val_mse: 0.0396 - val_mape: 22.9650 - val_mae: 0.1557
+Epoch 4/10
+8820/8820 [==============================] - ETA: 7s - loss: 8.6747e-04 - mse: 8.6747e-04 - mape: 4399.6992 - mae: 0.015 - ETA: 6s - loss: 8.1607e-04 - mse: 8.1607e-04 - mape: 2287.7498 - mae: 0.015 - ETA: 6s - loss: 7.1945e-04 - mse: 7.1945e-04 - mape: 1659.0615 - mae: 0.015 - ETA: 6s - loss: 8.9298e-04 - mse: 8.9298e-04 - mape: 1336.2192 - mae: 0.017 - ETA: 5s - loss: 9.0600e-04 - mse: 9.0600e-04 - mape: 1114.8888 - mae: 0.017 - ETA: 5s - loss: 9.8233e-04 - mse: 9.8233e-04 - mape: 978.5298 - mae: 0.018 - ETA: 4s - loss: 9.2794e-04 - mse: 9.2794e-04 - mape: 867.1066 - mae: 0.01 - ETA: 4s - loss: 9.9929e-04 - mse: 9.9929e-04 - mape: 805.5537 - mae: 0.01 - ETA: 3s - loss: 9.3525e-04 - mse: 9.3525e-04 - mape: 733.4088 - mae: 0.01 - ETA: 3s - loss: 9.1327e-04 - mse: 9.1327e-04 - mape: 676.7893 - mae: 0.01 - ETA: 2s - loss: 9.1303e-04 - mse: 9.1303e-04 - mape: 632.7822 - mae: 0.01 - ETA: 2s - loss: 8.6875e-04 - mse: 8.6875e-04 - mape: 599.8845 - mae: 0.01 - ETA: 1s - loss: 8.6097e-04 - mse: 8.6097e-04 - mape: 582.4065 - mae: 0.01 - ETA: 1s - loss: 8.2496e-04 - mse: 8.2496e-04 - mape: 562.0448 - mae: 0.01 - ETA: 1s - loss: 7.9781e-04 - mse: 7.9781e-04 - mape: 539.2126 - mae: 0.01 - ETA: 0s - loss: 7.8336e-04 - mse: 7.8336e-04 - mape: 517.0676 - mae: 0.01 - ETA: 0s - loss: 7.5825e-04 - mse: 7.5825e-04 - mape: 494.6619 - mae: 0.01 - 8s 950us/sample - loss: 7.5378e-04 - mse: 7.5378e-04 - mape: 493.5888 - mae: 0.0155 - val_loss: 0.0391 - val_mse: 0.0391 - val_mape: 20.5629 - val_mae: 0.1421
+Epoch 5/10
+8820/8820 [==============================] - ETA: 7s - loss: 8.3913e-04 - mse: 8.3913e-04 - mape: 316.3536 - mae: 0.01 - ETA: 7s - loss: 5.9744e-04 - mse: 5.9744e-04 - mape: 241.2274 - mae: 0.01 - ETA: 6s - loss: 6.9357e-04 - mse: 6.9357e-04 - mape: 229.1276 - mae: 0.01 - ETA: 6s - loss: 6.4532e-04 - mse: 6.4532e-04 - mape: 208.1073 - mae: 0.01 - ETA: 5s - loss: 6.0494e-04 - mse: 6.0494e-04 - mape: 212.8203 - mae: 0.01 - ETA: 5s - loss: 6.0848e-04 - mse: 6.0848e-04 - mape: 244.0688 - mae: 0.01 - ETA: 4s - loss: 5.6138e-04 - mse: 5.6138e-04 - mape: 234.1452 - mae: 0.01 - ETA: 4s - loss: 5.4112e-04 - mse: 5.4112e-04 - mape: 228.1467 - mae: 0.01 - ETA: 3s - loss: 5.2744e-04 - mse: 5.2744e-04 - mape: 228.1075 - mae: 0.01 - ETA: 3s - loss: 5.1388e-04 - mse: 5.1388e-04 - mape: 225.6497 - mae: 0.01 - ETA: 2s - loss: 5.0035e-04 - mse: 5.0035e-04 - mape: 216.6762 - mae: 0.01 - ETA: 2s - loss: 4.9917e-04 - mse: 4.9917e-04 - mape: 213.1707 - mae: 0.01 - ETA: 1s - loss: 4.8881e-04 - mse: 4.8881e-04 - mape: 212.7763 - mae: 0.01 - ETA: 1s - loss: 4.8095e-04 - mse: 4.8095e-04 - mape: 211.6008 - mae: 0.01 - ETA: 1s - loss: 4.7202e-04 - mse: 4.7202e-04 - mape: 665.7146 - mae: 0.01 - ETA: 0s - loss: 4.6547e-04 - mse: 4.6547e-04 - mape: 642.9247 - mae: 0.01 - ETA: 0s - loss: 4.6376e-04 - mse: 4.6376e-04 - mape: 625.0757 - mae: 0.01 - 8s 933us/sample - loss: 4.6184e-04 - mse: 4.6184e-04 - mape: 619.2004 - mae: 0.0126 - val_loss: 0.0618 - val_mse: 0.0618 - val_mape: 24.3909 - val_mae: 0.1756
+Epoch 6/10
+8820/8820 [==============================] - ETA: 7s - loss: 2.9506e-04 - mse: 2.9506e-04 - mape: 168.2896 - mae: 0.01 - ETA: 6s - loss: 3.4108e-04 - mse: 3.4108e-04 - mape: 158.9271 - mae: 0.01 - ETA: 6s - loss: 3.5394e-04 - mse: 3.5394e-04 - mape: 146.3353 - mae: 0.01 - ETA: 6s - loss: 3.3533e-04 - mse: 3.3533e-04 - mape: 144.7927 - mae: 0.01 - ETA: 5s - loss: 3.5201e-04 - mse: 3.5201e-04 - mape: 142.6689 - mae: 0.01 - ETA: 5s - loss: 3.3105e-04 - mse: 3.3105e-04 - mape: 140.3006 - mae: 0.01 - ETA: 4s - loss: 3.3140e-04 - mse: 3.3140e-04 - mape: 147.9028 - mae: 0.01 - ETA: 4s - loss: 3.2509e-04 - mse: 3.2509e-04 - mape: 147.5855 - mae: 0.01 - ETA: 3s - loss: 3.1495e-04 - mse: 3.1495e-04 - mape: 151.8733 - mae: 0.01 - ETA: 3s - loss: 3.1425e-04 - mse: 3.1425e-04 - mape: 156.2289 - mae: 0.01 - ETA: 2s - loss: 3.1159e-04 - mse: 3.1159e-04 - mape: 156.3300 - mae: 0.01 - ETA: 2s - loss: 3.0799e-04 - mse: 3.0799e-04 - mape: 332.7560 - mae: 0.01 - ETA: 1s - loss: 3.0779e-04 - mse: 3.0779e-04 - mape: 314.9545 - mae: 0.01 - ETA: 1s - loss: 3.0502e-04 - mse: 3.0502e-04 - mape: 303.3730 - mae: 0.00 - ETA: 1s - loss: 3.0611e-04 - mse: 3.0611e-04 - mape: 294.6537 - mae: 0.00 - ETA: 0s - loss: 3.0005e-04 - mse: 3.0005e-04 - mape: 285.4966 - mae: 0.00 - ETA: 0s - loss: 2.9500e-04 - mse: 2.9500e-04 - mape: 277.5536 - mae: 0.00 - 8s 934us/sample - loss: 2.9480e-04 - mse: 2.9480e-04 - mape: 275.4937 - mae: 0.0098 - val_loss: 0.0763 - val_mse: 0.0763 - val_mape: 27.5379 - val_mae: 0.1979
+Epoch 7/10
+8820/8820 [==============================] - ETA: 7s - loss: 2.3609e-04 - mse: 2.3609e-04 - mape: 207.4792 - mae: 0.00 - ETA: 7s - loss: 2.3306e-04 - mse: 2.3306e-04 - mape: 209.1608 - mae: 0.00 - ETA: 6s - loss: 2.4280e-04 - mse: 2.4280e-04 - mape: 194.1492 - mae: 0.00 - ETA: 6s - loss: 2.4052e-04 - mse: 2.4052e-04 - mape: 182.9293 - mae: 0.00 - ETA: 5s - loss: 2.4181e-04 - mse: 2.4181e-04 - mape: 174.7418 - mae: 0.00 - ETA: 5s - loss: 2.4516e-04 - mse: 2.4516e-04 - mape: 165.1042 - mae: 0.00 - ETA: 4s - loss: 2.3961e-04 - mse: 2.3961e-04 - mape: 162.9767 - mae: 0.00 - ETA: 4s - loss: 2.3452e-04 - mse: 2.3452e-04 - mape: 158.8395 - mae: 0.00 - ETA: 3s - loss: 2.3880e-04 - mse: 2.3880e-04 - mape: 1017.7947 - mae: 0.008 - ETA: 3s - loss: 2.3656e-04 - mse: 2.3656e-04 - mape: 928.2104 - mae: 0.008 - ETA: 2s - loss: 2.3651e-04 - mse: 2.3651e-04 - mape: 854.2143 - mae: 0.00 - ETA: 2s - loss: 2.3788e-04 - mse: 2.3788e-04 - mape: 794.7310 - mae: 0.00 - ETA: 1s - loss: 2.4601e-04 - mse: 2.4601e-04 - mape: 742.7620 - mae: 0.00 - ETA: 1s - loss: 2.4271e-04 - mse: 2.4271e-04 - mape: 699.1301 - mae: 0.00 - ETA: 1s - loss: 2.4029e-04 - mse: 2.4029e-04 - mape: 660.0226 - mae: 0.00 - ETA: 0s - loss: 2.4043e-04 - mse: 2.4043e-04 - mape: 626.1282 - mae: 0.00 - ETA: 0s - loss: 2.3794e-04 - mse: 2.3794e-04 - mape: 597.1724 - mae: 0.00 - 8s 949us/sample - loss: 2.3733e-04 - mse: 2.3733e-04 - mape: 591.2679 - mae: 0.0085 - val_loss: 0.0790 - val_mse: 0.0790 - val_mape: 28.3354 - val_mae: 0.2033
+Epoch 8/10
+8820/8820 [==============================] - ETA: 7s - loss: 1.6808e-04 - mse: 1.6808e-04 - mape: 126.6788 - mae: 0.00 - ETA: 7s - loss: 1.7636e-04 - mse: 1.7636e-04 - mape: 141.5830 - mae: 0.00 - ETA: 6s - loss: 1.9823e-04 - mse: 1.9823e-04 - mape: 127.3776 - mae: 0.00 - ETA: 6s - loss: 1.9639e-04 - mse: 1.9639e-04 - mape: 131.5297 - mae: 0.00 - ETA: 5s - loss: 2.1276e-04 - mse: 2.1276e-04 - mape: 129.4553 - mae: 0.00 - ETA: 5s - loss: 2.1392e-04 - mse: 2.1392e-04 - mape: 125.9731 - mae: 0.00 - ETA: 4s - loss: 2.1970e-04 - mse: 2.1970e-04 - mape: 126.3438 - mae: 0.00 - ETA: 4s - loss: 2.2711e-04 - mse: 2.2711e-04 - mape: 124.2013 - mae: 0.00 - ETA: 3s - loss: 2.3037e-04 - mse: 2.3037e-04 - mape: 123.5483 - mae: 0.00 - ETA: 3s - loss: 2.2684e-04 - mse: 2.2684e-04 - mape: 128.7957 - mae: 0.00 - ETA: 2s - loss: 2.2220e-04 - mse: 2.2220e-04 - mape: 128.3053 - mae: 0.00 - ETA: 2s - loss: 2.2640e-04 - mse: 2.2640e-04 - mape: 126.9756 - mae: 0.00 - ETA: 1s - loss: 2.2800e-04 - mse: 2.2800e-04 - mape: 378.3960 - mae: 0.00 - ETA: 1s - loss: 2.2686e-04 - mse: 2.2686e-04 - mape: 360.3325 - mae: 0.00 - ETA: 1s - loss: 2.2835e-04 - mse: 2.2835e-04 - mape: 349.5774 - mae: 0.00 - ETA: 0s - loss: 2.2739e-04 - mse: 2.2739e-04 - mape: 334.3217 - mae: 0.00 - ETA: 0s - loss: 2.2712e-04 - mse: 2.2712e-04 - mape: 320.5863 - mae: 0.00 - 9s 964us/sample - loss: 2.2758e-04 - mse: 2.2758e-04 - mape: 317.7438 - mae: 0.0082 - val_loss: 0.0866 - val_mse: 0.0866 - val_mape: 29.0112 - val_mae: 0.2088
+Epoch 9/10
+8820/8820 [==============================] - ETA: 7s - loss: 1.5714e-04 - mse: 1.5714e-04 - mape: 109.4860 - mae: 0.00 - ETA: 7s - loss: 2.1988e-04 - mse: 2.1988e-04 - mape: 114.5267 - mae: 0.00 - ETA: 6s - loss: 2.2315e-04 - mse: 2.2315e-04 - mape: 110.4257 - mae: 0.00 - ETA: 6s - loss: 2.2210e-04 - mse: 2.2210e-04 - mape: 110.3581 - mae: 0.00 - ETA: 5s - loss: 2.2064e-04 - mse: 2.2064e-04 - mape: 109.7098 - mae: 0.00 - ETA: 5s - loss: 2.1593e-04 - mse: 2.1593e-04 - mape: 1329.7180 - mae: 0.008 - ETA: 4s - loss: 2.3265e-04 - mse: 2.3265e-04 - mape: 1171.8224 - mae: 0.008 - ETA: 4s - loss: 2.3484e-04 - mse: 2.3484e-04 - mape: 1044.6946 - mae: 0.008 - ETA: 3s - loss: 2.3040e-04 - mse: 2.3040e-04 - mape: 941.3686 - mae: 0.008 - ETA: 3s - loss: 2.2858e-04 - mse: 2.2858e-04 - mape: 860.8285 - mae: 0.00 - ETA: 2s - loss: 2.3453e-04 - mse: 2.3453e-04 - mape: 795.8716 - mae: 0.00 - ETA: 2s - loss: 2.3258e-04 - mse: 2.3258e-04 - mape: 736.9446 - mae: 0.00 - ETA: 1s - loss: 2.3377e-04 - mse: 2.3377e-04 - mape: 687.9931 - mae: 0.00 - ETA: 1s - loss: 2.3078e-04 - mse: 2.3078e-04 - mape: 645.1104 - mae: 0.00 - ETA: 1s - loss: 2.2962e-04 - mse: 2.2962e-04 - mape: 610.0488 - mae: 0.00 - ETA: 0s - loss: 2.3241e-04 - mse: 2.3241e-04 - mape: 579.6014 - mae: 0.00 - ETA: 0s - loss: 2.2982e-04 - mse: 2.2982e-04 - mape: 551.6835 - mae: 0.00 - 8s 941us/sample - loss: 2.2997e-04 - mse: 2.2997e-04 - mape: 545.2804 - mae: 0.0082 - val_loss: 0.0902 - val_mse: 0.0902 - val_mape: 29.4883 - val_mae: 0.2130
+Epoch 10/10
+8820/8820 [==============================] - ETA: 7s - loss: 1.7917e-04 - mse: 1.7917e-04 - mape: 149.4085 - mae: 0.00 - ETA: 7s - loss: 2.0032e-04 - mse: 2.0032e-04 - mape: 187.5866 - mae: 0.00 - ETA: 6s - loss: 1.9389e-04 - mse: 1.9389e-04 - mape: 170.4787 - mae: 0.00 - ETA: 6s - loss: 1.7951e-04 - mse: 1.7951e-04 - mape: 159.1573 - mae: 0.00 - ETA: 5s - loss: 1.8913e-04 - mse: 1.8913e-04 - mape: 147.3461 - mae: 0.00 - ETA: 5s - loss: 1.9149e-04 - mse: 1.9149e-04 - mape: 140.8537 - mae: 0.00 - ETA: 4s - loss: 1.9245e-04 - mse: 1.9245e-04 - mape: 138.4900 - mae: 0.00 - ETA: 4s - loss: 1.8871e-04 - mse: 1.8871e-04 - mape: 140.5089 - mae: 0.00 - ETA: 3s - loss: 1.8915e-04 - mse: 1.8915e-04 - mape: 137.0092 - mae: 0.00 - ETA: 3s - loss: 1.8760e-04 - mse: 1.8760e-04 - mape: 131.1100 - mae: 0.00 - ETA: 3s - loss: 1.8544e-04 - mse: 1.8544e-04 - mape: 127.8272 - mae: 0.00 - ETA: 2s - loss: 1.8838e-04 - mse: 1.8838e-04 - mape: 125.5049 - mae: 0.00 - ETA: 2s - loss: 1.8796e-04 - mse: 1.8796e-04 - mape: 123.0247 - mae: 0.00 - ETA: 1s - loss: 1.8376e-04 - mse: 1.8376e-04 - mape: 121.7744 - mae: 0.00 - ETA: 1s - loss: 1.8976e-04 - mse: 1.8976e-04 - mape: 120.9922 - mae: 0.00 - ETA: 0s - loss: 1.9384e-04 - mse: 1.9384e-04 - mape: 118.6712 - mae: 0.00 - ETA: 0s - loss: 1.9207e-04 - mse: 1.9207e-04 - mape: 445.7399 - mae: 0.00 - 9s 998us/sample - loss: 1.9214e-04 - mse: 1.9214e-04 - mape: 440.9421 - mae: 0.0076 - val_loss: 0.1043 - val_mse: 0.1043 - val_mape: 32.2100 - val_mae: 0.2312
+Validation Loss (MSE) from Last Epoch: 0.10428216165425826; Learning Rate:0.01; Number of Units in each LSTM Layer: 224
+Compilation Time :  0.047197818756103516
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 52s - loss: 0.0154 - mse: 0.0154 - mape: 100.3835 - mae: 0.059 - ETA: 29s - loss: 0.0123 - mse: 0.0123 - mape: 451.4385 - mae: 0.056 - ETA: 20s - loss: 0.3388 - mse: 0.3388 - mape: 13883.5273 - mae: 0.366 - ETA: 16s - loss: 0.2576 - mse: 0.2576 - mape: 11784.5215 - mae: 0.302 - ETA: 13s - loss: 0.2088 - mse: 0.2088 - mape: 9494.4453 - mae: 0.252 - ETA: 11s - loss: 0.1760 - mse: 0.1760 - mape: 7983.2075 - mae: 0.21 - ETA: 9s - loss: 0.1525 - mse: 0.1525 - mape: 6882.7891 - mae: 0.1948 - ETA: 8s - loss: 0.1342 - mse: 0.1342 - mape: 6040.5210 - mae: 0.175 - ETA: 6s - loss: 0.1335 - mse: 0.1335 - mape: 6822.9746 - mae: 0.194 - ETA: 5s - loss: 0.1216 - mse: 0.1216 - mape: 6463.8213 - mae: 0.184 - ETA: 4s - loss: 0.1119 - mse: 0.1119 - mape: 5928.0503 - mae: 0.173 - ETA: 3s - loss: 0.1039 - mse: 0.1039 - mape: 5488.9531 - mae: 0.165 - ETA: 3s - loss: 0.0974 - mse: 0.0974 - mape: 5101.1484 - mae: 0.157 - ETA: 2s - loss: 0.0916 - mse: 0.0916 - mape: 4772.3203 - mae: 0.150 - ETA: 1s - loss: 0.0868 - mse: 0.0868 - mape: 4502.2266 - mae: 0.145 - ETA: 0s - loss: 0.0826 - mse: 0.0826 - mape: 6800.6748 - mae: 0.140 - ETA: 0s - loss: 0.0787 - mse: 0.0787 - mape: 6429.0620 - mae: 0.136 - 13s 2ms/sample - loss: 0.0780 - mse: 0.0780 - mape: 6349.4839 - mae: 0.1353 - val_loss: 0.3881 - val_mse: 0.3881 - val_mape: 100.0142 - val_mae: 0.6017
+Epoch 2/10
+8820/8820 [==============================] - ETA: 8s - loss: 0.0141 - mse: 0.0141 - mape: 1053.8833 - mae: 0.070 - ETA: 8s - loss: 0.0157 - mse: 0.0157 - mape: 2079.9045 - mae: 0.083 - ETA: 7s - loss: 0.0161 - mse: 0.0161 - mape: 1789.7531 - mae: 0.079 - ETA: 7s - loss: 0.0156 - mse: 0.0156 - mape: 1708.5852 - mae: 0.077 - ETA: 6s - loss: 0.0149 - mse: 0.0149 - mape: 1758.2750 - mae: 0.075 - ETA: 5s - loss: 0.0143 - mse: 0.0143 - mape: 1774.8802 - mae: 0.075 - ETA: 5s - loss: 0.0138 - mse: 0.0138 - mape: 1776.8123 - mae: 0.074 - ETA: 4s - loss: 0.0129 - mse: 0.0129 - mape: 1771.0830 - mae: 0.072 - ETA: 4s - loss: 0.0130 - mse: 0.0130 - mape: 1697.9174 - mae: 0.072 - ETA: 3s - loss: 0.0130 - mse: 0.0130 - mape: 1688.5560 - mae: 0.072 - ETA: 3s - loss: 0.0129 - mse: 0.0129 - mape: 1705.8810 - mae: 0.072 - ETA: 2s - loss: 0.0128 - mse: 0.0128 - mape: 14245.7061 - mae: 0.07 - ETA: 2s - loss: 0.0129 - mse: 0.0129 - mape: 13327.2832 - mae: 0.07 - ETA: 1s - loss: 0.0128 - mse: 0.0128 - mape: 12560.7188 - mae: 0.07 - ETA: 1s - loss: 0.0127 - mse: 0.0127 - mape: 11873.4580 - mae: 0.07 - ETA: 0s - loss: 0.0126 - mse: 0.0126 - mape: 11220.8506 - mae: 0.07 - ETA: 0s - loss: 0.0127 - mse: 0.0127 - mape: 10640.9795 - mae: 0.07 - 10s 1ms/sample - loss: 0.0127 - mse: 0.0127 - mape: 10526.1846 - mae: 0.0741 - val_loss: 0.2932 - val_mse: 0.2932 - val_mape: 84.6379 - val_mae: 0.5163
+Epoch 3/10
+8820/8820 [==============================] - ETA: 8s - loss: 0.0099 - mse: 0.0099 - mape: 1931.9954 - mae: 0.069 - ETA: 8s - loss: 0.0114 - mse: 0.0114 - mape: 2628.7319 - mae: 0.081 - ETA: 7s - loss: 0.0116 - mse: 0.0116 - mape: 2453.9998 - mae: 0.080 - ETA: 7s - loss: 0.0122 - mse: 0.0122 - mape: 2408.8110 - mae: 0.081 - ETA: 6s - loss: 0.0123 - mse: 0.0123 - mape: 2455.6780 - mae: 0.081 - ETA: 6s - loss: 0.0121 - mse: 0.0121 - mape: 2481.5190 - mae: 0.079 - ETA: 5s - loss: 0.0119 - mse: 0.0119 - mape: 2387.1033 - mae: 0.078 - ETA: 5s - loss: 0.0129 - mse: 0.0129 - mape: 2218.5540 - mae: 0.078 - ETA: 4s - loss: 0.0131 - mse: 0.0131 - mape: 2033.6224 - mae: 0.076 - ETA: 3s - loss: 0.0136 - mse: 0.0136 - mape: 2017.1279 - mae: 0.077 - ETA: 3s - loss: 0.0136 - mse: 0.0136 - mape: 2082.0312 - mae: 0.078 - ETA: 2s - loss: 0.0138 - mse: 0.0138 - mape: 2187.5161 - mae: 0.079 - ETA: 2s - loss: 0.0138 - mse: 0.0138 - mape: 2195.0042 - mae: 0.079 - ETA: 1s - loss: 0.0138 - mse: 0.0138 - mape: 11091.2295 - mae: 0.08 - ETA: 1s - loss: 0.0138 - mse: 0.0138 - mape: 10506.3418 - mae: 0.08 - ETA: 0s - loss: 0.0138 - mse: 0.0138 - mape: 9995.2939 - mae: 0.0806 - ETA: 0s - loss: 0.0137 - mse: 0.0137 - mape: 9551.4473 - mae: 0.080 - 10s 1ms/sample - loss: 0.0137 - mse: 0.0137 - mape: 9448.6084 - mae: 0.0806 - val_loss: 0.3225 - val_mse: 0.3225 - val_mape: 90.0994 - val_mae: 0.5454
+Epoch 4/10
+8820/8820 [==============================] - ETA: 8s - loss: 0.0137 - mse: 0.0137 - mape: 1967.4016 - mae: 0.078 - ETA: 8s - loss: 0.0118 - mse: 0.0118 - mape: 2041.5950 - mae: 0.072 - ETA: 7s - loss: 0.0120 - mse: 0.0120 - mape: 1829.9873 - mae: 0.071 - ETA: 7s - loss: 0.0120 - mse: 0.0120 - mape: 16474.1973 - mae: 0.07 - ETA: 6s - loss: 0.0121 - mse: 0.0121 - mape: 13554.9717 - mae: 0.07 - ETA: 6s - loss: 0.0123 - mse: 0.0123 - mape: 11608.2803 - mae: 0.07 - ETA: 5s - loss: 0.0124 - mse: 0.0124 - mape: 10277.2500 - mae: 0.07 - ETA: 5s - loss: 0.0125 - mse: 0.0125 - mape: 9323.4619 - mae: 0.0747 - ETA: 4s - loss: 0.0127 - mse: 0.0127 - mape: 8530.8018 - mae: 0.076 - ETA: 3s - loss: 0.0129 - mse: 0.0129 - mape: 7997.2148 - mae: 0.077 - ETA: 3s - loss: 0.0130 - mse: 0.0130 - mape: 7490.0488 - mae: 0.078 - ETA: 2s - loss: 0.0129 - mse: 0.0129 - mape: 7105.8188 - mae: 0.079 - ETA: 2s - loss: 0.0130 - mse: 0.0130 - mape: 6726.6582 - mae: 0.079 - ETA: 1s - loss: 0.0128 - mse: 0.0128 - mape: 6396.9453 - mae: 0.078 - ETA: 1s - loss: 0.0127 - mse: 0.0127 - mape: 6101.7085 - mae: 0.078 - ETA: 0s - loss: 0.0126 - mse: 0.0126 - mape: 5832.2446 - mae: 0.077 - ETA: 0s - loss: 0.0126 - mse: 0.0126 - mape: 5600.3521 - mae: 0.077 - 10s 1ms/sample - loss: 0.0127 - mse: 0.0127 - mape: 5553.4136 - mae: 0.0775 - val_loss: 0.3474 - val_mse: 0.3474 - val_mape: 92.6682 - val_mae: 0.5636
+Epoch 5/10
+8820/8820 [==============================] - ETA: 8s - loss: 0.0105 - mse: 0.0105 - mape: 2021.3176 - mae: 0.072 - ETA: 8s - loss: 0.0116 - mse: 0.0116 - mape: 2026.9314 - mae: 0.075 - ETA: 7s - loss: 0.0122 - mse: 0.0122 - mape: 2140.2646 - mae: 0.077 - ETA: 7s - loss: 0.0120 - mse: 0.0120 - mape: 2183.2578 - mae: 0.078 - ETA: 6s - loss: 0.0121 - mse: 0.0121 - mape: 2261.1299 - mae: 0.078 - ETA: 6s - loss: 0.0120 - mse: 0.0120 - mape: 2270.1462 - mae: 0.078 - ETA: 5s - loss: 0.0121 - mse: 0.0121 - mape: 13422.1475 - mae: 0.07 - ETA: 5s - loss: 0.0119 - mse: 0.0119 - mape: 11996.1133 - mae: 0.07 - ETA: 4s - loss: 0.0121 - mse: 0.0121 - mape: 10874.5869 - mae: 0.07 - ETA: 3s - loss: 0.0121 - mse: 0.0121 - mape: 9968.8848 - mae: 0.0768 - ETA: 3s - loss: 0.0122 - mse: 0.0122 - mape: 9215.0430 - mae: 0.076 - ETA: 2s - loss: 0.0122 - mse: 0.0122 - mape: 8649.1533 - mae: 0.076 - ETA: 2s - loss: 0.0122 - mse: 0.0122 - mape: 8178.3071 - mae: 0.076 - ETA: 1s - loss: 0.0122 - mse: 0.0122 - mape: 7777.1548 - mae: 0.077 - ETA: 1s - loss: 0.0124 - mse: 0.0124 - mape: 7436.1948 - mae: 0.078 - ETA: 0s - loss: 0.0126 - mse: 0.0126 - mape: 7157.4141 - mae: 0.078 - ETA: 0s - loss: 0.0127 - mse: 0.0127 - mape: 6888.9966 - mae: 0.079 - 10s 1ms/sample - loss: 0.0126 - mse: 0.0126 - mape: 6833.1367 - mae: 0.0792 - val_loss: 0.3434 - val_mse: 0.3434 - val_mape: 92.0135 - val_mae: 0.5600
+Epoch 6/10
+8820/8820 [==============================] - ETA: 8s - loss: 0.0131 - mse: 0.0131 - mape: 2365.0337 - mae: 0.079 - ETA: 8s - loss: 0.0130 - mse: 0.0130 - mape: 2090.1831 - mae: 0.078 - ETA: 7s - loss: 0.0123 - mse: 0.0123 - mape: 2024.7904 - mae: 0.075 - ETA: 7s - loss: 0.0121 - mse: 0.0121 - mape: 1971.7571 - mae: 0.073 - ETA: 6s - loss: 0.0115 - mse: 0.0115 - mape: 1985.2893 - mae: 0.072 - ETA: 6s - loss: 0.0118 - mse: 0.0118 - mape: 1968.4781 - mae: 0.072 - ETA: 5s - loss: 0.0117 - mse: 0.0117 - mape: 1982.3741 - mae: 0.072 - ETA: 5s - loss: 0.0119 - mse: 0.0119 - mape: 2023.3890 - mae: 0.073 - ETA: 4s - loss: 0.0123 - mse: 0.0123 - mape: 2035.2765 - mae: 0.074 - ETA: 3s - loss: 0.0126 - mse: 0.0126 - mape: 2084.6958 - mae: 0.076 - ETA: 3s - loss: 0.0126 - mse: 0.0126 - mape: 2173.0762 - mae: 0.077 - ETA: 2s - loss: 0.0127 - mse: 0.0127 - mape: 2277.3074 - mae: 0.078 - ETA: 2s - loss: 0.0128 - mse: 0.0128 - mape: 2294.3718 - mae: 0.079 - ETA: 1s - loss: 0.0127 - mse: 0.0127 - mape: 2315.7263 - mae: 0.079 - ETA: 1s - loss: 0.0126 - mse: 0.0126 - mape: 2293.8784 - mae: 0.078 - ETA: 0s - loss: 0.0126 - mse: 0.0126 - mape: 2249.5378 - mae: 0.078 - ETA: 0s - loss: 0.0126 - mse: 0.0126 - mape: 6888.4688 - mae: 0.077 - 10s 1ms/sample - loss: 0.0126 - mse: 0.0126 - mape: 6820.0293 - mae: 0.0777 - val_loss: 0.3256 - val_mse: 0.3256 - val_mape: 90.6716 - val_mae: 0.5485
+Epoch 7/10
+8820/8820 [==============================] - ETA: 9s - loss: 0.0123 - mse: 0.0123 - mape: 1822.2489 - mae: 0.072 - ETA: 8s - loss: 0.0128 - mse: 0.0128 - mape: 2157.6428 - mae: 0.076 - ETA: 8s - loss: 0.0131 - mse: 0.0131 - mape: 2293.3064 - mae: 0.079 - ETA: 7s - loss: 0.0131 - mse: 0.0131 - mape: 2417.9087 - mae: 0.081 - ETA: 6s - loss: 0.0131 - mse: 0.0131 - mape: 2631.7515 - mae: 0.082 - ETA: 6s - loss: 0.0130 - mse: 0.0130 - mape: 2581.4199 - mae: 0.082 - ETA: 5s - loss: 0.0128 - mse: 0.0128 - mape: 17345.0117 - mae: 0.08 - ETA: 5s - loss: 0.0126 - mse: 0.0126 - mape: 15419.8418 - mae: 0.08 - ETA: 4s - loss: 0.0125 - mse: 0.0125 - mape: 13899.7510 - mae: 0.07 - ETA: 4s - loss: 0.0125 - mse: 0.0125 - mape: 12655.4238 - mae: 0.07 - ETA: 3s - loss: 0.0127 - mse: 0.0127 - mape: 11661.5166 - mae: 0.07 - ETA: 2s - loss: 0.0126 - mse: 0.0126 - mape: 10860.6406 - mae: 0.07 - ETA: 2s - loss: 0.0126 - mse: 0.0126 - mape: 10221.2285 - mae: 0.07 - ETA: 1s - loss: 0.0125 - mse: 0.0125 - mape: 9678.6484 - mae: 0.0789 - ETA: 1s - loss: 0.0126 - mse: 0.0126 - mape: 9213.9414 - mae: 0.079 - ETA: 0s - loss: 0.0124 - mse: 0.0124 - mape: 8780.8281 - mae: 0.078 - ETA: 0s - loss: 0.0126 - mse: 0.0126 - mape: 8370.4561 - mae: 0.079 - 10s 1ms/sample - loss: 0.0125 - mse: 0.0125 - mape: 8291.3965 - mae: 0.0789 - val_loss: 0.3192 - val_mse: 0.3192 - val_mape: 89.9490 - val_mae: 0.5435
+Epoch 8/10
+8820/8820 [==============================] - ETA: 8s - loss: 0.0126 - mse: 0.0126 - mape: 1628.7117 - mae: 0.070 - ETA: 8s - loss: 0.0130 - mse: 0.0130 - mape: 1748.1975 - mae: 0.072 - ETA: 7s - loss: 0.0123 - mse: 0.0123 - mape: 2206.7131 - mae: 0.074 - ETA: 7s - loss: 0.0122 - mse: 0.0122 - mape: 2258.6836 - mae: 0.076 - ETA: 6s - loss: 0.0118 - mse: 0.0118 - mape: 2237.8157 - mae: 0.075 - ETA: 6s - loss: 0.0124 - mse: 0.0124 - mape: 2125.5520 - mae: 0.075 - ETA: 5s - loss: 0.0122 - mse: 0.0122 - mape: 2204.1885 - mae: 0.076 - ETA: 5s - loss: 0.0121 - mse: 0.0121 - mape: 2123.3652 - mae: 0.075 - ETA: 4s - loss: 0.0118 - mse: 0.0118 - mape: 2147.2959 - mae: 0.075 - ETA: 3s - loss: 0.0120 - mse: 0.0120 - mape: 2069.9961 - mae: 0.074 - ETA: 3s - loss: 0.0119 - mse: 0.0119 - mape: 7661.5513 - mae: 0.073 - ETA: 2s - loss: 0.0117 - mse: 0.0117 - mape: 7166.6997 - mae: 0.072 - ETA: 2s - loss: 0.0120 - mse: 0.0120 - mape: 6728.8774 - mae: 0.073 - ETA: 1s - loss: 0.0120 - mse: 0.0120 - mape: 6406.7759 - mae: 0.073 - ETA: 1s - loss: 0.0120 - mse: 0.0120 - mape: 6134.0889 - mae: 0.074 - ETA: 0s - loss: 0.0121 - mse: 0.0121 - mape: 5942.3657 - mae: 0.075 - ETA: 0s - loss: 0.0121 - mse: 0.0121 - mape: 5754.1064 - mae: 0.075 - 10s 1ms/sample - loss: 0.0122 - mse: 0.0122 - mape: 5710.9341 - mae: 0.0757 - val_loss: 0.3151 - val_mse: 0.3151 - val_mape: 88.9901 - val_mae: 0.5390
+Epoch 9/10
+8820/8820 [==============================] - ETA: 8s - loss: 0.0134 - mse: 0.0134 - mape: 2197.1882 - mae: 0.082 - ETA: 8s - loss: 0.0128 - mse: 0.0128 - mape: 2084.1484 - mae: 0.079 - ETA: 7s - loss: 0.0136 - mse: 0.0136 - mape: 1966.0566 - mae: 0.080 - ETA: 7s - loss: 0.0129 - mse: 0.0129 - mape: 2152.3188 - mae: 0.078 - ETA: 6s - loss: 0.0128 - mse: 0.0128 - mape: 2155.0249 - mae: 0.078 - ETA: 6s - loss: 0.0128 - mse: 0.0128 - mape: 2193.9321 - mae: 0.077 - ETA: 5s - loss: 0.0130 - mse: 0.0130 - mape: 2147.9790 - mae: 0.078 - ETA: 5s - loss: 0.0129 - mse: 0.0129 - mape: 2147.8657 - mae: 0.077 - ETA: 4s - loss: 0.0129 - mse: 0.0129 - mape: 2128.9004 - mae: 0.078 - ETA: 4s - loss: 0.0128 - mse: 0.0128 - mape: 2169.6194 - mae: 0.078 - ETA: 3s - loss: 0.0127 - mse: 0.0127 - mape: 11921.9912 - mae: 0.07 - ETA: 2s - loss: 0.0128 - mse: 0.0128 - mape: 11144.6328 - mae: 0.07 - ETA: 2s - loss: 0.0128 - mse: 0.0128 - mape: 10450.8340 - mae: 0.07 - ETA: 1s - loss: 0.0128 - mse: 0.0128 - mape: 9857.8750 - mae: 0.0790 - ETA: 1s - loss: 0.0128 - mse: 0.0128 - mape: 9380.1309 - mae: 0.078 - ETA: 0s - loss: 0.0128 - mse: 0.0128 - mape: 8937.9854 - mae: 0.079 - ETA: 0s - loss: 0.0126 - mse: 0.0126 - mape: 8556.8623 - mae: 0.078 - 10s 1ms/sample - loss: 0.0126 - mse: 0.0126 - mape: 8475.1230 - mae: 0.0786 - val_loss: 0.3237 - val_mse: 0.3237 - val_mape: 90.5725 - val_mae: 0.5474
+Epoch 10/10
+8820/8820 [==============================] - ETA: 9s - loss: 0.0129 - mse: 0.0129 - mape: 1396.3862 - mae: 0.073 - ETA: 8s - loss: 0.0130 - mse: 0.0130 - mape: 1433.8608 - mae: 0.073 - ETA: 8s - loss: 0.0124 - mse: 0.0124 - mape: 1614.4980 - mae: 0.072 - ETA: 7s - loss: 0.0121 - mse: 0.0121 - mape: 1654.8425 - mae: 0.071 - ETA: 6s - loss: 0.0119 - mse: 0.0119 - mape: 1827.2877 - mae: 0.071 - ETA: 6s - loss: 0.0119 - mse: 0.0119 - mape: 1888.9310 - mae: 0.073 - ETA: 5s - loss: 0.0120 - mse: 0.0120 - mape: 1949.2299 - mae: 0.074 - ETA: 5s - loss: 0.0123 - mse: 0.0123 - mape: 1966.2269 - mae: 0.075 - ETA: 4s - loss: 0.0123 - mse: 0.0123 - mape: 2016.9043 - mae: 0.075 - ETA: 4s - loss: 0.0121 - mse: 0.0121 - mape: 2085.6401 - mae: 0.076 - ETA: 3s - loss: 0.0122 - mse: 0.0122 - mape: 2101.2908 - mae: 0.076 - ETA: 2s - loss: 0.0121 - mse: 0.0121 - mape: 2132.7471 - mae: 0.076 - ETA: 2s - loss: 0.0120 - mse: 0.0120 - mape: 2118.8376 - mae: 0.076 - ETA: 1s - loss: 0.0119 - mse: 0.0119 - mape: 2111.5664 - mae: 0.075 - ETA: 1s - loss: 0.0117 - mse: 0.0117 - mape: 5571.8730 - mae: 0.075 - ETA: 0s - loss: 0.0119 - mse: 0.0119 - mape: 5550.8794 - mae: 0.077 - ETA: 0s - loss: 0.0120 - mse: 0.0120 - mape: 5263.8242 - mae: 0.076 - 10s 1ms/sample - loss: 0.0120 - mse: 0.0120 - mape: 5207.1074 - mae: 0.0762 - val_loss: 0.3662 - val_mse: 0.3662 - val_mape: 97.2526 - val_mae: 0.5847
+Validation Loss (MSE) from Last Epoch: 0.3662456758168279; Learning Rate:0.01; Number of Units in each LSTM Layer: 256
+Compilation Time :  0.046830177307128906
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 54s - loss: 0.0141 - mse: 0.0141 - mape: 97.6806 - mae: 0.05 - ETA: 30s - loss: 0.0108 - mse: 0.0108 - mape: 845.1423 - mae: 0.054 - ETA: 21s - loss: 0.7756 - mse: 0.7756 - mape: 18930.8613 - mae: 0.539 - ETA: 17s - loss: 0.5918 - mse: 0.5918 - mape: 16285.0898 - mae: 0.452 - ETA: 14s - loss: 0.4757 - mse: 0.4757 - mape: 13178.3281 - mae: 0.373 - ETA: 12s - loss: 0.4000 - mse: 0.4000 - mape: 11670.9336 - mae: 0.332 - ETA: 10s - loss: 0.3443 - mse: 0.3443 - mape: 10379.6582 - mae: 0.291 - ETA: 8s - loss: 0.3032 - mse: 0.3032 - mape: 9207.9844 - mae: 0.2639  - ETA: 7s - loss: 0.2713 - mse: 0.2713 - mape: 8298.4414 - mae: 0.242 - ETA: 6s - loss: 0.2457 - mse: 0.2457 - mape: 7626.4385 - mae: 0.226 - ETA: 5s - loss: 0.2246 - mse: 0.2246 - mape: 6996.5942 - mae: 0.212 - ETA: 4s - loss: 0.2063 - mse: 0.2063 - mape: 6435.7363 - mae: 0.197 - ETA: 3s - loss: 0.1910 - mse: 0.1910 - mape: 6046.3184 - mae: 0.186 - ETA: 2s - loss: 0.1777 - mse: 0.1777 - mape: 5657.4727 - mae: 0.176 - ETA: 1s - loss: 0.1662 - mse: 0.1662 - mape: 5323.5088 - mae: 0.167 - ETA: 0s - loss: 0.1561 - mse: 0.1561 - mape: 5035.2642 - mae: 0.159 - ETA: 0s - loss: 0.1471 - mse: 0.1471 - mape: 4776.4287 - mae: 0.152 - 15s 2ms/sample - loss: 0.1452 - mse: 0.1452 - mape: 4718.5347 - mae: 0.1505 - val_loss: 0.1338 - val_mse: 0.1338 - val_mape: 49.3259 - val_mae: 0.3219
+Epoch 2/10
+8820/8820 [==============================] - ETA: 10s - loss: 0.0020 - mse: 0.0020 - mape: 355.2874 - mae: 0.026 - ETA: 9s - loss: 0.0023 - mse: 0.0023 - mape: 555.1396 - mae: 0.028 - ETA: 8s - loss: 0.0020 - mse: 0.0020 - mape: 525.1487 - mae: 0.02 - ETA: 8s - loss: 0.0019 - mse: 0.0019 - mape: 438.9919 - mae: 0.02 - ETA: 7s - loss: 0.0019 - mse: 0.0019 - mape: 396.9955 - mae: 0.02 - ETA: 7s - loss: 0.0019 - mse: 0.0019 - mape: 380.5864 - mae: 0.02 - ETA: 6s - loss: 0.0018 - mse: 0.0018 - mape: 391.2200 - mae: 0.02 - ETA: 5s - loss: 0.0017 - mse: 0.0017 - mape: 383.9327 - mae: 0.02 - ETA: 5s - loss: 0.0016 - mse: 0.0016 - mape: 395.2611 - mae: 0.02 - ETA: 4s - loss: 0.0015 - mse: 0.0015 - mape: 2915.6792 - mae: 0.022 - ETA: 3s - loss: 0.0015 - mse: 0.0015 - mape: 2701.1902 - mae: 0.022 - ETA: 3s - loss: 0.0014 - mse: 0.0014 - mape: 2502.4221 - mae: 0.021 - ETA: 2s - loss: 0.0014 - mse: 0.0014 - mape: 2337.5942 - mae: 0.021 - ETA: 2s - loss: 0.0013 - mse: 0.0013 - mape: 2194.1030 - mae: 0.021 - ETA: 1s - loss: 0.0013 - mse: 0.0013 - mape: 2077.4751 - mae: 0.020 - ETA: 0s - loss: 0.0012 - mse: 0.0012 - mape: 1984.9014 - mae: 0.020 - ETA: 0s - loss: 0.0012 - mse: 0.0012 - mape: 1886.4978 - mae: 0.020 - 11s 1ms/sample - loss: 0.0012 - mse: 0.0012 - mape: 1864.5024 - mae: 0.0205 - val_loss: 0.0558 - val_mse: 0.0558 - val_mape: 32.4773 - val_mae: 0.2101
+Epoch 3/10
+8820/8820 [==============================] - ETA: 10s - loss: 0.0013 - mse: 0.0013 - mape: 251.6180 - mae: 0.019 - ETA: 9s - loss: 9.7262e-04 - mse: 9.7262e-04 - mape: 231.2896 - mae: 0.01 - ETA: 9s - loss: 8.3317e-04 - mse: 8.3317e-04 - mape: 248.2531 - mae: 0.01 - ETA: 8s - loss: 8.4617e-04 - mse: 8.4617e-04 - mape: 19778.5098 - mae: 0.01 - ETA: 7s - loss: 0.0020 - mse: 0.0020 - mape: 16452.2305 - mae: 0.0280       - ETA: 7s - loss: 0.0026 - mse: 0.0026 - mape: 14268.6533 - mae: 0.03 - ETA: 6s - loss: 0.0026 - mse: 0.0026 - mape: 12346.7197 - mae: 0.03 - ETA: 5s - loss: 0.0028 - mse: 0.0028 - mape: 11005.8184 - mae: 0.03 - ETA: 5s - loss: 0.0030 - mse: 0.0030 - mape: 9858.7432 - mae: 0.0373 - ETA: 4s - loss: 0.0030 - mse: 0.0030 - mape: 9065.9746 - mae: 0.038 - ETA: 4s - loss: 0.0029 - mse: 0.0029 - mape: 8291.6025 - mae: 0.037 - ETA: 3s - loss: 0.0029 - mse: 0.0029 - mape: 7690.8813 - mae: 0.037 - ETA: 2s - loss: 0.0028 - mse: 0.0028 - mape: 7139.2656 - mae: 0.036 - ETA: 2s - loss: 0.0027 - mse: 0.0027 - mape: 6657.7939 - mae: 0.035 - ETA: 1s - loss: 0.0026 - mse: 0.0026 - mape: 6248.9819 - mae: 0.034 - ETA: 0s - loss: 0.0026 - mse: 0.0026 - mape: 5880.0269 - mae: 0.034 - ETA: 0s - loss: 0.0025 - mse: 0.0025 - mape: 5602.6191 - mae: 0.033 - 12s 1ms/sample - loss: 0.0025 - mse: 0.0025 - mape: 5541.3618 - mae: 0.0338 - val_loss: 0.0666 - val_mse: 0.0666 - val_mape: 33.9728 - val_mae: 0.2236
+Epoch 4/10
+8820/8820 [==============================] - ETA: 10s - loss: 0.0018 - mse: 0.0018 - mape: 329.3756 - mae: 0.028 - ETA: 9s - loss: 0.0014 - mse: 0.0014 - mape: 339.0153 - mae: 0.024 - ETA: 9s - loss: 0.0012 - mse: 0.0012 - mape: 327.1635 - mae: 0.02 - ETA: 8s - loss: 0.0013 - mse: 0.0013 - mape: 315.7301 - mae: 0.02 - ETA: 7s - loss: 0.0012 - mse: 0.0012 - mape: 422.3871 - mae: 0.02 - ETA: 7s - loss: 0.0011 - mse: 0.0011 - mape: 521.0547 - mae: 0.02 - ETA: 6s - loss: 0.0010 - mse: 0.0010 - mape: 541.5854 - mae: 0.02 - ETA: 5s - loss: 9.6324e-04 - mse: 9.6324e-04 - mape: 525.8055 - mae: 0.02 - ETA: 5s - loss: 9.4226e-04 - mse: 9.4226e-04 - mape: 502.4485 - mae: 0.02 - ETA: 4s - loss: 9.7714e-04 - mse: 9.7714e-04 - mape: 2330.3804 - mae: 0.020 - ETA: 3s - loss: 9.3202e-04 - mse: 9.3202e-04 - mape: 2145.8005 - mae: 0.019 - ETA: 3s - loss: 9.2058e-04 - mse: 9.2058e-04 - mape: 1997.7054 - mae: 0.019 - ETA: 2s - loss: 9.1162e-04 - mse: 9.1162e-04 - mape: 1862.4517 - mae: 0.019 - ETA: 2s - loss: 8.8418e-04 - mse: 8.8418e-04 - mape: 1751.0654 - mae: 0.019 - ETA: 1s - loss: 8.8096e-04 - mse: 8.8096e-04 - mape: 1651.6647 - mae: 0.018 - ETA: 0s - loss: 8.5440e-04 - mse: 8.5440e-04 - mape: 1563.4153 - mae: 0.018 - ETA: 0s - loss: 8.3018e-04 - mse: 8.3018e-04 - mape: 1485.4999 - mae: 0.018 - 11s 1ms/sample - loss: 8.2222e-04 - mse: 8.2222e-04 - mape: 1469.4725 - mae: 0.0181 - val_loss: 0.0172 - val_mse: 0.0172 - val_mape: 16.4194 - val_mae: 0.1082
+Epoch 5/10
+8820/8820 [==============================] - ETA: 10s - loss: 4.8363e-04 - mse: 4.8363e-04 - mape: 174.9886 - mae: 0.012 - ETA: 9s - loss: 4.6269e-04 - mse: 4.6269e-04 - mape: 222.5228 - mae: 0.013 - ETA: 8s - loss: 4.7093e-04 - mse: 4.7093e-04 - mape: 234.9924 - mae: 0.01 - ETA: 8s - loss: 4.4976e-04 - mse: 4.4976e-04 - mape: 255.9323 - mae: 0.01 - ETA: 7s - loss: 4.3392e-04 - mse: 4.3392e-04 - mape: 269.9289 - mae: 0.01 - ETA: 6s - loss: 4.3661e-04 - mse: 4.3661e-04 - mape: 255.2544 - mae: 0.01 - ETA: 6s - loss: 4.1243e-04 - mse: 4.1243e-04 - mape: 242.0829 - mae: 0.01 - ETA: 5s - loss: 3.9660e-04 - mse: 3.9660e-04 - mape: 244.3376 - mae: 0.01 - ETA: 5s - loss: 3.8398e-04 - mse: 3.8398e-04 - mape: 241.8393 - mae: 0.01 - ETA: 4s - loss: 3.6147e-04 - mse: 3.6147e-04 - mape: 234.5896 - mae: 0.01 - ETA: 3s - loss: 3.5905e-04 - mse: 3.5905e-04 - mape: 228.3996 - mae: 0.01 - ETA: 3s - loss: 3.4777e-04 - mse: 3.4777e-04 - mape: 219.9493 - mae: 0.01 - ETA: 2s - loss: 3.5278e-04 - mse: 3.5278e-04 - mape: 1115.7233 - mae: 0.011 - ETA: 2s - loss: 3.4138e-04 - mse: 3.4138e-04 - mape: 1045.9540 - mae: 0.010 - ETA: 1s - loss: 3.4213e-04 - mse: 3.4213e-04 - mape: 986.8772 - mae: 0.010 - ETA: 0s - loss: 3.3326e-04 - mse: 3.3326e-04 - mape: 934.2977 - mae: 0.01 - ETA: 0s - loss: 3.3551e-04 - mse: 3.3551e-04 - mape: 893.9019 - mae: 0.01 - 11s 1ms/sample - loss: 3.3386e-04 - mse: 3.3386e-04 - mape: 885.1861 - mae: 0.0106 - val_loss: 0.0345 - val_mse: 0.0345 - val_mape: 21.7927 - val_mae: 0.1501
+Epoch 6/10
+8820/8820 [==============================] - ETA: 10s - loss: 2.4057e-04 - mse: 2.4057e-04 - mape: 242.0384 - mae: 0.009 - ETA: 9s - loss: 2.1251e-04 - mse: 2.1251e-04 - mape: 225.6984 - mae: 0.009 - ETA: 9s - loss: 2.0710e-04 - mse: 2.0710e-04 - mape: 219.2293 - mae: 0.00 - ETA: 8s - loss: 1.8680e-04 - mse: 1.8680e-04 - mape: 191.1492 - mae: 0.00 - ETA: 7s - loss: 1.8238e-04 - mse: 1.8238e-04 - mape: 178.8958 - mae: 0.00 - ETA: 7s - loss: 1.7996e-04 - mse: 1.7996e-04 - mape: 166.7816 - mae: 0.00 - ETA: 6s - loss: 1.7750e-04 - mse: 1.7750e-04 - mape: 161.6901 - mae: 0.00 - ETA: 5s - loss: 1.7862e-04 - mse: 1.7862e-04 - mape: 159.0726 - mae: 0.00 - ETA: 5s - loss: 1.7275e-04 - mse: 1.7275e-04 - mape: 156.1475 - mae: 0.00 - ETA: 4s - loss: 1.7414e-04 - mse: 1.7414e-04 - mape: 405.1571 - mae: 0.00 - ETA: 4s - loss: 1.7548e-04 - mse: 1.7548e-04 - mape: 381.0696 - mae: 0.00 - ETA: 3s - loss: 1.7590e-04 - mse: 1.7590e-04 - mape: 362.6108 - mae: 0.00 - ETA: 2s - loss: 1.7118e-04 - mse: 1.7118e-04 - mape: 352.2248 - mae: 0.00 - ETA: 2s - loss: 1.7064e-04 - mse: 1.7064e-04 - mape: 336.4090 - mae: 0.00 - ETA: 1s - loss: 1.7080e-04 - mse: 1.7080e-04 - mape: 322.1156 - mae: 0.00 - ETA: 0s - loss: 1.7004e-04 - mse: 1.7004e-04 - mape: 311.1147 - mae: 0.00 - ETA: 0s - loss: 1.7320e-04 - mse: 1.7320e-04 - mape: 301.1412 - mae: 0.00 - 12s 1ms/sample - loss: 1.7266e-04 - mse: 1.7266e-04 - mape: 299.0435 - mae: 0.0078 - val_loss: 0.0378 - val_mse: 0.0378 - val_mape: 24.1038 - val_mae: 0.1625
+Epoch 7/10
+8820/8820 [==============================] - ETA: 10s - loss: 1.6939e-04 - mse: 1.6939e-04 - mape: 142.4856 - mae: 0.007 - ETA: 9s - loss: 1.8013e-04 - mse: 1.8013e-04 - mape: 155.2394 - mae: 0.007 - ETA: 8s - loss: 1.8582e-04 - mse: 1.8582e-04 - mape: 154.5165 - mae: 0.00 - ETA: 8s - loss: 1.8685e-04 - mse: 1.8685e-04 - mape: 149.0726 - mae: 0.00 - ETA: 7s - loss: 1.8278e-04 - mse: 1.8278e-04 - mape: 148.2957 - mae: 0.00 - ETA: 6s - loss: 1.8370e-04 - mse: 1.8370e-04 - mape: 2151.4077 - mae: 0.007 - ETA: 6s - loss: 1.8274e-04 - mse: 1.8274e-04 - mape: 1873.5414 - mae: 0.008 - ETA: 5s - loss: 1.8895e-04 - mse: 1.8895e-04 - mape: 1663.9895 - mae: 0.008 - ETA: 5s - loss: 1.8655e-04 - mse: 1.8655e-04 - mape: 1493.9623 - mae: 0.008 - ETA: 4s - loss: 1.8498e-04 - mse: 1.8498e-04 - mape: 1361.8246 - mae: 0.008 - ETA: 3s - loss: 1.8346e-04 - mse: 1.8346e-04 - mape: 1248.9121 - mae: 0.008 - ETA: 3s - loss: 1.8106e-04 - mse: 1.8106e-04 - mape: 1157.7069 - mae: 0.007 - ETA: 2s - loss: 1.8038e-04 - mse: 1.8038e-04 - mape: 1080.9536 - mae: 0.007 - ETA: 2s - loss: 1.7801e-04 - mse: 1.7801e-04 - mape: 1015.4366 - mae: 0.007 - ETA: 1s - loss: 1.7466e-04 - mse: 1.7466e-04 - mape: 955.5715 - mae: 0.007 - ETA: 0s - loss: 1.7227e-04 - mse: 1.7227e-04 - mape: 903.8142 - mae: 0.00 - ETA: 0s - loss: 1.7302e-04 - mse: 1.7302e-04 - mape: 857.0740 - mae: 0.00 - 11s 1ms/sample - loss: 1.7273e-04 - mse: 1.7273e-04 - mape: 847.8444 - mae: 0.0077 - val_loss: 0.0151 - val_mse: 0.0151 - val_mape: 15.4771 - val_mae: 0.1021
+Epoch 8/10
+8820/8820 [==============================] - ETA: 10s - loss: 2.6458e-04 - mse: 2.6458e-04 - mape: 12870.9678 - mae: 0.009 - ETA: 9s - loss: 2.0629e-04 - mse: 2.0629e-04 - mape: 6500.9287 - mae: 0.0083  - ETA: 9s - loss: 2.2588e-04 - mse: 2.2588e-04 - mape: 4366.5786 - mae: 0.008 - ETA: 8s - loss: 2.0894e-04 - mse: 2.0894e-04 - mape: 3300.0637 - mae: 0.008 - ETA: 7s - loss: 2.1569e-04 - mse: 2.1569e-04 - mape: 2673.4116 - mae: 0.008 - ETA: 7s - loss: 2.0319e-04 - mse: 2.0319e-04 - mape: 2248.5002 - mae: 0.008 - ETA: 6s - loss: 2.0599e-04 - mse: 2.0599e-04 - mape: 1940.5912 - mae: 0.008 - ETA: 5s - loss: 2.0099e-04 - mse: 2.0099e-04 - mape: 1710.4938 - mae: 0.007 - ETA: 5s - loss: 1.8943e-04 - mse: 1.8943e-04 - mape: 1546.3927 - mae: 0.007 - ETA: 4s - loss: 1.8196e-04 - mse: 1.8196e-04 - mape: 1403.9368 - mae: 0.007 - ETA: 4s - loss: 1.7870e-04 - mse: 1.7870e-04 - mape: 1286.8937 - mae: 0.007 - ETA: 3s - loss: 1.7464e-04 - mse: 1.7464e-04 - mape: 1191.3502 - mae: 0.007 - ETA: 2s - loss: 1.7137e-04 - mse: 1.7137e-04 - mape: 1112.4812 - mae: 0.007 - ETA: 2s - loss: 1.7363e-04 - mse: 1.7363e-04 - mape: 1041.5966 - mae: 0.007 - ETA: 1s - loss: 1.7355e-04 - mse: 1.7355e-04 - mape: 978.7504 - mae: 0.007 - ETA: 0s - loss: 1.7283e-04 - mse: 1.7283e-04 - mape: 923.1688 - mae: 0.00 - ETA: 0s - loss: 1.7227e-04 - mse: 1.7227e-04 - mape: 880.7116 - mae: 0.00 - 12s 1ms/sample - loss: 1.7272e-04 - mse: 1.7272e-04 - mape: 871.8188 - mae: 0.0074 - val_loss: 0.0266 - val_mse: 0.0266 - val_mape: 19.7020 - val_mae: 0.1345
+Epoch 9/10
+8820/8820 [==============================] - ETA: 10s - loss: 1.6488e-04 - mse: 1.6488e-04 - mape: 152.0376 - mae: 0.008 - ETA: 9s - loss: 1.7436e-04 - mse: 1.7436e-04 - mape: 136.7623 - mae: 0.008 - ETA: 9s - loss: 1.4892e-04 - mse: 1.4892e-04 - mape: 149.4972 - mae: 0.00 - ETA: 8s - loss: 1.6519e-04 - mse: 1.6519e-04 - mape: 168.8430 - mae: 0.00 - ETA: 7s - loss: 1.7568e-04 - mse: 1.7568e-04 - mape: 164.9699 - mae: 0.00 - ETA: 7s - loss: 1.7470e-04 - mse: 1.7470e-04 - mape: 160.3723 - mae: 0.00 - ETA: 6s - loss: 1.7617e-04 - mse: 1.7617e-04 - mape: 155.5652 - mae: 0.00 - ETA: 5s - loss: 1.6876e-04 - mse: 1.6876e-04 - mape: 152.8585 - mae: 0.00 - ETA: 5s - loss: 1.6362e-04 - mse: 1.6362e-04 - mape: 366.0187 - mae: 0.00 - ETA: 4s - loss: 1.6740e-04 - mse: 1.6740e-04 - mape: 345.2131 - mae: 0.00 - ETA: 4s - loss: 1.6034e-04 - mse: 1.6034e-04 - mape: 326.6435 - mae: 0.00 - ETA: 3s - loss: 1.5971e-04 - mse: 1.5971e-04 - mape: 310.4162 - mae: 0.00 - ETA: 2s - loss: 1.5803e-04 - mse: 1.5803e-04 - mape: 295.4201 - mae: 0.00 - ETA: 2s - loss: 1.5778e-04 - mse: 1.5778e-04 - mape: 282.0064 - mae: 0.00 - ETA: 1s - loss: 1.5462e-04 - mse: 1.5462e-04 - mape: 270.2943 - mae: 0.00 - ETA: 0s - loss: 1.5558e-04 - mse: 1.5558e-04 - mape: 264.7081 - mae: 0.00 - ETA: 0s - loss: 1.5343e-04 - mse: 1.5343e-04 - mape: 257.0804 - mae: 0.00 - 12s 1ms/sample - loss: 1.5296e-04 - mse: 1.5296e-04 - mape: 254.9435 - mae: 0.0072 - val_loss: 0.0262 - val_mse: 0.0262 - val_mape: 19.6877 - val_mae: 0.1339
+Epoch 10/10
+8820/8820 [==============================] - ETA: 10s - loss: 1.7649e-04 - mse: 1.7649e-04 - mape: 109.9688 - mae: 0.007 - ETA: 9s - loss: 1.8856e-04 - mse: 1.8856e-04 - mape: 133.1926 - mae: 0.007 - ETA: 9s - loss: 1.7253e-04 - mse: 1.7253e-04 - mape: 123.8570 - mae: 0.00 - ETA: 8s - loss: 1.6959e-04 - mse: 1.6959e-04 - mape: 117.0291 - mae: 0.00 - ETA: 7s - loss: 1.7225e-04 - mse: 1.7225e-04 - mape: 112.8782 - mae: 0.00 - ETA: 7s - loss: 1.7018e-04 - mse: 1.7018e-04 - mape: 113.1441 - mae: 0.00 - ETA: 6s - loss: 1.7000e-04 - mse: 1.7000e-04 - mape: 112.2363 - mae: 0.00 - ETA: 5s - loss: 1.7629e-04 - mse: 1.7629e-04 - mape: 111.4813 - mae: 0.00 - ETA: 5s - loss: 1.7151e-04 - mse: 1.7151e-04 - mape: 108.5394 - mae: 0.00 - ETA: 4s - loss: 1.7288e-04 - mse: 1.7288e-04 - mape: 113.8701 - mae: 0.00 - ETA: 4s - loss: 1.6737e-04 - mse: 1.6737e-04 - mape: 111.7669 - mae: 0.00 - ETA: 3s - loss: 1.6095e-04 - mse: 1.6095e-04 - mape: 109.7554 - mae: 0.00 - ETA: 2s - loss: 1.6184e-04 - mse: 1.6184e-04 - mape: 108.3828 - mae: 0.00 - ETA: 2s - loss: 1.6277e-04 - mse: 1.6277e-04 - mape: 114.5948 - mae: 0.00 - ETA: 1s - loss: 1.5754e-04 - mse: 1.5754e-04 - mape: 115.3351 - mae: 0.00 - ETA: 0s - loss: 1.5372e-04 - mse: 1.5372e-04 - mape: 114.0349 - mae: 0.00 - ETA: 0s - loss: 1.5086e-04 - mse: 1.5086e-04 - mape: 348.3614 - mae: 0.00 - 12s 1ms/sample - loss: 1.5223e-04 - mse: 1.5223e-04 - mape: 344.8603 - mae: 0.0067 - val_loss: 0.0236 - val_mse: 0.0236 - val_mape: 17.9430 - val_mae: 0.1238
+Validation Loss (MSE) from Last Epoch: 0.023574305493004467; Learning Rate:0.01; Number of Units in each LSTM Layer: 288
+Compilation Time :  0.045831918716430664
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 54s - loss: 0.0137 - mse: 0.0137 - mape: 150.0904 - mae: 0.053 - ETA: 30s - loss: 0.0116 - mse: 0.0116 - mape: 488.4305 - mae: 0.053 - ETA: 22s - loss: 0.5653 - mse: 0.5653 - mape: 20312.9668 - mae: 0.465 - ETA: 18s - loss: 0.4337 - mse: 0.4337 - mape: 16973.6875 - mae: 0.395 - ETA: 15s - loss: 0.3489 - mse: 0.3489 - mape: 13655.9238 - mae: 0.325 - ETA: 12s - loss: 0.2939 - mse: 0.2939 - mape: 12357.6016 - mae: 0.291 - ETA: 11s - loss: 0.2529 - mse: 0.2529 - mape: 10837.7012 - mae: 0.258 - ETA: 9s - loss: 0.2257 - mse: 0.2257 - mape: 10307.3965 - mae: 0.247 - ETA: 8s - loss: 0.2025 - mse: 0.2025 - mape: 9211.1611 - mae: 0.2273 - ETA: 6s - loss: 0.1893 - mse: 0.1893 - mape: 9347.0176 - mae: 0.229 - ETA: 5s - loss: 0.1742 - mse: 0.1742 - mape: 8542.0693 - mae: 0.216 - ETA: 4s - loss: 0.1615 - mse: 0.1615 - mape: 7974.5430 - mae: 0.206 - ETA: 3s - loss: 0.1512 - mse: 0.1512 - mape: 7415.7012 - mae: 0.197 - ETA: 2s - loss: 0.1418 - mse: 0.1418 - mape: 6928.0767 - mae: 0.188 - ETA: 1s - loss: 0.1334 - mse: 0.1334 - mape: 6522.3101 - mae: 0.181 - ETA: 1s - loss: 0.1261 - mse: 0.1261 - mape: 6184.7471 - mae: 0.174 - ETA: 0s - loss: 0.1200 - mse: 0.1200 - mape: 5884.5522 - mae: 0.169 - 16s 2ms/sample - loss: 0.1187 - mse: 0.1187 - mape: 5827.4214 - mae: 0.1682 - val_loss: 0.4120 - val_mse: 0.4120 - val_mape: 103.8838 - val_mae: 0.6221
+Epoch 2/10
+8820/8820 [==============================] - ETA: 11s - loss: 0.0204 - mse: 0.0204 - mape: 847.3062 - mae: 0.083 - ETA: 11s - loss: 0.0199 - mse: 0.0199 - mape: 865.1772 - mae: 0.081 - ETA: 10s - loss: 0.0191 - mse: 0.0191 - mape: 853.0991 - mae: 0.080 - ETA: 9s - loss: 0.0190 - mse: 0.0190 - mape: 906.4796 - mae: 0.079 - ETA: 9s - loss: 0.0200 - mse: 0.0200 - mape: 881.2383 - mae: 0.08 - ETA: 8s - loss: 0.0188 - mse: 0.0188 - mape: 812.8855 - mae: 0.07 - ETA: 7s - loss: 0.0191 - mse: 0.0191 - mape: 797.6683 - mae: 0.07 - ETA: 6s - loss: 0.0187 - mse: 0.0187 - mape: 835.3309 - mae: 0.07 - ETA: 6s - loss: 0.0181 - mse: 0.0181 - mape: 2926.0134 - mae: 0.074 - ETA: 5s - loss: 0.0176 - mse: 0.0176 - mape: 2702.2949 - mae: 0.072 - ETA: 4s - loss: 0.0173 - mse: 0.0173 - mape: 2594.0483 - mae: 0.072 - ETA: 3s - loss: 0.0169 - mse: 0.0169 - mape: 2567.5686 - mae: 0.073 - ETA: 3s - loss: 0.0165 - mse: 0.0165 - mape: 2579.7991 - mae: 0.074 - ETA: 2s - loss: 0.0164 - mse: 0.0164 - mape: 2691.3459 - mae: 0.076 - ETA: 1s - loss: 0.0161 - mse: 0.0161 - mape: 2751.1187 - mae: 0.077 - ETA: 0s - loss: 0.0159 - mse: 0.0159 - mape: 2733.9990 - mae: 0.078 - ETA: 0s - loss: 0.0159 - mse: 0.0159 - mape: 2700.0134 - mae: 0.078 - 13s 2ms/sample - loss: 0.0159 - mse: 0.0159 - mape: 2686.0684 - mae: 0.0784 - val_loss: 0.3346 - val_mse: 0.3346 - val_mape: 92.1032 - val_mae: 0.5565
+Epoch 3/10
+8820/8820 [==============================] - ETA: 12s - loss: 0.0119 - mse: 0.0119 - mape: 1734.9333 - mae: 0.06 - ETA: 11s - loss: 0.0119 - mse: 0.0119 - mape: 1633.8860 - mae: 0.06 - ETA: 10s - loss: 0.0122 - mse: 0.0122 - mape: 1735.3647 - mae: 0.06 - ETA: 9s - loss: 0.0122 - mse: 0.0122 - mape: 1743.7847 - mae: 0.0688 - ETA: 9s - loss: 0.0123 - mse: 0.0123 - mape: 1784.0576 - mae: 0.070 - ETA: 8s - loss: 0.0126 - mse: 0.0126 - mape: 1883.5934 - mae: 0.072 - ETA: 7s - loss: 0.0124 - mse: 0.0124 - mape: 2000.3008 - mae: 0.073 - ETA: 6s - loss: 0.0125 - mse: 0.0125 - mape: 2099.9084 - mae: 0.075 - ETA: 6s - loss: 0.0125 - mse: 0.0125 - mape: 2162.8010 - mae: 0.076 - ETA: 5s - loss: 0.0127 - mse: 0.0127 - mape: 2146.0452 - mae: 0.077 - ETA: 4s - loss: 0.0127 - mse: 0.0127 - mape: 2183.5515 - mae: 0.078 - ETA: 3s - loss: 0.0126 - mse: 0.0126 - mape: 2205.4761 - mae: 0.077 - ETA: 3s - loss: 0.0126 - mse: 0.0126 - mape: 2187.1431 - mae: 0.077 - ETA: 2s - loss: 0.0127 - mse: 0.0127 - mape: 2159.4082 - mae: 0.077 - ETA: 1s - loss: 0.0126 - mse: 0.0126 - mape: 2159.7893 - mae: 0.077 - ETA: 0s - loss: 0.0126 - mse: 0.0126 - mape: 2151.2642 - mae: 0.077 - ETA: 0s - loss: 0.0126 - mse: 0.0126 - mape: 8119.5737 - mae: 0.077 - 13s 2ms/sample - loss: 0.0126 - mse: 0.0126 - mape: 8038.4927 - mae: 0.0772 - val_loss: 0.3072 - val_mse: 0.3072 - val_mape: 87.6620 - val_mae: 0.5316
+Epoch 4/10
+8820/8820 [==============================] - ETA: 12s - loss: 0.0127 - mse: 0.0127 - mape: 2232.6921 - mae: 0.07 - ETA: 11s - loss: 0.0112 - mse: 0.0112 - mape: 2176.3130 - mae: 0.07 - ETA: 10s - loss: 0.0113 - mse: 0.0113 - mape: 2242.6191 - mae: 0.07 - ETA: 9s - loss: 0.0113 - mse: 0.0113 - mape: 2069.3867 - mae: 0.0747 - ETA: 9s - loss: 0.0116 - mse: 0.0116 - mape: 2071.6804 - mae: 0.074 - ETA: 8s - loss: 0.0117 - mse: 0.0117 - mape: 2030.6207 - mae: 0.074 - ETA: 7s - loss: 0.0117 - mse: 0.0117 - mape: 1989.3873 - mae: 0.074 - ETA: 6s - loss: 0.0116 - mse: 0.0116 - mape: 2026.8099 - mae: 0.075 - ETA: 6s - loss: 0.0117 - mse: 0.0117 - mape: 2033.5747 - mae: 0.075 - ETA: 5s - loss: 0.0114 - mse: 0.0114 - mape: 2040.8707 - mae: 0.074 - ETA: 4s - loss: 0.0111 - mse: 0.0111 - mape: 2037.2388 - mae: 0.073 - ETA: 3s - loss: 0.0108 - mse: 0.0108 - mape: 11212.4180 - mae: 0.07 - ETA: 3s - loss: 0.0102 - mse: 0.0102 - mape: 10473.7949 - mae: 0.07 - ETA: 2s - loss: 0.0097 - mse: 0.0097 - mape: 9775.3379 - mae: 0.0673 - ETA: 1s - loss: 0.0091 - mse: 0.0091 - mape: 9153.9971 - mae: 0.064 - ETA: 0s - loss: 0.0087 - mse: 0.0087 - mape: 8615.4521 - mae: 0.061 - ETA: 0s - loss: 0.0083 - mse: 0.0083 - mape: 8132.8384 - mae: 0.059 - 13s 1ms/sample - loss: 0.0082 - mse: 0.0082 - mape: 8030.7983 - mae: 0.0592 - val_loss: 0.0810 - val_mse: 0.0810 - val_mape: 35.8790 - val_mae: 0.2414
+Epoch 5/10
+8820/8820 [==============================] - ETA: 12s - loss: 0.0011 - mse: 0.0011 - mape: 22775.7090 - mae: 0.019 - ETA: 11s - loss: 0.0012 - mse: 0.0012 - mape: 11568.9229 - mae: 0.020 - ETA: 10s - loss: 0.0011 - mse: 0.0011 - mape: 7841.9146 - mae: 0.019 - ETA: 10s - loss: 0.0011 - mse: 0.0011 - mape: 5994.2197 - mae: 0.02 - ETA: 9s - loss: 0.0012 - mse: 0.0012 - mape: 4870.8818 - mae: 0.0206 - ETA: 8s - loss: 0.0012 - mse: 0.0012 - mape: 4118.9932 - mae: 0.020 - ETA: 7s - loss: 0.0013 - mse: 0.0013 - mape: 3591.9583 - mae: 0.021 - ETA: 7s - loss: 0.0013 - mse: 0.0013 - mape: 3193.0522 - mae: 0.021 - ETA: 6s - loss: 0.0013 - mse: 0.0013 - mape: 2917.7002 - mae: 0.021 - ETA: 5s - loss: 0.0013 - mse: 0.0013 - mape: 2667.5049 - mae: 0.021 - ETA: 4s - loss: 0.0012 - mse: 0.0012 - mape: 2463.8813 - mae: 0.021 - ETA: 3s - loss: 0.0012 - mse: 0.0012 - mape: 2301.9910 - mae: 0.021 - ETA: 3s - loss: 0.0012 - mse: 0.0012 - mape: 2154.6602 - mae: 0.020 - ETA: 2s - loss: 0.0012 - mse: 0.0012 - mape: 2028.1569 - mae: 0.020 - ETA: 1s - loss: 0.0012 - mse: 0.0012 - mape: 1923.2361 - mae: 0.020 - ETA: 0s - loss: 0.0011 - mse: 0.0011 - mape: 1841.1532 - mae: 0.020 - ETA: 0s - loss: 0.0011 - mse: 0.0011 - mape: 1759.1639 - mae: 0.020 - 14s 2ms/sample - loss: 0.0011 - mse: 0.0011 - mape: 1741.6063 - mae: 0.0203 - val_loss: 0.0623 - val_mse: 0.0623 - val_mape: 31.8723 - val_mae: 0.2130
+Epoch 6/10
+8820/8820 [==============================] - ETA: 12s - loss: 7.2560e-04 - mse: 7.2560e-04 - mape: 398.8991 - mae: 0.016 - ETA: 12s - loss: 6.6557e-04 - mse: 6.6557e-04 - mape: 394.0254 - mae: 0.016 - ETA: 11s - loss: 6.8986e-04 - mse: 6.8986e-04 - mape: 429.4361 - mae: 0.016 - ETA: 10s - loss: 6.7718e-04 - mse: 6.7718e-04 - mape: 452.7314 - mae: 0.016 - ETA: 9s - loss: 6.5735e-04 - mse: 6.5735e-04 - mape: 432.8382 - mae: 0.016 - ETA: 8s - loss: 6.6126e-04 - mse: 6.6126e-04 - mape: 418.2420 - mae: 0.01 - ETA: 8s - loss: 6.3314e-04 - mse: 6.3314e-04 - mape: 3439.3242 - mae: 0.015 - ETA: 7s - loss: 6.1601e-04 - mse: 6.1601e-04 - mape: 3047.9250 - mae: 0.015 - ETA: 14:34 - loss: 6.1537e-04 - mse: 6.1537e-04 - mape: 2750.6631 - mae: 0.01 - ETA: 11:32 - loss: 5.9582e-04 - mse: 5.9582e-04 - mape: 2506.3110 - mae: 0.01 - ETA: 9:02 - loss: 5.8171e-04 - mse: 5.8171e-04 - mape: 2313.5166 - mae: 0.0154 - ETA: 6:57 - loss: 5.6708e-04 - mse: 5.6708e-04 - mape: 2162.2078 - mae: 0.015 - ETA: 5:12 - loss: 5.5380e-04 - mse: 5.5380e-04 - mape: 2019.8796 - mae: 0.015 - ETA: 3:41 - loss: 5.4830e-04 - mse: 5.4830e-04 - mape: 1896.8398 - mae: 0.015 - ETA: 2:22 - loss: 5.4186e-04 - mse: 5.4186e-04 - mape: 1796.1047 - mae: 0.014 - ETA: 1:13 - loss: 5.3230e-04 - mse: 5.3230e-04 - mape: 1708.0305 - mae: 0.014 - ETA: 12s - loss: 5.2673e-04 - mse: 5.2673e-04 - mape: 1634.1952 - mae: 0.014 - 964s 109ms/sample - loss: 5.2478e-04 - mse: 5.2478e-04 - mape: 1615.7360 - mae: 0.0146 - val_loss: 0.0313 - val_mse: 0.0313 - val_mape: 20.2635 - val_mae: 0.1401
+Epoch 7/10
+8820/8820 [==============================] - ETA: 12s - loss: 4.7543e-04 - mse: 4.7543e-04 - mape: 271.3647 - mae: 0.013 - ETA: 11s - loss: 4.7769e-04 - mse: 4.7769e-04 - mape: 330.4153 - mae: 0.012 - ETA: 10s - loss: 3.9565e-04 - mse: 3.9565e-04 - mape: 318.1598 - mae: 0.011 - ETA: 10s - loss: 3.8075e-04 - mse: 3.8075e-04 - mape: 304.4852 - mae: 0.011 - ETA: 9s - loss: 3.5318e-04 - mse: 3.5318e-04 - mape: 306.6736 - mae: 0.011 - ETA: 8s - loss: 3.5097e-04 - mse: 3.5097e-04 - mape: 304.0786 - mae: 0.01 - ETA: 7s - loss: 3.5360e-04 - mse: 3.5360e-04 - mape: 2523.1697 - mae: 0.011 - ETA: 7s - loss: 3.6711e-04 - mse: 3.6711e-04 - mape: 2234.8855 - mae: 0.011 - ETA: 6s - loss: 3.5917e-04 - mse: 3.5917e-04 - mape: 2014.8669 - mae: 0.011 - ETA: 5s - loss: 3.5539e-04 - mse: 3.5539e-04 - mape: 1842.8928 - mae: 0.011 - ETA: 4s - loss: 3.4379e-04 - mse: 3.4379e-04 - mape: 1703.7368 - mae: 0.011 - ETA: 4s - loss: 3.3890e-04 - mse: 3.3890e-04 - mape: 1578.3505 - mae: 0.010 - ETA: 3s - loss: 3.3166e-04 - mse: 3.3166e-04 - mape: 1475.2778 - mae: 0.010 - ETA: 2s - loss: 3.2438e-04 - mse: 3.2438e-04 - mape: 1384.6039 - mae: 0.010 - ETA: 1s - loss: 3.2359e-04 - mse: 3.2359e-04 - mape: 1303.4396 - mae: 0.010 - ETA: 1s - loss: 3.2063e-04 - mse: 3.2063e-04 - mape: 1233.2118 - mae: 0.010 - ETA: 0s - loss: 3.2034e-04 - mse: 3.2034e-04 - mape: 1172.2612 - mae: 0.010 - 15s 2ms/sample - loss: 3.1958e-04 - mse: 3.1958e-04 - mape: 1159.0178 - mae: 0.0105 - val_loss: 0.0364 - val_mse: 0.0364 - val_mape: 22.1642 - val_mae: 0.1528
+Epoch 8/10
+8820/8820 [==============================] - ETA: 11s - loss: 2.4925e-04 - mse: 2.4925e-04 - mape: 180.0992 - mae: 0.008 - ETA: 12s - loss: 2.3366e-04 - mse: 2.3366e-04 - mape: 6260.0024 - mae: 0.00 - ETA: 12s - loss: 2.5988e-04 - mse: 2.5988e-04 - mape: 4228.9629 - mae: 0.00 - ETA: 11s - loss: 2.6711e-04 - mse: 2.6711e-04 - mape: 3221.3516 - mae: 0.00 - ETA: 10s - loss: 2.6149e-04 - mse: 2.6149e-04 - mape: 2606.8713 - mae: 0.00 - ETA: 10s - loss: 2.5228e-04 - mse: 2.5228e-04 - mape: 2198.1111 - mae: 0.00 - ETA: 9s - loss: 2.4941e-04 - mse: 2.4941e-04 - mape: 1915.0059 - mae: 0.0087 - ETA: 8s - loss: 2.4432e-04 - mse: 2.4432e-04 - mape: 1697.4561 - mae: 0.008 - ETA: 7s - loss: 2.4428e-04 - mse: 2.4428e-04 - mape: 1529.8707 - mae: 0.008 - ETA: 6s - loss: 2.4945e-04 - mse: 2.4945e-04 - mape: 1393.0460 - mae: 0.008 - ETA: 5s - loss: 2.5611e-04 - mse: 2.5611e-04 - mape: 1283.0812 - mae: 0.008 - ETA: 4s - loss: 2.5928e-04 - mse: 2.5928e-04 - mape: 1190.8677 - mae: 0.008 - ETA: 3s - loss: 2.6569e-04 - mse: 2.6569e-04 - mape: 1114.1783 - mae: 0.008 - ETA: 2s - loss: 2.6762e-04 - mse: 2.6762e-04 - mape: 1045.7509 - mae: 0.008 - ETA: 1s - loss: 2.7855e-04 - mse: 2.7855e-04 - mape: 987.2072 - mae: 0.009 - ETA: 1s - loss: 2.8339e-04 - mse: 2.8339e-04 - mape: 933.3438 - mae: 0.00 - ETA: 0s - loss: 2.8799e-04 - mse: 2.8799e-04 - mape: 887.9683 - mae: 0.00 - 15s 2ms/sample - loss: 2.9026e-04 - mse: 2.9026e-04 - mape: 878.0955 - mae: 0.0092 - val_loss: 0.0423 - val_mse: 0.0423 - val_mape: 26.3832 - val_mae: 0.1749
+Epoch 9/10
+8820/8820 [==============================] - ETA: 11s - loss: 4.7182e-04 - mse: 4.7182e-04 - mape: 141.7798 - mae: 0.010 - ETA: 10s - loss: 5.8506e-04 - mse: 5.8506e-04 - mape: 146.6328 - mae: 0.012 - ETA: 10s - loss: 5.2692e-04 - mse: 5.2692e-04 - mape: 244.0745 - mae: 0.012 - ETA: 9s - loss: 4.8147e-04 - mse: 4.8147e-04 - mape: 216.1555 - mae: 0.011 - ETA: 9s - loss: 5.0122e-04 - mse: 5.0122e-04 - mape: 209.4503 - mae: 0.01 - ETA: 8s - loss: 4.9758e-04 - mse: 4.9758e-04 - mape: 1878.6313 - mae: 0.011 - ETA: 7s - loss: 5.2475e-04 - mse: 5.2475e-04 - mape: 1631.9355 - mae: 0.012 - ETA: 7s - loss: 5.1766e-04 - mse: 5.1766e-04 - mape: 1451.3833 - mae: 0.012 - ETA: 6s - loss: 5.0898e-04 - mse: 5.0898e-04 - mape: 1307.9548 - mae: 0.012 - ETA: 5s - loss: 5.3282e-04 - mse: 5.3282e-04 - mape: 1192.0900 - mae: 0.012 - ETA: 4s - loss: 5.3017e-04 - mse: 5.3017e-04 - mape: 1101.3810 - mae: 0.012 - ETA: 3s - loss: 5.1589e-04 - mse: 5.1589e-04 - mape: 1026.3577 - mae: 0.012 - ETA: 3s - loss: 5.2583e-04 - mse: 5.2583e-04 - mape: 961.8372 - mae: 0.012 - ETA: 2s - loss: 5.1858e-04 - mse: 5.1858e-04 - mape: 906.6882 - mae: 0.01 - ETA: 1s - loss: 5.0939e-04 - mse: 5.0939e-04 - mape: 865.5065 - mae: 0.01 - ETA: 0s - loss: 4.9610e-04 - mse: 4.9610e-04 - mape: 823.5821 - mae: 0.01 - ETA: 0s - loss: 4.9164e-04 - mse: 4.9164e-04 - mape: 784.6154 - mae: 0.01 - 14s 2ms/sample - loss: 4.9199e-04 - mse: 4.9199e-04 - mape: 777.4928 - mae: 0.0118 - val_loss: 0.0452 - val_mse: 0.0452 - val_mape: 25.1780 - val_mae: 0.1729
+Epoch 10/10
+8820/8820 [==============================] - ETA: 13s - loss: 5.8038e-04 - mse: 5.8038e-04 - mape: 225.9596 - mae: 0.013 - ETA: 11s - loss: 5.2099e-04 - mse: 5.2099e-04 - mape: 237.2737 - mae: 0.012 - ETA: 10s - loss: 4.4987e-04 - mse: 4.4987e-04 - mape: 233.1047 - mae: 0.011 - ETA: 10s - loss: 4.6375e-04 - mse: 4.6375e-04 - mape: 221.7373 - mae: 0.011 - ETA: 9s - loss: 4.1647e-04 - mse: 4.1647e-04 - mape: 211.0761 - mae: 0.011 - ETA: 9s - loss: 4.0337e-04 - mse: 4.0337e-04 - mape: 212.3181 - mae: 0.01 - ETA: 8s - loss: 4.3753e-04 - mse: 4.3753e-04 - mape: 215.5133 - mae: 0.01 - ETA: 7s - loss: 4.3463e-04 - mse: 4.3463e-04 - mape: 213.1222 - mae: 0.01 - ETA: 6s - loss: 4.2108e-04 - mse: 4.2108e-04 - mape: 215.8395 - mae: 0.01 - ETA: 5s - loss: 4.2494e-04 - mse: 4.2494e-04 - mape: 210.8843 - mae: 0.01 - ETA: 4s - loss: 4.1068e-04 - mse: 4.1068e-04 - mape: 1370.4614 - mae: 0.010 - ETA: 4s - loss: 4.0249e-04 - mse: 4.0249e-04 - mape: 1269.8485 - mae: 0.010 - ETA: 3s - loss: 4.1417e-04 - mse: 4.1417e-04 - mape: 1188.1934 - mae: 0.011 - ETA: 2s - loss: 4.0696e-04 - mse: 4.0696e-04 - mape: 1117.0310 - mae: 0.010 - ETA: 1s - loss: 4.2165e-04 - mse: 4.2165e-04 - mape: 1056.1237 - mae: 0.011 - ETA: 0s - loss: 4.1471e-04 - mse: 4.1471e-04 - mape: 1002.3138 - mae: 0.011 - ETA: 0s - loss: 4.0585e-04 - mse: 4.0585e-04 - mape: 952.6772 - mae: 0.010 - 14s 2ms/sample - loss: 4.0299e-04 - mse: 4.0299e-04 - mape: 942.8400 - mae: 0.0109 - val_loss: 0.0472 - val_mse: 0.0472 - val_mape: 26.8785 - val_mae: 0.1813
+Validation Loss (MSE) from Last Epoch: 0.047236160933971406; Learning Rate:0.01; Number of Units in each LSTM Layer: 320
+Compilation Time :  0.038578033447265625
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 53s - loss: 0.0149 - mse: 0.0149 - mape: 99.5196 - mae: 0.05 - ETA: 31s - loss: 0.0134 - mse: 0.0134 - mape: 408.6304 - mae: 0.059 - ETA: 24s - loss: 0.6143 - mse: 0.6143 - mape: 974376.1875 - mae: 0.48 - ETA: 19s - loss: 0.4668 - mse: 0.4668 - mape: 732244.1250 - mae: 0.40 - ETA: 16s - loss: 0.3758 - mse: 0.3758 - mape: 586119.4375 - mae: 0.33 - ETA: 14s - loss: 0.3152 - mse: 0.3152 - mape: 488456.1250 - mae: 0.28 - ETA: 12s - loss: 0.3018 - mse: 0.3018 - mape: 421593.6875 - mae: 0.31 - ETA: 10s - loss: 0.2663 - mse: 0.2663 - mape: 368944.8125 - mae: 0.28 - ETA: 9s - loss: 0.2385 - mse: 0.2385 - mape: 327971.2188 - mae: 0.2563 - ETA: 8s - loss: 0.2159 - mse: 0.2159 - mape: 295262.9375 - mae: 0.236 - ETA: 6s - loss: 0.1972 - mse: 0.1972 - mape: 268652.7188 - mae: 0.222 - ETA: 5s - loss: 0.1820 - mse: 0.1820 - mape: 246533.2031 - mae: 0.211 - ETA: 4s - loss: 0.1689 - mse: 0.1689 - mape: 227777.1406 - mae: 0.201 - ETA: 3s - loss: 0.1579 - mse: 0.1579 - mape: 211592.2812 - mae: 0.191 - ETA: 2s - loss: 0.1482 - mse: 0.1482 - mape: 197601.8125 - mae: 0.183 - ETA: 1s - loss: 0.1396 - mse: 0.1396 - mape: 185484.5000 - mae: 0.177 - ETA: 0s - loss: 0.1321 - mse: 0.1321 - mape: 174701.8438 - mae: 0.171 - 19s 2ms/sample - loss: 0.1306 - mse: 0.1306 - mape: 172421.2031 - mae: 0.1699 - val_loss: 0.3174 - val_mse: 0.3174 - val_mape: 89.2763 - val_mae: 0.5408
+Epoch 2/10
+8820/8820 [==============================] - ETA: 15s - loss: 0.0107 - mse: 0.0107 - mape: 2150.0249 - mae: 0.07 - ETA: 14s - loss: 0.0127 - mse: 0.0127 - mape: 2198.5405 - mae: 0.08 - ETA: 14s - loss: 0.0130 - mse: 0.0130 - mape: 2500.2024 - mae: 0.08 - ETA: 12s - loss: 0.0130 - mse: 0.0130 - mape: 33683.4141 - mae: 0.082 - ETA: 11s - loss: 0.0131 - mse: 0.0131 - mape: 27224.2715 - mae: 0.080 - ETA: 10s - loss: 0.0130 - mse: 0.0130 - mape: 23054.0840 - mae: 0.080 - ETA: 9s - loss: 0.0127 - mse: 0.0127 - mape: 20153.4844 - mae: 0.080 - ETA: 8s - loss: 0.0128 - mse: 0.0128 - mape: 17842.5703 - mae: 0.07 - ETA: 7s - loss: 0.0130 - mse: 0.0130 - mape: 16033.6143 - mae: 0.07 - ETA: 6s - loss: 0.0131 - mse: 0.0131 - mape: 14728.5312 - mae: 0.08 - ETA: 5s - loss: 0.0130 - mse: 0.0130 - mape: 13626.7812 - mae: 0.08 - ETA: 4s - loss: 0.0130 - mse: 0.0130 - mape: 12712.2529 - mae: 0.08 - ETA: 3s - loss: 0.0129 - mse: 0.0129 - mape: 11831.0918 - mae: 0.07 - ETA: 2s - loss: 0.0128 - mse: 0.0128 - mape: 11039.8047 - mae: 0.07 - ETA: 1s - loss: 0.0128 - mse: 0.0128 - mape: 10604.4941 - mae: 0.07 - ETA: 1s - loss: 0.0127 - mse: 0.0127 - mape: 10090.6455 - mae: 0.07 - ETA: 0s - loss: 0.0126 - mse: 0.0126 - mape: 9556.5381 - mae: 0.0776 - 16s 2ms/sample - loss: 0.0126 - mse: 0.0126 - mape: 9455.0293 - mae: 0.0776 - val_loss: 0.2323 - val_mse: 0.2323 - val_mape: 72.2058 - val_mae: 0.4500
+Epoch 3/10
+8820/8820 [==============================] - ETA: 13s - loss: 0.0074 - mse: 0.0074 - mape: 2272.2957 - mae: 0.06 - ETA: 12s - loss: 0.0083 - mse: 0.0083 - mape: 2716.3848 - mae: 0.07 - ETA: 11s - loss: 0.0143 - mse: 0.0143 - mape: 2466.5686 - mae: 0.08 - ETA: 10s - loss: 0.1158 - mse: 0.1158 - mape: 4814.6494 - mae: 0.13 - ETA: 10s - loss: 0.0996 - mse: 0.0996 - mape: 5837.6050 - mae: 0.14 - ETA: 9s - loss: 0.0859 - mse: 0.0859 - mape: 5663.1021 - mae: 0.1376 - ETA: 8s - loss: 0.0753 - mse: 0.0753 - mape: 5011.4658 - mae: 0.126 - ETA: 7s - loss: 0.0674 - mse: 0.0674 - mape: 4490.2705 - mae: 0.119 - ETA: 6s - loss: 0.0614 - mse: 0.0614 - mape: 4108.0225 - mae: 0.113 - ETA: 5s - loss: 0.0563 - mse: 0.0563 - mape: 3869.0500 - mae: 0.108 - ETA: 5s - loss: 0.0523 - mse: 0.0523 - mape: 11286.7422 - mae: 0.10 - ETA: 4s - loss: 0.0491 - mse: 0.0491 - mape: 10471.2656 - mae: 0.10 - ETA: 3s - loss: 0.0461 - mse: 0.0461 - mape: 9804.3223 - mae: 0.1001 - ETA: 2s - loss: 0.0438 - mse: 0.0438 - mape: 9214.3564 - mae: 0.098 - ETA: 1s - loss: 0.0420 - mse: 0.0420 - mape: 8712.8770 - mae: 0.097 - ETA: 1s - loss: 0.0402 - mse: 0.0402 - mape: 8301.0898 - mae: 0.096 - ETA: 0s - loss: 0.0386 - mse: 0.0386 - mape: 7961.0654 - mae: 0.095 - 15s 2ms/sample - loss: 0.0383 - mse: 0.0383 - mape: 7888.4761 - mae: 0.0951 - val_loss: 0.3114 - val_mse: 0.3114 - val_mape: 88.2938 - val_mae: 0.5353
+Epoch 4/10
+8820/8820 [==============================] - ETA: 13s - loss: 0.0128 - mse: 0.0128 - mape: 2868.7178 - mae: 0.08 - ETA: 12s - loss: 0.0134 - mse: 0.0134 - mape: 2719.4470 - mae: 0.08 - ETA: 12s - loss: 0.0131 - mse: 0.0131 - mape: 2651.1628 - mae: 0.08 - ETA: 11s - loss: 0.0129 - mse: 0.0129 - mape: 35537.0273 - mae: 0.083 - ETA: 10s - loss: 0.0127 - mse: 0.0127 - mape: 28945.4629 - mae: 0.082 - ETA: 9s - loss: 0.0128 - mse: 0.0128 - mape: 24512.0566 - mae: 0.082 - ETA: 8s - loss: 0.0128 - mse: 0.0128 - mape: 21298.1270 - mae: 0.08 - ETA: 8s - loss: 0.0127 - mse: 0.0127 - mape: 18860.0820 - mae: 0.08 - ETA: 7s - loss: 0.0127 - mse: 0.0127 - mape: 16935.4453 - mae: 0.07 - ETA: 6s - loss: 0.0124 - mse: 0.0124 - mape: 15358.3936 - mae: 0.07 - ETA: 5s - loss: 0.0126 - mse: 0.0126 - mape: 14195.6992 - mae: 0.07 - ETA: 4s - loss: 0.0123 - mse: 0.0123 - mape: 13191.6416 - mae: 0.07 - ETA: 3s - loss: 0.0124 - mse: 0.0124 - mape: 12217.7656 - mae: 0.07 - ETA: 2s - loss: 0.0123 - mse: 0.0123 - mape: 11381.9004 - mae: 0.07 - ETA: 1s - loss: 0.0121 - mse: 0.0121 - mape: 10774.7754 - mae: 0.07 - ETA: 1s - loss: 0.0120 - mse: 0.0120 - mape: 10257.8760 - mae: 0.07 - ETA: 0s - loss: 0.0118 - mse: 0.0118 - mape: 9725.4912 - mae: 0.0738 - 16s 2ms/sample - loss: 0.0118 - mse: 0.0118 - mape: 9614.6816 - mae: 0.0736 - val_loss: 0.2222 - val_mse: 0.2222 - val_mape: 71.5490 - val_mae: 0.4428
+Epoch 5/10
+8820/8820 [==============================] - ETA: 13s - loss: 0.0069 - mse: 0.0069 - mape: 1852.4911 - mae: 0.06 - ETA: 12s - loss: 0.0059 - mse: 0.0059 - mape: 1818.6858 - mae: 0.05 - ETA: 11s - loss: 0.0062 - mse: 0.0062 - mape: 1512.1553 - mae: 0.05 - ETA: 11s - loss: 0.0054 - mse: 0.0054 - mape: 1308.8430 - mae: 0.05 - ETA: 10s - loss: 0.0072 - mse: 0.0072 - mape: 1773.1185 - mae: 0.06 - ETA: 9s - loss: 0.0097 - mse: 0.0097 - mape: 2435.5027 - mae: 0.0724 - ETA: 8s - loss: 0.0114 - mse: 0.0114 - mape: 2717.2656 - mae: 0.080 - ETA: 7s - loss: 0.0126 - mse: 0.0126 - mape: 2773.6826 - mae: 0.083 - ETA: 6s - loss: 0.0136 - mse: 0.0136 - mape: 2538.5598 - mae: 0.082 - ETA: 6s - loss: 0.0146 - mse: 0.0146 - mape: 2397.8667 - mae: 0.083 - ETA: 5s - loss: 0.0149 - mse: 0.0149 - mape: 2274.0295 - mae: 0.083 - ETA: 4s - loss: 0.0152 - mse: 0.0152 - mape: 2168.3235 - mae: 0.083 - ETA: 3s - loss: 0.0156 - mse: 0.0156 - mape: 2078.4207 - mae: 0.083 - ETA: 2s - loss: 0.0159 - mse: 0.0159 - mape: 2005.5035 - mae: 0.083 - ETA: 1s - loss: 0.0162 - mse: 0.0162 - mape: 1927.4598 - mae: 0.083 - ETA: 1s - loss: 0.0162 - mse: 0.0162 - mape: 3959.0291 - mae: 0.082 - ETA: 0s - loss: 0.0162 - mse: 0.0162 - mape: 3768.4373 - mae: 0.081 - 16s 2ms/sample - loss: 0.0161 - mse: 0.0161 - mape: 3728.5303 - mae: 0.0811 - val_loss: 0.3961 - val_mse: 0.3961 - val_mape: 101.5634 - val_mae: 0.6092
+Epoch 6/10
+8820/8820 [==============================] - ETA: 13s - loss: 0.0139 - mse: 0.0139 - mape: 17547.3359 - mae: 0.060 - ETA: 13s - loss: 0.0153 - mse: 0.0153 - mape: 8935.1504 - mae: 0.063 - ETA: 12s - loss: 0.0158 - mse: 0.0158 - mape: 6021.7012 - mae: 0.06 - ETA: 11s - loss: 0.0153 - mse: 0.0153 - mape: 4536.4185 - mae: 0.06 - ETA: 10s - loss: 0.0150 - mse: 0.0150 - mape: 3657.3047 - mae: 0.05 - ETA: 9s - loss: 0.0152 - mse: 0.0152 - mape: 3090.2385 - mae: 0.0587 - ETA: 8s - loss: 0.0154 - mse: 0.0154 - mape: 2700.5913 - mae: 0.059 - ETA: 8s - loss: 0.0153 - mse: 0.0153 - mape: 2427.3262 - mae: 0.059 - ETA: 7s - loss: 0.0154 - mse: 0.0154 - mape: 2243.8728 - mae: 0.059 - ETA: 6s - loss: 0.0154 - mse: 0.0154 - mape: 2095.8130 - mae: 0.060 - ETA: 5s - loss: 0.0154 - mse: 0.0154 - mape: 1973.6980 - mae: 0.060 - ETA: 4s - loss: 0.0152 - mse: 0.0152 - mape: 1897.0089 - mae: 0.061 - ETA: 3s - loss: 0.0152 - mse: 0.0152 - mape: 1834.4634 - mae: 0.061 - ETA: 2s - loss: 0.0149 - mse: 0.0149 - mape: 1801.7823 - mae: 0.061 - ETA: 1s - loss: 0.0148 - mse: 0.0148 - mape: 1790.9983 - mae: 0.062 - ETA: 1s - loss: 0.0147 - mse: 0.0147 - mape: 1768.2162 - mae: 0.062 - ETA: 0s - loss: 0.0146 - mse: 0.0146 - mape: 1750.0459 - mae: 0.063 - 16s 2ms/sample - loss: 0.0145 - mse: 0.0145 - mape: 1745.4905 - mae: 0.0631 - val_loss: 0.3310 - val_mse: 0.3310 - val_mape: 91.5128 - val_mae: 0.5533
+Epoch 7/10
+8820/8820 [==============================] - ETA: 14s - loss: 0.0139 - mse: 0.0139 - mape: 1923.4685 - mae: 0.07 - ETA: 13s - loss: 0.0127 - mse: 0.0127 - mape: 2127.7109 - mae: 0.07 - ETA: 12s - loss: 0.0126 - mse: 0.0126 - mape: 2157.2126 - mae: 0.07 - ETA: 11s - loss: 0.0131 - mse: 0.0131 - mape: 2072.4458 - mae: 0.07 - ETA: 10s - loss: 0.0129 - mse: 0.0129 - mape: 2008.9395 - mae: 0.07 - ETA: 9s - loss: 0.0125 - mse: 0.0125 - mape: 2092.2488 - mae: 0.0755 - ETA: 8s - loss: 0.0126 - mse: 0.0126 - mape: 2059.9822 - mae: 0.076 - ETA: 8s - loss: 0.0126 - mse: 0.0126 - mape: 2127.6919 - mae: 0.076 - ETA: 7s - loss: 0.0125 - mse: 0.0125 - mape: 2180.3926 - mae: 0.076 - ETA: 6s - loss: 0.0125 - mse: 0.0125 - mape: 2158.2505 - mae: 0.077 - ETA: 5s - loss: 0.0127 - mse: 0.0127 - mape: 13397.7412 - mae: 0.07 - ETA: 4s - loss: 0.0125 - mse: 0.0125 - mape: 12488.8760 - mae: 0.07 - ETA: 3s - loss: 0.0125 - mse: 0.0125 - mape: 11712.8662 - mae: 0.07 - ETA: 2s - loss: 0.0125 - mse: 0.0125 - mape: 11080.4844 - mae: 0.07 - ETA: 2s - loss: 0.0126 - mse: 0.0126 - mape: 10512.1240 - mae: 0.07 - ETA: 1s - loss: 0.0126 - mse: 0.0126 - mape: 9992.6904 - mae: 0.0792 - ETA: 0s - loss: 0.0126 - mse: 0.0126 - mape: 9555.0820 - mae: 0.079 - 17s 2ms/sample - loss: 0.0126 - mse: 0.0126 - mape: 9449.5430 - mae: 0.0795 - val_loss: 0.3097 - val_mse: 0.3097 - val_mape: 87.9951 - val_mae: 0.5337
+Epoch 8/10
+8820/8820 [==============================] - ETA: 14s - loss: 0.0119 - mse: 0.0119 - mape: 2376.5417 - mae: 0.08 - ETA: 13s - loss: 0.0118 - mse: 0.0118 - mape: 2742.5908 - mae: 0.08 - ETA: 12s - loss: 0.0127 - mse: 0.0127 - mape: 2575.1189 - mae: 0.08 - ETA: 11s - loss: 0.0131 - mse: 0.0131 - mape: 2651.4644 - mae: 0.08 - ETA: 10s - loss: 0.0131 - mse: 0.0131 - mape: 2623.0959 - mae: 0.08 - ETA: 9s - loss: 0.0129 - mse: 0.0129 - mape: 2631.7400 - mae: 0.0839 - ETA: 9s - loss: 0.0128 - mse: 0.0128 - mape: 2604.8362 - mae: 0.083 - ETA: 8s - loss: 0.0129 - mse: 0.0129 - mape: 2614.7659 - mae: 0.083 - ETA: 7s - loss: 0.0129 - mse: 0.0129 - mape: 2615.9697 - mae: 0.083 - ETA: 6s - loss: 0.0128 - mse: 0.0128 - mape: 2571.2227 - mae: 0.083 - ETA: 5s - loss: 0.0126 - mse: 0.0126 - mape: 2542.7639 - mae: 0.083 - ETA: 4s - loss: 0.0127 - mse: 0.0127 - mape: 2503.2930 - mae: 0.083 - ETA: 3s - loss: 0.0126 - mse: 0.0126 - mape: 12231.8799 - mae: 0.08 - ETA: 2s - loss: 0.0126 - mse: 0.0126 - mape: 11527.3779 - mae: 0.08 - ETA: 1s - loss: 0.0125 - mse: 0.0125 - mape: 10969.2285 - mae: 0.08 - ETA: 1s - loss: 0.0126 - mse: 0.0126 - mape: 10423.7178 - mae: 0.08 - ETA: 0s - loss: 0.0126 - mse: 0.0126 - mape: 9960.5518 - mae: 0.0826 - 16s 2ms/sample - loss: 0.0126 - mse: 0.0126 - mape: 9854.3887 - mae: 0.0826 - val_loss: 0.3147 - val_mse: 0.3147 - val_mape: 88.8224 - val_mae: 0.5383
+Epoch 9/10
+8820/8820 [==============================] - ETA: 13s - loss: 0.0132 - mse: 0.0132 - mape: 2404.9653 - mae: 0.08 - ETA: 12s - loss: 0.0127 - mse: 0.0127 - mape: 2295.5562 - mae: 0.08 - ETA: 11s - loss: 0.0121 - mse: 0.0121 - mape: 2257.0181 - mae: 0.07 - ETA: 11s - loss: 0.0120 - mse: 0.0120 - mape: 2327.7539 - mae: 0.07 - ETA: 10s - loss: 0.0117 - mse: 0.0117 - mape: 2383.3970 - mae: 0.07 - ETA: 10s - loss: 0.0119 - mse: 0.0119 - mape: 21989.4004 - mae: 0.078 - ETA: 9s - loss: 0.0119 - mse: 0.0119 - mape: 19213.2715 - mae: 0.078 - ETA: 8s - loss: 0.0118 - mse: 0.0118 - mape: 17113.0820 - mae: 0.07 - ETA: 7s - loss: 0.0120 - mse: 0.0120 - mape: 15462.0264 - mae: 0.07 - ETA: 6s - loss: 0.0122 - mse: 0.0122 - mape: 14125.3125 - mae: 0.07 - ETA: 5s - loss: 0.0123 - mse: 0.0123 - mape: 13049.4961 - mae: 0.07 - ETA: 4s - loss: 0.0124 - mse: 0.0124 - mape: 12144.1279 - mae: 0.07 - ETA: 3s - loss: 0.0125 - mse: 0.0125 - mape: 11365.1416 - mae: 0.07 - ETA: 2s - loss: 0.0125 - mse: 0.0125 - mape: 10727.3887 - mae: 0.07 - ETA: 1s - loss: 0.0125 - mse: 0.0125 - mape: 10152.4102 - mae: 0.07 - ETA: 1s - loss: 0.0124 - mse: 0.0124 - mape: 9667.0928 - mae: 0.0790 - ETA: 0s - loss: 0.0126 - mse: 0.0126 - mape: 9233.1641 - mae: 0.079 - 16s 2ms/sample - loss: 0.0126 - mse: 0.0126 - mape: 9138.9023 - mae: 0.0794 - val_loss: 0.3195 - val_mse: 0.3195 - val_mape: 89.6220 - val_mae: 0.5427
+Epoch 10/10
+8820/8820 [==============================] - ETA: 14s - loss: 0.0129 - mse: 0.0129 - mape: 2503.0088 - mae: 0.07 - ETA: 13s - loss: 0.0134 - mse: 0.0134 - mape: 2327.5818 - mae: 0.08 - ETA: 13s - loss: 0.0129 - mse: 0.0129 - mape: 2296.5156 - mae: 0.07 - ETA: 12s - loss: 0.0125 - mse: 0.0125 - mape: 2272.7021 - mae: 0.07 - ETA: 11s - loss: 0.0128 - mse: 0.0128 - mape: 2251.8032 - mae: 0.07 - ETA: 10s - loss: 0.0126 - mse: 0.0126 - mape: 2206.5989 - mae: 0.07 - ETA: 9s - loss: 0.0123 - mse: 0.0123 - mape: 2258.2224 - mae: 0.0775 - ETA: 8s - loss: 0.0122 - mse: 0.0122 - mape: 2294.2061 - mae: 0.077 - ETA: 7s - loss: 0.0127 - mse: 0.0127 - mape: 2267.0400 - mae: 0.078 - ETA: 6s - loss: 0.0128 - mse: 0.0128 - mape: 2256.5962 - mae: 0.078 - ETA: 5s - loss: 0.0126 - mse: 0.0126 - mape: 12456.7246 - mae: 0.07 - ETA: 4s - loss: 0.0126 - mse: 0.0126 - mape: 11648.8525 - mae: 0.07 - ETA: 3s - loss: 0.0126 - mse: 0.0126 - mape: 10939.8760 - mae: 0.07 - ETA: 2s - loss: 0.0127 - mse: 0.0127 - mape: 10309.0557 - mae: 0.07 - ETA: 1s - loss: 0.0127 - mse: 0.0127 - mape: 9753.5957 - mae: 0.0787 - ETA: 1s - loss: 0.0128 - mse: 0.0128 - mape: 9258.1924 - mae: 0.078 - ETA: 0s - loss: 0.0126 - mse: 0.0126 - mape: 8849.6592 - mae: 0.078 - 16s 2ms/sample - loss: 0.0126 - mse: 0.0126 - mape: 8754.0693 - mae: 0.0784 - val_loss: 0.3188 - val_mse: 0.3188 - val_mape: 89.5106 - val_mae: 0.5421
+Validation Loss (MSE) from Last Epoch: 0.31880868770638293; Learning Rate:0.01; Number of Units in each LSTM Layer: 352
+Compilation Time :  0.04449200630187988
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 57s - loss: 0.0167 - mse: 0.0167 - mape: 99.8107 - mae: 0.06 - ETA: 34s - loss: 0.0115 - mse: 0.0115 - mape: 572.2034 - mae: 0.054 - ETA: 25s - loss: 1.3150 - mse: 1.3150 - mape: 1341260.1250 - mae: 0.694 - ETA: 20s - loss: 0.9971 - mse: 0.9971 - mape: 1008042.1250 - mae: 0.570 - ETA: 17s - loss: 0.8008 - mse: 0.8008 - mape: 806471.7500 - mae: 0.467 - ETA: 15s - loss: 0.6698 - mse: 0.6698 - mape: 672198.8750 - mae: 0.40 - ETA: 13s - loss: 0.5760 - mse: 0.5760 - mape: 576470.9375 - mae: 0.35 - ETA: 11s - loss: 0.5059 - mse: 0.5059 - mape: 505009.1875 - mae: 0.32 - ETA: 9s - loss: 0.4512 - mse: 0.4512 - mape: 449270.0312 - mae: 0.2976 - ETA: 8s - loss: 0.4072 - mse: 0.4072 - mape: 404526.3125 - mae: 0.275 - ETA: 7s - loss: 0.3714 - mse: 0.3714 - mape: 367887.7188 - mae: 0.256 - ETA: 6s - loss: 0.3420 - mse: 0.3420 - mape: 337313.5000 - mae: 0.241 - ETA: 4s - loss: 0.3166 - mse: 0.3166 - mape: 311465.9375 - mae: 0.227 - ETA: 3s - loss: 0.2947 - mse: 0.2947 - mape: 289333.8438 - mae: 0.215 - ETA: 2s - loss: 0.2759 - mse: 0.2759 - mape: 270185.2188 - mae: 0.206 - ETA: 1s - loss: 0.2595 - mse: 0.2595 - mape: 253451.0625 - mae: 0.199 - ETA: 0s - loss: 0.2451 - mse: 0.2451 - mape: 238749.6875 - mae: 0.193 - 20s 2ms/sample - loss: 0.2421 - mse: 0.2421 - mape: 235642.1875 - mae: 0.1917 - val_loss: 0.3061 - val_mse: 0.3061 - val_mape: 87.3759 - val_mae: 0.5302
+Epoch 2/10
+8820/8820 [==============================] - ETA: 14s - loss: 0.0144 - mse: 0.0144 - mape: 3262.0449 - mae: 0.08 - ETA: 14s - loss: 0.0138 - mse: 0.0138 - mape: 2740.4155 - mae: 0.08 - ETA: 13s - loss: 0.0128 - mse: 0.0128 - mape: 2441.5935 - mae: 0.07 - ETA: 12s - loss: 0.0129 - mse: 0.0129 - mape: 2147.3525 - mae: 0.07 - ETA: 11s - loss: 0.0127 - mse: 0.0127 - mape: 22775.2188 - mae: 0.073 - ETA: 10s - loss: 0.0126 - mse: 0.0126 - mape: 19221.7422 - mae: 0.072 - ETA: 9s - loss: 0.0126 - mse: 0.0126 - mape: 16760.1035 - mae: 0.073 - ETA: 8s - loss: 0.0123 - mse: 0.0123 - mape: 14954.4141 - mae: 0.07 - ETA: 7s - loss: 0.0125 - mse: 0.0125 - mape: 13559.5352 - mae: 0.07 - ETA: 6s - loss: 0.0127 - mse: 0.0127 - mape: 12508.0117 - mae: 0.07 - ETA: 5s - loss: 0.0128 - mse: 0.0128 - mape: 11610.4854 - mae: 0.07 - ETA: 4s - loss: 0.0128 - mse: 0.0128 - mape: 10844.3086 - mae: 0.07 - ETA: 3s - loss: 0.0128 - mse: 0.0128 - mape: 10154.8545 - mae: 0.07 - ETA: 3s - loss: 0.0128 - mse: 0.0128 - mape: 9561.6484 - mae: 0.0779 - ETA: 2s - loss: 0.0127 - mse: 0.0127 - mape: 9041.2402 - mae: 0.077 - ETA: 1s - loss: 0.0128 - mse: 0.0128 - mape: 8585.1152 - mae: 0.077 - ETA: 0s - loss: 0.0127 - mse: 0.0127 - mape: 8185.5737 - mae: 0.077 - 17s 2ms/sample - loss: 0.0127 - mse: 0.0127 - mape: 8135.4385 - mae: 0.0771 - val_loss: 0.3052 - val_mse: 0.3052 - val_mape: 87.2343 - val_mae: 0.5294
+Epoch 3/10
+8820/8820 [==============================] - ETA: 15s - loss: 0.0132 - mse: 0.0132 - mape: 2472.0183 - mae: 0.08 - ETA: 14s - loss: 0.0129 - mse: 0.0129 - mape: 2993.5542 - mae: 0.08 - ETA: 13s - loss: 0.0122 - mse: 0.0122 - mape: 3060.7429 - mae: 0.08 - ETA: 12s - loss: 0.0116 - mse: 0.0116 - mape: 2887.7073 - mae: 0.08 - ETA: 11s - loss: 0.0119 - mse: 0.0119 - mape: 2611.4307 - mae: 0.08 - ETA: 10s - loss: 0.0126 - mse: 0.0126 - mape: 2400.8284 - mae: 0.08 - ETA: 9s - loss: 0.0129 - mse: 0.0129 - mape: 2266.7563 - mae: 0.0790 - ETA: 8s - loss: 0.0127 - mse: 0.0127 - mape: 12864.5752 - mae: 0.07 - ETA: 7s - loss: 0.0128 - mse: 0.0128 - mape: 11621.4482 - mae: 0.07 - ETA: 6s - loss: 0.0127 - mse: 0.0127 - mape: 10687.8574 - mae: 0.07 - ETA: 5s - loss: 0.0127 - mse: 0.0127 - mape: 10002.0889 - mae: 0.07 - ETA: 4s - loss: 0.0127 - mse: 0.0127 - mape: 9438.5488 - mae: 0.0798 - ETA: 3s - loss: 0.0127 - mse: 0.0127 - mape: 8862.7559 - mae: 0.079 - ETA: 3s - loss: 0.0128 - mse: 0.0128 - mape: 8381.8730 - mae: 0.079 - ETA: 2s - loss: 0.0129 - mse: 0.0129 - mape: 7944.5635 - mae: 0.079 - ETA: 1s - loss: 0.0128 - mse: 0.0128 - mape: 7586.3374 - mae: 0.078 - ETA: 0s - loss: 0.0129 - mse: 0.0129 - mape: 7249.9966 - mae: 0.078 - 17s 2ms/sample - loss: 0.0129 - mse: 0.0129 - mape: 7189.6577 - mae: 0.0788 - val_loss: 0.3052 - val_mse: 0.3052 - val_mape: 87.2231 - val_mae: 0.5294
+Epoch 4/10
+8820/8820 [==============================] - ETA: 14s - loss: 0.0137 - mse: 0.0137 - mape: 2714.6436 - mae: 0.08 - ETA: 14s - loss: 0.0139 - mse: 0.0139 - mape: 2882.2129 - mae: 0.08 - ETA: 13s - loss: 0.0135 - mse: 0.0135 - mape: 2733.3311 - mae: 0.08 - ETA: 12s - loss: 0.0133 - mse: 0.0133 - mape: 2499.1309 - mae: 0.08 - ETA: 11s - loss: 0.0132 - mse: 0.0132 - mape: 2419.0813 - mae: 0.08 - ETA: 10s - loss: 0.0130 - mse: 0.0130 - mape: 2319.2478 - mae: 0.08 - ETA: 9s - loss: 0.0129 - mse: 0.0129 - mape: 2222.0374 - mae: 0.0800 - ETA: 8s - loss: 0.0130 - mse: 0.0130 - mape: 2168.8882 - mae: 0.079 - ETA: 7s - loss: 0.0127 - mse: 0.0127 - mape: 2176.6536 - mae: 0.078 - ETA: 6s - loss: 0.0132 - mse: 0.0132 - mape: 2200.4683 - mae: 0.080 - ETA: 5s - loss: 0.0133 - mse: 0.0133 - mape: 2262.3357 - mae: 0.081 - ETA: 4s - loss: 0.0131 - mse: 0.0131 - mape: 2417.2908 - mae: 0.081 - ETA: 4s - loss: 0.0131 - mse: 0.0131 - mape: 2445.8591 - mae: 0.081 - ETA: 3s - loss: 0.0130 - mse: 0.0130 - mape: 10456.8984 - mae: 0.08 - ETA: 2s - loss: 0.0128 - mse: 0.0128 - mape: 9859.1455 - mae: 0.0800 - ETA: 1s - loss: 0.0128 - mse: 0.0128 - mape: 9332.3975 - mae: 0.079 - ETA: 0s - loss: 0.0128 - mse: 0.0128 - mape: 8871.3516 - mae: 0.078 - 17s 2ms/sample - loss: 0.0128 - mse: 0.0128 - mape: 8782.6270 - mae: 0.0786 - val_loss: 0.3179 - val_mse: 0.3179 - val_mape: 89.3634 - val_mae: 0.5413
+Epoch 5/10
+8820/8820 [==============================] - ETA: 15s - loss: 0.0131 - mse: 0.0131 - mape: 2222.2534 - mae: 0.07 - ETA: 14s - loss: 0.0143 - mse: 0.0143 - mape: 2420.8682 - mae: 0.08 - ETA: 13s - loss: 0.0140 - mse: 0.0140 - mape: 2759.2615 - mae: 0.08 - ETA: 12s - loss: 0.0138 - mse: 0.0138 - mape: 2807.8250 - mae: 0.08 - ETA: 11s - loss: 0.0134 - mse: 0.0134 - mape: 2838.6567 - mae: 0.08 - ETA: 11s - loss: 0.0131 - mse: 0.0131 - mape: 2681.7615 - mae: 0.08 - ETA: 10s - loss: 0.0130 - mse: 0.0130 - mape: 2504.6099 - mae: 0.08 - ETA: 9s - loss: 0.0129 - mse: 0.0129 - mape: 7858.9712 - mae: 0.0799 - ETA: 8s - loss: 0.0127 - mse: 0.0127 - mape: 7139.5908 - mae: 0.078 - ETA: 7s - loss: 0.0129 - mse: 0.0129 - mape: 6612.2783 - mae: 0.077 - ETA: 6s - loss: 0.0127 - mse: 0.0127 - mape: 6229.2183 - mae: 0.077 - ETA: 5s - loss: 0.0128 - mse: 0.0128 - mape: 5911.2612 - mae: 0.078 - ETA: 4s - loss: 0.0128 - mse: 0.0128 - mape: 5707.9736 - mae: 0.079 - ETA: 3s - loss: 0.0127 - mse: 0.0127 - mape: 5482.5557 - mae: 0.079 - ETA: 2s - loss: 0.0128 - mse: 0.0128 - mape: 5253.6260 - mae: 0.079 - ETA: 1s - loss: 0.0127 - mse: 0.0127 - mape: 5052.9478 - mae: 0.079 - ETA: 0s - loss: 0.0128 - mse: 0.0128 - mape: 4855.7739 - mae: 0.079 - 17s 2ms/sample - loss: 0.0128 - mse: 0.0128 - mape: 4818.5273 - mae: 0.0792 - val_loss: 0.3194 - val_mse: 0.3194 - val_mape: 89.6161 - val_mae: 0.5427
+Epoch 6/10
+8820/8820 [==============================] - ETA: 15s - loss: 0.0112 - mse: 0.0112 - mape: 2107.9390 - mae: 0.07 - ETA: 14s - loss: 0.0127 - mse: 0.0127 - mape: 2285.3887 - mae: 0.07 - ETA: 13s - loss: 0.0126 - mse: 0.0126 - mape: 2426.5771 - mae: 0.08 - ETA: 12s - loss: 0.0126 - mse: 0.0126 - mape: 2543.5469 - mae: 0.08 - ETA: 11s - loss: 0.0126 - mse: 0.0126 - mape: 2562.9292 - mae: 0.08 - ETA: 10s - loss: 0.0127 - mse: 0.0127 - mape: 2470.5942 - mae: 0.08 - ETA: 9s - loss: 0.0127 - mse: 0.0127 - mape: 2410.2747 - mae: 0.0809 - ETA: 8s - loss: 0.0129 - mse: 0.0129 - mape: 2395.5293 - mae: 0.080 - ETA: 7s - loss: 0.0129 - mse: 0.0129 - mape: 2318.1389 - mae: 0.080 - ETA: 6s - loss: 0.0129 - mse: 0.0129 - mape: 2308.2800 - mae: 0.080 - ETA: 6s - loss: 0.0127 - mse: 0.0127 - mape: 17138.9766 - mae: 0.08 - ETA: 5s - loss: 0.0126 - mse: 0.0126 - mape: 15902.9990 - mae: 0.08 - ETA: 4s - loss: 0.0125 - mse: 0.0125 - mape: 14852.9316 - mae: 0.08 - ETA: 3s - loss: 0.0125 - mse: 0.0125 - mape: 13927.2119 - mae: 0.07 - ETA: 2s - loss: 0.0128 - mse: 0.0128 - mape: 13158.8066 - mae: 0.07 - ETA: 1s - loss: 0.0128 - mse: 0.0128 - mape: 12443.3262 - mae: 0.07 - ETA: 0s - loss: 0.0128 - mse: 0.0128 - mape: 11836.3213 - mae: 0.07 - 17s 2ms/sample - loss: 0.0127 - mse: 0.0127 - mape: 11707.0684 - mae: 0.0789 - val_loss: 0.3153 - val_mse: 0.3153 - val_mape: 88.9282 - val_mae: 0.5389
+Epoch 7/10
+8820/8820 [==============================] - ETA: 14s - loss: 0.0144 - mse: 0.0144 - mape: 2469.0747 - mae: 0.08 - ETA: 14s - loss: 0.0135 - mse: 0.0135 - mape: 2288.3223 - mae: 0.08 - ETA: 13s - loss: 0.0135 - mse: 0.0135 - mape: 2411.8289 - mae: 0.08 - ETA: 12s - loss: 0.0135 - mse: 0.0135 - mape: 2359.7856 - mae: 0.08 - ETA: 11s - loss: 0.0132 - mse: 0.0132 - mape: 2327.8342 - mae: 0.08 - ETA: 10s - loss: 0.0130 - mse: 0.0130 - mape: 16372.3486 - mae: 0.081 - ETA: 9s - loss: 0.0127 - mse: 0.0127 - mape: 14328.2842 - mae: 0.080 - ETA: 8s - loss: 0.0129 - mse: 0.0129 - mape: 12808.9482 - mae: 0.08 - ETA: 7s - loss: 0.0129 - mse: 0.0129 - mape: 11606.8613 - mae: 0.07 - ETA: 7s - loss: 0.0128 - mse: 0.0128 - mape: 10719.9141 - mae: 0.07 - ETA: 6s - loss: 0.0128 - mse: 0.0128 - mape: 9985.3506 - mae: 0.0797 - ETA: 5s - loss: 0.0127 - mse: 0.0127 - mape: 9356.1455 - mae: 0.079 - ETA: 4s - loss: 0.0127 - mse: 0.0127 - mape: 8799.8320 - mae: 0.079 - ETA: 3s - loss: 0.0126 - mse: 0.0126 - mape: 8320.8574 - mae: 0.079 - ETA: 2s - loss: 0.0127 - mse: 0.0127 - mape: 7880.1240 - mae: 0.079 - ETA: 1s - loss: 0.0127 - mse: 0.0127 - mape: 7517.8149 - mae: 0.079 - ETA: 0s - loss: 0.0126 - mse: 0.0126 - mape: 7221.3979 - mae: 0.078 - 17s 2ms/sample - loss: 0.0127 - mse: 0.0127 - mape: 7153.1587 - mae: 0.0787 - val_loss: 0.3116 - val_mse: 0.3116 - val_mape: 88.3010 - val_mae: 0.5354
+Epoch 8/10
+8820/8820 [==============================] - ETA: 15s - loss: 0.0122 - mse: 0.0122 - mape: 2985.1819 - mae: 0.08 - ETA: 14s - loss: 0.0121 - mse: 0.0121 - mape: 2872.6367 - mae: 0.08 - ETA: 13s - loss: 0.0124 - mse: 0.0124 - mape: 2651.1458 - mae: 0.08 - ETA: 12s - loss: 0.0124 - mse: 0.0124 - mape: 2557.7329 - mae: 0.08 - ETA: 11s - loss: 0.0127 - mse: 0.0127 - mape: 2425.4441 - mae: 0.08 - ETA: 11s - loss: 0.0128 - mse: 0.0128 - mape: 2371.6809 - mae: 0.08 - ETA: 10s - loss: 0.0128 - mse: 0.0128 - mape: 2351.7905 - mae: 0.08 - ETA: 9s - loss: 0.0127 - mse: 0.0127 - mape: 2333.3254 - mae: 0.0798 - ETA: 8s - loss: 0.0124 - mse: 0.0124 - mape: 2319.9465 - mae: 0.079 - ETA: 7s - loss: 0.0122 - mse: 0.0122 - mape: 2320.8989 - mae: 0.078 - ETA: 6s - loss: 0.0121 - mse: 0.0121 - mape: 2307.1514 - mae: 0.078 - ETA: 5s - loss: 0.0124 - mse: 0.0124 - mape: 2270.3167 - mae: 0.078 - ETA: 4s - loss: 0.0124 - mse: 0.0124 - mape: 10524.0996 - mae: 0.07 - ETA: 3s - loss: 0.0124 - mse: 0.0124 - mape: 9921.9736 - mae: 0.0785 - ETA: 2s - loss: 0.0125 - mse: 0.0125 - mape: 9405.6924 - mae: 0.078 - ETA: 1s - loss: 0.0125 - mse: 0.0125 - mape: 8943.0146 - mae: 0.079 - ETA: 0s - loss: 0.0126 - mse: 0.0126 - mape: 8565.5391 - mae: 0.079 - 17s 2ms/sample - loss: 0.0126 - mse: 0.0126 - mape: 8498.9170 - mae: 0.0795 - val_loss: 0.3171 - val_mse: 0.3171 - val_mape: 89.2250 - val_mae: 0.5405
+Epoch 9/10
+8820/8820 [==============================] - ETA: 16s - loss: 0.0135 - mse: 0.0135 - mape: 2777.6460 - mae: 0.08 - ETA: 14s - loss: 0.0125 - mse: 0.0125 - mape: 2458.8145 - mae: 0.07 - ETA: 13s - loss: 0.0124 - mse: 0.0124 - mape: 2308.6277 - mae: 0.07 - ETA: 13s - loss: 0.0126 - mse: 0.0126 - mape: 2352.7549 - mae: 0.07 - ETA: 12s - loss: 0.0128 - mse: 0.0128 - mape: 18156.6406 - mae: 0.077 - ETA: 11s - loss: 0.0125 - mse: 0.0125 - mape: 15470.8018 - mae: 0.077 - ETA: 11s - loss: 0.0127 - mse: 0.0127 - mape: 13619.4111 - mae: 0.077 - ETA: 9s - loss: 0.0125 - mse: 0.0125 - mape: 12181.2617 - mae: 0.077 - ETA: 8s - loss: 0.0126 - mse: 0.0126 - mape: 11095.5176 - mae: 0.07 - ETA: 7s - loss: 0.0127 - mse: 0.0127 - mape: 10261.2715 - mae: 0.07 - ETA: 6s - loss: 0.0126 - mse: 0.0126 - mape: 9559.4824 - mae: 0.0788 - ETA: 5s - loss: 0.0127 - mse: 0.0127 - mape: 8954.3369 - mae: 0.079 - ETA: 4s - loss: 0.0128 - mse: 0.0128 - mape: 8424.3340 - mae: 0.079 - ETA: 3s - loss: 0.0127 - mse: 0.0127 - mape: 7987.6045 - mae: 0.079 - ETA: 2s - loss: 0.0127 - mse: 0.0127 - mape: 7604.1489 - mae: 0.079 - ETA: 1s - loss: 0.0127 - mse: 0.0127 - mape: 7259.8218 - mae: 0.078 - ETA: 0s - loss: 0.0127 - mse: 0.0127 - mape: 6928.9014 - mae: 0.078 - 19s 2ms/sample - loss: 0.0126 - mse: 0.0126 - mape: 6867.0288 - mae: 0.0788 - val_loss: 0.3240 - val_mse: 0.3240 - val_mape: 90.3608 - val_mae: 0.5468
+Epoch 10/10
+8820/8820 [==============================] - ETA: 15s - loss: 0.0115 - mse: 0.0115 - mape: 78843.8047 - mae: 0.072 - ETA: 14s - loss: 0.0131 - mse: 0.0131 - mape: 40614.1562 - mae: 0.076 - ETA: 13s - loss: 0.0133 - mse: 0.0133 - mape: 27795.7637 - mae: 0.078 - ETA: 12s - loss: 0.0128 - mse: 0.0128 - mape: 21344.9395 - mae: 0.077 - ETA: 11s - loss: 0.0132 - mse: 0.0132 - mape: 17616.6035 - mae: 0.080 - ETA: 10s - loss: 0.0132 - mse: 0.0132 - mape: 15160.4609 - mae: 0.081 - ETA: 9s - loss: 0.0129 - mse: 0.0129 - mape: 13339.2051 - mae: 0.080 - ETA: 8s - loss: 0.0128 - mse: 0.0128 - mape: 11981.1240 - mae: 0.08 - ETA: 7s - loss: 0.0128 - mse: 0.0128 - mape: 10941.6826 - mae: 0.08 - ETA: 6s - loss: 0.0128 - mse: 0.0128 - mape: 10039.8740 - mae: 0.07 - ETA: 5s - loss: 0.0130 - mse: 0.0130 - mape: 9287.5977 - mae: 0.0794 - ETA: 5s - loss: 0.0129 - mse: 0.0129 - mape: 8674.3037 - mae: 0.079 - ETA: 4s - loss: 0.0130 - mse: 0.0130 - mape: 8167.5259 - mae: 0.079 - ETA: 3s - loss: 0.0129 - mse: 0.0129 - mape: 7775.7119 - mae: 0.079 - ETA: 2s - loss: 0.0129 - mse: 0.0129 - mape: 7431.0708 - mae: 0.079 - ETA: 1s - loss: 0.0128 - mse: 0.0128 - mape: 7103.2949 - mae: 0.079 - ETA: 0s - loss: 0.0127 - mse: 0.0127 - mape: 6785.7197 - mae: 0.079 - 17s 2ms/sample - loss: 0.0127 - mse: 0.0127 - mape: 6720.1108 - mae: 0.0790 - val_loss: 0.3426 - val_mse: 0.3426 - val_mape: 93.3771 - val_mae: 0.5636
+Validation Loss (MSE) from Last Epoch: 0.34261005326193206; Learning Rate:0.01; Number of Units in each LSTM Layer: 384
+Compilation Time :  0.04684901237487793
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 59s - loss: 0.0151 - mse: 0.0151 - mape: 97.7960 - mae: 0.05 - ETA: 35s - loss: 0.0113 - mse: 0.0113 - mape: 528.7475 - mae: 0.053 - ETA: 26s - loss: 1.0766 - mse: 1.0766 - mape: 25595.8457 - mae: 0.630 - ETA: 22s - loss: 0.8112 - mse: 0.8112 - mape: 19740.4766 - mae: 0.493 - ETA: 18s - loss: 0.6537 - mse: 0.6537 - mape: 16407.9902 - mae: 0.421 - ETA: 16s - loss: 0.5471 - mse: 0.5471 - mape: 13703.9102 - mae: 0.360 - ETA: 14s - loss: 0.4708 - mse: 0.4708 - mape: 11953.4609 - mae: 0.317 - ETA: 12s - loss: 0.4134 - mse: 0.4134 - mape: 10745.6299 - mae: 0.287 - ETA: 10s - loss: 0.3691 - mse: 0.3691 - mape: 9942.1943 - mae: 0.266 - ETA: 9s - loss: 0.3335 - mse: 0.3335 - mape: 9140.4189 - mae: 0.2476 - ETA: 7s - loss: 0.3042 - mse: 0.3042 - mape: 8435.5996 - mae: 0.231 - ETA: 6s - loss: 0.2801 - mse: 0.2801 - mape: 7888.7437 - mae: 0.218 - ETA: 5s - loss: 0.2594 - mse: 0.2594 - mape: 7461.8745 - mae: 0.207 - ETA: 3s - loss: 0.2418 - mse: 0.2418 - mape: 15169.3643 - mae: 0.19 - ETA: 2s - loss: 0.2266 - mse: 0.2266 - mape: 14298.4375 - mae: 0.19 - ETA: 1s - loss: 0.2133 - mse: 0.2133 - mape: 13532.7041 - mae: 0.18 - ETA: 0s - loss: 0.2014 - mse: 0.2014 - mape: 12879.5830 - mae: 0.17 - 22s 2ms/sample - loss: 0.1989 - mse: 0.1989 - mape: 12745.9678 - mae: 0.1760 - val_loss: 0.3307 - val_mse: 0.3307 - val_mape: 91.7481 - val_mae: 0.5538
+Epoch 2/10
+8820/8820 [==============================] - ETA: 20s - loss: 0.0135 - mse: 0.0135 - mape: 1175.9324 - mae: 0.06 - ETA: 18s - loss: 0.0130 - mse: 0.0130 - mape: 1564.8634 - mae: 0.06 - ETA: 16s - loss: 0.0128 - mse: 0.0128 - mape: 1881.0404 - mae: 0.07 - ETA: 15s - loss: 0.0127 - mse: 0.0127 - mape: 2093.0344 - mae: 0.07 - ETA: 14s - loss: 0.0124 - mse: 0.0124 - mape: 2065.8623 - mae: 0.07 - ETA: 12s - loss: 0.0124 - mse: 0.0124 - mape: 1987.6084 - mae: 0.07 - ETA: 11s - loss: 0.0128 - mse: 0.0128 - mape: 2020.7939 - mae: 0.07 - ETA: 10s - loss: 0.0129 - mse: 0.0129 - mape: 2178.9966 - mae: 0.07 - ETA: 9s - loss: 0.0131 - mse: 0.0131 - mape: 2059.3586 - mae: 0.0773 - ETA: 8s - loss: 0.0132 - mse: 0.0132 - mape: 2101.3328 - mae: 0.077 - ETA: 7s - loss: 0.0130 - mse: 0.0130 - mape: 2136.8179 - mae: 0.078 - ETA: 5s - loss: 0.0130 - mse: 0.0130 - mape: 13856.9209 - mae: 0.07 - ETA: 4s - loss: 0.0129 - mse: 0.0129 - mape: 12984.6230 - mae: 0.07 - ETA: 3s - loss: 0.0128 - mse: 0.0128 - mape: 12219.4141 - mae: 0.07 - ETA: 2s - loss: 0.0127 - mse: 0.0127 - mape: 11537.8682 - mae: 0.07 - ETA: 1s - loss: 0.0125 - mse: 0.0125 - mape: 10918.1240 - mae: 0.07 - ETA: 0s - loss: 0.0122 - mse: 0.0122 - mape: 10315.3799 - mae: 0.07 - 20s 2ms/sample - loss: 0.0123 - mse: 0.0123 - mape: 10245.0195 - mae: 0.0756 - val_loss: 0.2640 - val_mse: 0.2640 - val_mape: 80.0058 - val_mae: 0.4891
+Epoch 3/10
+8820/8820 [==============================] - ETA: 18s - loss: 0.0146 - mse: 0.0146 - mape: 229605.3750 - mae: 0.10 - ETA: 17s - loss: 0.0133 - mse: 0.0133 - mape: 116104.0234 - mae: 0.09 - ETA: 15s - loss: 0.0135 - mse: 0.0135 - mape: 77944.7578 - mae: 0.0897 - ETA: 14s - loss: 0.0141 - mse: 0.0141 - mape: 58695.8477 - mae: 0.083 - ETA: 13s - loss: 0.0145 - mse: 0.0145 - mape: 47086.1328 - mae: 0.080 - ETA: 12s - loss: 0.0146 - mse: 0.0146 - mape: 39346.0586 - mae: 0.076 - ETA: 11s - loss: 0.0146 - mse: 0.0146 - mape: 33800.3008 - mae: 0.074 - ETA: 10s - loss: 0.0146 - mse: 0.0146 - mape: 29674.0684 - mae: 0.072 - ETA: 8s - loss: 0.0144 - mse: 0.0144 - mape: 26529.9941 - mae: 0.071 - ETA: 7s - loss: 0.0142 - mse: 0.0142 - mape: 24057.3633 - mae: 0.07 - ETA: 6s - loss: 0.0140 - mse: 0.0140 - mape: 22045.7227 - mae: 0.07 - ETA: 5s - loss: 0.0140 - mse: 0.0140 - mape: 20448.9785 - mae: 0.07 - ETA: 4s - loss: 0.0139 - mse: 0.0139 - mape: 19107.8105 - mae: 0.07 - ETA: 3s - loss: 0.0137 - mse: 0.0137 - mape: 17972.0723 - mae: 0.07 - ETA: 2s - loss: 0.0137 - mse: 0.0137 - mape: 16994.2559 - mae: 0.07 - ETA: 1s - loss: 0.0137 - mse: 0.0137 - mape: 16117.6982 - mae: 0.07 - ETA: 0s - loss: 0.0137 - mse: 0.0137 - mape: 15304.6406 - mae: 0.07 - 19s 2ms/sample - loss: 0.0136 - mse: 0.0136 - mape: 15128.3730 - mae: 0.0780 - val_loss: 0.3400 - val_mse: 0.3400 - val_mape: 92.9604 - val_mae: 0.5613
+Epoch 4/10
+8820/8820 [==============================] - ETA: 18s - loss: 0.0129 - mse: 0.0129 - mape: 1778.7659 - mae: 0.06 - ETA: 17s - loss: 0.0135 - mse: 0.0135 - mape: 1542.9084 - mae: 0.06 - ETA: 16s - loss: 0.0137 - mse: 0.0137 - mape: 1430.0653 - mae: 0.06 - ETA: 14s - loss: 0.0136 - mse: 0.0136 - mape: 1490.9352 - mae: 0.06 - ETA: 13s - loss: 0.0135 - mse: 0.0135 - mape: 1518.0277 - mae: 0.06 - ETA: 12s - loss: 0.0132 - mse: 0.0132 - mape: 1608.5277 - mae: 0.07 - ETA: 11s - loss: 0.0131 - mse: 0.0131 - mape: 1716.0686 - mae: 0.07 - ETA: 9s - loss: 0.0129 - mse: 0.0129 - mape: 20272.1758 - mae: 0.07 - ETA: 8s - loss: 0.0129 - mse: 0.0129 - mape: 18303.7188 - mae: 0.07 - ETA: 7s - loss: 0.0130 - mse: 0.0130 - mape: 16718.4551 - mae: 0.07 - ETA: 6s - loss: 0.0130 - mse: 0.0130 - mape: 15454.4209 - mae: 0.07 - ETA: 5s - loss: 0.0129 - mse: 0.0129 - mape: 14331.6729 - mae: 0.07 - ETA: 4s - loss: 0.0129 - mse: 0.0129 - mape: 13402.1982 - mae: 0.07 - ETA: 3s - loss: 0.0128 - mse: 0.0128 - mape: 12614.7510 - mae: 0.07 - ETA: 2s - loss: 0.0128 - mse: 0.0128 - mape: 11906.3281 - mae: 0.07 - ETA: 1s - loss: 0.0129 - mse: 0.0129 - mape: 11263.8789 - mae: 0.07 - ETA: 0s - loss: 0.0128 - mse: 0.0128 - mape: 10716.5176 - mae: 0.07 - 19s 2ms/sample - loss: 0.0128 - mse: 0.0128 - mape: 10597.2051 - mae: 0.0766 - val_loss: 0.3242 - val_mse: 0.3242 - val_mape: 90.4279 - val_mae: 0.5471
+Epoch 5/10
+8820/8820 [==============================] - ETA: 17s - loss: 0.0114 - mse: 0.0114 - mape: 1899.4941 - mae: 0.07 - ETA: 16s - loss: 0.0130 - mse: 0.0130 - mape: 1961.6360 - mae: 0.07 - ETA: 15s - loss: 0.0129 - mse: 0.0129 - mape: 1972.3751 - mae: 0.07 - ETA: 14s - loss: 0.0132 - mse: 0.0132 - mape: 2089.7578 - mae: 0.07 - ETA: 13s - loss: 0.0129 - mse: 0.0129 - mape: 2093.1943 - mae: 0.07 - ETA: 12s - loss: 0.0125 - mse: 0.0125 - mape: 2170.3127 - mae: 0.07 - ETA: 11s - loss: 0.0126 - mse: 0.0126 - mape: 20974.8750 - mae: 0.079 - ETA: 10s - loss: 0.0125 - mse: 0.0125 - mape: 18662.3418 - mae: 0.079 - ETA: 9s - loss: 0.0123 - mse: 0.0123 - mape: 16880.6895 - mae: 0.078 - ETA: 8s - loss: 0.0124 - mse: 0.0124 - mape: 15403.8203 - mae: 0.07 - ETA: 6s - loss: 0.0125 - mse: 0.0125 - mape: 14177.4990 - mae: 0.07 - ETA: 5s - loss: 0.0123 - mse: 0.0123 - mape: 13162.5342 - mae: 0.07 - ETA: 4s - loss: 0.0124 - mse: 0.0124 - mape: 12287.7646 - mae: 0.07 - ETA: 3s - loss: 0.0124 - mse: 0.0124 - mape: 11564.7510 - mae: 0.07 - ETA: 2s - loss: 0.0125 - mse: 0.0125 - mape: 10946.7588 - mae: 0.07 - ETA: 1s - loss: 0.0125 - mse: 0.0125 - mape: 10431.2998 - mae: 0.07 - ETA: 0s - loss: 0.0127 - mse: 0.0127 - mape: 9959.6406 - mae: 0.0785 - 20s 2ms/sample - loss: 0.0126 - mse: 0.0126 - mape: 9860.8623 - mae: 0.0785 - val_loss: 0.3091 - val_mse: 0.3091 - val_mape: 87.9640 - val_mae: 0.5333
+Epoch 6/10
+8820/8820 [==============================] - ETA: 16s - loss: 0.0131 - mse: 0.0131 - mape: 2275.1191 - mae: 0.08 - ETA: 15s - loss: 0.0129 - mse: 0.0129 - mape: 2447.0317 - mae: 0.08 - ETA: 14s - loss: 0.0129 - mse: 0.0129 - mape: 2428.8577 - mae: 0.07 - ETA: 13s - loss: 0.0130 - mse: 0.0130 - mape: 2281.0337 - mae: 0.07 - ETA: 12s - loss: 0.0130 - mse: 0.0130 - mape: 2280.1411 - mae: 0.07 - ETA: 11s - loss: 0.0126 - mse: 0.0126 - mape: 2206.9187 - mae: 0.07 - ETA: 10s - loss: 0.0129 - mse: 0.0129 - mape: 2148.6624 - mae: 0.07 - ETA: 9s - loss: 0.0126 - mse: 0.0126 - mape: 2181.2322 - mae: 0.0786 - ETA: 8s - loss: 0.0124 - mse: 0.0124 - mape: 17567.6484 - mae: 0.07 - ETA: 7s - loss: 0.0126 - mse: 0.0126 - mape: 16041.9814 - mae: 0.07 - ETA: 6s - loss: 0.0126 - mse: 0.0126 - mape: 14806.8242 - mae: 0.07 - ETA: 5s - loss: 0.0126 - mse: 0.0126 - mape: 13784.9141 - mae: 0.07 - ETA: 4s - loss: 0.0126 - mse: 0.0126 - mape: 12904.9834 - mae: 0.07 - ETA: 3s - loss: 0.0125 - mse: 0.0125 - mape: 12185.4141 - mae: 0.07 - ETA: 2s - loss: 0.0125 - mse: 0.0125 - mape: 11539.5615 - mae: 0.07 - ETA: 1s - loss: 0.0124 - mse: 0.0124 - mape: 10961.2637 - mae: 0.07 - ETA: 0s - loss: 0.0123 - mse: 0.0123 - mape: 10416.3604 - mae: 0.07 - 19s 2ms/sample - loss: 0.0124 - mse: 0.0124 - mape: 10304.3213 - mae: 0.0781 - val_loss: 0.2972 - val_mse: 0.2972 - val_mape: 86.0791 - val_mae: 0.5224
+Epoch 7/10
+8820/8820 [==============================] - ETA: 17s - loss: 0.0130 - mse: 0.0130 - mape: 2937.8481 - mae: 0.08 - ETA: 16s - loss: 0.0125 - mse: 0.0125 - mape: 2678.0010 - mae: 0.08 - ETA: 15s - loss: 0.0127 - mse: 0.0127 - mape: 2576.4138 - mae: 0.08 - ETA: 14s - loss: 0.0125 - mse: 0.0125 - mape: 2387.9392 - mae: 0.07 - ETA: 13s - loss: 0.0122 - mse: 0.0122 - mape: 2384.5288 - mae: 0.07 - ETA: 12s - loss: 0.0120 - mse: 0.0120 - mape: 2331.6648 - mae: 0.07 - ETA: 11s - loss: 0.0118 - mse: 0.0118 - mape: 2353.2446 - mae: 0.07 - ETA: 10s - loss: 0.0119 - mse: 0.0119 - mape: 2270.9678 - mae: 0.07 - ETA: 8s - loss: 0.0120 - mse: 0.0120 - mape: 2383.5364 - mae: 0.0784 - ETA: 7s - loss: 0.0119 - mse: 0.0119 - mape: 2256.1177 - mae: 0.076 - ETA: 6s - loss: 0.0123 - mse: 0.0123 - mape: 2156.9038 - mae: 0.076 - ETA: 5s - loss: 0.0121 - mse: 0.0121 - mape: 2168.7937 - mae: 0.077 - ETA: 4s - loss: 0.0122 - mse: 0.0122 - mape: 2277.7100 - mae: 0.078 - ETA: 3s - loss: 0.0120 - mse: 0.0120 - mape: 10749.9893 - mae: 0.07 - ETA: 2s - loss: 0.0118 - mse: 0.0118 - mape: 10109.2725 - mae: 0.07 - ETA: 1s - loss: 0.0116 - mse: 0.0116 - mape: 9636.6582 - mae: 0.0762 - ETA: 0s - loss: 0.0114 - mse: 0.0114 - mape: 9199.3457 - mae: 0.075 - 19s 2ms/sample - loss: 0.0114 - mse: 0.0114 - mape: 9090.1104 - mae: 0.0753 - val_loss: 0.2171 - val_mse: 0.2171 - val_mape: 71.8797 - val_mae: 0.4414
+Epoch 8/10
+8820/8820 [==============================] - ETA: 18s - loss: 0.0075 - mse: 0.0075 - mape: 605.5049 - mae: 0.049 - ETA: 16s - loss: 0.0114 - mse: 0.0114 - mape: 2709.9976 - mae: 0.08 - ETA: 15s - loss: 0.0123 - mse: 0.0123 - mape: 7770.6655 - mae: 0.07 - ETA: 14s - loss: 0.0131 - mse: 0.0131 - mape: 6097.5938 - mae: 0.07 - ETA: 13s - loss: 0.0132 - mse: 0.0132 - mape: 5021.7656 - mae: 0.07 - ETA: 12s - loss: 0.0132 - mse: 0.0132 - mape: 4671.9937 - mae: 0.07 - ETA: 11s - loss: 0.0134 - mse: 0.0134 - mape: 4523.5752 - mae: 0.08 - ETA: 10s - loss: 0.0130 - mse: 0.0130 - mape: 4165.2026 - mae: 0.07 - ETA: 9s - loss: 0.0130 - mse: 0.0130 - mape: 3815.7192 - mae: 0.0778 - ETA: 7s - loss: 0.0125 - mse: 0.0125 - mape: 3557.6504 - mae: 0.075 - ETA: 6s - loss: 0.0120 - mse: 0.0120 - mape: 3271.7385 - mae: 0.072 - ETA: 5s - loss: 0.0115 - mse: 0.0115 - mape: 3094.8379 - mae: 0.069 - ETA: 4s - loss: 0.0108 - mse: 0.0108 - mape: 2902.9612 - mae: 0.066 - ETA: 3s - loss: 0.0103 - mse: 0.0103 - mape: 2745.3274 - mae: 0.064 - ETA: 2s - loss: 0.0100 - mse: 0.0100 - mape: 2623.5015 - mae: 0.063 - ETA: 1s - loss: 0.0100 - mse: 0.0100 - mape: 2488.9575 - mae: 0.062 - ETA: 0s - loss: 0.0096 - mse: 0.0096 - mape: 2369.4358 - mae: 0.060 - 20s 2ms/sample - loss: 0.0095 - mse: 0.0095 - mape: 2343.0518 - mae: 0.0602 - val_loss: 0.1572 - val_mse: 0.1572 - val_mape: 57.5327 - val_mae: 0.3639
+Epoch 9/10
+8820/8820 [==============================] - ETA: 18s - loss: 0.0049 - mse: 0.0049 - mape: 19369.1641 - mae: 0.041 - ETA: 17s - loss: 0.0059 - mse: 0.0059 - mape: 9927.1582 - mae: 0.044 - ETA: 16s - loss: 0.0058 - mse: 0.0058 - mape: 6765.0015 - mae: 0.04 - ETA: 15s - loss: 0.0056 - mse: 0.0056 - mape: 5121.5908 - mae: 0.04 - ETA: 13s - loss: 0.0053 - mse: 0.0053 - mape: 4160.0420 - mae: 0.03 - ETA: 12s - loss: 0.0047 - mse: 0.0047 - mape: 3667.1270 - mae: 0.03 - ETA: 11s - loss: 0.0046 - mse: 0.0046 - mape: 3334.1626 - mae: 0.03 - ETA: 10s - loss: 0.0049 - mse: 0.0049 - mape: 3150.1887 - mae: 0.04 - ETA: 9s - loss: 0.0047 - mse: 0.0047 - mape: 2949.8247 - mae: 0.0425 - ETA: 8s - loss: 0.0045 - mse: 0.0045 - mape: 2723.4788 - mae: 0.041 - ETA: 7s - loss: 0.0044 - mse: 0.0044 - mape: 2497.7393 - mae: 0.040 - ETA: 6s - loss: 0.0043 - mse: 0.0043 - mape: 2298.5957 - mae: 0.039 - ETA: 4s - loss: 0.0043 - mse: 0.0043 - mape: 2131.7720 - mae: 0.038 - ETA: 3s - loss: 0.0041 - mse: 0.0041 - mape: 1987.8893 - mae: 0.037 - ETA: 2s - loss: 0.0040 - mse: 0.0040 - mape: 1862.9622 - mae: 0.037 - ETA: 1s - loss: 0.0039 - mse: 0.0039 - mape: 1756.7936 - mae: 0.036 - ETA: 0s - loss: 0.0039 - mse: 0.0039 - mape: 1667.3831 - mae: 0.036 - 21s 2ms/sample - loss: 0.0039 - mse: 0.0039 - mape: 1649.4645 - mae: 0.0359 - val_loss: 0.1045 - val_mse: 0.1045 - val_mape: 42.8800 - val_mae: 0.2823
+Epoch 10/10
+8820/8820 [==============================] - ETA: 18s - loss: 0.0021 - mse: 0.0021 - mape: 25964.6602 - mae: 0.026 - ETA: 17s - loss: 0.0023 - mse: 0.0023 - mape: 13270.7441 - mae: 0.027 - ETA: 16s - loss: 0.0025 - mse: 0.0025 - mape: 9064.0654 - mae: 0.028 - ETA: 15s - loss: 0.0028 - mse: 0.0028 - mape: 6922.6406 - mae: 0.03 - ETA: 14s - loss: 0.0030 - mse: 0.0030 - mape: 5623.0093 - mae: 0.03 - ETA: 12s - loss: 0.0031 - mse: 0.0031 - mape: 4749.5649 - mae: 0.03 - ETA: 11s - loss: 0.0031 - mse: 0.0031 - mape: 4120.8696 - mae: 0.03 - ETA: 10s - loss: 0.0031 - mse: 0.0031 - mape: 3653.0525 - mae: 0.03 - ETA: 9s - loss: 0.0031 - mse: 0.0031 - mape: 3290.8552 - mae: 0.0300 - ETA: 8s - loss: 0.0030 - mse: 0.0030 - mape: 3013.6606 - mae: 0.029 - ETA: 7s - loss: 0.0029 - mse: 0.0029 - mape: 2806.6924 - mae: 0.029 - ETA: 5s - loss: 0.0029 - mse: 0.0029 - mape: 2627.2632 - mae: 0.029 - ETA: 4s - loss: 0.0028 - mse: 0.0028 - mape: 2478.3311 - mae: 0.029 - ETA: 3s - loss: 0.0029 - mse: 0.0029 - mape: 2341.9375 - mae: 0.029 - ETA: 2s - loss: 0.0028 - mse: 0.0028 - mape: 2219.0066 - mae: 0.029 - ETA: 1s - loss: 0.0028 - mse: 0.0028 - mape: 2105.4939 - mae: 0.029 - ETA: 0s - loss: 0.0029 - mse: 0.0029 - mape: 2001.0828 - mae: 0.029 - 20s 2ms/sample - loss: 0.0029 - mse: 0.0029 - mape: 1981.7633 - mae: 0.0297 - val_loss: 0.0904 - val_mse: 0.0904 - val_mape: 38.2087 - val_mae: 0.2562
+Validation Loss (MSE) from Last Epoch: 0.09035130051933989; Learning Rate:0.01; Number of Units in each LSTM Layer: 416
+Compilation Time :  0.03997087478637695
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 57s - loss: 0.0157 - mse: 0.0157 - mape: 101.3658 - mae: 0.060 - ETA: 36s - loss: 0.0122 - mse: 0.0122 - mape: 534.1870 - mae: 0.057 - ETA: 28s - loss: 0.9618 - mse: 0.9618 - mape: 21103.9941 - mae: 0.600 - ETA: 23s - loss: 0.7262 - mse: 0.7262 - mape: 16894.8555 - mae: 0.479 - ETA: 20s - loss: 0.5841 - mse: 0.5841 - mape: 13666.7471 - mae: 0.396 - ETA: 17s - loss: 0.4888 - mse: 0.4888 - mape: 11890.8203 - mae: 0.343 - ETA: 15s - loss: 0.4206 - mse: 0.4206 - mape: 10494.8125 - mae: 0.304 - ETA: 13s - loss: 0.3697 - mse: 0.3697 - mape: 9437.3809 - mae: 0.276 - ETA: 11s - loss: 0.3301 - mse: 0.3301 - mape: 8661.1328 - mae: 0.25 - ETA: 10s - loss: 0.2985 - mse: 0.2985 - mape: 8060.8018 - mae: 0.23 - ETA: 8s - loss: 0.2726 - mse: 0.2726 - mape: 7519.1167 - mae: 0.2235 - ETA: 7s - loss: 0.2509 - mse: 0.2509 - mape: 7089.5957 - mae: 0.211 - ETA: 5s - loss: 0.2324 - mse: 0.2324 - mape: 6674.1431 - mae: 0.200 - ETA: 4s - loss: 0.2167 - mse: 0.2167 - mape: 6340.8428 - mae: 0.191 - ETA: 2s - loss: 0.2031 - mse: 0.2031 - mape: 13380.1230 - mae: 0.18 - ETA: 1s - loss: 0.1913 - mse: 0.1913 - mape: 12687.8975 - mae: 0.17 - ETA: 0s - loss: 0.1808 - mse: 0.1808 - mape: 12122.9971 - mae: 0.17 - 24s 3ms/sample - loss: 0.1786 - mse: 0.1786 - mape: 11994.8555 - mae: 0.1718 - val_loss: 0.3328 - val_mse: 0.3328 - val_mape: 91.7978 - val_mae: 0.5548
+Epoch 2/10
+8820/8820 [==============================] - ETA: 17s - loss: 0.0114 - mse: 0.0114 - mape: 1760.4852 - mae: 0.06 - ETA: 17s - loss: 0.0118 - mse: 0.0118 - mape: 1611.3972 - mae: 0.06 - ETA: 16s - loss: 0.0126 - mse: 0.0126 - mape: 1672.9022 - mae: 0.07 - ETA: 15s - loss: 0.0126 - mse: 0.0126 - mape: 1913.6045 - mae: 0.07 - ETA: 14s - loss: 0.0125 - mse: 0.0125 - mape: 2073.4419 - mae: 0.07 - ETA: 12s - loss: 0.0126 - mse: 0.0126 - mape: 2132.4351 - mae: 0.07 - ETA: 11s - loss: 0.0128 - mse: 0.0128 - mape: 2130.2292 - mae: 0.07 - ETA: 10s - loss: 0.0127 - mse: 0.0127 - mape: 2208.6436 - mae: 0.07 - ETA: 9s - loss: 0.0125 - mse: 0.0125 - mape: 2160.1299 - mae: 0.0758 - ETA: 8s - loss: 0.0125 - mse: 0.0125 - mape: 2101.5693 - mae: 0.075 - ETA: 7s - loss: 0.0128 - mse: 0.0128 - mape: 2076.0002 - mae: 0.076 - ETA: 6s - loss: 0.0128 - mse: 0.0128 - mape: 2191.3396 - mae: 0.077 - ETA: 4s - loss: 0.0128 - mse: 0.0128 - mape: 12567.5488 - mae: 0.07 - ETA: 3s - loss: 0.0127 - mse: 0.0127 - mape: 11810.4600 - mae: 0.07 - ETA: 2s - loss: 0.0127 - mse: 0.0127 - mape: 11151.3145 - mae: 0.07 - ETA: 1s - loss: 0.0129 - mse: 0.0129 - mape: 10552.4346 - mae: 0.07 - ETA: 0s - loss: 0.0128 - mse: 0.0128 - mape: 10030.4297 - mae: 0.07 - 21s 2ms/sample - loss: 0.0128 - mse: 0.0128 - mape: 9931.2168 - mae: 0.0776 - val_loss: 0.2998 - val_mse: 0.2998 - val_mape: 86.3034 - val_mae: 0.5242
+Epoch 3/10
+8820/8820 [==============================] - ETA: 20s - loss: 0.0138 - mse: 0.0138 - mape: 3183.0713 - mae: 0.09 - ETA: 19s - loss: 0.0128 - mse: 0.0128 - mape: 3119.9734 - mae: 0.08 - ETA: 17s - loss: 0.0131 - mse: 0.0131 - mape: 2851.0813 - mae: 0.08 - ETA: 16s - loss: 0.0134 - mse: 0.0134 - mape: 2594.1877 - mae: 0.08 - ETA: 15s - loss: 0.0135 - mse: 0.0135 - mape: 2501.0742 - mae: 0.08 - ETA: 13s - loss: 0.0131 - mse: 0.0131 - mape: 2427.6736 - mae: 0.08 - ETA: 12s - loss: 0.0132 - mse: 0.0132 - mape: 2416.1382 - mae: 0.08 - ETA: 11s - loss: 0.0129 - mse: 0.0129 - mape: 2477.6743 - mae: 0.08 - ETA: 10s - loss: 0.0130 - mse: 0.0130 - mape: 2512.0378 - mae: 0.08 - ETA: 9s - loss: 0.0130 - mse: 0.0130 - mape: 2438.2803 - mae: 0.0814 - ETA: 7s - loss: 0.0128 - mse: 0.0128 - mape: 2407.8735 - mae: 0.080 - ETA: 6s - loss: 0.0128 - mse: 0.0128 - mape: 2336.1245 - mae: 0.080 - ETA: 5s - loss: 0.0129 - mse: 0.0129 - mape: 2308.2947 - mae: 0.079 - ETA: 4s - loss: 0.0128 - mse: 0.0128 - mape: 2295.4885 - mae: 0.079 - ETA: 2s - loss: 0.0129 - mse: 0.0129 - mape: 2298.6235 - mae: 0.079 - ETA: 1s - loss: 0.0130 - mse: 0.0130 - mape: 2334.9353 - mae: 0.080 - ETA: 0s - loss: 0.0127 - mse: 0.0127 - mape: 9810.4141 - mae: 0.080 - 23s 3ms/sample - loss: 0.0127 - mse: 0.0127 - mape: 9710.0156 - mae: 0.0802 - val_loss: 0.3379 - val_mse: 0.3379 - val_mape: 92.6261 - val_mae: 0.5595
+Epoch 4/10
+8820/8820 [==============================] - ETA: 21s - loss: 0.0109 - mse: 0.0109 - mape: 1591.0696 - mae: 0.06 - ETA: 19s - loss: 0.0108 - mse: 0.0108 - mape: 1500.3235 - mae: 0.06 - ETA: 18s - loss: 0.0126 - mse: 0.0126 - mape: 1419.6305 - mae: 0.06 - ETA: 17s - loss: 0.0134 - mse: 0.0134 - mape: 1492.1521 - mae: 0.06 - ETA: 16s - loss: 0.0128 - mse: 0.0128 - mape: 1810.7214 - mae: 0.07 - ETA: 15s - loss: 0.0128 - mse: 0.0128 - mape: 2095.7175 - mae: 0.07 - ETA: 13s - loss: 0.0130 - mse: 0.0130 - mape: 2232.1470 - mae: 0.07 - ETA: 12s - loss: 0.0130 - mse: 0.0130 - mape: 2238.0007 - mae: 0.07 - ETA: 10s - loss: 0.0131 - mse: 0.0131 - mape: 2198.7412 - mae: 0.07 - ETA: 9s - loss: 0.0130 - mse: 0.0130 - mape: 10623.6963 - mae: 0.07 - ETA: 8s - loss: 0.0130 - mse: 0.0130 - mape: 9763.4258 - mae: 0.0757 - ETA: 6s - loss: 0.0130 - mse: 0.0130 - mape: 9071.6445 - mae: 0.075 - ETA: 5s - loss: 0.0130 - mse: 0.0130 - mape: 8550.9336 - mae: 0.075 - ETA: 4s - loss: 0.0129 - mse: 0.0129 - mape: 8124.4927 - mae: 0.076 - ETA: 2s - loss: 0.0129 - mse: 0.0129 - mape: 7765.4302 - mae: 0.077 - ETA: 1s - loss: 0.0129 - mse: 0.0129 - mape: 7474.0527 - mae: 0.078 - ETA: 0s - loss: 0.0129 - mse: 0.0129 - mape: 7182.2300 - mae: 0.078 - 23s 3ms/sample - loss: 0.0129 - mse: 0.0129 - mape: 7139.8242 - mae: 0.0783 - val_loss: 0.3370 - val_mse: 0.3370 - val_mape: 92.4826 - val_mae: 0.5587
+Epoch 5/10
+8820/8820 [==============================] - ETA: 24s - loss: 0.0124 - mse: 0.0124 - mape: 1464.8444 - mae: 0.06 - ETA: 22s - loss: 0.0108 - mse: 0.0108 - mape: 1407.9553 - mae: 0.06 - ETA: 19s - loss: 0.0117 - mse: 0.0117 - mape: 1340.8418 - mae: 0.06 - ETA: 17s - loss: 0.0126 - mse: 0.0126 - mape: 1354.8846 - mae: 0.06 - ETA: 16s - loss: 0.0125 - mse: 0.0125 - mape: 1472.9467 - mae: 0.06 - ETA: 14s - loss: 0.0124 - mse: 0.0124 - mape: 1683.2994 - mae: 0.07 - ETA: 13s - loss: 0.0126 - mse: 0.0126 - mape: 1971.1415 - mae: 0.07 - ETA: 12s - loss: 0.0125 - mse: 0.0125 - mape: 2076.1726 - mae: 0.07 - ETA: 10s - loss: 0.0126 - mse: 0.0126 - mape: 2096.5676 - mae: 0.07 - ETA: 9s - loss: 0.0130 - mse: 0.0130 - mape: 2067.2397 - mae: 0.0773 - ETA: 8s - loss: 0.0127 - mse: 0.0127 - mape: 2052.3706 - mae: 0.076 - ETA: 6s - loss: 0.0127 - mse: 0.0127 - mape: 2032.6313 - mae: 0.076 - ETA: 5s - loss: 0.0128 - mse: 0.0128 - mape: 2018.2712 - mae: 0.076 - ETA: 4s - loss: 0.0128 - mse: 0.0128 - mape: 2070.4043 - mae: 0.076 - ETA: 2s - loss: 0.0127 - mse: 0.0127 - mape: 9655.8232 - mae: 0.076 - ETA: 1s - loss: 0.0127 - mse: 0.0127 - mape: 9216.8730 - mae: 0.077 - ETA: 0s - loss: 0.0128 - mse: 0.0128 - mape: 8816.1416 - mae: 0.077 - 22s 3ms/sample - loss: 0.0129 - mse: 0.0129 - mape: 8737.3350 - mae: 0.0779 - val_loss: 0.3192 - val_mse: 0.3192 - val_mape: 89.5830 - val_mae: 0.5425
+Epoch 6/10
+8820/8820 [==============================] - ETA: 19s - loss: 0.0126 - mse: 0.0126 - mape: 2007.7540 - mae: 0.07 - ETA: 18s - loss: 0.0139 - mse: 0.0139 - mape: 2017.3604 - mae: 0.08 - ETA: 17s - loss: 0.0135 - mse: 0.0135 - mape: 46711.1211 - mae: 0.080 - ETA: 16s - loss: 0.0137 - mse: 0.0137 - mape: 35623.4062 - mae: 0.081 - ETA: 15s - loss: 0.0131 - mse: 0.0131 - mape: 28918.9961 - mae: 0.080 - ETA: 13s - loss: 0.0129 - mse: 0.0129 - mape: 24463.4824 - mae: 0.079 - ETA: 12s - loss: 0.0127 - mse: 0.0127 - mape: 21318.7383 - mae: 0.079 - ETA: 11s - loss: 0.0128 - mse: 0.0128 - mape: 18883.4609 - mae: 0.079 - ETA: 10s - loss: 0.0126 - mse: 0.0126 - mape: 16987.2266 - mae: 0.078 - ETA: 9s - loss: 0.0127 - mse: 0.0127 - mape: 15524.1816 - mae: 0.078 - ETA: 7s - loss: 0.0126 - mse: 0.0126 - mape: 14282.9531 - mae: 0.07 - ETA: 6s - loss: 0.0125 - mse: 0.0125 - mape: 13307.6436 - mae: 0.07 - ETA: 5s - loss: 0.0126 - mse: 0.0126 - mape: 12447.9238 - mae: 0.07 - ETA: 4s - loss: 0.0128 - mse: 0.0128 - mape: 11756.7285 - mae: 0.07 - ETA: 2s - loss: 0.0128 - mse: 0.0128 - mape: 11155.3398 - mae: 0.07 - ETA: 1s - loss: 0.0129 - mse: 0.0129 - mape: 10588.3232 - mae: 0.07 - ETA: 0s - loss: 0.0127 - mse: 0.0127 - mape: 10100.1445 - mae: 0.07 - 22s 3ms/sample - loss: 0.0126 - mse: 0.0126 - mape: 10005.2002 - mae: 0.0790 - val_loss: 0.3296 - val_mse: 0.3296 - val_mape: 91.2778 - val_mae: 0.5519
+Epoch 7/10
+8820/8820 [==============================] - ETA: 20s - loss: 0.0120 - mse: 0.0120 - mape: 2310.8804 - mae: 0.07 - ETA: 19s - loss: 0.0133 - mse: 0.0133 - mape: 1944.2113 - mae: 0.07 - ETA: 18s - loss: 0.0133 - mse: 0.0133 - mape: 1983.9674 - mae: 0.07 - ETA: 17s - loss: 0.0126 - mse: 0.0126 - mape: 2167.0464 - mae: 0.07 - ETA: 15s - loss: 0.0120 - mse: 0.0120 - mape: 2277.7024 - mae: 0.07 - ETA: 15s - loss: 0.0119 - mse: 0.0119 - mape: 20694.1621 - mae: 0.075 - ETA: 13s - loss: 0.0121 - mse: 0.0121 - mape: 18020.4570 - mae: 0.075 - ETA: 12s - loss: 0.0125 - mse: 0.0125 - mape: 16011.3730 - mae: 0.076 - ETA: 11s - loss: 0.0124 - mse: 0.0124 - mape: 14451.6582 - mae: 0.076 - ETA: 9s - loss: 0.0124 - mse: 0.0124 - mape: 13198.3027 - mae: 0.076 - ETA: 8s - loss: 0.0123 - mse: 0.0123 - mape: 12232.7998 - mae: 0.07 - ETA: 7s - loss: 0.0124 - mse: 0.0124 - mape: 11421.4922 - mae: 0.07 - ETA: 5s - loss: 0.0126 - mse: 0.0126 - mape: 10725.8223 - mae: 0.07 - ETA: 4s - loss: 0.0126 - mse: 0.0126 - mape: 10117.2041 - mae: 0.07 - ETA: 2s - loss: 0.0126 - mse: 0.0126 - mape: 9592.7686 - mae: 0.0784 - ETA: 1s - loss: 0.0126 - mse: 0.0126 - mape: 9138.6191 - mae: 0.078 - ETA: 0s - loss: 0.0127 - mse: 0.0127 - mape: 8719.0205 - mae: 0.078 - 24s 3ms/sample - loss: 0.0127 - mse: 0.0127 - mape: 8632.6855 - mae: 0.0785 - val_loss: 0.3203 - val_mse: 0.3203 - val_mape: 89.7494 - val_mae: 0.5434
+Epoch 8/10
+8820/8820 [==============================] - ETA: 19s - loss: 0.0130 - mse: 0.0130 - mape: 2153.5706 - mae: 0.07 - ETA: 18s - loss: 0.0133 - mse: 0.0133 - mape: 2320.2563 - mae: 0.08 - ETA: 17s - loss: 0.0133 - mse: 0.0133 - mape: 2297.7502 - mae: 0.08 - ETA: 15s - loss: 0.0135 - mse: 0.0135 - mape: 32303.7598 - mae: 0.082 - ETA: 14s - loss: 0.0131 - mse: 0.0131 - mape: 26340.8555 - mae: 0.082 - ETA: 13s - loss: 0.0130 - mse: 0.0130 - mape: 22393.5566 - mae: 0.082 - ETA: 12s - loss: 0.0129 - mse: 0.0129 - mape: 19467.8594 - mae: 0.081 - ETA: 11s - loss: 0.0130 - mse: 0.0130 - mape: 17286.6484 - mae: 0.081 - ETA: 9s - loss: 0.0128 - mse: 0.0128 - mape: 15626.8555 - mae: 0.080 - ETA: 8s - loss: 0.0127 - mse: 0.0127 - mape: 14265.6582 - mae: 0.08 - ETA: 7s - loss: 0.0128 - mse: 0.0128 - mape: 13146.1396 - mae: 0.07 - ETA: 6s - loss: 0.0127 - mse: 0.0127 - mape: 12235.1025 - mae: 0.07 - ETA: 5s - loss: 0.0125 - mse: 0.0125 - mape: 11446.7021 - mae: 0.07 - ETA: 3s - loss: 0.0126 - mse: 0.0126 - mape: 10762.3662 - mae: 0.07 - ETA: 2s - loss: 0.0127 - mse: 0.0127 - mape: 10185.9658 - mae: 0.07 - ETA: 1s - loss: 0.0126 - mse: 0.0126 - mape: 9725.3379 - mae: 0.0788 - ETA: 0s - loss: 0.0126 - mse: 0.0126 - mape: 9312.2969 - mae: 0.079 - 22s 2ms/sample - loss: 0.0126 - mse: 0.0126 - mape: 9236.1543 - mae: 0.0789 - val_loss: 0.3216 - val_mse: 0.3216 - val_mape: 89.9694 - val_mae: 0.5447
+Epoch 9/10
+8820/8820 [==============================] - ETA: 19s - loss: 0.0150 - mse: 0.0150 - mape: 2488.2607 - mae: 0.08 - ETA: 18s - loss: 0.0130 - mse: 0.0130 - mape: 2593.2795 - mae: 0.07 - ETA: 16s - loss: 0.0125 - mse: 0.0125 - mape: 2368.3982 - mae: 0.07 - ETA: 15s - loss: 0.0130 - mse: 0.0130 - mape: 2312.3599 - mae: 0.07 - ETA: 14s - loss: 0.0131 - mse: 0.0131 - mape: 28302.2598 - mae: 0.079 - ETA: 13s - loss: 0.0130 - mse: 0.0130 - mape: 24009.8730 - mae: 0.080 - ETA: 12s - loss: 0.0135 - mse: 0.0135 - mape: 20915.9043 - mae: 0.082 - ETA: 11s - loss: 0.0132 - mse: 0.0132 - mape: 18626.2852 - mae: 0.082 - ETA: 10s - loss: 0.0130 - mse: 0.0130 - mape: 16852.7461 - mae: 0.081 - ETA: 8s - loss: 0.0130 - mse: 0.0130 - mape: 15342.2861 - mae: 0.081 - ETA: 7s - loss: 0.0129 - mse: 0.0129 - mape: 14100.6807 - mae: 0.08 - ETA: 6s - loss: 0.0129 - mse: 0.0129 - mape: 13047.2881 - mae: 0.07 - ETA: 5s - loss: 0.0128 - mse: 0.0128 - mape: 12193.1299 - mae: 0.07 - ETA: 4s - loss: 0.0127 - mse: 0.0127 - mape: 11458.1816 - mae: 0.07 - ETA: 2s - loss: 0.0127 - mse: 0.0127 - mape: 10827.9795 - mae: 0.07 - ETA: 1s - loss: 0.0127 - mse: 0.0127 - mape: 10324.5938 - mae: 0.07 - ETA: 0s - loss: 0.0127 - mse: 0.0127 - mape: 9885.1289 - mae: 0.0788 - 22s 3ms/sample - loss: 0.0127 - mse: 0.0127 - mape: 9792.1650 - mae: 0.0787 - val_loss: 0.3243 - val_mse: 0.3243 - val_mape: 90.4222 - val_mae: 0.5472
+Epoch 10/10
+8820/8820 [==============================] - ETA: 19s - loss: 0.0141 - mse: 0.0141 - mape: 1802.2583 - mae: 0.07 - ETA: 18s - loss: 0.0131 - mse: 0.0131 - mape: 1905.4493 - mae: 0.07 - ETA: 17s - loss: 0.0121 - mse: 0.0121 - mape: 1848.2601 - mae: 0.07 - ETA: 16s - loss: 0.0126 - mse: 0.0126 - mape: 1914.3054 - mae: 0.07 - ETA: 15s - loss: 0.0125 - mse: 0.0125 - mape: 2037.5797 - mae: 0.07 - ETA: 14s - loss: 0.0123 - mse: 0.0123 - mape: 2091.4939 - mae: 0.07 - ETA: 12s - loss: 0.0122 - mse: 0.0122 - mape: 2119.8406 - mae: 0.07 - ETA: 11s - loss: 0.0122 - mse: 0.0122 - mape: 2104.3208 - mae: 0.07 - ETA: 10s - loss: 0.0123 - mse: 0.0123 - mape: 2085.1785 - mae: 0.07 - ETA: 9s - loss: 0.0123 - mse: 0.0123 - mape: 2094.9446 - mae: 0.0767 - ETA: 7s - loss: 0.0125 - mse: 0.0125 - mape: 2064.8252 - mae: 0.077 - ETA: 6s - loss: 0.0126 - mse: 0.0126 - mape: 2075.9258 - mae: 0.077 - ETA: 5s - loss: 0.0126 - mse: 0.0126 - mape: 12341.3242 - mae: 0.07 - ETA: 4s - loss: 0.0126 - mse: 0.0126 - mape: 11619.8818 - mae: 0.07 - ETA: 2s - loss: 0.0127 - mse: 0.0127 - mape: 11055.5781 - mae: 0.07 - ETA: 1s - loss: 0.0127 - mse: 0.0127 - mape: 10561.1689 - mae: 0.07 - ETA: 0s - loss: 0.0127 - mse: 0.0127 - mape: 10059.2588 - mae: 0.07 - 22s 3ms/sample - loss: 0.0126 - mse: 0.0126 - mape: 9947.4453 - mae: 0.0785 - val_loss: 0.3276 - val_mse: 0.3276 - val_mape: 90.9648 - val_mae: 0.5502
+Validation Loss (MSE) from Last Epoch: 0.32764986412865776; Learning Rate:0.01; Number of Units in each LSTM Layer: 448
+Compilation Time :  0.04836893081665039
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 1:05 - loss: 0.0159 - mse: 0.0159 - mape: 102.7231 - mae: 0.05 - ETA: 41s - loss: 0.0118 - mse: 0.0118 - mape: 413.0718 - mae: 0.0530 - ETA: 32s - loss: 1.0854 - mse: 1.0854 - mape: 20998.1465 - mae: 0.632 - ETA: 26s - loss: 0.8277 - mse: 0.8277 - mape: 15954.5352 - mae: 0.508 - ETA: 24s - loss: 0.6652 - mse: 0.6652 - mape: 12810.4121 - mae: 0.418 - ETA: 20s - loss: 0.5572 - mse: 0.5572 - mape: 10703.3740 - mae: 0.359 - ETA: 18s - loss: 0.4801 - mse: 0.4801 - mape: 9209.5879 - mae: 0.316 - ETA: 15s - loss: 0.4218 - mse: 0.4218 - mape: 8107.5845 - mae: 0.28 - ETA: 13s - loss: 0.3763 - mse: 0.3763 - mape: 7298.8247 - mae: 0.25 - ETA: 11s - loss: 0.3398 - mse: 0.3398 - mape: 6797.1768 - mae: 0.23 - ETA: 9s - loss: 0.3109 - mse: 0.3109 - mape: 6676.0078 - mae: 0.2292 - ETA: 8s - loss: 0.2865 - mse: 0.2865 - mape: 6528.9199 - mae: 0.221 - ETA: 6s - loss: 0.2660 - mse: 0.2660 - mape: 6373.8794 - mae: 0.213 - ETA: 4s - loss: 0.2477 - mse: 0.2477 - mape: 11138.1982 - mae: 0.20 - ETA: 3s - loss: 0.2321 - mse: 0.2321 - mape: 10453.3184 - mae: 0.19 - ETA: 1s - loss: 0.2185 - mse: 0.2185 - mape: 9819.9434 - mae: 0.1849 - ETA: 0s - loss: 0.2066 - mse: 0.2066 - mape: 9255.4795 - mae: 0.177 - 27s 3ms/sample - loss: 0.2042 - mse: 0.2042 - mape: 9136.9404 - mae: 0.1762 - val_loss: 0.3908 - val_mse: 0.3908 - val_mape: 100.8300 - val_mae: 0.6050
+Epoch 2/10
+8820/8820 [==============================] - ETA: 23s - loss: 0.0189 - mse: 0.0189 - mape: 376.3290 - mae: 0.073 - ETA: 22s - loss: 0.0173 - mse: 0.0173 - mape: 356.3864 - mae: 0.068 - ETA: 19s - loss: 0.0171 - mse: 0.0171 - mape: 299.6263 - mae: 0.066 - ETA: 17s - loss: 0.0168 - mse: 0.0168 - mape: 394.8407 - mae: 0.065 - ETA: 16s - loss: 0.0161 - mse: 0.0161 - mape: 530.7539 - mae: 0.064 - ETA: 14s - loss: 0.0153 - mse: 0.0153 - mape: 703.4859 - mae: 0.065 - ETA: 13s - loss: 0.0146 - mse: 0.0146 - mape: 863.5884 - mae: 0.065 - ETA: 12s - loss: 0.0139 - mse: 0.0139 - mape: 994.6327 - mae: 0.066 - ETA: 10s - loss: 0.0134 - mse: 0.0134 - mape: 1217.1210 - mae: 0.06 - ETA: 9s - loss: 0.0129 - mse: 0.0129 - mape: 19159.6035 - mae: 0.06 - ETA: 8s - loss: 0.0125 - mse: 0.0125 - mape: 17649.4121 - mae: 0.06 - ETA: 6s - loss: 0.0121 - mse: 0.0121 - mape: 16438.0371 - mae: 0.06 - ETA: 5s - loss: 0.0116 - mse: 0.0116 - mape: 15309.3115 - mae: 0.06 - ETA: 4s - loss: 0.0111 - mse: 0.0111 - mape: 14294.1973 - mae: 0.06 - ETA: 2s - loss: 0.0106 - mse: 0.0106 - mape: 13390.0098 - mae: 0.06 - ETA: 1s - loss: 0.0103 - mse: 0.0103 - mape: 12592.2637 - mae: 0.06 - ETA: 0s - loss: 0.0099 - mse: 0.0099 - mape: 11916.8545 - mae: 0.06 - 23s 3ms/sample - loss: 0.0098 - mse: 0.0098 - mape: 11803.7725 - mae: 0.0617 - val_loss: 0.1144 - val_mse: 0.1144 - val_mape: 42.8313 - val_mae: 0.2871
+Epoch 3/10
+8820/8820 [==============================] - ETA: 22s - loss: 0.0047 - mse: 0.0047 - mape: 613.2594 - mae: 0.043 - ETA: 21s - loss: 0.0053 - mse: 0.0053 - mape: 683.9153 - mae: 0.045 - ETA: 19s - loss: 0.0104 - mse: 0.0104 - mape: 1855.8790 - mae: 0.07 - ETA: 17s - loss: 0.0124 - mse: 0.0124 - mape: 14132.3223 - mae: 0.069 - ETA: 16s - loss: 0.0128 - mse: 0.0128 - mape: 11467.2959 - mae: 0.068 - ETA: 14s - loss: 0.0126 - mse: 0.0126 - mape: 9689.1904 - mae: 0.067 - ETA: 13s - loss: 0.0131 - mse: 0.0131 - mape: 8388.4873 - mae: 0.06 - ETA: 12s - loss: 0.0138 - mse: 0.0138 - mape: 7379.5396 - mae: 0.06 - ETA: 10s - loss: 0.0144 - mse: 0.0144 - mape: 6585.4043 - mae: 0.06 - ETA: 9s - loss: 0.0149 - mse: 0.0149 - mape: 5945.3179 - mae: 0.0673 - ETA: 8s - loss: 0.0148 - mse: 0.0148 - mape: 5428.5981 - mae: 0.066 - ETA: 6s - loss: 0.0149 - mse: 0.0149 - mape: 4993.2173 - mae: 0.065 - ETA: 5s - loss: 0.0152 - mse: 0.0152 - mape: 4623.5542 - mae: 0.065 - ETA: 4s - loss: 0.0151 - mse: 0.0151 - mape: 4330.1558 - mae: 0.064 - ETA: 2s - loss: 0.0152 - mse: 0.0152 - mape: 4145.5654 - mae: 0.065 - ETA: 1s - loss: 0.0150 - mse: 0.0150 - mape: 3993.2368 - mae: 0.065 - ETA: 0s - loss: 0.0149 - mse: 0.0149 - mape: 3893.6589 - mae: 0.066 - 24s 3ms/sample - loss: 0.0149 - mse: 0.0149 - mape: 3881.4797 - mae: 0.0671 - val_loss: 0.3120 - val_mse: 0.3120 - val_mape: 86.7242 - val_mae: 0.5305
+Epoch 4/10
+8820/8820 [==============================] - ETA: 23s - loss: 0.0134 - mse: 0.0134 - mape: 3046.9072 - mae: 0.09 - ETA: 20s - loss: 0.0127 - mse: 0.0127 - mape: 3899.9111 - mae: 0.09 - ETA: 18s - loss: 0.0127 - mse: 0.0127 - mape: 3672.9143 - mae: 0.09 - ETA: 17s - loss: 0.0125 - mse: 0.0125 - mape: 3404.0713 - mae: 0.09 - ETA: 15s - loss: 0.0130 - mse: 0.0130 - mape: 27764.3750 - mae: 0.091 - ETA: 14s - loss: 0.0130 - mse: 0.0130 - mape: 23492.3730 - mae: 0.089 - ETA: 13s - loss: 0.0131 - mse: 0.0131 - mape: 20366.5352 - mae: 0.087 - ETA: 11s - loss: 0.0130 - mse: 0.0130 - mape: 18108.9688 - mae: 0.085 - ETA: 10s - loss: 0.0131 - mse: 0.0131 - mape: 16261.8818 - mae: 0.084 - ETA: 9s - loss: 0.0131 - mse: 0.0131 - mape: 14789.4189 - mae: 0.082 - ETA: 8s - loss: 0.0131 - mse: 0.0131 - mape: 13577.4678 - mae: 0.08 - ETA: 6s - loss: 0.0130 - mse: 0.0130 - mape: 12582.7627 - mae: 0.08 - ETA: 5s - loss: 0.0129 - mse: 0.0129 - mape: 11774.7539 - mae: 0.07 - ETA: 4s - loss: 0.0129 - mse: 0.0129 - mape: 11075.8750 - mae: 0.07 - ETA: 2s - loss: 0.0130 - mse: 0.0130 - mape: 10497.0811 - mae: 0.07 - ETA: 1s - loss: 0.0129 - mse: 0.0129 - mape: 9975.7588 - mae: 0.0796 - ETA: 0s - loss: 0.0129 - mse: 0.0129 - mape: 9519.1240 - mae: 0.079 - 23s 3ms/sample - loss: 0.0129 - mse: 0.0129 - mape: 9421.0664 - mae: 0.0798 - val_loss: 0.2973 - val_mse: 0.2973 - val_mape: 85.9419 - val_mae: 0.5221
+Epoch 5/10
+8820/8820 [==============================] - ETA: 20s - loss: 0.0132 - mse: 0.0132 - mape: 2605.9565 - mae: 0.08 - ETA: 18s - loss: 0.0125 - mse: 0.0125 - mape: 2600.6226 - mae: 0.08 - ETA: 17s - loss: 0.0120 - mse: 0.0120 - mape: 2642.6299 - mae: 0.08 - ETA: 16s - loss: 0.0121 - mse: 0.0121 - mape: 2566.3208 - mae: 0.08 - ETA: 15s - loss: 0.0119 - mse: 0.0119 - mape: 2505.1929 - mae: 0.08 - ETA: 13s - loss: 0.0114 - mse: 0.0114 - mape: 2610.6184 - mae: 0.07 - ETA: 12s - loss: 0.0111 - mse: 0.0111 - mape: 2498.2754 - mae: 0.07 - ETA: 11s - loss: 0.0111 - mse: 0.0111 - mape: 2422.2681 - mae: 0.07 - ETA: 10s - loss: 0.0111 - mse: 0.0111 - mape: 2371.8364 - mae: 0.07 - ETA: 8s - loss: 0.0109 - mse: 0.0109 - mape: 2339.0557 - mae: 0.0757 - ETA: 7s - loss: 0.0108 - mse: 0.0108 - mape: 2278.8621 - mae: 0.075 - ETA: 6s - loss: 0.0105 - mse: 0.0105 - mape: 2230.8132 - mae: 0.073 - ETA: 5s - loss: 0.0104 - mse: 0.0104 - mape: 2191.1943 - mae: 0.072 - ETA: 4s - loss: 0.0101 - mse: 0.0101 - mape: 2134.6045 - mae: 0.071 - ETA: 2s - loss: 0.0098 - mse: 0.0098 - mape: 2087.6826 - mae: 0.070 - ETA: 1s - loss: 0.0095 - mse: 0.0095 - mape: 6828.2773 - mae: 0.068 - ETA: 0s - loss: 0.0093 - mse: 0.0093 - mape: 6468.0234 - mae: 0.067 - 22s 3ms/sample - loss: 0.0092 - mse: 0.0092 - mape: 6394.7393 - mae: 0.0666 - val_loss: 0.1569 - val_mse: 0.1569 - val_mape: 56.3251 - val_mae: 0.3594
+Epoch 6/10
+8820/8820 [==============================] - ETA: 20s - loss: 0.0023 - mse: 0.0023 - mape: 901.7909 - mae: 0.031 - ETA: 19s - loss: 0.0024 - mse: 0.0024 - mape: 819.3375 - mae: 0.031 - ETA: 17s - loss: 0.0024 - mse: 0.0024 - mape: 724.1057 - mae: 0.030 - ETA: 16s - loss: 0.0022 - mse: 0.0022 - mape: 651.4658 - mae: 0.028 - ETA: 15s - loss: 0.0022 - mse: 0.0022 - mape: 612.4755 - mae: 0.027 - ETA: 14s - loss: 0.0093 - mse: 0.0093 - mape: 2366.8464 - mae: 0.05 - ETA: 12s - loss: 0.0207 - mse: 0.0207 - mape: 3752.6145 - mae: 0.08 - ETA: 11s - loss: 0.0210 - mse: 0.0210 - mape: 3863.7432 - mae: 0.09 - ETA: 10s - loss: 0.0224 - mse: 0.0224 - mape: 4098.6606 - mae: 0.10 - ETA: 9s - loss: 0.0218 - mse: 0.0218 - mape: 3773.2808 - mae: 0.0970 - ETA: 7s - loss: 0.0212 - mse: 0.0212 - mape: 3444.1670 - mae: 0.093 - ETA: 6s - loss: 0.0204 - mse: 0.0204 - mape: 3172.0925 - mae: 0.089 - ETA: 5s - loss: 0.0202 - mse: 0.0202 - mape: 2945.0981 - mae: 0.087 - ETA: 4s - loss: 0.0199 - mse: 0.0199 - mape: 2749.8240 - mae: 0.085 - ETA: 2s - loss: 0.0196 - mse: 0.0196 - mape: 2580.4875 - mae: 0.084 - ETA: 1s - loss: 0.0195 - mse: 0.0195 - mape: 2758.5378 - mae: 0.082 - ETA: 0s - loss: 0.0193 - mse: 0.0193 - mape: 2606.4788 - mae: 0.081 - 23s 3ms/sample - loss: 0.0194 - mse: 0.0194 - mape: 2574.0552 - mae: 0.0816 - val_loss: 0.3850 - val_mse: 0.3850 - val_mape: 99.9153 - val_mae: 0.6000
+Epoch 7/10
+8820/8820 [==============================] - ETA: 20s - loss: 0.0155 - mse: 0.0155 - mape: 1007.9827 - mae: 0.05 - ETA: 19s - loss: 0.0167 - mse: 0.0167 - mape: 547.1331 - mae: 0.0605 - ETA: 18s - loss: 0.0164 - mse: 0.0164 - mape: 408.2487 - mae: 0.059 - ETA: 16s - loss: 0.0166 - mse: 0.0166 - mape: 348.2545 - mae: 0.060 - ETA: 15s - loss: 0.0165 - mse: 0.0165 - mape: 344.9499 - mae: 0.059 - ETA: 14s - loss: 0.0165 - mse: 0.0165 - mape: 344.4849 - mae: 0.060 - ETA: 13s - loss: 0.0158 - mse: 0.0158 - mape: 355.3744 - mae: 0.058 - ETA: 11s - loss: 0.0156 - mse: 0.0156 - mape: 385.9067 - mae: 0.058 - ETA: 10s - loss: 0.0155 - mse: 0.0155 - mape: 402.7308 - mae: 0.058 - ETA: 9s - loss: 0.0156 - mse: 0.0156 - mape: 444.9309 - mae: 0.059 - ETA: 7s - loss: 0.0153 - mse: 0.0153 - mape: 494.8673 - mae: 0.05 - ETA: 6s - loss: 0.0151 - mse: 0.0151 - mape: 533.7983 - mae: 0.05 - ETA: 5s - loss: 0.0148 - mse: 0.0148 - mape: 576.3613 - mae: 0.05 - ETA: 4s - loss: 0.0148 - mse: 0.0148 - mape: 608.0490 - mae: 0.05 - ETA: 2s - loss: 0.0148 - mse: 0.0148 - mape: 643.3664 - mae: 0.06 - ETA: 1s - loss: 0.0146 - mse: 0.0146 - mape: 687.9189 - mae: 0.06 - ETA: 0s - loss: 0.0145 - mse: 0.0145 - mape: 729.5756 - mae: 0.06 - 22s 3ms/sample - loss: 0.0144 - mse: 0.0144 - mape: 736.8741 - mae: 0.0610 - val_loss: 0.3394 - val_mse: 0.3394 - val_mape: 92.8609 - val_mae: 0.5608
+Epoch 8/10
+8820/8820 [==============================] - ETA: 20s - loss: 0.0156 - mse: 0.0156 - mape: 1659.1416 - mae: 0.07 - ETA: 18s - loss: 0.0137 - mse: 0.0137 - mape: 1643.2092 - mae: 0.07 - ETA: 17s - loss: 0.0131 - mse: 0.0131 - mape: 1606.2529 - mae: 0.07 - ETA: 16s - loss: 0.0128 - mse: 0.0128 - mape: 1695.2041 - mae: 0.07 - ETA: 15s - loss: 0.0125 - mse: 0.0125 - mape: 1677.5442 - mae: 0.07 - ETA: 14s - loss: 0.0126 - mse: 0.0126 - mape: 1684.0399 - mae: 0.07 - ETA: 12s - loss: 0.0124 - mse: 0.0124 - mape: 1727.7975 - mae: 0.07 - ETA: 11s - loss: 0.0123 - mse: 0.0123 - mape: 1725.6309 - mae: 0.07 - ETA: 10s - loss: 0.0124 - mse: 0.0124 - mape: 1758.9569 - mae: 0.07 - ETA: 9s - loss: 0.0123 - mse: 0.0123 - mape: 1792.2351 - mae: 0.0719 - ETA: 7s - loss: 0.0125 - mse: 0.0125 - mape: 1820.8761 - mae: 0.072 - ETA: 6s - loss: 0.0125 - mse: 0.0125 - mape: 1906.7704 - mae: 0.073 - ETA: 5s - loss: 0.0126 - mse: 0.0126 - mape: 1902.9161 - mae: 0.073 - ETA: 4s - loss: 0.0127 - mse: 0.0127 - mape: 1909.9520 - mae: 0.074 - ETA: 2s - loss: 0.0126 - mse: 0.0126 - mape: 1946.3248 - mae: 0.074 - ETA: 1s - loss: 0.0126 - mse: 0.0126 - mape: 9228.7109 - mae: 0.074 - ETA: 0s - loss: 0.0126 - mse: 0.0126 - mape: 8829.8154 - mae: 0.075 - 22s 3ms/sample - loss: 0.0127 - mse: 0.0127 - mape: 8738.3887 - mae: 0.0753 - val_loss: 0.3156 - val_mse: 0.3156 - val_mape: 88.9747 - val_mae: 0.5391
+Epoch 9/10
+8820/8820 [==============================] - ETA: 20s - loss: 0.0140 - mse: 0.0140 - mape: 2554.4648 - mae: 0.08 - ETA: 18s - loss: 0.0125 - mse: 0.0125 - mape: 2436.0212 - mae: 0.07 - ETA: 17s - loss: 0.0134 - mse: 0.0134 - mape: 2431.5664 - mae: 0.08 - ETA: 16s - loss: 0.0133 - mse: 0.0133 - mape: 2410.0735 - mae: 0.08 - ETA: 15s - loss: 0.0131 - mse: 0.0131 - mape: 2549.7903 - mae: 0.08 - ETA: 13s - loss: 0.0131 - mse: 0.0131 - mape: 2551.4666 - mae: 0.08 - ETA: 12s - loss: 0.0128 - mse: 0.0128 - mape: 2481.4446 - mae: 0.08 - ETA: 11s - loss: 0.0131 - mse: 0.0131 - mape: 2478.5369 - mae: 0.08 - ETA: 10s - loss: 0.0127 - mse: 0.0127 - mape: 2588.4102 - mae: 0.08 - ETA: 9s - loss: 0.0127 - mse: 0.0127 - mape: 2555.3577 - mae: 0.0816 - ETA: 7s - loss: 0.0128 - mse: 0.0128 - mape: 2495.0769 - mae: 0.081 - ETA: 6s - loss: 0.0126 - mse: 0.0126 - mape: 2490.1099 - mae: 0.081 - ETA: 5s - loss: 0.0127 - mse: 0.0127 - mape: 2477.2732 - mae: 0.081 - ETA: 4s - loss: 0.0126 - mse: 0.0126 - mape: 2473.8438 - mae: 0.081 - ETA: 2s - loss: 0.0125 - mse: 0.0125 - mape: 2475.1929 - mae: 0.081 - ETA: 1s - loss: 0.0125 - mse: 0.0125 - mape: 10252.7715 - mae: 0.08 - ETA: 0s - loss: 0.0126 - mse: 0.0126 - mape: 9782.5986 - mae: 0.0814 - 23s 3ms/sample - loss: 0.0126 - mse: 0.0126 - mape: 9676.2871 - mae: 0.0815 - val_loss: 0.3137 - val_mse: 0.3137 - val_mape: 88.6576 - val_mae: 0.5374
+Epoch 10/10
+8820/8820 [==============================] - ETA: 20s - loss: 0.0103 - mse: 0.0103 - mape: 2810.1440 - mae: 0.07 - ETA: 18s - loss: 0.0108 - mse: 0.0108 - mape: 2660.8162 - mae: 0.07 - ETA: 17s - loss: 0.0110 - mse: 0.0110 - mape: 2516.2527 - mae: 0.07 - ETA: 16s - loss: 0.0114 - mse: 0.0114 - mape: 2446.2090 - mae: 0.07 - ETA: 15s - loss: 0.0118 - mse: 0.0118 - mape: 2430.3711 - mae: 0.07 - ETA: 14s - loss: 0.0119 - mse: 0.0119 - mape: 2405.5906 - mae: 0.07 - ETA: 12s - loss: 0.0120 - mse: 0.0120 - mape: 2377.4329 - mae: 0.07 - ETA: 11s - loss: 0.0122 - mse: 0.0122 - mape: 2356.3367 - mae: 0.07 - ETA: 10s - loss: 0.0122 - mse: 0.0122 - mape: 2378.3074 - mae: 0.07 - ETA: 9s - loss: 0.0121 - mse: 0.0121 - mape: 14252.9277 - mae: 0.07 - ETA: 7s - loss: 0.0122 - mse: 0.0122 - mape: 13192.8408 - mae: 0.07 - ETA: 6s - loss: 0.0123 - mse: 0.0123 - mape: 12280.7588 - mae: 0.07 - ETA: 5s - loss: 0.0125 - mse: 0.0125 - mape: 11494.9287 - mae: 0.08 - ETA: 4s - loss: 0.0124 - mse: 0.0124 - mape: 10848.5342 - mae: 0.07 - ETA: 2s - loss: 0.0125 - mse: 0.0125 - mape: 10254.9180 - mae: 0.08 - ETA: 1s - loss: 0.0127 - mse: 0.0127 - mape: 9759.3848 - mae: 0.0805 - ETA: 0s - loss: 0.0125 - mse: 0.0125 - mape: 9322.5195 - mae: 0.080 - 22s 3ms/sample - loss: 0.0126 - mse: 0.0126 - mape: 9254.3604 - mae: 0.0802 - val_loss: 0.3175 - val_mse: 0.3175 - val_mape: 89.2879 - val_mae: 0.5409
+Validation Loss (MSE) from Last Epoch: 0.3174663369752923; Learning Rate:0.01; Number of Units in each LSTM Layer: 480
+Compilation Time :  0.04639911651611328
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 1:05 - loss: 0.0152 - mse: 0.0152 - mape: 101.4827 - mae: 0.05 - ETA: 40s - loss: 0.0104 - mse: 0.0104 - mape: 485.5634 - mae: 0.0508 - ETA: 31s - loss: 1.5866 - mse: 1.5866 - mape: 28458.7480 - mae: 0.757 - ETA: 26s - loss: 1.1939 - mse: 1.1939 - mape: 22239.1641 - mae: 0.595 - ETA: 23s - loss: 0.9585 - mse: 0.9585 - mape: 17929.3340 - mae: 0.489 - ETA: 20s - loss: 0.8020 - mse: 0.8020 - mape: 14976.2705 - mae: 0.420 - ETA: 18s - loss: 0.6897 - mse: 0.6897 - mape: 12853.9189 - mae: 0.368 - ETA: 15s - loss: 0.6052 - mse: 0.6052 - mape: 11330.4385 - mae: 0.329 - ETA: 14s - loss: 0.5393 - mse: 0.5393 - mape: 10295.9834 - mae: 0.301 - ETA: 12s - loss: 0.4869 - mse: 0.4869 - mape: 9621.6367 - mae: 0.282 - ETA: 10s - loss: 0.4439 - mse: 0.4439 - mape: 21858.6816 - mae: 0.264 - ETA: 8s - loss: 0.4080 - mse: 0.4080 - mape: 20208.7441 - mae: 0.249 - ETA: 6s - loss: 0.3776 - mse: 0.3776 - mape: 18746.8926 - mae: 0.23 - ETA: 5s - loss: 0.3515 - mse: 0.3515 - mape: 17478.6191 - mae: 0.22 - ETA: 3s - loss: 0.3290 - mse: 0.3290 - mape: 16387.1758 - mae: 0.21 - ETA: 1s - loss: 0.3092 - mse: 0.3092 - mape: 15479.8730 - mae: 0.20 - ETA: 0s - loss: 0.2917 - mse: 0.2917 - mape: 14719.0137 - mae: 0.19 - 29s 3ms/sample - loss: 0.2881 - mse: 0.2881 - mape: 14560.1494 - mae: 0.1943 - val_loss: 0.2912 - val_mse: 0.2912 - val_mape: 84.8212 - val_mae: 0.5160
+Epoch 2/10
+8820/8820 [==============================] - ETA: 22s - loss: 0.0141 - mse: 0.0141 - mape: 3526.3018 - mae: 0.09 - ETA: 21s - loss: 0.0137 - mse: 0.0137 - mape: 3157.2827 - mae: 0.09 - ETA: 19s - loss: 0.0127 - mse: 0.0127 - mape: 2946.2332 - mae: 0.08 - ETA: 18s - loss: 0.0129 - mse: 0.0129 - mape: 2633.3770 - mae: 0.08 - ETA: 17s - loss: 0.0131 - mse: 0.0131 - mape: 2354.6379 - mae: 0.08 - ETA: 16s - loss: 0.0132 - mse: 0.0132 - mape: 2242.4568 - mae: 0.07 - ETA: 14s - loss: 0.0132 - mse: 0.0132 - mape: 2120.3044 - mae: 0.07 - ETA: 13s - loss: 0.0130 - mse: 0.0130 - mape: 2124.5930 - mae: 0.07 - ETA: 12s - loss: 0.0129 - mse: 0.0129 - mape: 2166.4333 - mae: 0.07 - ETA: 10s - loss: 0.0127 - mse: 0.0127 - mape: 2281.0024 - mae: 0.07 - ETA: 9s - loss: 0.0128 - mse: 0.0128 - mape: 2297.0271 - mae: 0.0802 - ETA: 7s - loss: 0.0127 - mse: 0.0127 - mape: 2280.2188 - mae: 0.079 - ETA: 6s - loss: 0.0127 - mse: 0.0127 - mape: 2315.8708 - mae: 0.079 - ETA: 4s - loss: 0.0129 - mse: 0.0129 - mape: 2283.5173 - mae: 0.079 - ETA: 3s - loss: 0.0128 - mse: 0.0128 - mape: 7908.9580 - mae: 0.078 - ETA: 1s - loss: 0.0129 - mse: 0.0129 - mape: 7531.3018 - mae: 0.078 - ETA: 0s - loss: 0.0129 - mse: 0.0129 - mape: 7225.9805 - mae: 0.078 - 26s 3ms/sample - loss: 0.0129 - mse: 0.0129 - mape: 7156.1875 - mae: 0.0787 - val_loss: 0.3029 - val_mse: 0.3029 - val_mape: 86.8469 - val_mae: 0.5273
+Epoch 3/10
+8820/8820 [==============================] - ETA: 24s - loss: 0.0131 - mse: 0.0131 - mape: 3039.3066 - mae: 0.08 - ETA: 22s - loss: 0.0134 - mse: 0.0134 - mape: 71225.5000 - mae: 0.088 - ETA: 20s - loss: 0.0136 - mse: 0.0136 - mape: 48247.4062 - mae: 0.087 - ETA: 19s - loss: 0.0137 - mse: 0.0137 - mape: 36725.7695 - mae: 0.086 - ETA: 17s - loss: 0.0137 - mse: 0.0137 - mape: 29820.5000 - mae: 0.085 - ETA: 16s - loss: 0.0134 - mse: 0.0134 - mape: 25276.7090 - mae: 0.083 - ETA: 14s - loss: 0.0133 - mse: 0.0133 - mape: 21988.7090 - mae: 0.082 - ETA: 13s - loss: 0.0133 - mse: 0.0133 - mape: 19498.1777 - mae: 0.082 - ETA: 12s - loss: 0.0134 - mse: 0.0134 - mape: 17591.2617 - mae: 0.082 - ETA: 10s - loss: 0.0132 - mse: 0.0132 - mape: 16031.9004 - mae: 0.081 - ETA: 9s - loss: 0.0129 - mse: 0.0129 - mape: 14854.8623 - mae: 0.081 - ETA: 7s - loss: 0.0127 - mse: 0.0127 - mape: 13767.5166 - mae: 0.08 - ETA: 6s - loss: 0.0125 - mse: 0.0125 - mape: 12864.0986 - mae: 0.07 - ETA: 4s - loss: 0.0126 - mse: 0.0126 - mape: 12060.0137 - mae: 0.07 - ETA: 3s - loss: 0.0127 - mse: 0.0127 - mape: 11380.7910 - mae: 0.07 - ETA: 1s - loss: 0.0128 - mse: 0.0128 - mape: 10790.4072 - mae: 0.07 - ETA: 0s - loss: 0.0127 - mse: 0.0127 - mape: 10313.3184 - mae: 0.07 - 26s 3ms/sample - loss: 0.0127 - mse: 0.0127 - mape: 10213.0654 - mae: 0.0790 - val_loss: 0.3065 - val_mse: 0.3065 - val_mape: 87.4525 - val_mae: 0.5306
+Epoch 4/10
+8820/8820 [==============================] - ETA: 23s - loss: 0.0115 - mse: 0.0115 - mape: 3490.5684 - mae: 0.08 - ETA: 22s - loss: 0.0114 - mse: 0.0114 - mape: 2785.7764 - mae: 0.08 - ETA: 20s - loss: 0.0116 - mse: 0.0116 - mape: 25054.5703 - mae: 0.077 - ETA: 19s - loss: 0.0120 - mse: 0.0120 - mape: 19184.5000 - mae: 0.076 - ETA: 17s - loss: 0.0118 - mse: 0.0118 - mape: 15678.9199 - mae: 0.074 - ETA: 16s - loss: 0.0120 - mse: 0.0120 - mape: 13414.6172 - mae: 0.074 - ETA: 15s - loss: 0.0120 - mse: 0.0120 - mape: 11769.6094 - mae: 0.074 - ETA: 13s - loss: 0.0120 - mse: 0.0120 - mape: 10613.3643 - mae: 0.075 - ETA: 12s - loss: 0.0124 - mse: 0.0124 - mape: 9730.9707 - mae: 0.076 - ETA: 10s - loss: 0.0124 - mse: 0.0124 - mape: 9053.6660 - mae: 0.07 - ETA: 9s - loss: 0.0124 - mse: 0.0124 - mape: 8447.4443 - mae: 0.0781 - ETA: 7s - loss: 0.0125 - mse: 0.0125 - mape: 7939.1460 - mae: 0.078 - ETA: 6s - loss: 0.0126 - mse: 0.0126 - mape: 7473.3286 - mae: 0.078 - ETA: 4s - loss: 0.0129 - mse: 0.0129 - mape: 7102.2681 - mae: 0.078 - ETA: 3s - loss: 0.0128 - mse: 0.0128 - mape: 6762.4141 - mae: 0.078 - ETA: 1s - loss: 0.0127 - mse: 0.0127 - mape: 6472.1812 - mae: 0.078 - ETA: 0s - loss: 0.0127 - mse: 0.0127 - mape: 6228.6797 - mae: 0.078 - 26s 3ms/sample - loss: 0.0127 - mse: 0.0127 - mape: 6170.9590 - mae: 0.0788 - val_loss: 0.3197 - val_mse: 0.3197 - val_mape: 89.6549 - val_mae: 0.5429
+Epoch 5/10
+8820/8820 [==============================] - ETA: 23s - loss: 0.0148 - mse: 0.0148 - mape: 1859.3948 - mae: 0.08 - ETA: 22s - loss: 0.0137 - mse: 0.0137 - mape: 1987.0565 - mae: 0.08 - ETA: 20s - loss: 0.0125 - mse: 0.0125 - mape: 2236.4380 - mae: 0.07 - ETA: 19s - loss: 0.0118 - mse: 0.0118 - mape: 2170.0947 - mae: 0.07 - ETA: 18s - loss: 0.0120 - mse: 0.0120 - mape: 2097.1023 - mae: 0.07 - ETA: 16s - loss: 0.0125 - mse: 0.0125 - mape: 2063.2358 - mae: 0.07 - ETA: 15s - loss: 0.0123 - mse: 0.0123 - mape: 2052.5569 - mae: 0.07 - ETA: 13s - loss: 0.0124 - mse: 0.0124 - mape: 2052.6086 - mae: 0.07 - ETA: 12s - loss: 0.0124 - mse: 0.0124 - mape: 2165.1980 - mae: 0.07 - ETA: 11s - loss: 0.0125 - mse: 0.0125 - mape: 2172.3770 - mae: 0.07 - ETA: 9s - loss: 0.0125 - mse: 0.0125 - mape: 2172.1858 - mae: 0.0781 - ETA: 8s - loss: 0.0125 - mse: 0.0125 - mape: 2155.4377 - mae: 0.078 - ETA: 6s - loss: 0.0126 - mse: 0.0126 - mape: 2126.0696 - mae: 0.078 - ETA: 4s - loss: 0.0126 - mse: 0.0126 - mape: 2126.3750 - mae: 0.078 - ETA: 3s - loss: 0.0126 - mse: 0.0126 - mape: 8878.4316 - mae: 0.077 - ETA: 1s - loss: 0.0126 - mse: 0.0126 - mape: 8480.6748 - mae: 0.078 - ETA: 0s - loss: 0.0126 - mse: 0.0126 - mape: 8148.0200 - mae: 0.078 - 28s 3ms/sample - loss: 0.0126 - mse: 0.0126 - mape: 8081.2480 - mae: 0.0784 - val_loss: 0.3086 - val_mse: 0.3086 - val_mape: 87.7996 - val_mae: 0.5326
+Epoch 6/10
+8820/8820 [==============================] - ETA: 26s - loss: 0.0133 - mse: 0.0133 - mape: 3090.1006 - mae: 0.08 - ETA: 24s - loss: 0.0135 - mse: 0.0135 - mape: 2600.3542 - mae: 0.08 - ETA: 22s - loss: 0.0137 - mse: 0.0137 - mape: 2526.4265 - mae: 0.08 - ETA: 21s - loss: 0.0132 - mse: 0.0132 - mape: 2354.3599 - mae: 0.08 - ETA: 19s - loss: 0.0129 - mse: 0.0129 - mape: 2347.7200 - mae: 0.08 - ETA: 17s - loss: 0.0128 - mse: 0.0128 - mape: 2281.9670 - mae: 0.08 - ETA: 16s - loss: 0.0126 - mse: 0.0126 - mape: 2351.5239 - mae: 0.07 - ETA: 14s - loss: 0.0124 - mse: 0.0124 - mape: 16928.9316 - mae: 0.078 - ETA: 13s - loss: 0.0126 - mse: 0.0126 - mape: 15270.4043 - mae: 0.078 - ETA: 11s - loss: 0.0125 - mse: 0.0125 - mape: 13962.3574 - mae: 0.078 - ETA: 9s - loss: 0.0127 - mse: 0.0127 - mape: 12873.6318 - mae: 0.079 - ETA: 8s - loss: 0.0127 - mse: 0.0127 - mape: 12027.7588 - mae: 0.07 - ETA: 6s - loss: 0.0127 - mse: 0.0127 - mape: 11291.0781 - mae: 0.07 - ETA: 5s - loss: 0.0127 - mse: 0.0127 - mape: 10657.2666 - mae: 0.07 - ETA: 3s - loss: 0.0126 - mse: 0.0126 - mape: 10096.9551 - mae: 0.07 - ETA: 1s - loss: 0.0127 - mse: 0.0127 - mape: 9590.9014 - mae: 0.0792 - ETA: 0s - loss: 0.0127 - mse: 0.0127 - mape: 9137.8369 - mae: 0.078 - 28s 3ms/sample - loss: 0.0126 - mse: 0.0126 - mape: 9044.4014 - mae: 0.0786 - val_loss: 0.3185 - val_mse: 0.3185 - val_mape: 89.4572 - val_mae: 0.5418
+Epoch 7/10
+8820/8820 [==============================] - ETA: 24s - loss: 0.0149 - mse: 0.0149 - mape: 2991.3740 - mae: 0.08 - ETA: 23s - loss: 0.0150 - mse: 0.0150 - mape: 3135.3228 - mae: 0.08 - ETA: 21s - loss: 0.0145 - mse: 0.0145 - mape: 3016.1826 - mae: 0.08 - ETA: 20s - loss: 0.0139 - mse: 0.0139 - mape: 3008.4434 - mae: 0.08 - ETA: 18s - loss: 0.0137 - mse: 0.0137 - mape: 2875.6938 - mae: 0.08 - ETA: 17s - loss: 0.0133 - mse: 0.0133 - mape: 2722.7717 - mae: 0.08 - ETA: 15s - loss: 0.0132 - mse: 0.0132 - mape: 2542.2371 - mae: 0.08 - ETA: 14s - loss: 0.0132 - mse: 0.0132 - mape: 2463.3760 - mae: 0.08 - ETA: 12s - loss: 0.0130 - mse: 0.0130 - mape: 2375.4834 - mae: 0.07 - ETA: 11s - loss: 0.0131 - mse: 0.0131 - mape: 2349.1489 - mae: 0.07 - ETA: 9s - loss: 0.0130 - mse: 0.0130 - mape: 2369.4180 - mae: 0.0801 - ETA: 7s - loss: 0.0131 - mse: 0.0131 - mape: 2396.0667 - mae: 0.080 - ETA: 6s - loss: 0.0129 - mse: 0.0129 - mape: 13277.7646 - mae: 0.08 - ETA: 4s - loss: 0.0129 - mse: 0.0129 - mape: 12471.2041 - mae: 0.08 - ETA: 3s - loss: 0.0129 - mse: 0.0129 - mape: 11747.2861 - mae: 0.08 - ETA: 1s - loss: 0.0128 - mse: 0.0128 - mape: 11119.3643 - mae: 0.07 - ETA: 0s - loss: 0.0128 - mse: 0.0128 - mape: 10567.4844 - mae: 0.07 - 27s 3ms/sample - loss: 0.0127 - mse: 0.0127 - mape: 10455.6963 - mae: 0.0790 - val_loss: 0.3249 - val_mse: 0.3249 - val_mape: 90.5151 - val_mae: 0.5477
+Epoch 8/10
+8820/8820 [==============================] - ETA: 24s - loss: 0.0113 - mse: 0.0113 - mape: 2017.2455 - mae: 0.07 - ETA: 22s - loss: 0.0120 - mse: 0.0120 - mape: 1999.8857 - mae: 0.07 - ETA: 21s - loss: 0.0119 - mse: 0.0119 - mape: 1971.4923 - mae: 0.07 - ETA: 19s - loss: 0.0120 - mse: 0.0120 - mape: 2211.5535 - mae: 0.07 - ETA: 18s - loss: 0.0123 - mse: 0.0123 - mape: 2271.2905 - mae: 0.07 - ETA: 16s - loss: 0.0128 - mse: 0.0128 - mape: 2203.8298 - mae: 0.07 - ETA: 15s - loss: 0.0126 - mse: 0.0126 - mape: 2242.6235 - mae: 0.07 - ETA: 13s - loss: 0.0128 - mse: 0.0128 - mape: 17460.7461 - mae: 0.080 - ETA: 12s - loss: 0.0127 - mse: 0.0127 - mape: 15770.6201 - mae: 0.079 - ETA: 11s - loss: 0.0126 - mse: 0.0126 - mape: 14421.6230 - mae: 0.079 - ETA: 9s - loss: 0.0129 - mse: 0.0129 - mape: 13318.4600 - mae: 0.079 - ETA: 8s - loss: 0.0127 - mse: 0.0127 - mape: 12389.8945 - mae: 0.07 - ETA: 6s - loss: 0.0127 - mse: 0.0127 - mape: 11592.9268 - mae: 0.07 - ETA: 4s - loss: 0.0127 - mse: 0.0127 - mape: 10929.3975 - mae: 0.07 - ETA: 3s - loss: 0.0127 - mse: 0.0127 - mape: 10382.5537 - mae: 0.07 - ETA: 1s - loss: 0.0126 - mse: 0.0126 - mape: 9871.6113 - mae: 0.0787 - ETA: 0s - loss: 0.0126 - mse: 0.0126 - mape: 9423.6230 - mae: 0.078 - 28s 3ms/sample - loss: 0.0126 - mse: 0.0126 - mape: 9326.3125 - mae: 0.0788 - val_loss: 0.3239 - val_mse: 0.3239 - val_mape: 90.3435 - val_mae: 0.5467
+Epoch 9/10
+8820/8820 [==============================] - ETA: 24s - loss: 0.0123 - mse: 0.0123 - mape: 1789.5232 - mae: 0.07 - ETA: 22s - loss: 0.0121 - mse: 0.0121 - mape: 1885.4922 - mae: 0.07 - ETA: 21s - loss: 0.0123 - mse: 0.0123 - mape: 1890.3331 - mae: 0.07 - ETA: 19s - loss: 0.0126 - mse: 0.0126 - mape: 1864.3302 - mae: 0.07 - ETA: 18s - loss: 0.0125 - mse: 0.0125 - mape: 1946.9734 - mae: 0.07 - ETA: 16s - loss: 0.0120 - mse: 0.0120 - mape: 2069.5193 - mae: 0.07 - ETA: 15s - loss: 0.0124 - mse: 0.0124 - mape: 16603.0430 - mae: 0.077 - ETA: 13s - loss: 0.0124 - mse: 0.0124 - mape: 14765.9463 - mae: 0.077 - ETA: 12s - loss: 0.0124 - mse: 0.0124 - mape: 13380.0146 - mae: 0.077 - ETA: 10s - loss: 0.0124 - mse: 0.0124 - mape: 12264.5059 - mae: 0.077 - ETA: 9s - loss: 0.0125 - mse: 0.0125 - mape: 11351.8965 - mae: 0.077 - ETA: 7s - loss: 0.0126 - mse: 0.0126 - mape: 10677.2314 - mae: 0.07 - ETA: 6s - loss: 0.0124 - mse: 0.0124 - mape: 10080.6006 - mae: 0.07 - ETA: 4s - loss: 0.0125 - mse: 0.0125 - mape: 9508.9043 - mae: 0.0784 - ETA: 3s - loss: 0.0127 - mse: 0.0127 - mape: 9032.5117 - mae: 0.078 - ETA: 1s - loss: 0.0126 - mse: 0.0126 - mape: 8608.9199 - mae: 0.078 - ETA: 0s - loss: 0.0126 - mse: 0.0126 - mape: 8205.8115 - mae: 0.078 - 27s 3ms/sample - loss: 0.0127 - mse: 0.0127 - mape: 8128.7710 - mae: 0.0785 - val_loss: 0.3122 - val_mse: 0.3122 - val_mape: 88.4166 - val_mae: 0.5360
+Epoch 10/10
+8820/8820 [==============================] - ETA: 24s - loss: 0.0133 - mse: 0.0133 - mape: 2339.3582 - mae: 0.08 - ETA: 22s - loss: 0.0131 - mse: 0.0131 - mape: 2797.5066 - mae: 0.08 - ETA: 21s - loss: 0.0128 - mse: 0.0128 - mape: 2719.5706 - mae: 0.08 - ETA: 19s - loss: 0.0125 - mse: 0.0125 - mape: 2745.3828 - mae: 0.08 - ETA: 18s - loss: 0.0125 - mse: 0.0125 - mape: 2575.2019 - mae: 0.08 - ETA: 16s - loss: 0.0125 - mse: 0.0125 - mape: 2398.8167 - mae: 0.07 - ETA: 15s - loss: 0.0128 - mse: 0.0128 - mape: 2233.6243 - mae: 0.07 - ETA: 13s - loss: 0.0129 - mse: 0.0129 - mape: 15463.1074 - mae: 0.078 - ETA: 12s - loss: 0.0127 - mse: 0.0127 - mape: 14038.8486 - mae: 0.078 - ETA: 10s - loss: 0.0128 - mse: 0.0128 - mape: 12877.8477 - mae: 0.079 - ETA: 9s - loss: 0.0129 - mse: 0.0129 - mape: 11947.7373 - mae: 0.080 - ETA: 7s - loss: 0.0128 - mse: 0.0128 - mape: 11190.9092 - mae: 0.08 - ETA: 6s - loss: 0.0127 - mse: 0.0127 - mape: 10494.2441 - mae: 0.08 - ETA: 4s - loss: 0.0129 - mse: 0.0129 - mape: 9907.8271 - mae: 0.0802 - ETA: 3s - loss: 0.0129 - mse: 0.0129 - mape: 9389.1104 - mae: 0.079 - ETA: 1s - loss: 0.0128 - mse: 0.0128 - mape: 8923.3428 - mae: 0.079 - ETA: 0s - loss: 0.0127 - mse: 0.0127 - mape: 8518.4658 - mae: 0.079 - 27s 3ms/sample - loss: 0.0127 - mse: 0.0127 - mape: 8434.4619 - mae: 0.0790 - val_loss: 0.3170 - val_mse: 0.3170 - val_mape: 89.2147 - val_mae: 0.5405
+Validation Loss (MSE) from Last Epoch: 0.31702540979093435; Learning Rate:0.01; Number of Units in each LSTM Layer: 512
+Compilation Time :  0.04926609992980957
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 47s - loss: 0.0157 - mse: 0.0157 - mape: 98.9457 - mae: 0.06 - ETA: 22s - loss: 0.0149 - mse: 0.0149 - mape: 92.0212 - mae: 0.05 - ETA: 14s - loss: 0.0137 - mse: 0.0137 - mape: 108.2986 - mae: 0.053 - ETA: 10s - loss: 0.0134 - mse: 0.0134 - mape: 117.2716 - mae: 0.052 - ETA: 7s - loss: 0.0140 - mse: 0.0140 - mape: 146.3564 - mae: 0.053 - ETA: 6s - loss: 0.0144 - mse: 0.0144 - mape: 171.7084 - mae: 0.05 - ETA: 4s - loss: 0.0144 - mse: 0.0144 - mape: 204.6766 - mae: 0.05 - ETA: 3s - loss: 0.0145 - mse: 0.0145 - mape: 228.5948 - mae: 0.05 - ETA: 3s - loss: 0.0148 - mse: 0.0148 - mape: 263.0015 - mae: 0.05 - ETA: 2s - loss: 0.0144 - mse: 0.0144 - mape: 3674.7720 - mae: 0.056 - ETA: 2s - loss: 0.0145 - mse: 0.0145 - mape: 3406.9541 - mae: 0.057 - ETA: 1s - loss: 0.0144 - mse: 0.0144 - mape: 3190.1135 - mae: 0.057 - ETA: 1s - loss: 0.0140 - mse: 0.0140 - mape: 3016.5781 - mae: 0.057 - ETA: 0s - loss: 0.0137 - mse: 0.0137 - mape: 2897.0728 - mae: 0.057 - ETA: 0s - loss: 0.0134 - mse: 0.0134 - mape: 2789.0952 - mae: 0.057 - ETA: 0s - loss: 0.0131 - mse: 0.0131 - mape: 2732.7996 - mae: 0.057 - ETA: 0s - loss: 0.0128 - mse: 0.0128 - mape: 2668.2458 - mae: 0.057 - 5s 551us/sample - loss: 0.0127 - mse: 0.0127 - mape: 2659.3164 - mae: 0.0580 - val_loss: 0.1806 - val_mse: 0.1806 - val_mape: 64.3316 - val_mae: 0.3987
+Epoch 2/10
+8820/8820 [==============================] - ETA: 1s - loss: 0.0059 - mse: 0.0059 - mape: 2484.2095 - mae: 0.063 - ETA: 1s - loss: 0.0061 - mse: 0.0061 - mape: 2533.0562 - mae: 0.065 - ETA: 1s - loss: 0.0058 - mse: 0.0058 - mape: 2598.4324 - mae: 0.065 - ETA: 1s - loss: 0.0056 - mse: 0.0056 - mape: 2434.2820 - mae: 0.065 - ETA: 0s - loss: 0.0054 - mse: 0.0054 - mape: 2435.5999 - mae: 0.064 - ETA: 0s - loss: 0.0051 - mse: 0.0051 - mape: 2457.8186 - mae: 0.063 - ETA: 0s - loss: 0.0048 - mse: 0.0048 - mape: 2420.9822 - mae: 0.062 - ETA: 0s - loss: 0.0045 - mse: 0.0045 - mape: 2375.3730 - mae: 0.060 - ETA: 0s - loss: 0.0042 - mse: 0.0042 - mape: 2306.5215 - mae: 0.057 - ETA: 0s - loss: 0.0039 - mse: 0.0039 - mape: 2177.8042 - mae: 0.055 - ETA: 0s - loss: 0.0036 - mse: 0.0036 - mape: 2083.6641 - mae: 0.052 - ETA: 0s - loss: 0.0034 - mse: 0.0034 - mape: 1967.1852 - mae: 0.049 - ETA: 0s - loss: 0.0032 - mse: 0.0032 - mape: 4349.5303 - mae: 0.047 - ETA: 0s - loss: 0.0030 - mse: 0.0030 - mape: 4075.7231 - mae: 0.045 - ETA: 0s - loss: 0.0028 - mse: 0.0028 - mape: 3842.2075 - mae: 0.043 - ETA: 0s - loss: 0.0027 - mse: 0.0027 - mape: 3628.2427 - mae: 0.041 - ETA: 0s - loss: 0.0025 - mse: 0.0025 - mape: 3439.6152 - mae: 0.039 - 1s 155us/sample - loss: 0.0025 - mse: 0.0025 - mape: 3400.7947 - mae: 0.0395 - val_loss: 0.0308 - val_mse: 0.0308 - val_mape: 20.2389 - val_mae: 0.1385
+Epoch 3/10
+8820/8820 [==============================] - ETA: 1s - loss: 5.3438e-04 - mse: 5.3438e-04 - mape: 453.3533 - mae: 0.01 - ETA: 1s - loss: 5.8985e-04 - mse: 5.8985e-04 - mape: 430.5867 - mae: 0.01 - ETA: 1s - loss: 6.1723e-04 - mse: 6.1723e-04 - mape: 421.3279 - mae: 0.01 - ETA: 0s - loss: 6.2037e-04 - mse: 6.2037e-04 - mape: 406.6917 - mae: 0.01 - ETA: 0s - loss: 6.3192e-04 - mse: 6.3192e-04 - mape: 401.5940 - mae: 0.01 - ETA: 0s - loss: 6.6429e-04 - mse: 6.6429e-04 - mape: 3815.9199 - mae: 0.017 - ETA: 0s - loss: 6.6652e-04 - mse: 6.6652e-04 - mape: 3329.5686 - mae: 0.017 - ETA: 0s - loss: 6.8029e-04 - mse: 6.8029e-04 - mape: 2955.7229 - mae: 0.017 - ETA: 0s - loss: 6.9988e-04 - mse: 6.9988e-04 - mape: 2661.3486 - mae: 0.017 - ETA: 0s - loss: 7.0446e-04 - mse: 7.0446e-04 - mape: 2427.9360 - mae: 0.017 - ETA: 0s - loss: 7.0896e-04 - mse: 7.0896e-04 - mape: 2237.9780 - mae: 0.017 - ETA: 0s - loss: 7.1473e-04 - mse: 7.1473e-04 - mape: 2083.4158 - mae: 0.017 - ETA: 0s - loss: 7.0995e-04 - mse: 7.0995e-04 - mape: 1948.0007 - mae: 0.017 - ETA: 0s - loss: 7.0951e-04 - mse: 7.0951e-04 - mape: 1831.5214 - mae: 0.017 - ETA: 0s - loss: 6.9592e-04 - mse: 6.9592e-04 - mape: 1734.0426 - mae: 0.017 - ETA: 0s - loss: 6.8702e-04 - mse: 6.8702e-04 - mape: 1643.6896 - mae: 0.016 - ETA: 0s - loss: 6.7642e-04 - mse: 6.7642e-04 - mape: 1564.5437 - mae: 0.016 - 1s 156us/sample - loss: 6.7298e-04 - mse: 6.7298e-04 - mape: 1547.9912 - mae: 0.0167 - val_loss: 0.0353 - val_mse: 0.0353 - val_mape: 21.2967 - val_mae: 0.1481
+Epoch 4/10
+8820/8820 [==============================] - ETA: 1s - loss: 4.9689e-04 - mse: 4.9689e-04 - mape: 338.7167 - mae: 0.01 - ETA: 1s - loss: 4.8795e-04 - mse: 4.8795e-04 - mape: 366.4204 - mae: 0.01 - ETA: 1s - loss: 5.1626e-04 - mse: 5.1626e-04 - mape: 6578.6069 - mae: 0.014 - ETA: 0s - loss: 5.0614e-04 - mse: 5.0614e-04 - mape: 5003.7046 - mae: 0.013 - ETA: 0s - loss: 4.9390e-04 - mse: 4.9390e-04 - mape: 4055.8301 - mae: 0.013 - ETA: 0s - loss: 4.8195e-04 - mse: 4.8195e-04 - mape: 3423.5525 - mae: 0.013 - ETA: 0s - loss: 4.8216e-04 - mse: 4.8216e-04 - mape: 2974.5208 - mae: 0.013 - ETA: 0s - loss: 4.7756e-04 - mse: 4.7756e-04 - mape: 2636.6016 - mae: 0.013 - ETA: 0s - loss: 4.7652e-04 - mse: 4.7652e-04 - mape: 2370.0134 - mae: 0.013 - ETA: 0s - loss: 4.6860e-04 - mse: 4.6860e-04 - mape: 2157.7571 - mae: 0.013 - ETA: 0s - loss: 4.6476e-04 - mse: 4.6476e-04 - mape: 1981.4148 - mae: 0.013 - ETA: 0s - loss: 4.7065e-04 - mse: 4.7065e-04 - mape: 1837.9611 - mae: 0.013 - ETA: 0s - loss: 4.5916e-04 - mse: 4.5916e-04 - mape: 1718.3947 - mae: 0.012 - ETA: 0s - loss: 4.5020e-04 - mse: 4.5020e-04 - mape: 1617.3125 - mae: 0.012 - ETA: 0s - loss: 4.3934e-04 - mse: 4.3934e-04 - mape: 1524.6222 - mae: 0.012 - ETA: 0s - loss: 4.3608e-04 - mse: 4.3608e-04 - mape: 1443.9011 - mae: 0.012 - ETA: 0s - loss: 4.3818e-04 - mse: 4.3818e-04 - mape: 1370.7322 - mae: 0.012 - 1s 156us/sample - loss: 4.3493e-04 - mse: 4.3493e-04 - mape: 1354.9648 - mae: 0.0122 - val_loss: 0.0398 - val_mse: 0.0398 - val_mape: 23.1545 - val_mae: 0.1602
+Epoch 5/10
+8820/8820 [==============================] - ETA: 1s - loss: 3.5416e-04 - mse: 3.5416e-04 - mape: 228.3931 - mae: 0.00 - ETA: 1s - loss: 3.4745e-04 - mse: 3.4745e-04 - mape: 211.8631 - mae: 0.00 - ETA: 1s - loss: 3.7214e-04 - mse: 3.7214e-04 - mape: 214.1749 - mae: 0.00 - ETA: 1s - loss: 3.8302e-04 - mse: 3.8302e-04 - mape: 199.8566 - mae: 0.00 - ETA: 0s - loss: 4.1034e-04 - mse: 4.1034e-04 - mape: 194.1900 - mae: 0.00 - ETA: 0s - loss: 3.9938e-04 - mse: 3.9938e-04 - mape: 194.7385 - mae: 0.00 - ETA: 0s - loss: 3.8996e-04 - mse: 3.8996e-04 - mape: 192.3650 - mae: 0.00 - ETA: 0s - loss: 3.7561e-04 - mse: 3.7561e-04 - mape: 190.6458 - mae: 0.00 - ETA: 0s - loss: 3.7541e-04 - mse: 3.7541e-04 - mape: 189.2164 - mae: 0.00 - ETA: 0s - loss: 3.6459e-04 - mse: 3.6459e-04 - mape: 183.6352 - mae: 0.00 - ETA: 0s - loss: 3.6489e-04 - mse: 3.6489e-04 - mape: 178.5096 - mae: 0.00 - ETA: 0s - loss: 3.5640e-04 - mse: 3.5640e-04 - mape: 173.6421 - mae: 0.00 - ETA: 0s - loss: 3.5194e-04 - mse: 3.5194e-04 - mape: 170.0684 - mae: 0.00 - ETA: 0s - loss: 3.5591e-04 - mse: 3.5591e-04 - mape: 164.4633 - mae: 0.00 - ETA: 0s - loss: 3.5236e-04 - mse: 3.5236e-04 - mape: 160.2064 - mae: 0.00 - ETA: 0s - loss: 3.4920e-04 - mse: 3.4920e-04 - mape: 1015.2145 - mae: 0.008 - ETA: 0s - loss: 3.4626e-04 - mse: 3.4626e-04 - mape: 962.4541 - mae: 0.008 - 1s 156us/sample - loss: 3.4711e-04 - mse: 3.4711e-04 - mape: 950.9608 - mae: 0.0088 - val_loss: 0.0292 - val_mse: 0.0292 - val_mape: 19.2628 - val_mae: 0.1342
+Epoch 6/10
+8820/8820 [==============================] - ETA: 1s - loss: 2.7802e-04 - mse: 2.7802e-04 - mape: 87.7091 - mae: 0.007 - ETA: 1s - loss: 2.5313e-04 - mse: 2.5313e-04 - mape: 93.7673 - mae: 0.007 - ETA: 1s - loss: 2.6929e-04 - mse: 2.6929e-04 - mape: 88.6926 - mae: 0.007 - ETA: 1s - loss: 2.5721e-04 - mse: 2.5721e-04 - mape: 91.1700 - mae: 0.007 - ETA: 0s - loss: 2.6799e-04 - mse: 2.6799e-04 - mape: 89.4559 - mae: 0.007 - ETA: 0s - loss: 2.6732e-04 - mse: 2.6732e-04 - mape: 88.8710 - mae: 0.007 - ETA: 0s - loss: 2.7129e-04 - mse: 2.7129e-04 - mape: 88.7770 - mae: 0.007 - ETA: 0s - loss: 2.6704e-04 - mse: 2.6704e-04 - mape: 93.3917 - mae: 0.007 - ETA: 0s - loss: 2.5885e-04 - mse: 2.5885e-04 - mape: 96.9311 - mae: 0.007 - ETA: 0s - loss: 2.6514e-04 - mse: 2.6514e-04 - mape: 95.5221 - mae: 0.007 - ETA: 0s - loss: 2.5939e-04 - mse: 2.5939e-04 - mape: 98.9236 - mae: 0.007 - ETA: 0s - loss: 2.6273e-04 - mse: 2.6273e-04 - mape: 102.3660 - mae: 0.00 - ETA: 0s - loss: 2.6272e-04 - mse: 2.6272e-04 - mape: 101.0382 - mae: 0.00 - ETA: 0s - loss: 2.6322e-04 - mse: 2.6322e-04 - mape: 101.3125 - mae: 0.00 - ETA: 0s - loss: 2.6814e-04 - mse: 2.6814e-04 - mape: 100.5421 - mae: 0.00 - ETA: 0s - loss: 2.7030e-04 - mse: 2.7030e-04 - mape: 99.6922 - mae: 0.0073 - ETA: 0s - loss: 2.6551e-04 - mse: 2.6551e-04 - mape: 134.2714 - mae: 0.00 - 1s 156us/sample - loss: 2.6777e-04 - mse: 2.6777e-04 - mape: 133.4226 - mae: 0.0073 - val_loss: 0.0222 - val_mse: 0.0222 - val_mape: 16.2458 - val_mae: 0.1140
+Epoch 7/10
+8820/8820 [==============================] - ETA: 1s - loss: 2.5952e-04 - mse: 2.5952e-04 - mape: 97.5155 - mae: 0.007 - ETA: 1s - loss: 2.2169e-04 - mse: 2.2169e-04 - mape: 844.6919 - mae: 0.00 - ETA: 1s - loss: 2.3960e-04 - mse: 2.3960e-04 - mape: 600.3969 - mae: 0.00 - ETA: 1s - loss: 2.5509e-04 - mse: 2.5509e-04 - mape: 487.2119 - mae: 0.00 - ETA: 0s - loss: 2.5043e-04 - mse: 2.5043e-04 - mape: 407.8224 - mae: 0.00 - ETA: 0s - loss: 2.4719e-04 - mse: 2.4719e-04 - mape: 355.4576 - mae: 0.00 - ETA: 0s - loss: 2.5378e-04 - mse: 2.5378e-04 - mape: 317.8664 - mae: 0.00 - ETA: 0s - loss: 2.4831e-04 - mse: 2.4831e-04 - mape: 289.1671 - mae: 0.00 - ETA: 0s - loss: 2.5337e-04 - mse: 2.5337e-04 - mape: 266.3900 - mae: 0.00 - ETA: 0s - loss: 2.5288e-04 - mse: 2.5288e-04 - mape: 249.7959 - mae: 0.00 - ETA: 0s - loss: 2.5057e-04 - mse: 2.5057e-04 - mape: 236.1469 - mae: 0.00 - ETA: 0s - loss: 2.4659e-04 - mse: 2.4659e-04 - mape: 224.8768 - mae: 0.00 - ETA: 0s - loss: 2.4366e-04 - mse: 2.4366e-04 - mape: 214.2601 - mae: 0.00 - ETA: 0s - loss: 2.4427e-04 - mse: 2.4427e-04 - mape: 205.5420 - mae: 0.00 - ETA: 0s - loss: 2.4598e-04 - mse: 2.4598e-04 - mape: 197.5621 - mae: 0.00 - ETA: 0s - loss: 2.4760e-04 - mse: 2.4760e-04 - mape: 190.7890 - mae: 0.00 - ETA: 0s - loss: 2.4677e-04 - mse: 2.4677e-04 - mape: 187.0862 - mae: 0.00 - 1s 155us/sample - loss: 2.4471e-04 - mse: 2.4471e-04 - mape: 186.3749 - mae: 0.0071 - val_loss: 0.0211 - val_mse: 0.0211 - val_mape: 15.8178 - val_mae: 0.1110
+Epoch 8/10
+8820/8820 [==============================] - ETA: 1s - loss: 3.0517e-04 - mse: 3.0517e-04 - mape: 147.2030 - mae: 0.00 - ETA: 1s - loss: 2.4563e-04 - mse: 2.4563e-04 - mape: 113.1938 - mae: 0.00 - ETA: 1s - loss: 2.2567e-04 - mse: 2.2567e-04 - mape: 112.3106 - mae: 0.00 - ETA: 1s - loss: 2.2338e-04 - mse: 2.2338e-04 - mape: 110.3350 - mae: 0.00 - ETA: 0s - loss: 2.2515e-04 - mse: 2.2515e-04 - mape: 105.2542 - mae: 0.00 - ETA: 0s - loss: 2.5384e-04 - mse: 2.5384e-04 - mape: 107.9378 - mae: 0.00 - ETA: 0s - loss: 2.4081e-04 - mse: 2.4081e-04 - mape: 107.7264 - mae: 0.00 - ETA: 0s - loss: 2.3843e-04 - mse: 2.3843e-04 - mape: 104.9519 - mae: 0.00 - ETA: 0s - loss: 2.4658e-04 - mse: 2.4658e-04 - mape: 102.9524 - mae: 0.00 - ETA: 0s - loss: 2.4929e-04 - mse: 2.4929e-04 - mape: 103.3428 - mae: 0.00 - ETA: 0s - loss: 2.4484e-04 - mse: 2.4484e-04 - mape: 122.1692 - mae: 0.00 - ETA: 0s - loss: 2.4935e-04 - mse: 2.4935e-04 - mape: 119.4717 - mae: 0.00 - ETA: 0s - loss: 2.5732e-04 - mse: 2.5732e-04 - mape: 117.0255 - mae: 0.00 - ETA: 0s - loss: 2.5829e-04 - mse: 2.5829e-04 - mape: 114.8451 - mae: 0.00 - ETA: 0s - loss: 2.6188e-04 - mse: 2.6188e-04 - mape: 114.7055 - mae: 0.00 - ETA: 0s - loss: 2.6182e-04 - mse: 2.6182e-04 - mape: 113.2857 - mae: 0.00 - ETA: 0s - loss: 2.5833e-04 - mse: 2.5833e-04 - mape: 112.2676 - mae: 0.00 - 1s 157us/sample - loss: 2.5801e-04 - mse: 2.5801e-04 - mape: 111.7786 - mae: 0.0072 - val_loss: 0.0205 - val_mse: 0.0205 - val_mape: 15.4842 - val_mae: 0.1088
+Epoch 9/10
+8820/8820 [==============================] - ETA: 1s - loss: 2.2136e-04 - mse: 2.2136e-04 - mape: 103.5594 - mae: 0.00 - ETA: 1s - loss: 2.5541e-04 - mse: 2.5541e-04 - mape: 110.8298 - mae: 0.00 - ETA: 1s - loss: 2.5461e-04 - mse: 2.5461e-04 - mape: 112.0437 - mae: 0.00 - ETA: 1s - loss: 2.6051e-04 - mse: 2.6051e-04 - mape: 104.5265 - mae: 0.00 - ETA: 0s - loss: 2.4533e-04 - mse: 2.4533e-04 - mape: 100.6004 - mae: 0.00 - ETA: 0s - loss: 2.4577e-04 - mse: 2.4577e-04 - mape: 105.5969 - mae: 0.00 - ETA: 0s - loss: 2.3629e-04 - mse: 2.3629e-04 - mape: 102.4439 - mae: 0.00 - ETA: 0s - loss: 2.5173e-04 - mse: 2.5173e-04 - mape: 101.4455 - mae: 0.00 - ETA: 0s - loss: 2.5190e-04 - mse: 2.5190e-04 - mape: 100.5621 - mae: 0.00 - ETA: 0s - loss: 2.5015e-04 - mse: 2.5015e-04 - mape: 102.0567 - mae: 0.00 - ETA: 0s - loss: 2.4763e-04 - mse: 2.4763e-04 - mape: 486.5329 - mae: 0.00 - ETA: 0s - loss: 2.4664e-04 - mse: 2.4664e-04 - mape: 454.7489 - mae: 0.00 - ETA: 0s - loss: 2.4768e-04 - mse: 2.4768e-04 - mape: 427.0425 - mae: 0.00 - ETA: 0s - loss: 2.4607e-04 - mse: 2.4607e-04 - mape: 404.6978 - mae: 0.00 - ETA: 0s - loss: 2.5166e-04 - mse: 2.5166e-04 - mape: 385.6224 - mae: 0.00 - ETA: 0s - loss: 2.5123e-04 - mse: 2.5123e-04 - mape: 367.2269 - mae: 0.00 - ETA: 0s - loss: 2.5367e-04 - mse: 2.5367e-04 - mape: 352.9384 - mae: 0.00 - 1s 156us/sample - loss: 2.5282e-04 - mse: 2.5282e-04 - mape: 349.9378 - mae: 0.0072 - val_loss: 0.0182 - val_mse: 0.0182 - val_mape: 14.3386 - val_mae: 0.1009
+Epoch 10/10
+8820/8820 [==============================] - ETA: 1s - loss: 1.8655e-04 - mse: 1.8655e-04 - mape: 93.8561 - mae: 0.006 - ETA: 1s - loss: 1.8099e-04 - mse: 1.8099e-04 - mape: 6865.2754 - mae: 0.006 - ETA: 1s - loss: 1.9949e-04 - mse: 1.9949e-04 - mape: 4625.5679 - mae: 0.006 - ETA: 1s - loss: 1.9943e-04 - mse: 1.9943e-04 - mape: 3495.0073 - mae: 0.006 - ETA: 0s - loss: 2.1084e-04 - mse: 2.1084e-04 - mape: 2815.0483 - mae: 0.006 - ETA: 0s - loss: 2.1761e-04 - mse: 2.1761e-04 - mape: 2362.3313 - mae: 0.006 - ETA: 0s - loss: 2.2560e-04 - mse: 2.2560e-04 - mape: 2038.6409 - mae: 0.006 - ETA: 0s - loss: 2.2826e-04 - mse: 2.2826e-04 - mape: 1795.3857 - mae: 0.006 - ETA: 0s - loss: 2.2148e-04 - mse: 2.2148e-04 - mape: 1608.2817 - mae: 0.006 - ETA: 0s - loss: 2.1799e-04 - mse: 2.1799e-04 - mape: 1461.7760 - mae: 0.006 - ETA: 0s - loss: 2.2807e-04 - mse: 2.2807e-04 - mape: 1338.6266 - mae: 0.007 - ETA: 0s - loss: 2.2993e-04 - mse: 2.2993e-04 - mape: 1236.6769 - mae: 0.007 - ETA: 0s - loss: 2.2880e-04 - mse: 2.2880e-04 - mape: 1148.2487 - mae: 0.007 - ETA: 0s - loss: 2.2817e-04 - mse: 2.2817e-04 - mape: 1073.2946 - mae: 0.007 - ETA: 0s - loss: 2.3238e-04 - mse: 2.3238e-04 - mape: 1007.4261 - mae: 0.007 - ETA: 0s - loss: 2.3031e-04 - mse: 2.3031e-04 - mape: 951.0518 - mae: 0.007 - ETA: 0s - loss: 2.2533e-04 - mse: 2.2533e-04 - mape: 901.8696 - mae: 0.00 - 1s 156us/sample - loss: 2.2545e-04 - mse: 2.2545e-04 - mape: 891.4135 - mae: 0.0069 - val_loss: 0.0205 - val_mse: 0.0205 - val_mape: 15.6684 - val_mae: 0.1098
+Validation Loss (MSE) from Last Epoch: 0.02050354100611745; Learning Rate:0.001; Number of Units in each LSTM Layer: 32
+Compilation Time :  0.048371076583862305
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 45s - loss: 0.0174 - mse: 0.0174 - mape: 100.7747 - mae: 0.062 - ETA: 22s - loss: 0.0156 - mse: 0.0156 - mape: 101.9534 - mae: 0.057 - ETA: 14s - loss: 0.0155 - mse: 0.0155 - mape: 104.5477 - mae: 0.057 - ETA: 10s - loss: 0.0150 - mse: 0.0150 - mape: 2877.7563 - mae: 0.05 - ETA: 8s - loss: 0.0149 - mse: 0.0149 - mape: 2355.1812 - mae: 0.0556 - ETA: 6s - loss: 0.0150 - mse: 0.0150 - mape: 2030.0573 - mae: 0.056 - ETA: 5s - loss: 0.0144 - mse: 0.0144 - mape: 1803.3209 - mae: 0.055 - ETA: 4s - loss: 0.0141 - mse: 0.0141 - mape: 1662.7982 - mae: 0.055 - ETA: 3s - loss: 0.0136 - mse: 0.0136 - mape: 1554.8199 - mae: 0.055 - ETA: 3s - loss: 0.0138 - mse: 0.0138 - mape: 1486.6702 - mae: 0.056 - ETA: 2s - loss: 0.0133 - mse: 0.0133 - mape: 1469.2849 - mae: 0.056 - ETA: 2s - loss: 0.0129 - mse: 0.0129 - mape: 1468.9137 - mae: 0.056 - ETA: 1s - loss: 0.0124 - mse: 0.0124 - mape: 1510.9327 - mae: 0.057 - ETA: 1s - loss: 0.0120 - mse: 0.0120 - mape: 1540.5334 - mae: 0.057 - ETA: 0s - loss: 0.0116 - mse: 0.0116 - mape: 1588.8656 - mae: 0.058 - ETA: 0s - loss: 0.0112 - mse: 0.0112 - mape: 1698.0005 - mae: 0.059 - ETA: 0s - loss: 0.0108 - mse: 0.0108 - mape: 1770.5389 - mae: 0.059 - 6s 718us/sample - loss: 0.0107 - mse: 0.0107 - mape: 1780.9384 - mae: 0.0594 - val_loss: 0.0766 - val_mse: 0.0766 - val_mape: 36.3699 - val_mae: 0.2402
+Epoch 2/10
+8820/8820 [==============================] - ETA: 3s - loss: 0.0027 - mse: 0.0027 - mape: 2460.7778 - mae: 0.048 - ETA: 2s - loss: 0.0024 - mse: 0.0024 - mape: 2160.0825 - mae: 0.045 - ETA: 2s - loss: 0.0021 - mse: 0.0021 - mape: 1892.9320 - mae: 0.041 - ETA: 2s - loss: 0.0018 - mse: 0.0018 - mape: 1684.1869 - mae: 0.036 - ETA: 2s - loss: 0.0015 - mse: 0.0015 - mape: 1501.8892 - mae: 0.033 - ETA: 1s - loss: 0.0014 - mse: 0.0014 - mape: 1359.1261 - mae: 0.030 - ETA: 1s - loss: 0.0012 - mse: 0.0012 - mape: 1251.6562 - mae: 0.028 - ETA: 1s - loss: 0.0011 - mse: 0.0011 - mape: 1133.0789 - mae: 0.026 - ETA: 1s - loss: 0.0010 - mse: 0.0010 - mape: 1045.2772 - mae: 0.025 - ETA: 1s - loss: 9.9806e-04 - mse: 9.9806e-04 - mape: 974.4432 - mae: 0.02 - ETA: 1s - loss: 9.5178e-04 - mse: 9.5178e-04 - mape: 915.1345 - mae: 0.02 - ETA: 0s - loss: 9.2796e-04 - mse: 9.2796e-04 - mape: 862.4920 - mae: 0.02 - ETA: 0s - loss: 9.0592e-04 - mse: 9.0592e-04 - mape: 813.1600 - mae: 0.02 - ETA: 0s - loss: 8.9687e-04 - mse: 8.9687e-04 - mape: 771.0850 - mae: 0.02 - ETA: 0s - loss: 8.8601e-04 - mse: 8.8601e-04 - mape: 734.4371 - mae: 0.02 - ETA: 0s - loss: 8.7510e-04 - mse: 8.7510e-04 - mape: 1526.7698 - mae: 0.020 - ETA: 0s - loss: 8.5976e-04 - mse: 8.5976e-04 - mape: 1448.4130 - mae: 0.020 - 3s 388us/sample - loss: 8.6047e-04 - mse: 8.6047e-04 - mape: 1431.2906 - mae: 0.0204 - val_loss: 0.0190 - val_mse: 0.0190 - val_mape: 16.1128 - val_mae: 0.1068
+Epoch 3/10
+8820/8820 [==============================] - ETA: 2s - loss: 5.8393e-04 - mse: 5.8393e-04 - mape: 168.0933 - mae: 0.01 - ETA: 2s - loss: 5.6193e-04 - mse: 5.6193e-04 - mape: 163.3155 - mae: 0.01 - ETA: 2s - loss: 5.6476e-04 - mse: 5.6476e-04 - mape: 157.2854 - mae: 0.01 - ETA: 2s - loss: 5.6392e-04 - mse: 5.6392e-04 - mape: 160.5765 - mae: 0.01 - ETA: 2s - loss: 5.6348e-04 - mse: 5.6348e-04 - mape: 2664.2227 - mae: 0.013 - ETA: 1s - loss: 5.5307e-04 - mse: 5.5307e-04 - mape: 2247.7874 - mae: 0.013 - ETA: 1s - loss: 5.3710e-04 - mse: 5.3710e-04 - mape: 1947.6960 - mae: 0.013 - ETA: 1s - loss: 5.2893e-04 - mse: 5.2893e-04 - mape: 1728.5333 - mae: 0.013 - ETA: 1s - loss: 5.1461e-04 - mse: 5.1461e-04 - mape: 1561.0697 - mae: 0.013 - ETA: 1s - loss: 5.0510e-04 - mse: 5.0510e-04 - mape: 1424.9670 - mae: 0.012 - ETA: 1s - loss: 4.9065e-04 - mse: 4.9065e-04 - mape: 1316.5968 - mae: 0.012 - ETA: 0s - loss: 4.7712e-04 - mse: 4.7712e-04 - mape: 1228.7963 - mae: 0.012 - ETA: 0s - loss: 4.7025e-04 - mse: 4.7025e-04 - mape: 1148.9706 - mae: 0.012 - ETA: 0s - loss: 4.5742e-04 - mse: 4.5742e-04 - mape: 1086.9733 - mae: 0.012 - ETA: 0s - loss: 4.4281e-04 - mse: 4.4281e-04 - mape: 1026.3568 - mae: 0.012 - ETA: 0s - loss: 4.3264e-04 - mse: 4.3264e-04 - mape: 974.7613 - mae: 0.011 - ETA: 0s - loss: 4.2468e-04 - mse: 4.2468e-04 - mape: 929.0577 - mae: 0.01 - 3s 350us/sample - loss: 4.2286e-04 - mse: 4.2286e-04 - mape: 918.6230 - mae: 0.0118 - val_loss: 0.0424 - val_mse: 0.0424 - val_mape: 24.6122 - val_mae: 0.1686
+Epoch 4/10
+8820/8820 [==============================] - ETA: 2s - loss: 2.5029e-04 - mse: 2.5029e-04 - mape: 226.4589 - mae: 0.00 - ETA: 2s - loss: 3.4559e-04 - mse: 3.4559e-04 - mape: 205.6055 - mae: 0.00 - ETA: 2s - loss: 3.4280e-04 - mse: 3.4280e-04 - mape: 205.8497 - mae: 0.00 - ETA: 2s - loss: 3.5172e-04 - mse: 3.5172e-04 - mape: 199.8912 - mae: 0.00 - ETA: 2s - loss: 3.2917e-04 - mse: 3.2917e-04 - mape: 198.9357 - mae: 0.00 - ETA: 1s - loss: 3.2418e-04 - mse: 3.2418e-04 - mape: 186.1549 - mae: 0.00 - ETA: 1s - loss: 3.1071e-04 - mse: 3.1071e-04 - mape: 179.6940 - mae: 0.00 - ETA: 1s - loss: 3.0480e-04 - mse: 3.0480e-04 - mape: 169.8116 - mae: 0.00 - ETA: 1s - loss: 2.9374e-04 - mse: 2.9374e-04 - mape: 160.2402 - mae: 0.00 - ETA: 1s - loss: 2.8626e-04 - mse: 2.8626e-04 - mape: 151.3687 - mae: 0.00 - ETA: 1s - loss: 2.7971e-04 - mse: 2.7971e-04 - mape: 143.7995 - mae: 0.00 - ETA: 0s - loss: 2.7152e-04 - mse: 2.7152e-04 - mape: 135.6903 - mae: 0.00 - ETA: 0s - loss: 2.7032e-04 - mse: 2.7032e-04 - mape: 129.7098 - mae: 0.00 - ETA: 0s - loss: 2.6471e-04 - mse: 2.6471e-04 - mape: 125.0392 - mae: 0.00 - ETA: 0s - loss: 2.6078e-04 - mse: 2.6078e-04 - mape: 344.0142 - mae: 0.00 - ETA: 0s - loss: 2.6332e-04 - mse: 2.6332e-04 - mape: 326.0081 - mae: 0.00 - ETA: 0s - loss: 2.5893e-04 - mse: 2.5893e-04 - mape: 310.5670 - mae: 0.00 - 3s 344us/sample - loss: 2.5961e-04 - mse: 2.5961e-04 - mape: 307.1089 - mae: 0.0074 - val_loss: 0.0257 - val_mse: 0.0257 - val_mape: 17.8748 - val_mae: 0.1248
+Epoch 5/10
+8820/8820 [==============================] - ETA: 2s - loss: 2.6643e-04 - mse: 2.6643e-04 - mape: 54.7526 - mae: 0.007 - ETA: 2s - loss: 2.0717e-04 - mse: 2.0717e-04 - mape: 48.9904 - mae: 0.006 - ETA: 2s - loss: 1.9870e-04 - mse: 1.9870e-04 - mape: 47.5318 - mae: 0.006 - ETA: 2s - loss: 1.9366e-04 - mse: 1.9366e-04 - mape: 50.1901 - mae: 0.006 - ETA: 2s - loss: 1.9995e-04 - mse: 1.9995e-04 - mape: 1155.3171 - mae: 0.006 - ETA: 1s - loss: 2.0108e-04 - mse: 2.0108e-04 - mape: 973.3598 - mae: 0.006 - ETA: 1s - loss: 1.9908e-04 - mse: 1.9908e-04 - mape: 844.4803 - mae: 0.00 - ETA: 1s - loss: 1.9461e-04 - mse: 1.9461e-04 - mape: 749.1998 - mae: 0.00 - ETA: 1s - loss: 2.0152e-04 - mse: 2.0152e-04 - mape: 673.0881 - mae: 0.00 - ETA: 1s - loss: 1.9642e-04 - mse: 1.9642e-04 - mape: 611.5705 - mae: 0.00 - ETA: 1s - loss: 1.8965e-04 - mse: 1.8965e-04 - mape: 560.0121 - mae: 0.00 - ETA: 0s - loss: 1.9100e-04 - mse: 1.9100e-04 - mape: 518.8046 - mae: 0.00 - ETA: 0s - loss: 1.8794e-04 - mse: 1.8794e-04 - mape: 483.9073 - mae: 0.00 - ETA: 0s - loss: 1.8651e-04 - mse: 1.8651e-04 - mape: 455.8345 - mae: 0.00 - ETA: 0s - loss: 1.8415e-04 - mse: 1.8415e-04 - mape: 429.4012 - mae: 0.00 - ETA: 0s - loss: 1.8549e-04 - mse: 1.8549e-04 - mape: 405.6675 - mae: 0.00 - ETA: 0s - loss: 1.8525e-04 - mse: 1.8525e-04 - mape: 385.1772 - mae: 0.00 - 3s 357us/sample - loss: 1.8485e-04 - mse: 1.8485e-04 - mape: 380.9566 - mae: 0.0060 - val_loss: 0.0179 - val_mse: 0.0179 - val_mape: 14.2946 - val_mae: 0.1006
+Epoch 6/10
+8820/8820 [==============================] - ETA: 2s - loss: 1.3130e-04 - mse: 1.3130e-04 - mape: 57.6780 - mae: 0.005 - ETA: 2s - loss: 1.8001e-04 - mse: 1.8001e-04 - mape: 54.5279 - mae: 0.006 - ETA: 2s - loss: 1.7216e-04 - mse: 1.7216e-04 - mape: 55.3225 - mae: 0.005 - ETA: 2s - loss: 1.6844e-04 - mse: 1.6844e-04 - mape: 55.9304 - mae: 0.005 - ETA: 2s - loss: 1.5543e-04 - mse: 1.5543e-04 - mape: 56.4371 - mae: 0.005 - ETA: 1s - loss: 1.6128e-04 - mse: 1.6128e-04 - mape: 60.2880 - mae: 0.005 - ETA: 1s - loss: 1.6817e-04 - mse: 1.6817e-04 - mape: 474.0908 - mae: 0.00 - ETA: 1s - loss: 1.6879e-04 - mse: 1.6879e-04 - mape: 423.8087 - mae: 0.00 - ETA: 1s - loss: 1.6879e-04 - mse: 1.6879e-04 - mape: 383.4001 - mae: 0.00 - ETA: 1s - loss: 1.6820e-04 - mse: 1.6820e-04 - mape: 351.2868 - mae: 0.00 - ETA: 1s - loss: 1.6513e-04 - mse: 1.6513e-04 - mape: 324.8210 - mae: 0.00 - ETA: 0s - loss: 1.6173e-04 - mse: 1.6173e-04 - mape: 302.9478 - mae: 0.00 - ETA: 0s - loss: 1.6143e-04 - mse: 1.6143e-04 - mape: 286.4998 - mae: 0.00 - ETA: 0s - loss: 1.6251e-04 - mse: 1.6251e-04 - mape: 270.7237 - mae: 0.00 - ETA: 0s - loss: 1.6511e-04 - mse: 1.6511e-04 - mape: 256.9394 - mae: 0.00 - ETA: 0s - loss: 1.6097e-04 - mse: 1.6097e-04 - mape: 244.2434 - mae: 0.00 - ETA: 0s - loss: 1.6179e-04 - mse: 1.6179e-04 - mape: 233.2574 - mae: 0.00 - 3s 341us/sample - loss: 1.6240e-04 - mse: 1.6240e-04 - mape: 230.6906 - mae: 0.0057 - val_loss: 0.0166 - val_mse: 0.0166 - val_mape: 13.7066 - val_mae: 0.0963
+Epoch 7/10
+8820/8820 [==============================] - ETA: 2s - loss: 1.8212e-04 - mse: 1.8212e-04 - mape: 70.6553 - mae: 0.005 - ETA: 2s - loss: 1.7955e-04 - mse: 1.7955e-04 - mape: 60.9986 - mae: 0.005 - ETA: 2s - loss: 1.7739e-04 - mse: 1.7739e-04 - mape: 65.6052 - mae: 0.005 - ETA: 2s - loss: 1.7602e-04 - mse: 1.7602e-04 - mape: 65.3729 - mae: 0.005 - ETA: 1s - loss: 1.6704e-04 - mse: 1.6704e-04 - mape: 62.9339 - mae: 0.005 - ETA: 1s - loss: 1.6644e-04 - mse: 1.6644e-04 - mape: 64.4995 - mae: 0.005 - ETA: 1s - loss: 1.6644e-04 - mse: 1.6644e-04 - mape: 63.0920 - mae: 0.005 - ETA: 1s - loss: 1.6514e-04 - mse: 1.6514e-04 - mape: 64.5040 - mae: 0.005 - ETA: 1s - loss: 1.6563e-04 - mse: 1.6563e-04 - mape: 63.6060 - mae: 0.005 - ETA: 1s - loss: 1.6918e-04 - mse: 1.6918e-04 - mape: 128.0486 - mae: 0.00 - ETA: 0s - loss: 1.6730e-04 - mse: 1.6730e-04 - mape: 122.3724 - mae: 0.00 - ETA: 0s - loss: 1.6127e-04 - mse: 1.6127e-04 - mape: 116.5899 - mae: 0.00 - ETA: 0s - loss: 1.6241e-04 - mse: 1.6241e-04 - mape: 111.0905 - mae: 0.00 - ETA: 0s - loss: 1.6528e-04 - mse: 1.6528e-04 - mape: 106.9761 - mae: 0.00 - ETA: 0s - loss: 1.6423e-04 - mse: 1.6423e-04 - mape: 103.1098 - mae: 0.00 - ETA: 0s - loss: 1.6152e-04 - mse: 1.6152e-04 - mape: 99.9283 - mae: 0.0056 - ETA: 0s - loss: 1.6438e-04 - mse: 1.6438e-04 - mape: 97.4403 - mae: 0.005 - 3s 301us/sample - loss: 1.6458e-04 - mse: 1.6458e-04 - mape: 96.7378 - mae: 0.0056 - val_loss: 0.0161 - val_mse: 0.0161 - val_mape: 13.4412 - val_mae: 0.0946
+Epoch 8/10
+8820/8820 [==============================] - ETA: 2s - loss: 7.4298e-05 - mse: 7.4298e-05 - mape: 46.8726 - mae: 0.003 - ETA: 2s - loss: 1.4580e-04 - mse: 1.4580e-04 - mape: 49.8420 - mae: 0.005 - ETA: 2s - loss: 1.6317e-04 - mse: 1.6317e-04 - mape: 48.1328 - mae: 0.005 - ETA: 1s - loss: 1.6103e-04 - mse: 1.6103e-04 - mape: 49.2873 - mae: 0.005 - ETA: 1s - loss: 1.6798e-04 - mse: 1.6798e-04 - mape: 49.4495 - mae: 0.005 - ETA: 1s - loss: 1.7050e-04 - mse: 1.7050e-04 - mape: 49.6311 - mae: 0.005 - ETA: 1s - loss: 1.7317e-04 - mse: 1.7317e-04 - mape: 50.4308 - mae: 0.005 - ETA: 1s - loss: 1.7710e-04 - mse: 1.7710e-04 - mape: 50.8847 - mae: 0.005 - ETA: 1s - loss: 1.7268e-04 - mse: 1.7268e-04 - mape: 51.8450 - mae: 0.005 - ETA: 1s - loss: 1.7194e-04 - mse: 1.7194e-04 - mape: 51.2244 - mae: 0.005 - ETA: 0s - loss: 1.7562e-04 - mse: 1.7562e-04 - mape: 52.1415 - mae: 0.005 - ETA: 0s - loss: 1.7278e-04 - mse: 1.7278e-04 - mape: 52.0189 - mae: 0.005 - ETA: 0s - loss: 1.7432e-04 - mse: 1.7432e-04 - mape: 51.6278 - mae: 0.005 - ETA: 0s - loss: 1.7314e-04 - mse: 1.7314e-04 - mape: 51.2531 - mae: 0.005 - ETA: 0s - loss: 1.6925e-04 - mse: 1.6925e-04 - mape: 51.0270 - mae: 0.005 - ETA: 0s - loss: 1.6849e-04 - mse: 1.6849e-04 - mape: 50.2337 - mae: 0.005 - ETA: 0s - loss: 1.7039e-04 - mse: 1.7039e-04 - mape: 102.7248 - mae: 0.00 - 3s 317us/sample - loss: 1.6964e-04 - mse: 1.6964e-04 - mape: 101.9436 - mae: 0.0055 - val_loss: 0.0143 - val_mse: 0.0143 - val_mape: 12.6549 - val_mae: 0.0882
+Epoch 9/10
+8820/8820 [==============================] - ETA: 2s - loss: 2.2763e-04 - mse: 2.2763e-04 - mape: 45.9564 - mae: 0.006 - ETA: 2s - loss: 1.7370e-04 - mse: 1.7370e-04 - mape: 44.2213 - mae: 0.005 - ETA: 2s - loss: 1.6317e-04 - mse: 1.6317e-04 - mape: 55.1627 - mae: 0.005 - ETA: 2s - loss: 1.6096e-04 - mse: 1.6096e-04 - mape: 52.0862 - mae: 0.005 - ETA: 2s - loss: 1.5439e-04 - mse: 1.5439e-04 - mape: 50.7154 - mae: 0.005 - ETA: 1s - loss: 1.6352e-04 - mse: 1.6352e-04 - mape: 50.0661 - mae: 0.005 - ETA: 1s - loss: 1.5603e-04 - mse: 1.5603e-04 - mape: 50.0604 - mae: 0.005 - ETA: 1s - loss: 1.5735e-04 - mse: 1.5735e-04 - mape: 49.6394 - mae: 0.005 - ETA: 1s - loss: 1.5647e-04 - mse: 1.5647e-04 - mape: 50.3790 - mae: 0.005 - ETA: 1s - loss: 1.5642e-04 - mse: 1.5642e-04 - mape: 49.0959 - mae: 0.005 - ETA: 1s - loss: 1.5726e-04 - mse: 1.5726e-04 - mape: 150.1807 - mae: 0.00 - ETA: 0s - loss: 1.5673e-04 - mse: 1.5673e-04 - mape: 142.4695 - mae: 0.00 - ETA: 0s - loss: 1.5814e-04 - mse: 1.5814e-04 - mape: 135.6841 - mae: 0.00 - ETA: 0s - loss: 1.5798e-04 - mse: 1.5798e-04 - mape: 129.2751 - mae: 0.00 - ETA: 0s - loss: 1.5639e-04 - mse: 1.5639e-04 - mape: 123.6063 - mae: 0.00 - ETA: 0s - loss: 1.5620e-04 - mse: 1.5620e-04 - mape: 119.3901 - mae: 0.00 - ETA: 0s - loss: 1.5362e-04 - mse: 1.5362e-04 - mape: 115.1492 - mae: 0.00 - 3s 338us/sample - loss: 1.5273e-04 - mse: 1.5273e-04 - mape: 114.1772 - mae: 0.0052 - val_loss: 0.0145 - val_mse: 0.0145 - val_mape: 12.6017 - val_mae: 0.0889
+Epoch 10/10
+8820/8820 [==============================] - ETA: 2s - loss: 1.4518e-04 - mse: 1.4518e-04 - mape: 44.9952 - mae: 0.004 - ETA: 2s - loss: 1.4311e-04 - mse: 1.4311e-04 - mape: 45.6670 - mae: 0.004 - ETA: 2s - loss: 1.4960e-04 - mse: 1.4960e-04 - mape: 48.5896 - mae: 0.005 - ETA: 2s - loss: 1.4034e-04 - mse: 1.4034e-04 - mape: 51.1051 - mae: 0.004 - ETA: 1s - loss: 1.4546e-04 - mse: 1.4546e-04 - mape: 53.5996 - mae: 0.005 - ETA: 1s - loss: 1.4678e-04 - mse: 1.4678e-04 - mape: 53.3203 - mae: 0.005 - ETA: 1s - loss: 1.5013e-04 - mse: 1.5013e-04 - mape: 52.2042 - mae: 0.005 - ETA: 1s - loss: 1.4955e-04 - mse: 1.4955e-04 - mape: 51.6867 - mae: 0.005 - ETA: 1s - loss: 1.4758e-04 - mse: 1.4758e-04 - mape: 51.2730 - mae: 0.005 - ETA: 1s - loss: 1.4758e-04 - mse: 1.4758e-04 - mape: 208.8673 - mae: 0.00 - ETA: 1s - loss: 1.5299e-04 - mse: 1.5299e-04 - mape: 193.3463 - mae: 0.00 - ETA: 0s - loss: 1.5120e-04 - mse: 1.5120e-04 - mape: 181.7566 - mae: 0.00 - ETA: 0s - loss: 1.4936e-04 - mse: 1.4936e-04 - mape: 170.7332 - mae: 0.00 - ETA: 0s - loss: 1.5042e-04 - mse: 1.5042e-04 - mape: 161.1982 - mae: 0.00 - ETA: 0s - loss: 1.5294e-04 - mse: 1.5294e-04 - mape: 153.3200 - mae: 0.00 - ETA: 0s - loss: 1.5439e-04 - mse: 1.5439e-04 - mape: 146.2320 - mae: 0.00 - ETA: 0s - loss: 1.5243e-04 - mse: 1.5243e-04 - mape: 140.4870 - mae: 0.00 - 3s 336us/sample - loss: 1.5180e-04 - mse: 1.5180e-04 - mape: 139.0242 - mae: 0.0051 - val_loss: 0.0154 - val_mse: 0.0154 - val_mape: 13.3114 - val_mae: 0.0936
+Validation Loss (MSE) from Last Epoch: 0.015431381838054073; Learning Rate:0.001; Number of Units in each LSTM Layer: 64
+Compilation Time :  0.04670000076293945
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 49s - loss: 0.0133 - mse: 0.0133 - mape: 99.1859 - mae: 0.04 - ETA: 24s - loss: 0.0155 - mse: 0.0155 - mape: 90.8756 - mae: 0.05 - ETA: 16s - loss: 0.0155 - mse: 0.0155 - mape: 99.4158 - mae: 0.05 - ETA: 12s - loss: 0.0145 - mse: 0.0145 - mape: 125.2609 - mae: 0.053 - ETA: 9s - loss: 0.0144 - mse: 0.0144 - mape: 147.0257 - mae: 0.053 - ETA: 7s - loss: 0.0142 - mse: 0.0142 - mape: 190.7980 - mae: 0.05 - ETA: 6s - loss: 0.0137 - mse: 0.0137 - mape: 228.7972 - mae: 0.05 - ETA: 5s - loss: 0.0136 - mse: 0.0136 - mape: 325.8788 - mae: 0.05 - ETA: 4s - loss: 0.0130 - mse: 0.0130 - mape: 399.2158 - mae: 0.05 - ETA: 3s - loss: 0.0124 - mse: 0.0124 - mape: 533.0928 - mae: 0.05 - ETA: 2s - loss: 0.0118 - mse: 0.0118 - mape: 667.5813 - mae: 0.05 - ETA: 2s - loss: 0.0112 - mse: 0.0112 - mape: 882.3503 - mae: 0.05 - ETA: 1s - loss: 0.0108 - mse: 0.0108 - mape: 1063.9518 - mae: 0.058 - ETA: 1s - loss: 0.0104 - mse: 0.0104 - mape: 1175.0505 - mae: 0.058 - ETA: 0s - loss: 0.0099 - mse: 0.0099 - mape: 1204.3750 - mae: 0.058 - ETA: 0s - loss: 0.0094 - mse: 0.0094 - mape: 5988.5713 - mae: 0.057 - ETA: 0s - loss: 0.0090 - mse: 0.0090 - mape: 5707.8335 - mae: 0.056 - 8s 858us/sample - loss: 0.0089 - mse: 0.0089 - mape: 5647.5249 - mae: 0.0556 - val_loss: 0.0700 - val_mse: 0.0700 - val_mape: 36.9661 - val_mae: 0.2372
+Epoch 2/10
+8820/8820 [==============================] - ETA: 3s - loss: 0.0014 - mse: 0.0014 - mape: 724.7101 - mae: 0.02 - ETA: 3s - loss: 0.0011 - mse: 0.0011 - mape: 629.9060 - mae: 0.02 - ETA: 3s - loss: 8.4477e-04 - mse: 8.4477e-04 - mape: 543.5352 - mae: 0.01 - ETA: 3s - loss: 7.0347e-04 - mse: 7.0347e-04 - mape: 489.8930 - mae: 0.01 - ETA: 2s - loss: 6.7733e-04 - mse: 6.7733e-04 - mape: 445.1715 - mae: 0.01 - ETA: 2s - loss: 7.5704e-04 - mse: 7.5704e-04 - mape: 426.9961 - mae: 0.01 - ETA: 2s - loss: 7.0690e-04 - mse: 7.0690e-04 - mape: 411.8556 - mae: 0.01 - ETA: 2s - loss: 6.7966e-04 - mse: 6.7966e-04 - mape: 389.6937 - mae: 0.01 - ETA: 1s - loss: 6.7824e-04 - mse: 6.7824e-04 - mape: 368.7455 - mae: 0.01 - ETA: 1s - loss: 6.8679e-04 - mse: 6.8679e-04 - mape: 347.5731 - mae: 0.01 - ETA: 1s - loss: 6.8713e-04 - mse: 6.8713e-04 - mape: 333.7550 - mae: 0.01 - ETA: 1s - loss: 6.7565e-04 - mse: 6.7565e-04 - mape: 321.2386 - mae: 0.01 - ETA: 0s - loss: 6.5933e-04 - mse: 6.5933e-04 - mape: 1109.0045 - mae: 0.015 - ETA: 0s - loss: 6.5195e-04 - mse: 6.5195e-04 - mape: 1042.6787 - mae: 0.015 - ETA: 0s - loss: 6.4518e-04 - mse: 6.4518e-04 - mape: 984.8544 - mae: 0.014 - ETA: 0s - loss: 6.3569e-04 - mse: 6.3569e-04 - mape: 931.6255 - mae: 0.01 - ETA: 0s - loss: 6.2947e-04 - mse: 6.2947e-04 - mape: 885.0408 - mae: 0.01 - 4s 444us/sample - loss: 6.2501e-04 - mse: 6.2501e-04 - mape: 875.1588 - mae: 0.0144 - val_loss: 0.0286 - val_mse: 0.0286 - val_mape: 18.8675 - val_mae: 0.1318
+Epoch 3/10
+8820/8820 [==============================] - ETA: 3s - loss: 3.9562e-04 - mse: 3.9562e-04 - mape: 147.5341 - mae: 0.01 - ETA: 3s - loss: 4.4245e-04 - mse: 4.4245e-04 - mape: 140.7438 - mae: 0.01 - ETA: 2s - loss: 4.6039e-04 - mse: 4.6039e-04 - mape: 140.5342 - mae: 0.01 - ETA: 2s - loss: 4.3437e-04 - mse: 4.3437e-04 - mape: 137.6111 - mae: 0.01 - ETA: 2s - loss: 4.1223e-04 - mse: 4.1223e-04 - mape: 1931.1840 - mae: 0.011 - ETA: 2s - loss: 3.8309e-04 - mse: 3.8309e-04 - mape: 1628.8320 - mae: 0.010 - ETA: 2s - loss: 3.7669e-04 - mse: 3.7669e-04 - mape: 1418.0837 - mae: 0.010 - ETA: 2s - loss: 3.7871e-04 - mse: 3.7871e-04 - mape: 1258.5353 - mae: 0.010 - ETA: 1s - loss: 3.6675e-04 - mse: 3.6675e-04 - mape: 1134.2778 - mae: 0.010 - ETA: 1s - loss: 3.5757e-04 - mse: 3.5757e-04 - mape: 1035.4960 - mae: 0.010 - ETA: 1s - loss: 3.4869e-04 - mse: 3.4869e-04 - mape: 954.7460 - mae: 0.010 - ETA: 1s - loss: 3.3678e-04 - mse: 3.3678e-04 - mape: 889.5286 - mae: 0.00 - ETA: 0s - loss: 3.2823e-04 - mse: 3.2823e-04 - mape: 834.7390 - mae: 0.00 - ETA: 0s - loss: 3.1934e-04 - mse: 3.1934e-04 - mape: 783.1411 - mae: 0.00 - ETA: 0s - loss: 3.1227e-04 - mse: 3.1227e-04 - mape: 741.1995 - mae: 0.00 - ETA: 0s - loss: 3.0805e-04 - mse: 3.0805e-04 - mape: 704.0590 - mae: 0.00 - ETA: 0s - loss: 3.0967e-04 - mse: 3.0967e-04 - mape: 670.5544 - mae: 0.00 - 4s 456us/sample - loss: 3.0993e-04 - mse: 3.0993e-04 - mape: 662.9819 - mae: 0.0092 - val_loss: 0.0360 - val_mse: 0.0360 - val_mape: 21.7330 - val_mae: 0.1508
+Epoch 4/10
+8820/8820 [==============================] - ETA: 3s - loss: 2.1883e-04 - mse: 2.1883e-04 - mape: 8711.7969 - mae: 0.007 - ETA: 3s - loss: 2.1851e-04 - mse: 2.1851e-04 - mape: 4419.5396 - mae: 0.007 - ETA: 3s - loss: 2.1834e-04 - mse: 2.1834e-04 - mape: 2982.9856 - mae: 0.007 - ETA: 2s - loss: 2.1931e-04 - mse: 2.1931e-04 - mape: 2257.0061 - mae: 0.007 - ETA: 2s - loss: 2.2088e-04 - mse: 2.2088e-04 - mape: 1826.2191 - mae: 0.007 - ETA: 2s - loss: 2.1026e-04 - mse: 2.1026e-04 - mape: 1536.8037 - mae: 0.006 - ETA: 2s - loss: 2.0283e-04 - mse: 2.0283e-04 - mape: 1330.2897 - mae: 0.006 - ETA: 1s - loss: 2.0861e-04 - mse: 2.0861e-04 - mape: 1171.2046 - mae: 0.006 - ETA: 1s - loss: 2.1026e-04 - mse: 2.1026e-04 - mape: 1046.5685 - mae: 0.006 - ETA: 1s - loss: 2.1264e-04 - mse: 2.1264e-04 - mape: 946.4664 - mae: 0.006 - ETA: 1s - loss: 2.1423e-04 - mse: 2.1423e-04 - mape: 864.2062 - mae: 0.00 - ETA: 1s - loss: 2.1150e-04 - mse: 2.1150e-04 - mape: 795.3685 - mae: 0.00 - ETA: 0s - loss: 2.0912e-04 - mse: 2.0912e-04 - mape: 736.8790 - mae: 0.00 - ETA: 0s - loss: 2.0846e-04 - mse: 2.0846e-04 - mape: 687.2714 - mae: 0.00 - ETA: 0s - loss: 2.0682e-04 - mse: 2.0682e-04 - mape: 643.9913 - mae: 0.00 - ETA: 0s - loss: 1.9950e-04 - mse: 1.9950e-04 - mape: 606.1344 - mae: 0.00 - ETA: 0s - loss: 2.0012e-04 - mse: 2.0012e-04 - mape: 572.5506 - mae: 0.00 - 4s 438us/sample - loss: 2.0028e-04 - mse: 2.0028e-04 - mape: 565.4691 - mae: 0.0062 - val_loss: 0.0255 - val_mse: 0.0255 - val_mape: 17.8567 - val_mae: 0.1246
+Epoch 5/10
+8820/8820 [==============================] - ETA: 3s - loss: 1.3696e-04 - mse: 1.3696e-04 - mape: 39.2283 - mae: 0.005 - ETA: 3s - loss: 1.6219e-04 - mse: 1.6219e-04 - mape: 43.6698 - mae: 0.005 - ETA: 3s - loss: 1.7204e-04 - mse: 1.7204e-04 - mape: 40.1944 - mae: 0.005 - ETA: 2s - loss: 1.7169e-04 - mse: 1.7169e-04 - mape: 39.4352 - mae: 0.005 - ETA: 2s - loss: 1.7275e-04 - mse: 1.7275e-04 - mape: 40.2886 - mae: 0.005 - ETA: 2s - loss: 1.6825e-04 - mse: 1.6825e-04 - mape: 41.6856 - mae: 0.005 - ETA: 2s - loss: 1.7221e-04 - mse: 1.7221e-04 - mape: 40.7958 - mae: 0.005 - ETA: 1s - loss: 1.6623e-04 - mse: 1.6623e-04 - mape: 111.9738 - mae: 0.00 - ETA: 1s - loss: 1.6878e-04 - mse: 1.6878e-04 - mape: 104.0187 - mae: 0.00 - ETA: 1s - loss: 1.6448e-04 - mse: 1.6448e-04 - mape: 97.5473 - mae: 0.0056 - ETA: 1s - loss: 1.6121e-04 - mse: 1.6121e-04 - mape: 92.5777 - mae: 0.005 - ETA: 1s - loss: 1.6156e-04 - mse: 1.6156e-04 - mape: 87.7290 - mae: 0.005 - ETA: 0s - loss: 1.6710e-04 - mse: 1.6710e-04 - mape: 83.8506 - mae: 0.005 - ETA: 0s - loss: 1.6687e-04 - mse: 1.6687e-04 - mape: 81.0297 - mae: 0.005 - ETA: 0s - loss: 1.6633e-04 - mse: 1.6633e-04 - mape: 78.1780 - mae: 0.005 - ETA: 0s - loss: 1.6609e-04 - mse: 1.6609e-04 - mape: 75.6326 - mae: 0.005 - ETA: 0s - loss: 1.6421e-04 - mse: 1.6421e-04 - mape: 74.1563 - mae: 0.005 - 4s 425us/sample - loss: 1.6390e-04 - mse: 1.6390e-04 - mape: 73.7195 - mae: 0.0056 - val_loss: 0.0193 - val_mse: 0.0193 - val_mape: 15.1728 - val_mae: 0.1064
+Epoch 6/10
+8820/8820 [==============================] - ETA: 3s - loss: 1.6415e-04 - mse: 1.6415e-04 - mape: 49.8235 - mae: 0.005 - ETA: 3s - loss: 1.5980e-04 - mse: 1.5980e-04 - mape: 46.2596 - mae: 0.005 - ETA: 2s - loss: 1.6388e-04 - mse: 1.6388e-04 - mape: 43.0312 - mae: 0.005 - ETA: 2s - loss: 1.5295e-04 - mse: 1.5295e-04 - mape: 43.5264 - mae: 0.005 - ETA: 2s - loss: 1.6384e-04 - mse: 1.6384e-04 - mape: 42.5498 - mae: 0.005 - ETA: 2s - loss: 1.6634e-04 - mse: 1.6634e-04 - mape: 43.1863 - mae: 0.005 - ETA: 2s - loss: 1.5780e-04 - mse: 1.5780e-04 - mape: 43.5498 - mae: 0.005 - ETA: 1s - loss: 1.5396e-04 - mse: 1.5396e-04 - mape: 42.4247 - mae: 0.005 - ETA: 1s - loss: 1.5303e-04 - mse: 1.5303e-04 - mape: 41.9333 - mae: 0.005 - ETA: 1s - loss: 1.5438e-04 - mse: 1.5438e-04 - mape: 42.1498 - mae: 0.005 - ETA: 1s - loss: 1.5307e-04 - mse: 1.5307e-04 - mape: 41.9528 - mae: 0.005 - ETA: 1s - loss: 1.5235e-04 - mse: 1.5235e-04 - mape: 41.8008 - mae: 0.005 - ETA: 0s - loss: 1.5389e-04 - mse: 1.5389e-04 - mape: 41.2052 - mae: 0.005 - ETA: 0s - loss: 1.5199e-04 - mse: 1.5199e-04 - mape: 123.7269 - mae: 0.00 - ETA: 0s - loss: 1.5204e-04 - mse: 1.5204e-04 - mape: 117.9057 - mae: 0.00 - ETA: 0s - loss: 1.4923e-04 - mse: 1.4923e-04 - mape: 113.2517 - mae: 0.00 - ETA: 0s - loss: 1.4809e-04 - mse: 1.4809e-04 - mape: 109.2938 - mae: 0.00 - 4s 409us/sample - loss: 1.4727e-04 - mse: 1.4727e-04 - mape: 108.3293 - mae: 0.0053 - val_loss: 0.0180 - val_mse: 0.0180 - val_mape: 15.0066 - val_mae: 0.1043
+Epoch 7/10
+8820/8820 [==============================] - ETA: 3s - loss: 1.0149e-04 - mse: 1.0149e-04 - mape: 43.7901 - mae: 0.004 - ETA: 2s - loss: 1.4131e-04 - mse: 1.4131e-04 - mape: 41.5671 - mae: 0.005 - ETA: 2s - loss: 1.3993e-04 - mse: 1.3993e-04 - mape: 41.0002 - mae: 0.005 - ETA: 2s - loss: 1.4957e-04 - mse: 1.4957e-04 - mape: 42.0318 - mae: 0.005 - ETA: 2s - loss: 1.5205e-04 - mse: 1.5205e-04 - mape: 40.2432 - mae: 0.005 - ETA: 2s - loss: 1.4986e-04 - mse: 1.4986e-04 - mape: 40.1101 - mae: 0.005 - ETA: 1s - loss: 1.5068e-04 - mse: 1.5068e-04 - mape: 39.4331 - mae: 0.005 - ETA: 1s - loss: 1.4277e-04 - mse: 1.4277e-04 - mape: 39.6202 - mae: 0.005 - ETA: 1s - loss: 1.4749e-04 - mse: 1.4749e-04 - mape: 39.3100 - mae: 0.005 - ETA: 1s - loss: 1.4695e-04 - mse: 1.4695e-04 - mape: 39.8174 - mae: 0.005 - ETA: 1s - loss: 1.4582e-04 - mse: 1.4582e-04 - mape: 196.6755 - mae: 0.00 - ETA: 1s - loss: 1.4500e-04 - mse: 1.4500e-04 - mape: 183.2006 - mae: 0.00 - ETA: 0s - loss: 1.4380e-04 - mse: 1.4380e-04 - mape: 172.1504 - mae: 0.00 - ETA: 0s - loss: 1.4219e-04 - mse: 1.4219e-04 - mape: 162.7147 - mae: 0.00 - ETA: 0s - loss: 1.3930e-04 - mse: 1.3930e-04 - mape: 154.2008 - mae: 0.00 - ETA: 0s - loss: 1.3860e-04 - mse: 1.3860e-04 - mape: 146.6499 - mae: 0.00 - ETA: 0s - loss: 1.3616e-04 - mse: 1.3616e-04 - mape: 140.7144 - mae: 0.00 - 4s 400us/sample - loss: 1.3620e-04 - mse: 1.3620e-04 - mape: 139.2201 - mae: 0.0050 - val_loss: 0.0142 - val_mse: 0.0142 - val_mape: 12.5862 - val_mae: 0.0886
+Epoch 8/10
+8820/8820 [==============================] - ETA: 3s - loss: 1.2638e-04 - mse: 1.2638e-04 - mape: 40.2800 - mae: 0.004 - ETA: 2s - loss: 1.2204e-04 - mse: 1.2204e-04 - mape: 36.1447 - mae: 0.004 - ETA: 2s - loss: 1.2860e-04 - mse: 1.2860e-04 - mape: 36.2007 - mae: 0.004 - ETA: 2s - loss: 1.2361e-04 - mse: 1.2361e-04 - mape: 34.5847 - mae: 0.004 - ETA: 2s - loss: 1.2184e-04 - mse: 1.2184e-04 - mape: 34.2662 - mae: 0.004 - ETA: 2s - loss: 1.2719e-04 - mse: 1.2719e-04 - mape: 33.8294 - mae: 0.004 - ETA: 2s - loss: 1.2140e-04 - mse: 1.2140e-04 - mape: 33.3666 - mae: 0.004 - ETA: 1s - loss: 1.2067e-04 - mse: 1.2067e-04 - mape: 32.9507 - mae: 0.004 - ETA: 1s - loss: 1.2134e-04 - mse: 1.2134e-04 - mape: 33.1610 - mae: 0.004 - ETA: 1s - loss: 1.1823e-04 - mse: 1.1823e-04 - mape: 179.3502 - mae: 0.00 - ETA: 1s - loss: 1.1739e-04 - mse: 1.1739e-04 - mape: 165.8267 - mae: 0.00 - ETA: 1s - loss: 1.1638e-04 - mse: 1.1638e-04 - mape: 155.3793 - mae: 0.00 - ETA: 0s - loss: 1.1523e-04 - mse: 1.1523e-04 - mape: 145.5262 - mae: 0.00 - ETA: 0s - loss: 1.1685e-04 - mse: 1.1685e-04 - mape: 137.5057 - mae: 0.00 - ETA: 0s - loss: 1.1668e-04 - mse: 1.1668e-04 - mape: 130.6748 - mae: 0.00 - ETA: 0s - loss: 1.1634e-04 - mse: 1.1634e-04 - mape: 124.7668 - mae: 0.00 - ETA: 0s - loss: 1.1742e-04 - mse: 1.1742e-04 - mape: 119.2440 - mae: 0.00 - 4s 409us/sample - loss: 1.1796e-04 - mse: 1.1796e-04 - mape: 118.0525 - mae: 0.0046 - val_loss: 0.0147 - val_mse: 0.0147 - val_mape: 13.2448 - val_mae: 0.0925
+Epoch 9/10
+8820/8820 [==============================] - ETA: 3s - loss: 9.8404e-05 - mse: 9.8404e-05 - mape: 28.4704 - mae: 0.004 - ETA: 3s - loss: 1.1072e-04 - mse: 1.1072e-04 - mape: 31.9108 - mae: 0.004 - ETA: 2s - loss: 1.1832e-04 - mse: 1.1832e-04 - mape: 842.9494 - mae: 0.00 - ETA: 2s - loss: 1.1333e-04 - mse: 1.1333e-04 - mape: 640.6666 - mae: 0.00 - ETA: 2s - loss: 1.2111e-04 - mse: 1.2111e-04 - mape: 519.2800 - mae: 0.00 - ETA: 2s - loss: 1.2072e-04 - mse: 1.2072e-04 - mape: 439.1028 - mae: 0.00 - ETA: 2s - loss: 1.1827e-04 - mse: 1.1827e-04 - mape: 381.1797 - mae: 0.00 - ETA: 1s - loss: 1.1423e-04 - mse: 1.1423e-04 - mape: 338.1508 - mae: 0.00 - ETA: 1s - loss: 1.1182e-04 - mse: 1.1182e-04 - mape: 304.7329 - mae: 0.00 - ETA: 1s - loss: 1.1647e-04 - mse: 1.1647e-04 - mape: 277.7090 - mae: 0.00 - ETA: 1s - loss: 1.1646e-04 - mse: 1.1646e-04 - mape: 255.4972 - mae: 0.00 - ETA: 1s - loss: 1.1425e-04 - mse: 1.1425e-04 - mape: 236.7659 - mae: 0.00 - ETA: 0s - loss: 1.1581e-04 - mse: 1.1581e-04 - mape: 220.8490 - mae: 0.00 - ETA: 0s - loss: 1.1593e-04 - mse: 1.1593e-04 - mape: 207.2358 - mae: 0.00 - ETA: 0s - loss: 1.1772e-04 - mse: 1.1772e-04 - mape: 196.2370 - mae: 0.00 - ETA: 0s - loss: 1.1872e-04 - mse: 1.1872e-04 - mape: 186.0334 - mae: 0.00 - ETA: 0s - loss: 1.1882e-04 - mse: 1.1882e-04 - mape: 177.1715 - mae: 0.00 - 4s 411us/sample - loss: 1.1857e-04 - mse: 1.1857e-04 - mape: 175.2194 - mae: 0.0046 - val_loss: 0.0101 - val_mse: 0.0101 - val_mape: 10.2244 - val_mae: 0.0720
+Epoch 10/10
+8820/8820 [==============================] - ETA: 3s - loss: 9.6999e-05 - mse: 9.6999e-05 - mape: 1627.7192 - mae: 0.004 - ETA: 3s - loss: 9.0578e-05 - mse: 9.0578e-05 - mape: 829.4634 - mae: 0.004 - ETA: 2s - loss: 1.0260e-04 - mse: 1.0260e-04 - mape: 563.3279 - mae: 0.00 - ETA: 2s - loss: 1.2035e-04 - mse: 1.2035e-04 - mape: 430.9912 - mae: 0.00 - ETA: 2s - loss: 1.1606e-04 - mse: 1.1606e-04 - mape: 350.7946 - mae: 0.00 - ETA: 2s - loss: 1.1432e-04 - mse: 1.1432e-04 - mape: 298.8225 - mae: 0.00 - ETA: 2s - loss: 1.1510e-04 - mse: 1.1510e-04 - mape: 261.7443 - mae: 0.00 - ETA: 1s - loss: 1.1997e-04 - mse: 1.1997e-04 - mape: 233.8817 - mae: 0.00 - ETA: 1s - loss: 1.1776e-04 - mse: 1.1776e-04 - mape: 212.1068 - mae: 0.00 - ETA: 1s - loss: 1.1420e-04 - mse: 1.1420e-04 - mape: 195.2550 - mae: 0.00 - ETA: 1s - loss: 1.1238e-04 - mse: 1.1238e-04 - mape: 180.9734 - mae: 0.00 - ETA: 1s - loss: 1.1510e-04 - mse: 1.1510e-04 - mape: 168.8600 - mae: 0.00 - ETA: 0s - loss: 1.1497e-04 - mse: 1.1497e-04 - mape: 159.5976 - mae: 0.00 - ETA: 0s - loss: 1.1250e-04 - mse: 1.1250e-04 - mape: 150.5239 - mae: 0.00 - ETA: 0s - loss: 1.1329e-04 - mse: 1.1329e-04 - mape: 143.1893 - mae: 0.00 - ETA: 0s - loss: 1.1200e-04 - mse: 1.1200e-04 - mape: 136.2595 - mae: 0.00 - ETA: 0s - loss: 1.1035e-04 - mse: 1.1035e-04 - mape: 130.1723 - mae: 0.00 - 4s 413us/sample - loss: 1.0984e-04 - mse: 1.0984e-04 - mape: 128.7854 - mae: 0.0044 - val_loss: 0.0096 - val_mse: 0.0096 - val_mape: 10.0704 - val_mae: 0.0710
+Validation Loss (MSE) from Last Epoch: 0.009555579744735542; Learning Rate:0.001; Number of Units in each LSTM Layer: 96
+Compilation Time :  0.04326581954956055
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 47s - loss: 0.0182 - mse: 0.0182 - mape: 99.7990 - mae: 0.06 - ETA: 24s - loss: 0.0165 - mse: 0.0165 - mape: 93.1334 - mae: 0.05 - ETA: 16s - loss: 0.0158 - mse: 0.0158 - mape: 105.5306 - mae: 0.057 - ETA: 12s - loss: 0.0163 - mse: 0.0163 - mape: 128.3750 - mae: 0.059 - ETA: 9s - loss: 0.0154 - mse: 0.0154 - mape: 173.5349 - mae: 0.057 - ETA: 8s - loss: 0.0150 - mse: 0.0150 - mape: 227.9289 - mae: 0.05 - ETA: 6s - loss: 0.0143 - mse: 0.0143 - mape: 295.1396 - mae: 0.05 - ETA: 5s - loss: 0.0136 - mse: 0.0136 - mape: 399.6525 - mae: 0.05 - ETA: 4s - loss: 0.0127 - mse: 0.0127 - mape: 517.0930 - mae: 0.05 - ETA: 3s - loss: 0.0119 - mse: 0.0119 - mape: 694.3102 - mae: 0.05 - ETA: 3s - loss: 0.0113 - mse: 0.0113 - mape: 906.5333 - mae: 0.05 - ETA: 2s - loss: 0.0108 - mse: 0.0108 - mape: 1060.3613 - mae: 0.058 - ETA: 2s - loss: 0.0102 - mse: 0.0102 - mape: 9400.5107 - mae: 0.058 - ETA: 1s - loss: 0.0096 - mse: 0.0096 - mape: 8844.6865 - mae: 0.056 - ETA: 1s - loss: 0.0090 - mse: 0.0090 - mape: 8340.2363 - mae: 0.054 - ETA: 0s - loss: 0.0085 - mse: 0.0085 - mape: 7875.4990 - mae: 0.052 - ETA: 0s - loss: 0.0080 - mse: 0.0080 - mape: 7441.5962 - mae: 0.050 - 8s 958us/sample - loss: 0.0079 - mse: 0.0079 - mape: 7349.0986 - mae: 0.0503 - val_loss: 0.0173 - val_mse: 0.0173 - val_mape: 15.5725 - val_mae: 0.1020
+Epoch 2/10
+8820/8820 [==============================] - ETA: 4s - loss: 4.3327e-04 - mse: 4.3327e-04 - mape: 290.5449 - mae: 0.01 - ETA: 4s - loss: 8.0711e-04 - mse: 8.0711e-04 - mape: 278.1679 - mae: 0.01 - ETA: 3s - loss: 7.4106e-04 - mse: 7.4106e-04 - mape: 255.3876 - mae: 0.01 - ETA: 3s - loss: 6.7269e-04 - mse: 6.7269e-04 - mape: 230.2699 - mae: 0.01 - ETA: 3s - loss: 6.9086e-04 - mse: 6.9086e-04 - mape: 234.6317 - mae: 0.01 - ETA: 3s - loss: 7.0804e-04 - mse: 7.0804e-04 - mape: 221.3717 - mae: 0.01 - ETA: 2s - loss: 7.2487e-04 - mse: 7.2487e-04 - mape: 216.1389 - mae: 0.01 - ETA: 2s - loss: 7.3099e-04 - mse: 7.3099e-04 - mape: 1514.0842 - mae: 0.015 - ETA: 2s - loss: 7.0474e-04 - mse: 7.0474e-04 - mape: 1365.6294 - mae: 0.014 - ETA: 2s - loss: 7.1507e-04 - mse: 7.1507e-04 - mape: 1241.3690 - mae: 0.014 - ETA: 1s - loss: 7.3517e-04 - mse: 7.3517e-04 - mape: 1140.0734 - mae: 0.014 - ETA: 1s - loss: 7.0901e-04 - mse: 7.0901e-04 - mape: 1056.1047 - mae: 0.014 - ETA: 1s - loss: 6.9345e-04 - mse: 6.9345e-04 - mape: 988.3809 - mae: 0.014 - ETA: 0s - loss: 6.7416e-04 - mse: 6.7416e-04 - mape: 930.5179 - mae: 0.01 - ETA: 0s - loss: 6.7635e-04 - mse: 6.7635e-04 - mape: 880.0573 - mae: 0.01 - ETA: 0s - loss: 6.5754e-04 - mse: 6.5754e-04 - mape: 838.2338 - mae: 0.01 - ETA: 0s - loss: 6.3934e-04 - mse: 6.3934e-04 - mape: 800.5588 - mae: 0.01 - 5s 580us/sample - loss: 6.3528e-04 - mse: 6.3528e-04 - mape: 792.4598 - mae: 0.0139 - val_loss: 0.0264 - val_mse: 0.0264 - val_mape: 18.7189 - val_mae: 0.1278
+Epoch 3/10
+8820/8820 [==============================] - ETA: 4s - loss: 3.3808e-04 - mse: 3.3808e-04 - mape: 214.5210 - mae: 0.01 - ETA: 4s - loss: 4.0419e-04 - mse: 4.0419e-04 - mape: 229.6359 - mae: 0.01 - ETA: 4s - loss: 3.6232e-04 - mse: 3.6232e-04 - mape: 239.6407 - mae: 0.01 - ETA: 3s - loss: 3.2223e-04 - mse: 3.2223e-04 - mape: 234.1708 - mae: 0.01 - ETA: 3s - loss: 3.1635e-04 - mse: 3.1635e-04 - mape: 232.5573 - mae: 0.01 - ETA: 3s - loss: 3.1628e-04 - mse: 3.1628e-04 - mape: 243.9752 - mae: 0.01 - ETA: 2s - loss: 3.0718e-04 - mse: 3.0718e-04 - mape: 242.7666 - mae: 0.00 - ETA: 2s - loss: 2.9496e-04 - mse: 2.9496e-04 - mape: 241.4007 - mae: 0.00 - ETA: 2s - loss: 2.9003e-04 - mse: 2.9003e-04 - mape: 235.1103 - mae: 0.00 - ETA: 1s - loss: 2.8684e-04 - mse: 2.8684e-04 - mape: 234.9947 - mae: 0.00 - ETA: 1s - loss: 2.7976e-04 - mse: 2.7976e-04 - mape: 1533.8237 - mae: 0.009 - ETA: 1s - loss: 2.7806e-04 - mse: 2.7806e-04 - mape: 1422.6383 - mae: 0.009 - ETA: 1s - loss: 2.7615e-04 - mse: 2.7615e-04 - mape: 1328.3267 - mae: 0.009 - ETA: 0s - loss: 2.7184e-04 - mse: 2.7184e-04 - mape: 1248.7552 - mae: 0.009 - ETA: 0s - loss: 2.7439e-04 - mse: 2.7439e-04 - mape: 1180.4622 - mae: 0.009 - ETA: 0s - loss: 2.6977e-04 - mse: 2.6977e-04 - mape: 1120.8979 - mae: 0.009 - ETA: 0s - loss: 2.6480e-04 - mse: 2.6480e-04 - mape: 1065.2493 - mae: 0.009 - 5s 549us/sample - loss: 2.6233e-04 - mse: 2.6233e-04 - mape: 1053.2412 - mae: 0.0091 - val_loss: 0.0351 - val_mse: 0.0351 - val_mape: 21.8932 - val_mae: 0.1510
+Epoch 4/10
+8820/8820 [==============================] - ETA: 4s - loss: 1.2965e-04 - mse: 1.2965e-04 - mape: 115.7981 - mae: 0.00 - ETA: 4s - loss: 1.4587e-04 - mse: 1.4587e-04 - mape: 119.7040 - mae: 0.00 - ETA: 3s - loss: 1.4898e-04 - mse: 1.4898e-04 - mape: 117.3332 - mae: 0.00 - ETA: 3s - loss: 1.6614e-04 - mse: 1.6614e-04 - mape: 106.8333 - mae: 0.00 - ETA: 3s - loss: 1.7416e-04 - mse: 1.7416e-04 - mape: 96.8529 - mae: 0.0063 - ETA: 3s - loss: 1.7770e-04 - mse: 1.7770e-04 - mape: 88.5263 - mae: 0.006 - ETA: 2s - loss: 1.7690e-04 - mse: 1.7690e-04 - mape: 81.7097 - mae: 0.006 - ETA: 2s - loss: 1.7214e-04 - mse: 1.7214e-04 - mape: 76.3623 - mae: 0.006 - ETA: 2s - loss: 1.6808e-04 - mse: 1.6808e-04 - mape: 71.7104 - mae: 0.006 - ETA: 1s - loss: 1.6416e-04 - mse: 1.6416e-04 - mape: 68.6145 - mae: 0.006 - ETA: 1s - loss: 1.6412e-04 - mse: 1.6412e-04 - mape: 65.7714 - mae: 0.005 - ETA: 1s - loss: 1.5927e-04 - mse: 1.5927e-04 - mape: 63.0985 - mae: 0.005 - ETA: 1s - loss: 1.5611e-04 - mse: 1.5611e-04 - mape: 60.0645 - mae: 0.005 - ETA: 0s - loss: 1.5478e-04 - mse: 1.5478e-04 - mape: 184.5982 - mae: 0.00 - ETA: 0s - loss: 1.5576e-04 - mse: 1.5576e-04 - mape: 174.3372 - mae: 0.00 - ETA: 0s - loss: 1.5532e-04 - mse: 1.5532e-04 - mape: 165.9335 - mae: 0.00 - ETA: 0s - loss: 1.5599e-04 - mse: 1.5599e-04 - mape: 159.1976 - mae: 0.00 - 5s 560us/sample - loss: 1.5513e-04 - mse: 1.5513e-04 - mape: 158.3640 - mae: 0.0056 - val_loss: 0.0206 - val_mse: 0.0206 - val_mape: 15.9538 - val_mae: 0.1113
+Epoch 5/10
+8820/8820 [==============================] - ETA: 4s - loss: 1.3351e-04 - mse: 1.3351e-04 - mape: 74.0225 - mae: 0.005 - ETA: 4s - loss: 1.1318e-04 - mse: 1.1318e-04 - mape: 78.2090 - mae: 0.005 - ETA: 3s - loss: 1.2802e-04 - mse: 1.2802e-04 - mape: 74.8948 - mae: 0.005 - ETA: 3s - loss: 1.2011e-04 - mse: 1.2011e-04 - mape: 74.1630 - mae: 0.005 - ETA: 3s - loss: 1.2085e-04 - mse: 1.2085e-04 - mape: 72.5632 - mae: 0.005 - ETA: 3s - loss: 1.2195e-04 - mse: 1.2195e-04 - mape: 68.0527 - mae: 0.005 - ETA: 2s - loss: 1.1914e-04 - mse: 1.1914e-04 - mape: 64.3227 - mae: 0.005 - ETA: 2s - loss: 1.1815e-04 - mse: 1.1815e-04 - mape: 60.5458 - mae: 0.005 - ETA: 2s - loss: 1.1695e-04 - mse: 1.1695e-04 - mape: 57.2490 - mae: 0.005 - ETA: 1s - loss: 1.1774e-04 - mse: 1.1774e-04 - mape: 55.5105 - mae: 0.005 - ETA: 1s - loss: 1.2046e-04 - mse: 1.2046e-04 - mape: 54.2937 - mae: 0.005 - ETA: 1s - loss: 1.1971e-04 - mse: 1.1971e-04 - mape: 53.8996 - mae: 0.005 - ETA: 1s - loss: 1.2471e-04 - mse: 1.2471e-04 - mape: 352.5136 - mae: 0.00 - ETA: 0s - loss: 1.2597e-04 - mse: 1.2597e-04 - mape: 330.4045 - mae: 0.00 - ETA: 0s - loss: 1.2652e-04 - mse: 1.2652e-04 - mape: 311.8608 - mae: 0.00 - ETA: 0s - loss: 1.2353e-04 - mse: 1.2353e-04 - mape: 296.1253 - mae: 0.00 - ETA: 0s - loss: 1.2990e-04 - mse: 1.2990e-04 - mape: 281.2287 - mae: 0.00 - 5s 558us/sample - loss: 1.2903e-04 - mse: 1.2903e-04 - mape: 277.8710 - mae: 0.0051 - val_loss: 0.0188 - val_mse: 0.0188 - val_mape: 15.6747 - val_mae: 0.1082
+Epoch 6/10
+8820/8820 [==============================] - ETA: 4s - loss: 1.3448e-04 - mse: 1.3448e-04 - mape: 35.2265 - mae: 0.004 - ETA: 4s - loss: 1.5010e-04 - mse: 1.5010e-04 - mape: 35.9172 - mae: 0.004 - ETA: 3s - loss: 1.5527e-04 - mse: 1.5527e-04 - mape: 35.0437 - mae: 0.005 - ETA: 3s - loss: 1.3927e-04 - mse: 1.3927e-04 - mape: 35.2246 - mae: 0.004 - ETA: 3s - loss: 1.2913e-04 - mse: 1.2913e-04 - mape: 34.6787 - mae: 0.004 - ETA: 3s - loss: 1.3108e-04 - mse: 1.3108e-04 - mape: 34.1249 - mae: 0.004 - ETA: 2s - loss: 1.3654e-04 - mse: 1.3654e-04 - mape: 34.8485 - mae: 0.004 - ETA: 2s - loss: 1.3437e-04 - mse: 1.3437e-04 - mape: 34.8679 - mae: 0.004 - ETA: 2s - loss: 1.4300e-04 - mse: 1.4300e-04 - mape: 35.2711 - mae: 0.005 - ETA: 1s - loss: 1.4617e-04 - mse: 1.4617e-04 - mape: 35.7682 - mae: 0.005 - ETA: 1s - loss: 1.4653e-04 - mse: 1.4653e-04 - mape: 36.8122 - mae: 0.005 - ETA: 1s - loss: 1.4350e-04 - mse: 1.4350e-04 - mape: 37.0205 - mae: 0.005 - ETA: 1s - loss: 1.4815e-04 - mse: 1.4815e-04 - mape: 37.9644 - mae: 0.005 - ETA: 0s - loss: 1.4665e-04 - mse: 1.4665e-04 - mape: 302.0899 - mae: 0.00 - ETA: 0s - loss: 1.4546e-04 - mse: 1.4546e-04 - mape: 284.0190 - mae: 0.00 - ETA: 0s - loss: 1.4648e-04 - mse: 1.4648e-04 - mape: 268.6489 - mae: 0.00 - ETA: 0s - loss: 1.4408e-04 - mse: 1.4408e-04 - mape: 254.5666 - mae: 0.00 - 5s 561us/sample - loss: 1.4305e-04 - mse: 1.4305e-04 - mape: 251.5853 - mae: 0.0051 - val_loss: 0.0135 - val_mse: 0.0135 - val_mape: 12.3017 - val_mae: 0.0864
+Epoch 7/10
+8820/8820 [==============================] - ETA: 4s - loss: 1.4651e-04 - mse: 1.4651e-04 - mape: 31.5423 - mae: 0.005 - ETA: 4s - loss: 1.2590e-04 - mse: 1.2590e-04 - mape: 30.9181 - mae: 0.004 - ETA: 3s - loss: 1.2057e-04 - mse: 1.2057e-04 - mape: 31.9503 - mae: 0.004 - ETA: 3s - loss: 1.1794e-04 - mse: 1.1794e-04 - mape: 32.0572 - mae: 0.004 - ETA: 3s - loss: 1.1375e-04 - mse: 1.1375e-04 - mape: 31.8724 - mae: 0.004 - ETA: 3s - loss: 1.1821e-04 - mse: 1.1821e-04 - mape: 32.0382 - mae: 0.004 - ETA: 2s - loss: 1.1368e-04 - mse: 1.1368e-04 - mape: 33.9001 - mae: 0.004 - ETA: 2s - loss: 1.1244e-04 - mse: 1.1244e-04 - mape: 33.2358 - mae: 0.004 - ETA: 2s - loss: 1.1722e-04 - mse: 1.1722e-04 - mape: 33.2958 - mae: 0.004 - ETA: 1s - loss: 1.1443e-04 - mse: 1.1443e-04 - mape: 32.7617 - mae: 0.004 - ETA: 1s - loss: 1.1458e-04 - mse: 1.1458e-04 - mape: 31.9390 - mae: 0.004 - ETA: 1s - loss: 1.1568e-04 - mse: 1.1568e-04 - mape: 32.2446 - mae: 0.004 - ETA: 1s - loss: 1.1761e-04 - mse: 1.1761e-04 - mape: 32.0528 - mae: 0.004 - ETA: 0s - loss: 1.1718e-04 - mse: 1.1718e-04 - mape: 179.5528 - mae: 0.00 - ETA: 0s - loss: 1.1427e-04 - mse: 1.1427e-04 - mape: 169.4970 - mae: 0.00 - ETA: 0s - loss: 1.1404e-04 - mse: 1.1404e-04 - mape: 160.7280 - mae: 0.00 - ETA: 0s - loss: 1.1448e-04 - mse: 1.1448e-04 - mape: 153.2223 - mae: 0.00 - 5s 561us/sample - loss: 1.1503e-04 - mse: 1.1503e-04 - mape: 152.1127 - mae: 0.0045 - val_loss: 0.0120 - val_mse: 0.0120 - val_mape: 11.4472 - val_mae: 0.0805
+Epoch 8/10
+8820/8820 [==============================] - ETA: 4s - loss: 1.2116e-04 - mse: 1.2116e-04 - mape: 531.1319 - mae: 0.00 - ETA: 4s - loss: 1.1512e-04 - mse: 1.1512e-04 - mape: 278.8917 - mae: 0.00 - ETA: 3s - loss: 1.0830e-04 - mse: 1.0830e-04 - mape: 196.5844 - mae: 0.00 - ETA: 3s - loss: 1.1915e-04 - mse: 1.1915e-04 - mape: 156.0211 - mae: 0.00 - ETA: 3s - loss: 1.1419e-04 - mse: 1.1419e-04 - mape: 130.6151 - mae: 0.00 - ETA: 3s - loss: 1.2002e-04 - mse: 1.2002e-04 - mape: 113.9524 - mae: 0.00 - ETA: 2s - loss: 1.2042e-04 - mse: 1.2042e-04 - mape: 101.9706 - mae: 0.00 - ETA: 2s - loss: 1.2091e-04 - mse: 1.2091e-04 - mape: 93.1714 - mae: 0.0045 - ETA: 2s - loss: 1.1754e-04 - mse: 1.1754e-04 - mape: 86.3806 - mae: 0.004 - ETA: 1s - loss: 1.2216e-04 - mse: 1.2216e-04 - mape: 81.1207 - mae: 0.004 - ETA: 1s - loss: 1.2078e-04 - mse: 1.2078e-04 - mape: 76.3118 - mae: 0.004 - ETA: 1s - loss: 1.1763e-04 - mse: 1.1763e-04 - mape: 72.6974 - mae: 0.004 - ETA: 1s - loss: 1.2101e-04 - mse: 1.2101e-04 - mape: 69.5990 - mae: 0.004 - ETA: 0s - loss: 1.2533e-04 - mse: 1.2533e-04 - mape: 66.4653 - mae: 0.004 - ETA: 0s - loss: 1.2507e-04 - mse: 1.2507e-04 - mape: 64.9230 - mae: 0.004 - ETA: 0s - loss: 1.2285e-04 - mse: 1.2285e-04 - mape: 62.9951 - mae: 0.004 - ETA: 0s - loss: 1.2601e-04 - mse: 1.2601e-04 - mape: 60.9564 - mae: 0.004 - 5s 561us/sample - loss: 1.2495e-04 - mse: 1.2495e-04 - mape: 60.4306 - mae: 0.0047 - val_loss: 0.0120 - val_mse: 0.0120 - val_mape: 11.5760 - val_mae: 0.0813
+Epoch 9/10
+8820/8820 [==============================] - ETA: 4s - loss: 1.0195e-04 - mse: 1.0195e-04 - mape: 29.9314 - mae: 0.004 - ETA: 4s - loss: 1.0858e-04 - mse: 1.0858e-04 - mape: 37.5184 - mae: 0.004 - ETA: 3s - loss: 1.0907e-04 - mse: 1.0907e-04 - mape: 34.8391 - mae: 0.004 - ETA: 3s - loss: 1.0039e-04 - mse: 1.0039e-04 - mape: 33.6166 - mae: 0.004 - ETA: 3s - loss: 1.0563e-04 - mse: 1.0563e-04 - mape: 33.7932 - mae: 0.004 - ETA: 3s - loss: 1.0330e-04 - mse: 1.0330e-04 - mape: 33.4681 - mae: 0.004 - ETA: 2s - loss: 1.0408e-04 - mse: 1.0408e-04 - mape: 34.8217 - mae: 0.004 - ETA: 2s - loss: 1.0421e-04 - mse: 1.0421e-04 - mape: 34.4258 - mae: 0.004 - ETA: 2s - loss: 1.0274e-04 - mse: 1.0274e-04 - mape: 34.0380 - mae: 0.004 - ETA: 1s - loss: 1.0615e-04 - mse: 1.0615e-04 - mape: 33.6681 - mae: 0.004 - ETA: 1s - loss: 1.1154e-04 - mse: 1.1154e-04 - mape: 34.2109 - mae: 0.004 - ETA: 1s - loss: 1.0805e-04 - mse: 1.0805e-04 - mape: 33.9764 - mae: 0.004 - ETA: 1s - loss: 1.0630e-04 - mse: 1.0630e-04 - mape: 33.6924 - mae: 0.004 - ETA: 0s - loss: 1.0823e-04 - mse: 1.0823e-04 - mape: 33.1879 - mae: 0.004 - ETA: 0s - loss: 1.0952e-04 - mse: 1.0952e-04 - mape: 32.8983 - mae: 0.004 - ETA: 0s - loss: 1.0962e-04 - mse: 1.0962e-04 - mape: 33.2179 - mae: 0.004 - ETA: 0s - loss: 1.1085e-04 - mse: 1.1085e-04 - mape: 33.3891 - mae: 0.004 - 5s 562us/sample - loss: 1.1105e-04 - mse: 1.1105e-04 - mape: 33.4323 - mae: 0.0044 - val_loss: 0.0113 - val_mse: 0.0113 - val_mape: 11.3001 - val_mae: 0.0792
+Epoch 10/10
+8820/8820 [==============================] - ETA: 4s - loss: 1.0856e-04 - mse: 1.0856e-04 - mape: 28.9814 - mae: 0.004 - ETA: 4s - loss: 8.8092e-05 - mse: 8.8092e-05 - mape: 2061.8542 - mae: 0.004 - ETA: 3s - loss: 1.0723e-04 - mse: 1.0723e-04 - mape: 1388.2081 - mae: 0.004 - ETA: 3s - loss: 1.0095e-04 - mse: 1.0095e-04 - mape: 1051.5254 - mae: 0.004 - ETA: 3s - loss: 1.0475e-04 - mse: 1.0475e-04 - mape: 849.3192 - mae: 0.004 - ETA: 3s - loss: 1.0141e-04 - mse: 1.0141e-04 - mape: 714.9268 - mae: 0.00 - ETA: 2s - loss: 1.0916e-04 - mse: 1.0916e-04 - mape: 619.9537 - mae: 0.00 - ETA: 2s - loss: 1.0799e-04 - mse: 1.0799e-04 - mape: 549.6125 - mae: 0.00 - ETA: 2s - loss: 1.0703e-04 - mse: 1.0703e-04 - mape: 492.5963 - mae: 0.00 - ETA: 1s - loss: 1.1048e-04 - mse: 1.1048e-04 - mape: 446.9925 - mae: 0.00 - ETA: 1s - loss: 1.0946e-04 - mse: 1.0946e-04 - mape: 410.3417 - mae: 0.00 - ETA: 1s - loss: 1.0716e-04 - mse: 1.0716e-04 - mape: 379.1654 - mae: 0.00 - ETA: 1s - loss: 1.0810e-04 - mse: 1.0810e-04 - mape: 352.7454 - mae: 0.00 - ETA: 0s - loss: 1.0900e-04 - mse: 1.0900e-04 - mape: 329.8462 - mae: 0.00 - ETA: 0s - loss: 1.0960e-04 - mse: 1.0960e-04 - mape: 310.0201 - mae: 0.00 - ETA: 0s - loss: 1.0920e-04 - mse: 1.0920e-04 - mape: 292.8120 - mae: 0.00 - ETA: 0s - loss: 1.0671e-04 - mse: 1.0671e-04 - mape: 277.4500 - mae: 0.00 - 5s 563us/sample - loss: 1.0658e-04 - mse: 1.0658e-04 - mape: 274.2695 - mae: 0.0043 - val_loss: 0.0095 - val_mse: 0.0095 - val_mape: 9.9977 - val_mae: 0.0703
+Validation Loss (MSE) from Last Epoch: 0.009483388507244539; Learning Rate:0.001; Number of Units in each LSTM Layer: 128
+Compilation Time :  0.04240775108337402
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 47s - loss: 0.0130 - mse: 0.0130 - mape: 99.4585 - mae: 0.05 - ETA: 24s - loss: 0.0154 - mse: 0.0154 - mape: 97.3454 - mae: 0.05 - ETA: 17s - loss: 0.0157 - mse: 0.0157 - mape: 117.4245 - mae: 0.057 - ETA: 13s - loss: 0.0155 - mse: 0.0155 - mape: 3709.6333 - mae: 0.05 - ETA: 10s - loss: 0.0151 - mse: 0.0151 - mape: 3051.6162 - mae: 0.05 - ETA: 8s - loss: 0.0145 - mse: 0.0145 - mape: 2650.9001 - mae: 0.0565 - ETA: 7s - loss: 0.0138 - mse: 0.0138 - mape: 2398.7524 - mae: 0.056 - ETA: 6s - loss: 0.0127 - mse: 0.0127 - mape: 2322.6423 - mae: 0.056 - ETA: 5s - loss: 0.0119 - mse: 0.0119 - mape: 2380.7649 - mae: 0.057 - ETA: 4s - loss: 0.0113 - mse: 0.0113 - mape: 2483.4771 - mae: 0.059 - ETA: 3s - loss: 0.0106 - mse: 0.0106 - mape: 2495.0454 - mae: 0.059 - ETA: 2s - loss: 0.0099 - mse: 0.0099 - mape: 2409.6431 - mae: 0.057 - ETA: 2s - loss: 0.0092 - mse: 0.0092 - mape: 2312.4705 - mae: 0.055 - ETA: 1s - loss: 0.0086 - mse: 0.0086 - mape: 2193.9290 - mae: 0.053 - ETA: 1s - loss: 0.0081 - mse: 0.0081 - mape: 2083.9924 - mae: 0.051 - ETA: 0s - loss: 0.0076 - mse: 0.0076 - mape: 1974.3936 - mae: 0.048 - ETA: 0s - loss: 0.0072 - mse: 0.0072 - mape: 1871.5360 - mae: 0.046 - 9s 1ms/sample - loss: 0.0071 - mse: 0.0071 - mape: 1850.6469 - mae: 0.0461 - val_loss: 0.0143 - val_mse: 0.0143 - val_mape: 16.0327 - val_mae: 0.0957
+Epoch 2/10
+8820/8820 [==============================] - ETA: 5s - loss: 8.6867e-04 - mse: 8.6867e-04 - mape: 14147.4531 - mae: 0.01 - ETA: 5s - loss: 7.0626e-04 - mse: 7.0626e-04 - mape: 7158.5640 - mae: 0.0136 - ETA: 4s - loss: 5.8926e-04 - mse: 5.8926e-04 - mape: 4824.8887 - mae: 0.012 - ETA: 4s - loss: 5.9909e-04 - mse: 5.9909e-04 - mape: 3666.9854 - mae: 0.013 - ETA: 4s - loss: 6.2791e-04 - mse: 6.2791e-04 - mape: 2966.4287 - mae: 0.014 - ETA: 3s - loss: 6.0891e-04 - mse: 6.0891e-04 - mape: 2510.3630 - mae: 0.013 - ETA: 3s - loss: 5.8855e-04 - mse: 5.8855e-04 - mape: 2176.2444 - mae: 0.013 - ETA: 3s - loss: 5.6549e-04 - mse: 5.6549e-04 - mape: 1925.6298 - mae: 0.013 - ETA: 2s - loss: 5.6401e-04 - mse: 5.6401e-04 - mape: 1727.0513 - mae: 0.013 - ETA: 2s - loss: 5.5382e-04 - mse: 5.5382e-04 - mape: 1568.1276 - mae: 0.013 - ETA: 2s - loss: 5.3488e-04 - mse: 5.3488e-04 - mape: 1440.5869 - mae: 0.012 - ETA: 1s - loss: 5.2420e-04 - mse: 5.2420e-04 - mape: 1331.9291 - mae: 0.012 - ETA: 1s - loss: 5.1385e-04 - mse: 5.1385e-04 - mape: 1242.1180 - mae: 0.012 - ETA: 1s - loss: 4.9995e-04 - mse: 4.9995e-04 - mape: 1166.1056 - mae: 0.012 - ETA: 0s - loss: 4.8314e-04 - mse: 4.8314e-04 - mape: 1097.6802 - mae: 0.012 - ETA: 0s - loss: 4.6575e-04 - mse: 4.6575e-04 - mape: 1041.0870 - mae: 0.012 - ETA: 0s - loss: 4.5199e-04 - mse: 4.5199e-04 - mape: 988.9269 - mae: 0.011 - 6s 695us/sample - loss: 4.4835e-04 - mse: 4.4835e-04 - mape: 978.2994 - mae: 0.0118 - val_loss: 0.0317 - val_mse: 0.0317 - val_mape: 20.2143 - val_mae: 0.1401
+Epoch 3/10
+8820/8820 [==============================] - ETA: 4s - loss: 2.1738e-04 - mse: 2.1738e-04 - mape: 124.4330 - mae: 0.00 - ETA: 4s - loss: 2.0710e-04 - mse: 2.0710e-04 - mape: 145.7393 - mae: 0.00 - ETA: 4s - loss: 2.0266e-04 - mse: 2.0266e-04 - mape: 3504.7771 - mae: 0.007 - ETA: 4s - loss: 2.0998e-04 - mse: 2.0998e-04 - mape: 2677.9575 - mae: 0.007 - ETA: 3s - loss: 2.1312e-04 - mse: 2.1312e-04 - mape: 2177.5933 - mae: 0.007 - ETA: 3s - loss: 2.1206e-04 - mse: 2.1206e-04 - mape: 1839.4302 - mae: 0.007 - ETA: 3s - loss: 2.1437e-04 - mse: 2.1437e-04 - mape: 1598.3223 - mae: 0.007 - ETA: 2s - loss: 2.0729e-04 - mse: 2.0729e-04 - mape: 1421.6475 - mae: 0.007 - ETA: 2s - loss: 1.9930e-04 - mse: 1.9930e-04 - mape: 1285.4619 - mae: 0.007 - ETA: 2s - loss: 2.0164e-04 - mse: 2.0164e-04 - mape: 1173.7943 - mae: 0.007 - ETA: 1s - loss: 2.0342e-04 - mse: 2.0342e-04 - mape: 1079.1879 - mae: 0.007 - ETA: 1s - loss: 1.9599e-04 - mse: 1.9599e-04 - mape: 1003.2645 - mae: 0.007 - ETA: 1s - loss: 1.9908e-04 - mse: 1.9908e-04 - mape: 937.8698 - mae: 0.007 - ETA: 1s - loss: 1.9962e-04 - mse: 1.9962e-04 - mape: 879.8770 - mae: 0.00 - ETA: 0s - loss: 1.9647e-04 - mse: 1.9647e-04 - mape: 830.1393 - mae: 0.00 - ETA: 0s - loss: 1.9415e-04 - mse: 1.9415e-04 - mape: 785.7092 - mae: 0.00 - ETA: 0s - loss: 1.9092e-04 - mse: 1.9092e-04 - mape: 745.8032 - mae: 0.00 - 6s 664us/sample - loss: 1.9063e-04 - mse: 1.9063e-04 - mape: 737.1516 - mae: 0.0070 - val_loss: 0.0253 - val_mse: 0.0253 - val_mape: 17.8755 - val_mae: 0.1245
+Epoch 4/10
+8820/8820 [==============================] - ETA: 5s - loss: 1.0623e-04 - mse: 1.0623e-04 - mape: 84.6652 - mae: 0.004 - ETA: 5s - loss: 1.1629e-04 - mse: 1.1629e-04 - mape: 85.3357 - mae: 0.005 - ETA: 4s - loss: 1.0482e-04 - mse: 1.0482e-04 - mape: 82.6243 - mae: 0.004 - ETA: 4s - loss: 1.2380e-04 - mse: 1.2380e-04 - mape: 75.8006 - mae: 0.005 - ETA: 4s - loss: 1.2886e-04 - mse: 1.2886e-04 - mape: 68.4033 - mae: 0.005 - ETA: 3s - loss: 1.2912e-04 - mse: 1.2912e-04 - mape: 66.4900 - mae: 0.005 - ETA: 3s - loss: 1.3003e-04 - mse: 1.3003e-04 - mape: 62.4029 - mae: 0.005 - ETA: 3s - loss: 1.2931e-04 - mse: 1.2931e-04 - mape: 58.5523 - mae: 0.005 - ETA: 2s - loss: 1.2956e-04 - mse: 1.2956e-04 - mape: 55.6373 - mae: 0.005 - ETA: 2s - loss: 1.2633e-04 - mse: 1.2633e-04 - mape: 52.9368 - mae: 0.005 - ETA: 2s - loss: 1.2939e-04 - mse: 1.2939e-04 - mape: 50.5996 - mae: 0.005 - ETA: 1s - loss: 1.2829e-04 - mse: 1.2829e-04 - mape: 48.7400 - mae: 0.005 - ETA: 1s - loss: 1.2773e-04 - mse: 1.2773e-04 - mape: 48.0435 - mae: 0.005 - ETA: 1s - loss: 1.2470e-04 - mse: 1.2470e-04 - mape: 47.1998 - mae: 0.005 - ETA: 0s - loss: 1.2139e-04 - mse: 1.2139e-04 - mape: 47.4749 - mae: 0.004 - ETA: 0s - loss: 1.2148e-04 - mse: 1.2148e-04 - mape: 220.9501 - mae: 0.00 - ETA: 0s - loss: 1.2095e-04 - mse: 1.2095e-04 - mape: 211.0402 - mae: 0.00 - 6s 681us/sample - loss: 1.2142e-04 - mse: 1.2142e-04 - mape: 208.9019 - mae: 0.0050 - val_loss: 0.0155 - val_mse: 0.0155 - val_mape: 13.2662 - val_mae: 0.0933
+Epoch 5/10
+8820/8820 [==============================] - ETA: 5s - loss: 1.0330e-04 - mse: 1.0330e-04 - mape: 42.3367 - mae: 0.005 - ETA: 5s - loss: 9.8641e-05 - mse: 9.8641e-05 - mape: 936.2047 - mae: 0.00 - ETA: 4s - loss: 1.0598e-04 - mse: 1.0598e-04 - mape: 634.4634 - mae: 0.00 - ETA: 4s - loss: 1.0314e-04 - mse: 1.0314e-04 - mape: 484.1835 - mae: 0.00 - ETA: 4s - loss: 1.0626e-04 - mse: 1.0626e-04 - mape: 394.9369 - mae: 0.00 - ETA: 3s - loss: 1.0694e-04 - mse: 1.0694e-04 - mape: 337.0104 - mae: 0.00 - ETA: 3s - loss: 1.0328e-04 - mse: 1.0328e-04 - mape: 296.0561 - mae: 0.00 - ETA: 3s - loss: 1.0508e-04 - mse: 1.0508e-04 - mape: 265.9520 - mae: 0.00 - ETA: 2s - loss: 1.0427e-04 - mse: 1.0427e-04 - mape: 241.9193 - mae: 0.00 - ETA: 2s - loss: 1.0316e-04 - mse: 1.0316e-04 - mape: 222.8041 - mae: 0.00 - ETA: 2s - loss: 1.0386e-04 - mse: 1.0386e-04 - mape: 206.6955 - mae: 0.00 - ETA: 1s - loss: 1.1113e-04 - mse: 1.1113e-04 - mape: 192.4799 - mae: 0.00 - ETA: 1s - loss: 1.1403e-04 - mse: 1.1403e-04 - mape: 180.7960 - mae: 0.00 - ETA: 1s - loss: 1.1176e-04 - mse: 1.1176e-04 - mape: 170.5156 - mae: 0.00 - ETA: 0s - loss: 1.1336e-04 - mse: 1.1336e-04 - mape: 161.4802 - mae: 0.00 - ETA: 0s - loss: 1.1482e-04 - mse: 1.1482e-04 - mape: 153.5282 - mae: 0.00 - ETA: 0s - loss: 1.1302e-04 - mse: 1.1302e-04 - mape: 146.7106 - mae: 0.00 - 6s 679us/sample - loss: 1.1377e-04 - mse: 1.1377e-04 - mape: 145.4414 - mae: 0.0049 - val_loss: 0.0175 - val_mse: 0.0175 - val_mape: 15.4388 - val_mae: 0.1055
+Epoch 6/10
+8820/8820 [==============================] - ETA: 5s - loss: 1.4576e-04 - mse: 1.4576e-04 - mape: 40.9584 - mae: 0.005 - ETA: 5s - loss: 1.1576e-04 - mse: 1.1576e-04 - mape: 35.7278 - mae: 0.004 - ETA: 4s - loss: 1.1443e-04 - mse: 1.1443e-04 - mape: 38.1895 - mae: 0.004 - ETA: 4s - loss: 1.1059e-04 - mse: 1.1059e-04 - mape: 36.5039 - mae: 0.004 - ETA: 4s - loss: 1.1757e-04 - mse: 1.1757e-04 - mape: 36.3949 - mae: 0.004 - ETA: 3s - loss: 1.1511e-04 - mse: 1.1511e-04 - mape: 35.4365 - mae: 0.004 - ETA: 3s - loss: 1.1164e-04 - mse: 1.1164e-04 - mape: 34.9759 - mae: 0.004 - ETA: 3s - loss: 1.1438e-04 - mse: 1.1438e-04 - mape: 34.2574 - mae: 0.004 - ETA: 2s - loss: 1.1895e-04 - mse: 1.1895e-04 - mape: 34.0095 - mae: 0.004 - ETA: 2s - loss: 1.1533e-04 - mse: 1.1533e-04 - mape: 33.7370 - mae: 0.004 - ETA: 2s - loss: 1.1406e-04 - mse: 1.1406e-04 - mape: 33.1680 - mae: 0.004 - ETA: 1s - loss: 1.1123e-04 - mse: 1.1123e-04 - mape: 32.6305 - mae: 0.004 - ETA: 1s - loss: 1.1134e-04 - mse: 1.1134e-04 - mape: 32.4735 - mae: 0.004 - ETA: 1s - loss: 1.1077e-04 - mse: 1.1077e-04 - mape: 31.9751 - mae: 0.004 - ETA: 0s - loss: 1.0795e-04 - mse: 1.0795e-04 - mape: 97.5696 - mae: 0.004 - ETA: 0s - loss: 1.0783e-04 - mse: 1.0783e-04 - mape: 93.5855 - mae: 0.004 - ETA: 0s - loss: 1.0741e-04 - mse: 1.0741e-04 - mape: 89.7878 - mae: 0.004 - 6s 677us/sample - loss: 1.0845e-04 - mse: 1.0845e-04 - mape: 88.9323 - mae: 0.0046 - val_loss: 0.0121 - val_mse: 0.0121 - val_mape: 11.4359 - val_mae: 0.0806
+Epoch 7/10
+8820/8820 [==============================] - ETA: 5s - loss: 1.1378e-04 - mse: 1.1378e-04 - mape: 36.6191 - mae: 0.004 - ETA: 5s - loss: 9.6489e-05 - mse: 9.6489e-05 - mape: 32.7123 - mae: 0.004 - ETA: 4s - loss: 8.9977e-05 - mse: 8.9977e-05 - mape: 32.1119 - mae: 0.004 - ETA: 4s - loss: 8.9225e-05 - mse: 8.9225e-05 - mape: 31.6858 - mae: 0.004 - ETA: 4s - loss: 9.4271e-05 - mse: 9.4271e-05 - mape: 31.6705 - mae: 0.004 - ETA: 3s - loss: 9.0366e-05 - mse: 9.0366e-05 - mape: 30.5484 - mae: 0.004 - ETA: 3s - loss: 8.9709e-05 - mse: 8.9709e-05 - mape: 29.7693 - mae: 0.004 - ETA: 3s - loss: 9.2837e-05 - mse: 9.2837e-05 - mape: 29.1390 - mae: 0.004 - ETA: 2s - loss: 9.3967e-05 - mse: 9.3967e-05 - mape: 28.7643 - mae: 0.004 - ETA: 2s - loss: 9.2525e-05 - mse: 9.2525e-05 - mape: 28.6835 - mae: 0.004 - ETA: 2s - loss: 9.2467e-05 - mse: 9.2467e-05 - mape: 29.0215 - mae: 0.004 - ETA: 1s - loss: 9.1739e-05 - mse: 9.1739e-05 - mape: 28.5537 - mae: 0.004 - ETA: 1s - loss: 9.1742e-05 - mse: 9.1742e-05 - mape: 29.7307 - mae: 0.004 - ETA: 1s - loss: 9.2012e-05 - mse: 9.2012e-05 - mape: 29.9347 - mae: 0.004 - ETA: 0s - loss: 9.5122e-05 - mse: 9.5122e-05 - mape: 210.2846 - mae: 0.00 - ETA: 0s - loss: 9.5426e-05 - mse: 9.5426e-05 - mape: 199.3225 - mae: 0.00 - ETA: 0s - loss: 9.6614e-05 - mse: 9.6614e-05 - mape: 189.2558 - mae: 0.00 - 6s 677us/sample - loss: 9.7022e-05 - mse: 9.7022e-05 - mape: 187.8532 - mae: 0.0042 - val_loss: 0.0122 - val_mse: 0.0122 - val_mape: 11.9612 - val_mae: 0.0834
+Epoch 8/10
+8820/8820 [==============================] - ETA: 5s - loss: 8.9280e-05 - mse: 8.9280e-05 - mape: 36.6220 - mae: 0.004 - ETA: 5s - loss: 1.0940e-04 - mse: 1.0940e-04 - mape: 36.0755 - mae: 0.004 - ETA: 4s - loss: 1.1698e-04 - mse: 1.1698e-04 - mape: 32.0848 - mae: 0.004 - ETA: 4s - loss: 1.1526e-04 - mse: 1.1526e-04 - mape: 35.2185 - mae: 0.004 - ETA: 4s - loss: 1.0475e-04 - mse: 1.0475e-04 - mape: 266.7825 - mae: 0.00 - ETA: 3s - loss: 1.0673e-04 - mse: 1.0673e-04 - mape: 228.3987 - mae: 0.00 - ETA: 3s - loss: 1.0036e-04 - mse: 1.0036e-04 - mape: 200.5188 - mae: 0.00 - ETA: 3s - loss: 9.7770e-05 - mse: 9.7770e-05 - mape: 178.9086 - mae: 0.00 - ETA: 2s - loss: 9.6595e-05 - mse: 9.6595e-05 - mape: 164.0070 - mae: 0.00 - ETA: 2s - loss: 9.3638e-05 - mse: 9.3638e-05 - mape: 151.7889 - mae: 0.00 - ETA: 2s - loss: 9.5322e-05 - mse: 9.5322e-05 - mape: 142.8067 - mae: 0.00 - ETA: 1s - loss: 9.5096e-05 - mse: 9.5096e-05 - mape: 133.9962 - mae: 0.00 - ETA: 1s - loss: 9.3293e-05 - mse: 9.3293e-05 - mape: 126.4352 - mae: 0.00 - ETA: 1s - loss: 9.6538e-05 - mse: 9.6538e-05 - mape: 120.0937 - mae: 0.00 - ETA: 0s - loss: 9.8434e-05 - mse: 9.8434e-05 - mape: 113.9942 - mae: 0.00 - ETA: 0s - loss: 9.5589e-05 - mse: 9.5589e-05 - mape: 109.5390 - mae: 0.00 - ETA: 0s - loss: 9.6257e-05 - mse: 9.6257e-05 - mape: 105.4714 - mae: 0.00 - 6s 679us/sample - loss: 9.6126e-05 - mse: 9.6126e-05 - mape: 104.7332 - mae: 0.0042 - val_loss: 0.0101 - val_mse: 0.0101 - val_mape: 10.3852 - val_mae: 0.0732
+Epoch 9/10
+8820/8820 [==============================] - ETA: 5s - loss: 1.0113e-04 - mse: 1.0113e-04 - mape: 25.5951 - mae: 0.004 - ETA: 5s - loss: 1.1421e-04 - mse: 1.1421e-04 - mape: 106.9794 - mae: 0.00 - ETA: 4s - loss: 1.0577e-04 - mse: 1.0577e-04 - mape: 85.0262 - mae: 0.0043 - ETA: 4s - loss: 1.0147e-04 - mse: 1.0147e-04 - mape: 71.8508 - mae: 0.004 - ETA: 4s - loss: 1.0016e-04 - mse: 1.0016e-04 - mape: 63.0381 - mae: 0.004 - ETA: 3s - loss: 9.7686e-05 - mse: 9.7686e-05 - mape: 56.9864 - mae: 0.004 - ETA: 3s - loss: 9.6323e-05 - mse: 9.6323e-05 - mape: 52.7557 - mae: 0.004 - ETA: 3s - loss: 9.8572e-05 - mse: 9.8572e-05 - mape: 49.6495 - mae: 0.004 - ETA: 2s - loss: 9.7799e-05 - mse: 9.7799e-05 - mape: 47.1865 - mae: 0.004 - ETA: 2s - loss: 9.6604e-05 - mse: 9.6604e-05 - mape: 45.4291 - mae: 0.004 - ETA: 2s - loss: 9.4972e-05 - mse: 9.4972e-05 - mape: 43.8608 - mae: 0.004 - ETA: 1s - loss: 9.2837e-05 - mse: 9.2837e-05 - mape: 43.1830 - mae: 0.004 - ETA: 1s - loss: 9.2545e-05 - mse: 9.2545e-05 - mape: 41.8607 - mae: 0.004 - ETA: 1s - loss: 9.2437e-05 - mse: 9.2437e-05 - mape: 41.1637 - mae: 0.004 - ETA: 0s - loss: 9.2081e-05 - mse: 9.2081e-05 - mape: 40.3799 - mae: 0.004 - ETA: 0s - loss: 9.0432e-05 - mse: 9.0432e-05 - mape: 40.3569 - mae: 0.004 - ETA: 0s - loss: 9.1120e-05 - mse: 9.1120e-05 - mape: 39.6863 - mae: 0.004 - 6s 679us/sample - loss: 9.0975e-05 - mse: 9.0975e-05 - mape: 39.6631 - mae: 0.0040 - val_loss: 0.0092 - val_mse: 0.0092 - val_mape: 9.7993 - val_mae: 0.0691
+Epoch 10/10
+8820/8820 [==============================] - ETA: 5s - loss: 9.7474e-05 - mse: 9.7474e-05 - mape: 41.6840 - mae: 0.004 - ETA: 5s - loss: 8.8917e-05 - mse: 8.8917e-05 - mape: 44.9220 - mae: 0.004 - ETA: 4s - loss: 1.0225e-04 - mse: 1.0225e-04 - mape: 44.9698 - mae: 0.004 - ETA: 4s - loss: 9.3013e-05 - mse: 9.3013e-05 - mape: 48.3162 - mae: 0.004 - ETA: 4s - loss: 8.7077e-05 - mse: 8.7077e-05 - mape: 46.7050 - mae: 0.003 - ETA: 3s - loss: 8.6191e-05 - mse: 8.6191e-05 - mape: 44.5426 - mae: 0.003 - ETA: 3s - loss: 8.3738e-05 - mse: 8.3738e-05 - mape: 45.5887 - mae: 0.003 - ETA: 3s - loss: 8.1151e-05 - mse: 8.1151e-05 - mape: 45.9647 - mae: 0.003 - ETA: 2s - loss: 8.5181e-05 - mse: 8.5181e-05 - mape: 44.8770 - mae: 0.003 - ETA: 2s - loss: 8.5869e-05 - mse: 8.5869e-05 - mape: 43.3741 - mae: 0.003 - ETA: 2s - loss: 8.8783e-05 - mse: 8.8783e-05 - mape: 42.1902 - mae: 0.003 - ETA: 1s - loss: 8.9102e-05 - mse: 8.9102e-05 - mape: 41.0321 - mae: 0.004 - ETA: 1s - loss: 8.9627e-05 - mse: 8.9627e-05 - mape: 40.1808 - mae: 0.004 - ETA: 1s - loss: 9.1470e-05 - mse: 9.1470e-05 - mape: 299.1242 - mae: 0.00 - ETA: 0s - loss: 8.9125e-05 - mse: 8.9125e-05 - mape: 281.6652 - mae: 0.00 - ETA: 0s - loss: 8.9462e-05 - mse: 8.9462e-05 - mape: 265.8557 - mae: 0.00 - ETA: 0s - loss: 8.9519e-05 - mse: 8.9519e-05 - mape: 252.3802 - mae: 0.00 - 6s 681us/sample - loss: 8.8777e-05 - mse: 8.8777e-05 - mape: 249.4226 - mae: 0.0040 - val_loss: 0.0090 - val_mse: 0.0090 - val_mape: 9.7126 - val_mae: 0.0685
+Validation Loss (MSE) from Last Epoch: 0.008990948373565868; Learning Rate:0.001; Number of Units in each LSTM Layer: 160
+Compilation Time :  0.043998003005981445
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 1:51 - loss: 0.0148 - mse: 0.0148 - mape: 99.6010 - mae: 0.055 - ETA: 55s - loss: 0.0159 - mse: 0.0159 - mape: 104.8810 - mae: 0.058 - ETA: 36s - loss: 0.0158 - mse: 0.0158 - mape: 115.4986 - mae: 0.058 - ETA: 26s - loss: 0.0158 - mse: 0.0158 - mape: 3518.3215 - mae: 0.05 - ETA: 20s - loss: 0.0148 - mse: 0.0148 - mape: 2885.4688 - mae: 0.05 - ETA: 16s - loss: 0.0140 - mse: 0.0140 - mape: 2519.8503 - mae: 0.05 - ETA: 13s - loss: 0.0126 - mse: 0.0126 - mape: 2352.8904 - mae: 0.05 - ETA: 11s - loss: 0.0115 - mse: 0.0115 - mape: 2335.8906 - mae: 0.05 - ETA: 9s - loss: 0.0109 - mse: 0.0109 - mape: 2412.2148 - mae: 0.0571 - ETA: 7s - loss: 0.0102 - mse: 0.0102 - mape: 2396.8108 - mae: 0.057 - ETA: 6s - loss: 0.0094 - mse: 0.0094 - mape: 2295.2588 - mae: 0.055 - ETA: 4s - loss: 0.0088 - mse: 0.0088 - mape: 2164.9827 - mae: 0.053 - ETA: 3s - loss: 0.0082 - mse: 0.0082 - mape: 2048.3303 - mae: 0.050 - ETA: 2s - loss: 0.0077 - mse: 0.0077 - mape: 1923.2926 - mae: 0.048 - ETA: 1s - loss: 0.0073 - mse: 0.0073 - mape: 1810.8542 - mae: 0.046 - ETA: 0s - loss: 0.0068 - mse: 0.0068 - mape: 1709.6881 - mae: 0.044 - ETA: 0s - loss: 0.0065 - mse: 0.0065 - mape: 1619.4271 - mae: 0.042 - 14s 2ms/sample - loss: 0.0064 - mse: 0.0064 - mape: 1600.0823 - mae: 0.0419 - val_loss: 0.0162 - val_mse: 0.0162 - val_mape: 16.6197 - val_mae: 0.1020
+Epoch 2/10
+8820/8820 [==============================] - ETA: 6s - loss: 9.2677e-04 - mse: 9.2677e-04 - mape: 115.9073 - mae: 0.01 - ETA: 6s - loss: 6.5664e-04 - mse: 6.5664e-04 - mape: 106.6230 - mae: 0.01 - ETA: 5s - loss: 5.5220e-04 - mse: 5.5220e-04 - mape: 111.0499 - mae: 0.01 - ETA: 5s - loss: 6.1240e-04 - mse: 6.1240e-04 - mape: 118.0305 - mae: 0.01 - ETA: 4s - loss: 6.4779e-04 - mse: 6.4779e-04 - mape: 111.7519 - mae: 0.01 - ETA: 4s - loss: 6.6684e-04 - mse: 6.6684e-04 - mape: 110.1553 - mae: 0.01 - ETA: 4s - loss: 6.2222e-04 - mse: 6.2222e-04 - mape: 1098.2224 - mae: 0.013 - ETA: 3s - loss: 5.7933e-04 - mse: 5.7933e-04 - mape: 971.5958 - mae: 0.012 - ETA: 3s - loss: 5.6454e-04 - mse: 5.6454e-04 - mape: 872.3172 - mae: 0.01 - ETA: 2s - loss: 5.5653e-04 - mse: 5.5653e-04 - mape: 796.2624 - mae: 0.01 - ETA: 2s - loss: 5.4586e-04 - mse: 5.4586e-04 - mape: 738.0970 - mae: 0.01 - ETA: 2s - loss: 5.1948e-04 - mse: 5.1948e-04 - mape: 687.3569 - mae: 0.01 - ETA: 1s - loss: 4.9905e-04 - mse: 4.9905e-04 - mape: 648.0590 - mae: 0.01 - ETA: 1s - loss: 4.8656e-04 - mse: 4.8656e-04 - mape: 611.4896 - mae: 0.01 - ETA: 0s - loss: 4.8194e-04 - mse: 4.8194e-04 - mape: 578.9020 - mae: 0.01 - ETA: 0s - loss: 4.7607e-04 - mse: 4.7607e-04 - mape: 550.4422 - mae: 0.01 - ETA: 0s - loss: 4.6718e-04 - mse: 4.6718e-04 - mape: 531.0854 - mae: 0.01 - 7s 787us/sample - loss: 4.6243e-04 - mse: 4.6243e-04 - mape: 527.1122 - mae: 0.0114 - val_loss: 0.0357 - val_mse: 0.0357 - val_mape: 21.7291 - val_mae: 0.1506
+Epoch 3/10
+8820/8820 [==============================] - ETA: 6s - loss: 1.6009e-04 - mse: 1.6009e-04 - mape: 141.1052 - mae: 0.00 - ETA: 5s - loss: 1.8596e-04 - mse: 1.8596e-04 - mape: 144.5752 - mae: 0.00 - ETA: 5s - loss: 2.0524e-04 - mse: 2.0524e-04 - mape: 3525.1355 - mae: 0.008 - ETA: 5s - loss: 1.9941e-04 - mse: 1.9941e-04 - mape: 2691.2979 - mae: 0.007 - ETA: 4s - loss: 1.9821e-04 - mse: 1.9821e-04 - mape: 2188.0757 - mae: 0.007 - ETA: 4s - loss: 1.9471e-04 - mse: 1.9471e-04 - mape: 1852.0472 - mae: 0.007 - ETA: 3s - loss: 1.9957e-04 - mse: 1.9957e-04 - mape: 1608.4980 - mae: 0.007 - ETA: 3s - loss: 2.0143e-04 - mse: 2.0143e-04 - mape: 1425.2574 - mae: 0.007 - ETA: 3s - loss: 2.1178e-04 - mse: 2.1178e-04 - mape: 1292.5935 - mae: 0.007 - ETA: 2s - loss: 2.0593e-04 - mse: 2.0593e-04 - mape: 1180.7089 - mae: 0.007 - ETA: 2s - loss: 2.0020e-04 - mse: 2.0020e-04 - mape: 1086.5601 - mae: 0.007 - ETA: 2s - loss: 1.9677e-04 - mse: 1.9677e-04 - mape: 1005.6541 - mae: 0.007 - ETA: 1s - loss: 1.9342e-04 - mse: 1.9342e-04 - mape: 938.4572 - mae: 0.007 - ETA: 1s - loss: 1.9053e-04 - mse: 1.9053e-04 - mape: 879.9542 - mae: 0.00 - ETA: 0s - loss: 1.8396e-04 - mse: 1.8396e-04 - mape: 828.5211 - mae: 0.00 - ETA: 0s - loss: 1.8074e-04 - mse: 1.8074e-04 - mape: 782.7629 - mae: 0.00 - ETA: 0s - loss: 1.8009e-04 - mse: 1.8009e-04 - mape: 742.9175 - mae: 0.00 - 7s 805us/sample - loss: 1.8092e-04 - mse: 1.8092e-04 - mape: 734.4510 - mae: 0.0068 - val_loss: 0.0233 - val_mse: 0.0233 - val_mape: 16.9490 - val_mae: 0.1184
+Epoch 4/10
+8820/8820 [==============================] - ETA: 6s - loss: 1.2062e-04 - mse: 1.2062e-04 - mape: 53.8281 - mae: 0.005 - ETA: 6s - loss: 1.1135e-04 - mse: 1.1135e-04 - mape: 48.3895 - mae: 0.004 - ETA: 5s - loss: 1.3139e-04 - mse: 1.3139e-04 - mape: 45.1734 - mae: 0.005 - ETA: 5s - loss: 1.3174e-04 - mse: 1.3174e-04 - mape: 43.2849 - mae: 0.004 - ETA: 4s - loss: 1.2191e-04 - mse: 1.2191e-04 - mape: 309.3678 - mae: 0.00 - ETA: 4s - loss: 1.2727e-04 - mse: 1.2727e-04 - mape: 263.3222 - mae: 0.00 - ETA: 4s - loss: 1.3484e-04 - mse: 1.3484e-04 - mape: 230.5019 - mae: 0.00 - ETA: 3s - loss: 1.3864e-04 - mse: 1.3864e-04 - mape: 205.4940 - mae: 0.00 - ETA: 3s - loss: 1.3652e-04 - mse: 1.3652e-04 - mape: 187.1046 - mae: 0.00 - ETA: 2s - loss: 1.3984e-04 - mse: 1.3984e-04 - mape: 171.5952 - mae: 0.00 - ETA: 2s - loss: 1.3831e-04 - mse: 1.3831e-04 - mape: 159.0569 - mae: 0.00 - ETA: 2s - loss: 1.3336e-04 - mse: 1.3336e-04 - mape: 148.5802 - mae: 0.00 - ETA: 1s - loss: 1.3352e-04 - mse: 1.3352e-04 - mape: 139.5424 - mae: 0.00 - ETA: 1s - loss: 1.3220e-04 - mse: 1.3220e-04 - mape: 132.3266 - mae: 0.00 - ETA: 0s - loss: 1.3357e-04 - mse: 1.3357e-04 - mape: 125.7502 - mae: 0.00 - ETA: 0s - loss: 1.3260e-04 - mse: 1.3260e-04 - mape: 119.9179 - mae: 0.00 - ETA: 0s - loss: 1.3012e-04 - mse: 1.3012e-04 - mape: 114.9836 - mae: 0.00 - 7s 819us/sample - loss: 1.2983e-04 - mse: 1.2983e-04 - mape: 113.9432 - mae: 0.0050 - val_loss: 0.0146 - val_mse: 0.0146 - val_mape: 12.7718 - val_mae: 0.0896
+Epoch 5/10
+8820/8820 [==============================] - ETA: 6s - loss: 1.2175e-04 - mse: 1.2175e-04 - mape: 29.6330 - mae: 0.004 - ETA: 5s - loss: 1.0707e-04 - mse: 1.0707e-04 - mape: 31.5593 - mae: 0.004 - ETA: 5s - loss: 1.1025e-04 - mse: 1.1025e-04 - mape: 31.7665 - mae: 0.004 - ETA: 5s - loss: 1.0371e-04 - mse: 1.0371e-04 - mape: 33.3697 - mae: 0.004 - ETA: 4s - loss: 1.0492e-04 - mse: 1.0492e-04 - mape: 33.0008 - mae: 0.004 - ETA: 4s - loss: 1.0918e-04 - mse: 1.0918e-04 - mape: 33.2127 - mae: 0.004 - ETA: 3s - loss: 1.1082e-04 - mse: 1.1082e-04 - mape: 79.5232 - mae: 0.004 - ETA: 3s - loss: 1.1218e-04 - mse: 1.1218e-04 - mape: 73.6714 - mae: 0.004 - ETA: 3s - loss: 1.1035e-04 - mse: 1.1035e-04 - mape: 70.6463 - mae: 0.004 - ETA: 2s - loss: 1.1060e-04 - mse: 1.1060e-04 - mape: 67.2222 - mae: 0.004 - ETA: 2s - loss: 1.0833e-04 - mse: 1.0833e-04 - mape: 63.6671 - mae: 0.004 - ETA: 2s - loss: 1.0886e-04 - mse: 1.0886e-04 - mape: 60.7347 - mae: 0.004 - ETA: 1s - loss: 1.0918e-04 - mse: 1.0918e-04 - mape: 58.3502 - mae: 0.004 - ETA: 1s - loss: 1.0869e-04 - mse: 1.0869e-04 - mape: 56.2133 - mae: 0.004 - ETA: 0s - loss: 1.0834e-04 - mse: 1.0834e-04 - mape: 54.7100 - mae: 0.004 - ETA: 0s - loss: 1.0867e-04 - mse: 1.0867e-04 - mape: 53.1783 - mae: 0.004 - ETA: 0s - loss: 1.0698e-04 - mse: 1.0698e-04 - mape: 51.7941 - mae: 0.004 - 7s 797us/sample - loss: 1.0736e-04 - mse: 1.0736e-04 - mape: 51.7652 - mae: 0.0047 - val_loss: 0.0151 - val_mse: 0.0151 - val_mape: 13.2062 - val_mae: 0.0927
+Epoch 6/10
+8820/8820 [==============================] - ETA: 6s - loss: 5.2271e-05 - mse: 5.2271e-05 - mape: 28.5482 - mae: 0.003 - ETA: 5s - loss: 6.9220e-05 - mse: 6.9220e-05 - mape: 30.2321 - mae: 0.003 - ETA: 5s - loss: 8.2011e-05 - mse: 8.2011e-05 - mape: 29.4495 - mae: 0.004 - ETA: 5s - loss: 8.2909e-05 - mse: 8.2909e-05 - mape: 29.7783 - mae: 0.004 - ETA: 4s - loss: 8.1694e-05 - mse: 8.1694e-05 - mape: 31.0028 - mae: 0.004 - ETA: 4s - loss: 8.9149e-05 - mse: 8.9149e-05 - mape: 40.8186 - mae: 0.004 - ETA: 4s - loss: 8.7843e-05 - mse: 8.7843e-05 - mape: 38.9738 - mae: 0.004 - ETA: 3s - loss: 9.0384e-05 - mse: 9.0384e-05 - mape: 37.4749 - mae: 0.004 - ETA: 3s - loss: 8.9093e-05 - mse: 8.9093e-05 - mape: 36.1212 - mae: 0.004 - ETA: 2s - loss: 9.2904e-05 - mse: 9.2904e-05 - mape: 34.9245 - mae: 0.004 - ETA: 2s - loss: 9.2135e-05 - mse: 9.2135e-05 - mape: 33.6980 - mae: 0.004 - ETA: 2s - loss: 9.3294e-05 - mse: 9.3294e-05 - mape: 33.4939 - mae: 0.004 - ETA: 1s - loss: 9.1599e-05 - mse: 9.1599e-05 - mape: 33.8592 - mae: 0.004 - ETA: 1s - loss: 9.0672e-05 - mse: 9.0672e-05 - mape: 34.2284 - mae: 0.004 - ETA: 0s - loss: 9.0208e-05 - mse: 9.0208e-05 - mape: 34.4585 - mae: 0.004 - ETA: 0s - loss: 8.8938e-05 - mse: 8.8938e-05 - mape: 34.3266 - mae: 0.004 - ETA: 0s - loss: 8.8348e-05 - mse: 8.8348e-05 - mape: 34.1383 - mae: 0.004 - 7s 795us/sample - loss: 8.8684e-05 - mse: 8.8684e-05 - mape: 34.0731 - mae: 0.0042 - val_loss: 0.0136 - val_mse: 0.0136 - val_mape: 12.6290 - val_mae: 0.0883
+Epoch 7/10
+8820/8820 [==============================] - ETA: 6s - loss: 8.8047e-05 - mse: 8.8047e-05 - mape: 35.2712 - mae: 0.004 - ETA: 5s - loss: 8.7574e-05 - mse: 8.7574e-05 - mape: 40.7900 - mae: 0.004 - ETA: 5s - loss: 8.7790e-05 - mse: 8.7790e-05 - mape: 38.7010 - mae: 0.004 - ETA: 5s - loss: 8.4269e-05 - mse: 8.4269e-05 - mape: 37.8601 - mae: 0.004 - ETA: 4s - loss: 8.8906e-05 - mse: 8.8906e-05 - mape: 37.6422 - mae: 0.004 - ETA: 4s - loss: 8.7616e-05 - mse: 8.7616e-05 - mape: 36.5949 - mae: 0.004 - ETA: 3s - loss: 9.1470e-05 - mse: 9.1470e-05 - mape: 35.7645 - mae: 0.004 - ETA: 3s - loss: 8.7935e-05 - mse: 8.7935e-05 - mape: 35.9513 - mae: 0.004 - ETA: 3s - loss: 8.9871e-05 - mse: 8.9871e-05 - mape: 35.2889 - mae: 0.004 - ETA: 2s - loss: 8.7526e-05 - mse: 8.7526e-05 - mape: 34.4546 - mae: 0.004 - ETA: 2s - loss: 9.0954e-05 - mse: 9.0954e-05 - mape: 33.7130 - mae: 0.004 - ETA: 2s - loss: 9.1660e-05 - mse: 9.1660e-05 - mape: 32.9752 - mae: 0.004 - ETA: 1s - loss: 9.0681e-05 - mse: 9.0681e-05 - mape: 32.5693 - mae: 0.004 - ETA: 1s - loss: 8.9737e-05 - mse: 8.9737e-05 - mape: 32.1301 - mae: 0.004 - ETA: 0s - loss: 8.7539e-05 - mse: 8.7539e-05 - mape: 31.6253 - mae: 0.004 - ETA: 0s - loss: 8.8137e-05 - mse: 8.8137e-05 - mape: 86.2660 - mae: 0.004 - ETA: 0s - loss: 8.7552e-05 - mse: 8.7552e-05 - mape: 82.7217 - mae: 0.004 - 7s 802us/sample - loss: 8.8196e-05 - mse: 8.8196e-05 - mape: 81.9001 - mae: 0.0040 - val_loss: 0.0114 - val_mse: 0.0114 - val_mape: 11.1646 - val_mae: 0.0786
+Epoch 8/10
+8820/8820 [==============================] - ETA: 6s - loss: 9.6838e-05 - mse: 9.6838e-05 - mape: 24.7497 - mae: 0.004 - ETA: 6s - loss: 8.6858e-05 - mse: 8.6858e-05 - mape: 26.1640 - mae: 0.003 - ETA: 5s - loss: 8.3454e-05 - mse: 8.3454e-05 - mape: 27.2697 - mae: 0.003 - ETA: 5s - loss: 8.6601e-05 - mse: 8.6601e-05 - mape: 26.8672 - mae: 0.003 - ETA: 4s - loss: 9.0445e-05 - mse: 9.0445e-05 - mape: 27.3382 - mae: 0.003 - ETA: 4s - loss: 8.6947e-05 - mse: 8.6947e-05 - mape: 27.0052 - mae: 0.003 - ETA: 4s - loss: 8.3970e-05 - mse: 8.3970e-05 - mape: 28.0843 - mae: 0.003 - ETA: 3s - loss: 8.0679e-05 - mse: 8.0679e-05 - mape: 29.0670 - mae: 0.003 - ETA: 3s - loss: 8.0830e-05 - mse: 8.0830e-05 - mape: 30.5096 - mae: 0.003 - ETA: 2s - loss: 8.1060e-05 - mse: 8.1060e-05 - mape: 32.1702 - mae: 0.003 - ETA: 2s - loss: 8.0178e-05 - mse: 8.0178e-05 - mape: 32.8863 - mae: 0.003 - ETA: 2s - loss: 8.0059e-05 - mse: 8.0059e-05 - mape: 33.6430 - mae: 0.003 - ETA: 1s - loss: 7.9269e-05 - mse: 7.9269e-05 - mape: 33.2933 - mae: 0.003 - ETA: 1s - loss: 8.0985e-05 - mse: 8.0985e-05 - mape: 32.7607 - mae: 0.003 - ETA: 0s - loss: 8.1112e-05 - mse: 8.1112e-05 - mape: 32.2582 - mae: 0.003 - ETA: 0s - loss: 8.1749e-05 - mse: 8.1749e-05 - mape: 109.1364 - mae: 0.00 - ETA: 0s - loss: 8.1751e-05 - mse: 8.1751e-05 - mape: 104.4875 - mae: 0.00 - 7s 813us/sample - loss: 8.1430e-05 - mse: 8.1430e-05 - mape: 103.5359 - mae: 0.0038 - val_loss: 0.0085 - val_mse: 0.0085 - val_mape: 9.2735 - val_mae: 0.0652
+Epoch 9/10
+8820/8820 [==============================] - ETA: 6s - loss: 5.7672e-05 - mse: 5.7672e-05 - mape: 24.2183 - mae: 0.003 - ETA: 5s - loss: 6.7958e-05 - mse: 6.7958e-05 - mape: 23.6071 - mae: 0.003 - ETA: 5s - loss: 6.6715e-05 - mse: 6.6715e-05 - mape: 22.9190 - mae: 0.003 - ETA: 5s - loss: 6.9533e-05 - mse: 6.9533e-05 - mape: 22.7371 - mae: 0.003 - ETA: 4s - loss: 7.3456e-05 - mse: 7.3456e-05 - mape: 23.1888 - mae: 0.003 - ETA: 4s - loss: 7.4483e-05 - mse: 7.4483e-05 - mape: 23.3130 - mae: 0.003 - ETA: 3s - loss: 7.3925e-05 - mse: 7.3925e-05 - mape: 23.3398 - mae: 0.003 - ETA: 3s - loss: 7.5643e-05 - mse: 7.5643e-05 - mape: 23.9940 - mae: 0.003 - ETA: 3s - loss: 8.0342e-05 - mse: 8.0342e-05 - mape: 23.9935 - mae: 0.003 - ETA: 2s - loss: 8.2574e-05 - mse: 8.2574e-05 - mape: 23.7214 - mae: 0.003 - ETA: 2s - loss: 8.2987e-05 - mse: 8.2987e-05 - mape: 23.5193 - mae: 0.003 - ETA: 2s - loss: 8.4392e-05 - mse: 8.4392e-05 - mape: 23.3526 - mae: 0.003 - ETA: 1s - loss: 8.6937e-05 - mse: 8.6937e-05 - mape: 23.4310 - mae: 0.003 - ETA: 1s - loss: 8.6201e-05 - mse: 8.6201e-05 - mape: 130.0317 - mae: 0.00 - ETA: 0s - loss: 8.4248e-05 - mse: 8.4248e-05 - mape: 123.0668 - mae: 0.00 - ETA: 0s - loss: 8.2520e-05 - mse: 8.2520e-05 - mape: 117.7541 - mae: 0.00 - ETA: 0s - loss: 8.1694e-05 - mse: 8.1694e-05 - mape: 112.5574 - mae: 0.00 - 7s 797us/sample - loss: 8.1706e-05 - mse: 8.1706e-05 - mape: 111.3884 - mae: 0.0038 - val_loss: 0.0083 - val_mse: 0.0083 - val_mape: 9.2210 - val_mae: 0.0649
+Epoch 10/10
+8820/8820 [==============================] - ETA: 6s - loss: 8.7842e-05 - mse: 8.7842e-05 - mape: 26.6466 - mae: 0.004 - ETA: 5s - loss: 1.0375e-04 - mse: 1.0375e-04 - mape: 27.5864 - mae: 0.004 - ETA: 5s - loss: 9.9936e-05 - mse: 9.9936e-05 - mape: 27.2310 - mae: 0.004 - ETA: 5s - loss: 9.7428e-05 - mse: 9.7428e-05 - mape: 26.4255 - mae: 0.004 - ETA: 4s - loss: 9.5310e-05 - mse: 9.5310e-05 - mape: 26.5477 - mae: 0.004 - ETA: 4s - loss: 9.4459e-05 - mse: 9.4459e-05 - mape: 26.2496 - mae: 0.004 - ETA: 3s - loss: 8.8480e-05 - mse: 8.8480e-05 - mape: 29.0669 - mae: 0.003 - ETA: 3s - loss: 8.6825e-05 - mse: 8.6825e-05 - mape: 28.8299 - mae: 0.003 - ETA: 3s - loss: 8.4013e-05 - mse: 8.4013e-05 - mape: 28.3555 - mae: 0.003 - ETA: 2s - loss: 8.4872e-05 - mse: 8.4872e-05 - mape: 29.0009 - mae: 0.003 - ETA: 2s - loss: 8.6741e-05 - mse: 8.6741e-05 - mape: 28.4287 - mae: 0.003 - ETA: 1s - loss: 8.4391e-05 - mse: 8.4391e-05 - mape: 28.1251 - mae: 0.003 - ETA: 1s - loss: 8.4079e-05 - mse: 8.4079e-05 - mape: 27.6309 - mae: 0.003 - ETA: 1s - loss: 8.2531e-05 - mse: 8.2531e-05 - mape: 28.3030 - mae: 0.003 - ETA: 0s - loss: 8.0373e-05 - mse: 8.0373e-05 - mape: 28.0263 - mae: 0.003 - ETA: 0s - loss: 7.9939e-05 - mse: 7.9939e-05 - mape: 28.7604 - mae: 0.003 - ETA: 0s - loss: 7.9328e-05 - mse: 7.9328e-05 - mape: 97.6766 - mae: 0.003 - 7s 779us/sample - loss: 7.9349e-05 - mse: 7.9349e-05 - mape: 96.7342 - mae: 0.0037 - val_loss: 0.0072 - val_mse: 0.0072 - val_mape: 8.4705 - val_mae: 0.0596
+Validation Loss (MSE) from Last Epoch: 0.007213808010731425; Learning Rate:0.001; Number of Units in each LSTM Layer: 192
+Compilation Time :  0.04566001892089844
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 1:01 - loss: 0.0204 - mse: 0.0204 - mape: 100.2823 - mae: 0.06 - ETA: 33s - loss: 0.0168 - mse: 0.0168 - mape: 98.5987 - mae: 0.0605 - ETA: 23s - loss: 0.0159 - mse: 0.0159 - mape: 111.0376 - mae: 0.058 - ETA: 18s - loss: 0.0153 - mse: 0.0153 - mape: 141.0403 - mae: 0.057 - ETA: 14s - loss: 0.0143 - mse: 0.0143 - mape: 203.8492 - mae: 0.055 - ETA: 12s - loss: 0.0130 - mse: 0.0130 - mape: 319.2920 - mae: 0.054 - ETA: 10s - loss: 0.0117 - mse: 0.0117 - mape: 499.8596 - mae: 0.053 - ETA: 8s - loss: 0.0111 - mse: 0.0111 - mape: 747.3436 - mae: 0.056 - ETA: 7s - loss: 0.0103 - mse: 0.0103 - mape: 937.1666 - mae: 0.05 - ETA: 6s - loss: 0.0095 - mse: 0.0095 - mape: 1021.7879 - mae: 0.055 - ETA: 5s - loss: 0.0087 - mse: 0.0087 - mape: 1004.6823 - mae: 0.052 - ETA: 4s - loss: 0.0081 - mse: 0.0081 - mape: 969.0762 - mae: 0.050 - ETA: 3s - loss: 0.0076 - mse: 0.0076 - mape: 921.5136 - mae: 0.04 - ETA: 2s - loss: 0.0071 - mse: 0.0071 - mape: 873.7729 - mae: 0.04 - ETA: 1s - loss: 0.0066 - mse: 0.0066 - mape: 826.6351 - mae: 0.04 - ETA: 0s - loss: 0.0063 - mse: 0.0063 - mape: 785.9785 - mae: 0.04 - ETA: 0s - loss: 0.0060 - mse: 0.0060 - mape: 1146.2969 - mae: 0.039 - 14s 2ms/sample - loss: 0.0059 - mse: 0.0059 - mape: 1132.3024 - mae: 0.0392 - val_loss: 0.0285 - val_mse: 0.0285 - val_mape: 20.7678 - val_mae: 0.1397
+Epoch 2/10
+8820/8820 [==============================] - ETA: 9s - loss: 5.8778e-04 - mse: 5.8778e-04 - mape: 104.2915 - mae: 0.01 - ETA: 9s - loss: 7.2645e-04 - mse: 7.2645e-04 - mape: 94.4934 - mae: 0.0150 - ETA: 9s - loss: 6.9268e-04 - mse: 6.9268e-04 - mape: 96.9348 - mae: 0.014 - ETA: 8s - loss: 6.2182e-04 - mse: 6.2182e-04 - mape: 92.5674 - mae: 0.014 - ETA: 8s - loss: 5.8356e-04 - mse: 5.8356e-04 - mape: 86.6575 - mae: 0.013 - ETA: 7s - loss: 5.9507e-04 - mse: 5.9507e-04 - mape: 84.7518 - mae: 0.013 - ETA: 6s - loss: 5.7122e-04 - mse: 5.7122e-04 - mape: 83.1401 - mae: 0.013 - ETA: 5s - loss: 5.2981e-04 - mse: 5.2981e-04 - mape: 84.8658 - mae: 0.012 - ETA: 5s - loss: 4.9980e-04 - mse: 4.9980e-04 - mape: 86.7639 - mae: 0.012 - ETA: 4s - loss: 4.7765e-04 - mse: 4.7765e-04 - mape: 88.4755 - mae: 0.011 - ETA: 3s - loss: 4.6715e-04 - mse: 4.6715e-04 - mape: 92.9827 - mae: 0.011 - ETA: 3s - loss: 4.6034e-04 - mse: 4.6034e-04 - mape: 97.9579 - mae: 0.011 - ETA: 2s - loss: 4.4709e-04 - mse: 4.4709e-04 - mape: 103.1492 - mae: 0.01 - ETA: 1s - loss: 4.2910e-04 - mse: 4.2910e-04 - mape: 107.0163 - mae: 0.01 - ETA: 1s - loss: 4.1843e-04 - mse: 4.1843e-04 - mape: 881.9943 - mae: 0.01 - ETA: 0s - loss: 4.1120e-04 - mse: 4.1120e-04 - mape: 843.5880 - mae: 0.01 - ETA: 0s - loss: 3.9957e-04 - mse: 3.9957e-04 - mape: 805.4826 - mae: 0.01 - 11s 1ms/sample - loss: 3.9638e-04 - mse: 3.9638e-04 - mape: 797.7355 - mae: 0.0110 - val_loss: 0.0405 - val_mse: 0.0405 - val_mape: 24.1104 - val_mae: 0.1649
+Epoch 3/10
+8820/8820 [==============================] - ETA: 8s - loss: 1.5432e-04 - mse: 1.5432e-04 - mape: 263.1347 - mae: 0.00 - ETA: 8s - loss: 2.0120e-04 - mse: 2.0120e-04 - mape: 238.3962 - mae: 0.00 - ETA: 8s - loss: 2.1542e-04 - mse: 2.1542e-04 - mape: 251.6371 - mae: 0.00 - ETA: 7s - loss: 2.1977e-04 - mse: 2.1977e-04 - mape: 4018.6335 - mae: 0.008 - ETA: 6s - loss: 2.0768e-04 - mse: 2.0768e-04 - mape: 3260.0266 - mae: 0.008 - ETA: 6s - loss: 2.0098e-04 - mse: 2.0098e-04 - mape: 2755.0725 - mae: 0.008 - ETA: 5s - loss: 2.0046e-04 - mse: 2.0046e-04 - mape: 2396.9688 - mae: 0.008 - ETA: 5s - loss: 2.0457e-04 - mse: 2.0457e-04 - mape: 2128.5503 - mae: 0.008 - ETA: 4s - loss: 2.0232e-04 - mse: 2.0232e-04 - mape: 1926.1085 - mae: 0.008 - ETA: 4s - loss: 2.0038e-04 - mse: 2.0038e-04 - mape: 1759.3470 - mae: 0.008 - ETA: 3s - loss: 1.9654e-04 - mse: 1.9654e-04 - mape: 1621.8741 - mae: 0.008 - ETA: 2s - loss: 1.8914e-04 - mse: 1.8914e-04 - mape: 1504.8553 - mae: 0.008 - ETA: 2s - loss: 1.8693e-04 - mse: 1.8693e-04 - mape: 1409.0441 - mae: 0.008 - ETA: 1s - loss: 1.8265e-04 - mse: 1.8265e-04 - mape: 1326.5804 - mae: 0.008 - ETA: 1s - loss: 1.7844e-04 - mse: 1.7844e-04 - mape: 1252.2855 - mae: 0.007 - ETA: 0s - loss: 1.7560e-04 - mse: 1.7560e-04 - mape: 1184.2721 - mae: 0.007 - ETA: 0s - loss: 1.7272e-04 - mse: 1.7272e-04 - mape: 1125.5455 - mae: 0.007 - 10s 1ms/sample - loss: 1.7137e-04 - mse: 1.7137e-04 - mape: 1112.8745 - mae: 0.0077 - val_loss: 0.0192 - val_mse: 0.0192 - val_mape: 15.0790 - val_mae: 0.1056
+Epoch 4/10
+8820/8820 [==============================] - ETA: 9s - loss: 9.0928e-05 - mse: 9.0928e-05 - mape: 202.5741 - mae: 0.00 - ETA: 9s - loss: 1.2258e-04 - mse: 1.2258e-04 - mape: 177.1063 - mae: 0.00 - ETA: 9s - loss: 1.2179e-04 - mse: 1.2179e-04 - mape: 161.7897 - mae: 0.00 - ETA: 8s - loss: 1.2047e-04 - mse: 1.2047e-04 - mape: 154.6208 - mae: 0.00 - ETA: 7s - loss: 1.2169e-04 - mse: 1.2169e-04 - mape: 153.7258 - mae: 0.00 - ETA: 7s - loss: 1.2444e-04 - mse: 1.2444e-04 - mape: 1220.5619 - mae: 0.005 - ETA: 6s - loss: 1.1985e-04 - mse: 1.1985e-04 - mape: 1065.5963 - mae: 0.005 - ETA: 5s - loss: 1.1876e-04 - mse: 1.1876e-04 - mape: 943.9921 - mae: 0.005 - ETA: 5s - loss: 1.1357e-04 - mse: 1.1357e-04 - mape: 848.2281 - mae: 0.00 - ETA: 4s - loss: 1.1419e-04 - mse: 1.1419e-04 - mape: 770.0646 - mae: 0.00 - ETA: 3s - loss: 1.1077e-04 - mse: 1.1077e-04 - mape: 704.5913 - mae: 0.00 - ETA: 3s - loss: 1.0998e-04 - mse: 1.0998e-04 - mape: 650.9529 - mae: 0.00 - ETA: 2s - loss: 1.0754e-04 - mse: 1.0754e-04 - mape: 604.8182 - mae: 0.00 - ETA: 2s - loss: 1.0746e-04 - mse: 1.0746e-04 - mape: 564.9519 - mae: 0.00 - ETA: 1s - loss: 1.0767e-04 - mse: 1.0767e-04 - mape: 531.1218 - mae: 0.00 - ETA: 0s - loss: 1.1033e-04 - mse: 1.1033e-04 - mape: 500.5711 - mae: 0.00 - ETA: 0s - loss: 1.0845e-04 - mse: 1.0845e-04 - mape: 473.8693 - mae: 0.00 - 11s 1ms/sample - loss: 1.0762e-04 - mse: 1.0762e-04 - mape: 468.4085 - mae: 0.0051 - val_loss: 0.0151 - val_mse: 0.0151 - val_mape: 13.1795 - val_mae: 0.0925
+Epoch 5/10
+8820/8820 [==============================] - ETA: 9s - loss: 1.2015e-04 - mse: 1.2015e-04 - mape: 39.6069 - mae: 0.005 - ETA: 8s - loss: 1.1369e-04 - mse: 1.1369e-04 - mape: 35.2854 - mae: 0.005 - ETA: 8s - loss: 1.0738e-04 - mse: 1.0738e-04 - mape: 34.6227 - mae: 0.004 - ETA: 7s - loss: 1.0916e-04 - mse: 1.0916e-04 - mape: 34.0315 - mae: 0.004 - ETA: 7s - loss: 1.0448e-04 - mse: 1.0448e-04 - mape: 33.0277 - mae: 0.004 - ETA: 6s - loss: 1.0014e-04 - mse: 1.0014e-04 - mape: 32.6828 - mae: 0.004 - ETA: 6s - loss: 1.0019e-04 - mse: 1.0019e-04 - mape: 33.7787 - mae: 0.004 - ETA: 5s - loss: 9.8877e-05 - mse: 9.8877e-05 - mape: 35.2806 - mae: 0.004 - ETA: 4s - loss: 1.0085e-04 - mse: 1.0085e-04 - mape: 36.0131 - mae: 0.004 - ETA: 4s - loss: 9.9013e-05 - mse: 9.9013e-05 - mape: 299.2472 - mae: 0.00 - ETA: 3s - loss: 9.7985e-05 - mse: 9.7985e-05 - mape: 274.9438 - mae: 0.00 - ETA: 3s - loss: 9.8284e-05 - mse: 9.8284e-05 - mape: 255.2531 - mae: 0.00 - ETA: 2s - loss: 9.8783e-05 - mse: 9.8783e-05 - mape: 237.8519 - mae: 0.00 - ETA: 1s - loss: 9.7966e-05 - mse: 9.7966e-05 - mape: 222.6862 - mae: 0.00 - ETA: 1s - loss: 9.7089e-05 - mse: 9.7089e-05 - mape: 209.5802 - mae: 0.00 - ETA: 0s - loss: 9.6586e-05 - mse: 9.6586e-05 - mape: 198.2127 - mae: 0.00 - ETA: 0s - loss: 9.6845e-05 - mse: 9.6845e-05 - mape: 187.9081 - mae: 0.00 - 10s 1ms/sample - loss: 9.7226e-05 - mse: 9.7226e-05 - mape: 185.7715 - mae: 0.0045 - val_loss: 0.0132 - val_mse: 0.0132 - val_mape: 12.3319 - val_mae: 0.0864
+Epoch 6/10
+8820/8820 [==============================] - ETA: 8s - loss: 6.3985e-05 - mse: 6.3985e-05 - mape: 31.1405 - mae: 0.003 - ETA: 8s - loss: 8.0388e-05 - mse: 8.0388e-05 - mape: 46.8614 - mae: 0.004 - ETA: 7s - loss: 8.3749e-05 - mse: 8.3749e-05 - mape: 43.0325 - mae: 0.004 - ETA: 7s - loss: 7.8398e-05 - mse: 7.8398e-05 - mape: 39.1116 - mae: 0.004 - ETA: 6s - loss: 8.1317e-05 - mse: 8.1317e-05 - mape: 37.2190 - mae: 0.004 - ETA: 5s - loss: 8.5075e-05 - mse: 8.5075e-05 - mape: 35.2879 - mae: 0.004 - ETA: 5s - loss: 8.7019e-05 - mse: 8.7019e-05 - mape: 33.7218 - mae: 0.004 - ETA: 4s - loss: 8.8882e-05 - mse: 8.8882e-05 - mape: 32.7673 - mae: 0.004 - ETA: 4s - loss: 8.9471e-05 - mse: 8.9471e-05 - mape: 32.6569 - mae: 0.004 - ETA: 3s - loss: 9.1386e-05 - mse: 9.1386e-05 - mape: 32.2175 - mae: 0.004 - ETA: 3s - loss: 8.9545e-05 - mse: 8.9545e-05 - mape: 31.7800 - mae: 0.004 - ETA: 2s - loss: 8.8794e-05 - mse: 8.8794e-05 - mape: 31.9000 - mae: 0.004 - ETA: 2s - loss: 8.9111e-05 - mse: 8.9111e-05 - mape: 31.5096 - mae: 0.004 - ETA: 1s - loss: 8.8078e-05 - mse: 8.8078e-05 - mape: 32.6949 - mae: 0.004 - ETA: 1s - loss: 8.8924e-05 - mse: 8.8924e-05 - mape: 32.0004 - mae: 0.004 - ETA: 0s - loss: 8.9507e-05 - mse: 8.9507e-05 - mape: 31.6989 - mae: 0.004 - ETA: 0s - loss: 8.9627e-05 - mse: 8.9627e-05 - mape: 31.2922 - mae: 0.004 - 9s 1ms/sample - loss: 9.0373e-05 - mse: 9.0373e-05 - mape: 31.2580 - mae: 0.0041 - val_loss: 0.0106 - val_mse: 0.0106 - val_mape: 10.6431 - val_mae: 0.0748
+Epoch 7/10
+8820/8820 [==============================] - ETA: 8s - loss: 7.3513e-05 - mse: 7.3513e-05 - mape: 23.2818 - mae: 0.004 - ETA: 7s - loss: 9.3574e-05 - mse: 9.3574e-05 - mape: 27.1874 - mae: 0.004 - ETA: 7s - loss: 9.8130e-05 - mse: 9.8130e-05 - mape: 27.6037 - mae: 0.004 - ETA: 6s - loss: 1.0311e-04 - mse: 1.0311e-04 - mape: 32.9399 - mae: 0.004 - ETA: 6s - loss: 1.1319e-04 - mse: 1.1319e-04 - mape: 32.3387 - mae: 0.004 - ETA: 5s - loss: 1.0237e-04 - mse: 1.0237e-04 - mape: 31.7347 - mae: 0.004 - ETA: 5s - loss: 1.1132e-04 - mse: 1.1132e-04 - mape: 31.8374 - mae: 0.004 - ETA: 4s - loss: 1.1200e-04 - mse: 1.1200e-04 - mape: 32.6557 - mae: 0.004 - ETA: 4s - loss: 1.1068e-04 - mse: 1.1068e-04 - mape: 32.3537 - mae: 0.004 - ETA: 3s - loss: 1.1158e-04 - mse: 1.1158e-04 - mape: 31.8371 - mae: 0.004 - ETA: 3s - loss: 1.1318e-04 - mse: 1.1318e-04 - mape: 33.5346 - mae: 0.004 - ETA: 2s - loss: 1.1229e-04 - mse: 1.1229e-04 - mape: 33.1285 - mae: 0.004 - ETA: 2s - loss: 1.1051e-04 - mse: 1.1051e-04 - mape: 33.3904 - mae: 0.004 - ETA: 1s - loss: 1.0792e-04 - mse: 1.0792e-04 - mape: 186.1837 - mae: 0.00 - ETA: 1s - loss: 1.0619e-04 - mse: 1.0619e-04 - mape: 175.9810 - mae: 0.00 - ETA: 0s - loss: 1.0362e-04 - mse: 1.0362e-04 - mape: 167.0754 - mae: 0.00 - ETA: 0s - loss: 1.0312e-04 - mse: 1.0312e-04 - mape: 158.7330 - mae: 0.00 - 9s 1ms/sample - loss: 1.0207e-04 - mse: 1.0207e-04 - mape: 157.1209 - mae: 0.0042 - val_loss: 0.0115 - val_mse: 0.0115 - val_mape: 11.4709 - val_mae: 0.0803
+Epoch 8/10
+8820/8820 [==============================] - ETA: 7s - loss: 6.5213e-05 - mse: 6.5213e-05 - mape: 31.0173 - mae: 0.003 - ETA: 7s - loss: 8.7737e-05 - mse: 8.7737e-05 - mape: 30.0922 - mae: 0.004 - ETA: 6s - loss: 8.0719e-05 - mse: 8.0719e-05 - mape: 31.5520 - mae: 0.003 - ETA: 6s - loss: 8.3513e-05 - mse: 8.3513e-05 - mape: 31.0936 - mae: 0.003 - ETA: 6s - loss: 8.2863e-05 - mse: 8.2863e-05 - mape: 31.1853 - mae: 0.003 - ETA: 5s - loss: 9.1561e-05 - mse: 9.1561e-05 - mape: 33.8362 - mae: 0.004 - ETA: 5s - loss: 9.0174e-05 - mse: 9.0174e-05 - mape: 33.2891 - mae: 0.004 - ETA: 4s - loss: 9.6180e-05 - mse: 9.6180e-05 - mape: 33.9378 - mae: 0.004 - ETA: 4s - loss: 9.2728e-05 - mse: 9.2728e-05 - mape: 34.8386 - mae: 0.004 - ETA: 3s - loss: 9.0627e-05 - mse: 9.0627e-05 - mape: 36.4131 - mae: 0.004 - ETA: 3s - loss: 9.3249e-05 - mse: 9.3249e-05 - mape: 364.6620 - mae: 0.00 - ETA: 2s - loss: 9.3510e-05 - mse: 9.3510e-05 - mape: 336.6012 - mae: 0.00 - ETA: 2s - loss: 9.3626e-05 - mse: 9.3626e-05 - mape: 313.6372 - mae: 0.00 - ETA: 1s - loss: 9.3714e-05 - mse: 9.3714e-05 - mape: 293.7428 - mae: 0.00 - ETA: 1s - loss: 9.2395e-05 - mse: 9.2395e-05 - mape: 276.6612 - mae: 0.00 - ETA: 0s - loss: 9.3037e-05 - mse: 9.3037e-05 - mape: 261.2875 - mae: 0.00 - ETA: 0s - loss: 9.3468e-05 - mse: 9.3468e-05 - mape: 248.0211 - mae: 0.00 - 9s 998us/sample - loss: 9.2921e-05 - mse: 9.2921e-05 - mape: 245.4884 - mae: 0.0040 - val_loss: 0.0141 - val_mse: 0.0141 - val_mape: 14.2405 - val_mae: 0.0961
+Epoch 9/10
+8820/8820 [==============================] - ETA: 8s - loss: 1.1368e-04 - mse: 1.1368e-04 - mape: 2474.0396 - mae: 0.004 - ETA: 7s - loss: 9.4017e-05 - mse: 9.4017e-05 - mape: 1256.5487 - mae: 0.004 - ETA: 6s - loss: 8.1602e-05 - mse: 8.1602e-05 - mape: 850.2759 - mae: 0.003 - ETA: 6s - loss: 8.6951e-05 - mse: 8.6951e-05 - mape: 644.2999 - mae: 0.00 - ETA: 5s - loss: 9.2764e-05 - mse: 9.2764e-05 - mape: 520.8150 - mae: 0.00 - ETA: 5s - loss: 9.4344e-05 - mse: 9.4344e-05 - mape: 438.9389 - mae: 0.00 - ETA: 5s - loss: 9.5593e-05 - mse: 9.5593e-05 - mape: 380.2825 - mae: 0.00 - ETA: 4s - loss: 9.8450e-05 - mse: 9.8450e-05 - mape: 336.4416 - mae: 0.00 - ETA: 4s - loss: 9.4920e-05 - mse: 9.4920e-05 - mape: 302.4076 - mae: 0.00 - ETA: 3s - loss: 9.8998e-05 - mse: 9.8998e-05 - mape: 275.4135 - mae: 0.00 - ETA: 3s - loss: 9.8509e-05 - mse: 9.8509e-05 - mape: 252.7665 - mae: 0.00 - ETA: 2s - loss: 9.6940e-05 - mse: 9.6941e-05 - mape: 234.2252 - mae: 0.00 - ETA: 2s - loss: 9.9577e-05 - mse: 9.9577e-05 - mape: 218.2778 - mae: 0.00 - ETA: 1s - loss: 1.0163e-04 - mse: 1.0163e-04 - mape: 204.5812 - mae: 0.00 - ETA: 1s - loss: 1.0026e-04 - mse: 1.0026e-04 - mape: 193.8024 - mae: 0.00 - ETA: 0s - loss: 1.0647e-04 - mse: 1.0647e-04 - mape: 183.3026 - mae: 0.00 - ETA: 0s - loss: 1.0447e-04 - mse: 1.0447e-04 - mape: 175.0212 - mae: 0.00 - 9s 1ms/sample - loss: 1.0511e-04 - mse: 1.0511e-04 - mape: 173.2836 - mae: 0.0043 - val_loss: 0.0118 - val_mse: 0.0118 - val_mape: 12.2724 - val_mae: 0.0845
+Epoch 10/10
+8820/8820 [==============================] - ETA: 7s - loss: 7.8713e-05 - mse: 7.8713e-05 - mape: 37.2670 - mae: 0.003 - ETA: 7s - loss: 7.8221e-05 - mse: 7.8221e-05 - mape: 38.7306 - mae: 0.003 - ETA: 6s - loss: 8.1350e-05 - mse: 8.1350e-05 - mape: 41.5098 - mae: 0.003 - ETA: 6s - loss: 8.7151e-05 - mse: 8.7151e-05 - mape: 40.8602 - mae: 0.004 - ETA: 6s - loss: 8.1312e-05 - mse: 8.1312e-05 - mape: 41.9775 - mae: 0.003 - ETA: 5s - loss: 8.2488e-05 - mse: 8.2488e-05 - mape: 43.4958 - mae: 0.004 - ETA: 5s - loss: 8.7402e-05 - mse: 8.7402e-05 - mape: 44.5580 - mae: 0.004 - ETA: 4s - loss: 8.5834e-05 - mse: 8.5834e-05 - mape: 45.9202 - mae: 0.004 - ETA: 4s - loss: 8.5418e-05 - mse: 8.5418e-05 - mape: 45.9028 - mae: 0.004 - ETA: 3s - loss: 8.4598e-05 - mse: 8.4598e-05 - mape: 45.3114 - mae: 0.004 - ETA: 3s - loss: 8.4186e-05 - mse: 8.4186e-05 - mape: 46.7940 - mae: 0.004 - ETA: 2s - loss: 8.5727e-05 - mse: 8.5727e-05 - mape: 47.0174 - mae: 0.004 - ETA: 2s - loss: 8.4615e-05 - mse: 8.4615e-05 - mape: 46.3957 - mae: 0.004 - ETA: 1s - loss: 8.6391e-05 - mse: 8.6391e-05 - mape: 46.0871 - mae: 0.004 - ETA: 1s - loss: 8.6572e-05 - mse: 8.6572e-05 - mape: 45.9574 - mae: 0.004 - ETA: 0s - loss: 8.5087e-05 - mse: 8.5087e-05 - mape: 45.1267 - mae: 0.004 - ETA: 0s - loss: 8.5512e-05 - mse: 8.5512e-05 - mape: 225.4234 - mae: 0.00 - 9s 998us/sample - loss: 8.5951e-05 - mse: 8.5951e-05 - mape: 222.7915 - mae: 0.0040 - val_loss: 0.0100 - val_mse: 0.0100 - val_mape: 10.8389 - val_mae: 0.0756
+Validation Loss (MSE) from Last Epoch: 0.010046624072960446; Learning Rate:0.001; Number of Units in each LSTM Layer: 224
+Compilation Time :  0.04799199104309082
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 54s - loss: 0.0161 - mse: 0.0161 - mape: 100.3127 - mae: 0.059 - ETA: 30s - loss: 0.0153 - mse: 0.0153 - mape: 95.5946 - mae: 0.056 - ETA: 21s - loss: 0.0153 - mse: 0.0153 - mape: 111.1994 - mae: 0.056 - ETA: 17s - loss: 0.0153 - mse: 0.0153 - mape: 155.7256 - mae: 0.057 - ETA: 14s - loss: 0.0143 - mse: 0.0143 - mape: 236.2353 - mae: 0.055 - ETA: 11s - loss: 0.0131 - mse: 0.0131 - mape: 355.7864 - mae: 0.054 - ETA: 10s - loss: 0.0118 - mse: 0.0118 - mape: 615.7076 - mae: 0.054 - ETA: 8s - loss: 0.0113 - mse: 0.0113 - mape: 978.0939 - mae: 0.058 - ETA: 7s - loss: 0.0104 - mse: 0.0104 - mape: 1109.0259 - mae: 0.058 - ETA: 6s - loss: 0.0095 - mse: 0.0095 - mape: 1119.8428 - mae: 0.056 - ETA: 5s - loss: 0.0088 - mse: 0.0088 - mape: 1082.1241 - mae: 0.053 - ETA: 4s - loss: 0.0083 - mse: 0.0083 - mape: 1024.6066 - mae: 0.051 - ETA: 3s - loss: 0.0078 - mse: 0.0078 - mape: 964.7656 - mae: 0.049 - ETA: 2s - loss: 0.0073 - mse: 0.0073 - mape: 907.7831 - mae: 0.04 - ETA: 1s - loss: 0.0069 - mse: 0.0069 - mape: 1273.1381 - mae: 0.044 - ETA: 0s - loss: 0.0065 - mse: 0.0065 - mape: 1198.3003 - mae: 0.042 - ETA: 0s - loss: 0.0063 - mse: 0.0063 - mape: 1131.3171 - mae: 0.041 - 14s 2ms/sample - loss: 0.0062 - mse: 0.0062 - mape: 1117.3079 - mae: 0.0409 - val_loss: 0.0339 - val_mse: 0.0339 - val_mape: 21.8074 - val_mae: 0.1495
+Epoch 2/10
+8820/8820 [==============================] - ETA: 9s - loss: 3.4243e-04 - mse: 3.4243e-04 - mape: 68.9351 - mae: 0.010 - ETA: 9s - loss: 6.6465e-04 - mse: 6.6465e-04 - mape: 69.6886 - mae: 0.014 - ETA: 8s - loss: 8.5329e-04 - mse: 8.5329e-04 - mape: 1551.0970 - mae: 0.016 - ETA: 7s - loss: 8.9185e-04 - mse: 8.9185e-04 - mape: 1182.6456 - mae: 0.016 - ETA: 7s - loss: 8.3526e-04 - mse: 8.3526e-04 - mape: 963.0287 - mae: 0.015 - ETA: 6s - loss: 7.4205e-04 - mse: 7.4205e-04 - mape: 821.1264 - mae: 0.01 - ETA: 6s - loss: 6.8230e-04 - mse: 6.8230e-04 - mape: 723.5853 - mae: 0.01 - ETA: 5s - loss: 6.9478e-04 - mse: 6.9478e-04 - mape: 646.2267 - mae: 0.01 - ETA: 4s - loss: 6.8022e-04 - mse: 6.8022e-04 - mape: 592.7985 - mae: 0.01 - ETA: 4s - loss: 6.5552e-04 - mse: 6.5552e-04 - mape: 553.3536 - mae: 0.01 - ETA: 3s - loss: 6.2676e-04 - mse: 6.2676e-04 - mape: 519.5878 - mae: 0.01 - ETA: 3s - loss: 5.9351e-04 - mse: 5.9351e-04 - mape: 494.5331 - mae: 0.01 - ETA: 2s - loss: 5.8455e-04 - mse: 5.8455e-04 - mape: 472.6780 - mae: 0.01 - ETA: 1s - loss: 5.7332e-04 - mse: 5.7332e-04 - mape: 451.6868 - mae: 0.01 - ETA: 1s - loss: 5.6064e-04 - mse: 5.6064e-04 - mape: 434.1639 - mae: 0.01 - ETA: 0s - loss: 5.3643e-04 - mse: 5.3643e-04 - mape: 420.8271 - mae: 0.01 - ETA: 0s - loss: 5.1795e-04 - mse: 5.1795e-04 - mape: 406.0566 - mae: 0.01 - 11s 1ms/sample - loss: 5.1327e-04 - mse: 5.1327e-04 - mape: 404.1195 - mae: 0.0122 - val_loss: 0.0368 - val_mse: 0.0368 - val_mape: 22.0724 - val_mae: 0.1528
+Epoch 3/10
+8820/8820 [==============================] - ETA: 9s - loss: 3.2162e-04 - mse: 3.2162e-04 - mape: 191.7632 - mae: 0.01 - ETA: 9s - loss: 3.0986e-04 - mse: 3.0986e-04 - mape: 169.7112 - mae: 0.00 - ETA: 8s - loss: 3.2341e-04 - mse: 3.2341e-04 - mape: 173.0426 - mae: 0.00 - ETA: 8s - loss: 2.9902e-04 - mse: 2.9902e-04 - mape: 170.7504 - mae: 0.00 - ETA: 7s - loss: 2.8207e-04 - mse: 2.8207e-04 - mape: 168.4438 - mae: 0.00 - ETA: 6s - loss: 2.7234e-04 - mse: 2.7234e-04 - mape: 171.2665 - mae: 0.00 - ETA: 6s - loss: 2.5867e-04 - mse: 2.5867e-04 - mape: 172.1185 - mae: 0.00 - ETA: 5s - loss: 2.5627e-04 - mse: 2.5627e-04 - mape: 173.2630 - mae: 0.00 - ETA: 5s - loss: 2.4959e-04 - mse: 2.4959e-04 - mape: 173.5689 - mae: 0.00 - ETA: 4s - loss: 2.4293e-04 - mse: 2.4293e-04 - mape: 171.6595 - mae: 0.00 - ETA: 4s - loss: 2.3253e-04 - mse: 2.3253e-04 - mape: 169.8011 - mae: 0.00 - ETA: 3s - loss: 2.2603e-04 - mse: 2.2603e-04 - mape: 169.9599 - mae: 0.00 - ETA: 2s - loss: 2.1842e-04 - mse: 2.1842e-04 - mape: 165.5718 - mae: 0.00 - ETA: 2s - loss: 2.1233e-04 - mse: 2.1233e-04 - mape: 160.9646 - mae: 0.00 - ETA: 1s - loss: 2.0540e-04 - mse: 2.0540e-04 - mape: 158.8150 - mae: 0.00 - ETA: 0s - loss: 2.0100e-04 - mse: 2.0100e-04 - mape: 455.2924 - mae: 0.00 - ETA: 0s - loss: 1.9667e-04 - mse: 1.9667e-04 - mape: 434.3506 - mae: 0.00 - 12s 1ms/sample - loss: 1.9525e-04 - mse: 1.9525e-04 - mape: 429.9268 - mae: 0.0072 - val_loss: 0.0276 - val_mse: 0.0276 - val_mape: 19.1958 - val_mae: 0.1326
+Epoch 4/10
+8820/8820 [==============================] - ETA: 11s - loss: 1.1817e-04 - mse: 1.1817e-04 - mape: 5970.4385 - mae: 0.00 - ETA: 10s - loss: 1.2123e-04 - mse: 1.2123e-04 - mape: 3027.1096 - mae: 0.00 - ETA: 9s - loss: 1.1101e-04 - mse: 1.1101e-04 - mape: 2041.9825 - mae: 0.0048 - ETA: 8s - loss: 1.0808e-04 - mse: 1.0808e-04 - mape: 1545.2804 - mae: 0.004 - ETA: 8s - loss: 1.0979e-04 - mse: 1.0979e-04 - mape: 1247.1580 - mae: 0.004 - ETA: 7s - loss: 1.1323e-04 - mse: 1.1323e-04 - mape: 1045.2666 - mae: 0.004 - ETA: 6s - loss: 1.0617e-04 - mse: 1.0617e-04 - mape: 902.2030 - mae: 0.004 - ETA: 6s - loss: 1.1093e-04 - mse: 1.1093e-04 - mape: 794.1572 - mae: 0.00 - ETA: 5s - loss: 1.0775e-04 - mse: 1.0775e-04 - mape: 710.4857 - mae: 0.00 - ETA: 4s - loss: 1.1024e-04 - mse: 1.1024e-04 - mape: 643.7440 - mae: 0.00 - ETA: 4s - loss: 1.0656e-04 - mse: 1.0656e-04 - mape: 589.3013 - mae: 0.00 - ETA: 3s - loss: 1.1119e-04 - mse: 1.1119e-04 - mape: 543.2578 - mae: 0.00 - ETA: 2s - loss: 1.1118e-04 - mse: 1.1118e-04 - mape: 504.2091 - mae: 0.00 - ETA: 2s - loss: 1.0982e-04 - mse: 1.0982e-04 - mape: 470.6855 - mae: 0.00 - ETA: 1s - loss: 1.0782e-04 - mse: 1.0782e-04 - mape: 442.0862 - mae: 0.00 - ETA: 0s - loss: 1.0726e-04 - mse: 1.0726e-04 - mape: 416.4399 - mae: 0.00 - ETA: 0s - loss: 1.0634e-04 - mse: 1.0634e-04 - mape: 394.3036 - mae: 0.00 - 11s 1ms/sample - loss: 1.0708e-04 - mse: 1.0708e-04 - mape: 389.4684 - mae: 0.0046 - val_loss: 0.0177 - val_mse: 0.0177 - val_mape: 14.5056 - val_mae: 0.1016
+Epoch 5/10
+8820/8820 [==============================] - ETA: 9s - loss: 1.0993e-04 - mse: 1.0993e-04 - mape: 34.3202 - mae: 0.005 - ETA: 9s - loss: 9.1867e-05 - mse: 9.1867e-05 - mape: 33.3101 - mae: 0.004 - ETA: 8s - loss: 8.3716e-05 - mse: 8.3716e-05 - mape: 31.5928 - mae: 0.004 - ETA: 8s - loss: 8.7059e-05 - mse: 8.7059e-05 - mape: 32.2566 - mae: 0.004 - ETA: 7s - loss: 8.7116e-05 - mse: 8.7116e-05 - mape: 32.7997 - mae: 0.004 - ETA: 6s - loss: 8.1263e-05 - mse: 8.1263e-05 - mape: 33.3644 - mae: 0.004 - ETA: 6s - loss: 8.2342e-05 - mse: 8.2342e-05 - mape: 33.1278 - mae: 0.004 - ETA: 5s - loss: 8.5344e-05 - mse: 8.5344e-05 - mape: 280.6942 - mae: 0.00 - ETA: 4s - loss: 8.7557e-05 - mse: 8.7557e-05 - mape: 254.0213 - mae: 0.00 - ETA: 4s - loss: 8.7664e-05 - mse: 8.7664e-05 - mape: 233.3695 - mae: 0.00 - ETA: 3s - loss: 8.7928e-05 - mse: 8.7928e-05 - mape: 215.1686 - mae: 0.00 - ETA: 3s - loss: 8.7800e-05 - mse: 8.7800e-05 - mape: 200.7952 - mae: 0.00 - ETA: 2s - loss: 9.0185e-05 - mse: 9.0185e-05 - mape: 187.9586 - mae: 0.00 - ETA: 1s - loss: 9.0618e-05 - mse: 9.0618e-05 - mape: 176.6984 - mae: 0.00 - ETA: 1s - loss: 9.0987e-05 - mse: 9.0987e-05 - mape: 167.0713 - mae: 0.00 - ETA: 0s - loss: 8.9608e-05 - mse: 8.9608e-05 - mape: 158.6158 - mae: 0.00 - ETA: 0s - loss: 8.9150e-05 - mse: 8.9150e-05 - mape: 150.8267 - mae: 0.00 - 11s 1ms/sample - loss: 8.8951e-05 - mse: 8.8951e-05 - mape: 149.2312 - mae: 0.0044 - val_loss: 0.0149 - val_mse: 0.0149 - val_mape: 13.0288 - val_mae: 0.0915
+Epoch 6/10
+8820/8820 [==============================] - ETA: 10s - loss: 9.0730e-05 - mse: 9.0730e-05 - mape: 39.3194 - mae: 0.00 - ETA: 9s - loss: 8.7956e-05 - mse: 8.7956e-05 - mape: 36.4716 - mae: 0.0042 - ETA: 8s - loss: 8.4332e-05 - mse: 8.4332e-05 - mape: 34.9334 - mae: 0.004 - ETA: 8s - loss: 8.5712e-05 - mse: 8.5712e-05 - mape: 33.6736 - mae: 0.004 - ETA: 7s - loss: 8.8858e-05 - mse: 8.8858e-05 - mape: 64.6542 - mae: 0.004 - ETA: 7s - loss: 8.7214e-05 - mse: 8.7214e-05 - mape: 58.9675 - mae: 0.004 - ETA: 6s - loss: 8.9746e-05 - mse: 8.9746e-05 - mape: 54.5840 - mae: 0.004 - ETA: 5s - loss: 8.9887e-05 - mse: 8.9887e-05 - mape: 51.0319 - mae: 0.004 - ETA: 5s - loss: 9.1872e-05 - mse: 9.1872e-05 - mape: 48.4625 - mae: 0.004 - ETA: 4s - loss: 9.4211e-05 - mse: 9.4211e-05 - mape: 46.0481 - mae: 0.004 - ETA: 3s - loss: 9.2922e-05 - mse: 9.2922e-05 - mape: 44.3853 - mae: 0.004 - ETA: 3s - loss: 9.2250e-05 - mse: 9.2250e-05 - mape: 42.8539 - mae: 0.004 - ETA: 2s - loss: 9.2410e-05 - mse: 9.2410e-05 - mape: 41.8827 - mae: 0.004 - ETA: 2s - loss: 9.2450e-05 - mse: 9.2450e-05 - mape: 40.7553 - mae: 0.004 - ETA: 1s - loss: 9.1648e-05 - mse: 9.1648e-05 - mape: 39.8019 - mae: 0.004 - ETA: 0s - loss: 9.0921e-05 - mse: 9.0921e-05 - mape: 39.4744 - mae: 0.004 - ETA: 0s - loss: 9.2574e-05 - mse: 9.2574e-05 - mape: 39.2719 - mae: 0.004 - 11s 1ms/sample - loss: 9.2175e-05 - mse: 9.2175e-05 - mape: 39.0269 - mae: 0.0042 - val_loss: 0.0137 - val_mse: 0.0137 - val_mape: 12.4997 - val_mae: 0.0877
+Epoch 7/10
+8820/8820 [==============================] - ETA: 9s - loss: 7.5615e-05 - mse: 7.5615e-05 - mape: 29.1122 - mae: 0.003 - ETA: 9s - loss: 8.8280e-05 - mse: 8.8280e-05 - mape: 27.0750 - mae: 0.004 - ETA: 8s - loss: 8.7103e-05 - mse: 8.7103e-05 - mape: 27.4604 - mae: 0.004 - ETA: 8s - loss: 9.1406e-05 - mse: 9.1406e-05 - mape: 27.6258 - mae: 0.004 - ETA: 7s - loss: 9.0551e-05 - mse: 9.0551e-05 - mape: 28.1689 - mae: 0.004 - ETA: 6s - loss: 9.5257e-05 - mse: 9.5257e-05 - mape: 29.6253 - mae: 0.004 - ETA: 6s - loss: 9.7313e-05 - mse: 9.7313e-05 - mape: 29.9464 - mae: 0.004 - ETA: 5s - loss: 9.2570e-05 - mse: 9.2570e-05 - mape: 30.6048 - mae: 0.004 - ETA: 5s - loss: 9.2721e-05 - mse: 9.2721e-05 - mape: 31.7333 - mae: 0.004 - ETA: 4s - loss: 9.4820e-05 - mse: 9.4820e-05 - mape: 32.1479 - mae: 0.004 - ETA: 3s - loss: 9.1896e-05 - mse: 9.1896e-05 - mape: 31.9705 - mae: 0.004 - ETA: 3s - loss: 9.1135e-05 - mse: 9.1135e-05 - mape: 31.8962 - mae: 0.004 - ETA: 2s - loss: 9.0961e-05 - mse: 9.0961e-05 - mape: 31.8743 - mae: 0.004 - ETA: 1s - loss: 9.0592e-05 - mse: 9.0592e-05 - mape: 31.4719 - mae: 0.004 - ETA: 1s - loss: 8.9236e-05 - mse: 8.9236e-05 - mape: 30.8809 - mae: 0.004 - ETA: 0s - loss: 9.1041e-05 - mse: 9.1041e-05 - mape: 30.9416 - mae: 0.004 - ETA: 0s - loss: 8.9890e-05 - mse: 8.9890e-05 - mape: 91.2680 - mae: 0.004 - 11s 1ms/sample - loss: 9.0743e-05 - mse: 9.0743e-05 - mape: 90.3256 - mae: 0.0041 - val_loss: 0.0146 - val_mse: 0.0146 - val_mape: 13.5539 - val_mae: 0.0938
+Epoch 8/10
+8820/8820 [==============================] - ETA: 9s - loss: 1.0318e-04 - mse: 1.0318e-04 - mape: 50.6115 - mae: 0.004 - ETA: 8s - loss: 1.2148e-04 - mse: 1.2148e-04 - mape: 45.9711 - mae: 0.004 - ETA: 8s - loss: 1.1793e-04 - mse: 1.1793e-04 - mape: 40.3905 - mae: 0.004 - ETA: 7s - loss: 1.0760e-04 - mse: 1.0760e-04 - mape: 39.1710 - mae: 0.004 - ETA: 7s - loss: 1.0892e-04 - mse: 1.0892e-04 - mape: 38.3459 - mae: 0.004 - ETA: 6s - loss: 1.0900e-04 - mse: 1.0900e-04 - mape: 36.5057 - mae: 0.004 - ETA: 6s - loss: 1.0226e-04 - mse: 1.0226e-04 - mape: 35.0394 - mae: 0.004 - ETA: 5s - loss: 1.0176e-04 - mse: 1.0176e-04 - mape: 34.4569 - mae: 0.004 - ETA: 4s - loss: 1.0323e-04 - mse: 1.0323e-04 - mape: 34.1457 - mae: 0.004 - ETA: 4s - loss: 1.0084e-04 - mse: 1.0084e-04 - mape: 33.3730 - mae: 0.004 - ETA: 3s - loss: 9.7750e-05 - mse: 9.7750e-05 - mape: 32.8475 - mae: 0.004 - ETA: 3s - loss: 9.8374e-05 - mse: 9.8374e-05 - mape: 32.2031 - mae: 0.004 - ETA: 2s - loss: 9.6390e-05 - mse: 9.6390e-05 - mape: 31.8255 - mae: 0.004 - ETA: 1s - loss: 9.5281e-05 - mse: 9.5281e-05 - mape: 31.8344 - mae: 0.004 - ETA: 1s - loss: 9.4997e-05 - mse: 9.4997e-05 - mape: 196.4167 - mae: 0.00 - ETA: 0s - loss: 9.4253e-05 - mse: 9.4253e-05 - mape: 186.3313 - mae: 0.00 - ETA: 0s - loss: 9.3434e-05 - mse: 9.3434e-05 - mape: 177.0312 - mae: 0.00 - 11s 1ms/sample - loss: 9.3295e-05 - mse: 9.3295e-05 - mape: 174.9894 - mae: 0.0041 - val_loss: 0.0110 - val_mse: 0.0110 - val_mape: 10.9817 - val_mae: 0.0772
+Epoch 9/10
+8820/8820 [==============================] - ETA: 9s - loss: 8.3224e-05 - mse: 8.3224e-05 - mape: 35.7624 - mae: 0.003 - ETA: 9s - loss: 7.3390e-05 - mse: 7.3390e-05 - mape: 31.8206 - mae: 0.003 - ETA: 8s - loss: 7.9635e-05 - mse: 7.9635e-05 - mape: 30.3057 - mae: 0.003 - ETA: 7s - loss: 8.3178e-05 - mse: 8.3178e-05 - mape: 32.4334 - mae: 0.003 - ETA: 7s - loss: 8.6250e-05 - mse: 8.6250e-05 - mape: 34.1579 - mae: 0.003 - ETA: 6s - loss: 8.7807e-05 - mse: 8.7808e-05 - mape: 33.5218 - mae: 0.003 - ETA: 6s - loss: 9.0585e-05 - mse: 9.0585e-05 - mape: 32.9492 - mae: 0.004 - ETA: 5s - loss: 9.0076e-05 - mse: 9.0076e-05 - mape: 32.1093 - mae: 0.003 - ETA: 4s - loss: 8.7056e-05 - mse: 8.7056e-05 - mape: 32.3769 - mae: 0.003 - ETA: 4s - loss: 9.1398e-05 - mse: 9.1398e-05 - mape: 32.8749 - mae: 0.004 - ETA: 3s - loss: 8.9105e-05 - mse: 8.9105e-05 - mape: 33.8709 - mae: 0.003 - ETA: 3s - loss: 8.7167e-05 - mse: 8.7167e-05 - mape: 33.7912 - mae: 0.003 - ETA: 2s - loss: 8.6799e-05 - mse: 8.6799e-05 - mape: 33.2066 - mae: 0.003 - ETA: 1s - loss: 8.4404e-05 - mse: 8.4404e-05 - mape: 140.6144 - mae: 0.00 - ETA: 1s - loss: 8.3764e-05 - mse: 8.3764e-05 - mape: 133.2102 - mae: 0.00 - ETA: 0s - loss: 8.2605e-05 - mse: 8.2605e-05 - mape: 127.3962 - mae: 0.00 - ETA: 0s - loss: 8.3984e-05 - mse: 8.3984e-05 - mape: 121.8188 - mae: 0.00 - 11s 1ms/sample - loss: 8.3742e-05 - mse: 8.3742e-05 - mape: 120.5740 - mae: 0.0039 - val_loss: 0.0101 - val_mse: 0.0101 - val_mape: 10.4856 - val_mae: 0.0737
+Epoch 10/10
+8820/8820 [==============================] - ETA: 9s - loss: 8.7250e-05 - mse: 8.7250e-05 - mape: 46.9675 - mae: 0.004 - ETA: 9s - loss: 7.1854e-05 - mse: 7.1854e-05 - mape: 40.5840 - mae: 0.003 - ETA: 8s - loss: 7.3457e-05 - mse: 7.3457e-05 - mape: 37.5680 - mae: 0.003 - ETA: 7s - loss: 7.1747e-05 - mse: 7.1747e-05 - mape: 292.6935 - mae: 0.00 - ETA: 7s - loss: 7.6880e-05 - mse: 7.6880e-05 - mape: 245.0393 - mae: 0.00 - ETA: 6s - loss: 7.4485e-05 - mse: 7.4485e-05 - mape: 209.1620 - mae: 0.00 - ETA: 6s - loss: 7.0762e-05 - mse: 7.0762e-05 - mape: 183.6883 - mae: 0.00 - ETA: 5s - loss: 6.8599e-05 - mse: 6.8600e-05 - mape: 164.5469 - mae: 0.00 - ETA: 4s - loss: 6.7853e-05 - mse: 6.7853e-05 - mape: 149.5129 - mae: 0.00 - ETA: 4s - loss: 6.7791e-05 - mse: 6.7791e-05 - mape: 138.0403 - mae: 0.00 - ETA: 3s - loss: 6.8218e-05 - mse: 6.8218e-05 - mape: 128.7877 - mae: 0.00 - ETA: 3s - loss: 6.9081e-05 - mse: 6.9081e-05 - mape: 121.0892 - mae: 0.00 - ETA: 2s - loss: 6.8555e-05 - mse: 6.8555e-05 - mape: 114.8395 - mae: 0.00 - ETA: 1s - loss: 6.9552e-05 - mse: 6.9552e-05 - mape: 110.2898 - mae: 0.00 - ETA: 1s - loss: 7.0808e-05 - mse: 7.0808e-05 - mape: 106.1000 - mae: 0.00 - ETA: 0s - loss: 7.0034e-05 - mse: 7.0034e-05 - mape: 101.7637 - mae: 0.00 - ETA: 0s - loss: 7.0154e-05 - mse: 7.0154e-05 - mape: 97.5854 - mae: 0.0036 - 11s 1ms/sample - loss: 7.0036e-05 - mse: 7.0036e-05 - mape: 96.7576 - mae: 0.0036 - val_loss: 0.0073 - val_mse: 0.0073 - val_mape: 8.6196 - val_mae: 0.0600
+Validation Loss (MSE) from Last Epoch: 0.007292452868910468; Learning Rate:0.001; Number of Units in each LSTM Layer: 256
+Compilation Time :  0.04900097846984863
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 56s - loss: 0.0157 - mse: 0.0157 - mape: 98.0064 - mae: 0.05 - ETA: 31s - loss: 0.0137 - mse: 0.0137 - mape: 101.2365 - mae: 0.051 - ETA: 23s - loss: 0.0129 - mse: 0.0129 - mape: 176.1650 - mae: 0.050 - ETA: 18s - loss: 0.0116 - mse: 0.0116 - mape: 256.9770 - mae: 0.048 - ETA: 15s - loss: 0.0100 - mse: 0.0100 - mape: 435.6905 - mae: 0.048 - ETA: 12s - loss: 0.0096 - mse: 0.0096 - mape: 23218.1641 - mae: 0.054 - ETA: 10s - loss: 0.0086 - mse: 0.0086 - mape: 20179.4473 - mae: 0.053 - ETA: 9s - loss: 0.0077 - mse: 0.0077 - mape: 17802.0605 - mae: 0.050 - ETA: 8s - loss: 0.0071 - mse: 0.0071 - mape: 15874.9180 - mae: 0.04 - ETA: 6s - loss: 0.0066 - mse: 0.0066 - mape: 14320.5840 - mae: 0.04 - ETA: 5s - loss: 0.0062 - mse: 0.0062 - mape: 13034.7070 - mae: 0.04 - ETA: 4s - loss: 0.0057 - mse: 0.0057 - mape: 11957.9092 - mae: 0.04 - ETA: 3s - loss: 0.0053 - mse: 0.0053 - mape: 11043.4014 - mae: 0.03 - ETA: 2s - loss: 0.0050 - mse: 0.0050 - mape: 10258.9307 - mae: 0.03 - ETA: 1s - loss: 0.0047 - mse: 0.0047 - mape: 9579.9385 - mae: 0.0354 - ETA: 1s - loss: 0.0044 - mse: 0.0044 - mape: 8986.3164 - mae: 0.033 - ETA: 0s - loss: 0.0042 - mse: 0.0042 - mape: 8462.1416 - mae: 0.032 - 16s 2ms/sample - loss: 0.0042 - mse: 0.0042 - mape: 8351.6650 - mae: 0.0322 - val_loss: 0.0473 - val_mse: 0.0473 - val_mape: 29.9278 - val_mae: 0.1930
+Epoch 2/10
+8820/8820 [==============================] - ETA: 10s - loss: 8.7619e-04 - mse: 8.7619e-04 - mape: 76.8199 - mae: 0.01 - ETA: 10s - loss: 7.9235e-04 - mse: 7.9235e-04 - mape: 83.9128 - mae: 0.01 - ETA: 9s - loss: 6.6241e-04 - mse: 6.6241e-04 - mape: 84.4465 - mae: 0.0143 - ETA: 8s - loss: 5.5137e-04 - mse: 5.5137e-04 - mape: 84.4599 - mae: 0.012 - ETA: 8s - loss: 5.1109e-04 - mse: 5.1109e-04 - mape: 85.8874 - mae: 0.012 - ETA: 7s - loss: 5.3073e-04 - mse: 5.3073e-04 - mape: 88.7662 - mae: 0.012 - ETA: 6s - loss: 5.1851e-04 - mse: 5.1851e-04 - mape: 92.6493 - mae: 0.012 - ETA: 6s - loss: 4.9047e-04 - mse: 4.9047e-04 - mape: 97.2546 - mae: 0.011 - ETA: 5s - loss: 4.6470e-04 - mse: 4.6470e-04 - mape: 101.6987 - mae: 0.01 - ETA: 4s - loss: 4.4529e-04 - mse: 4.4529e-04 - mape: 105.4735 - mae: 0.01 - ETA: 4s - loss: 4.4046e-04 - mse: 4.4046e-04 - mape: 112.7859 - mae: 0.01 - ETA: 3s - loss: 4.3576e-04 - mse: 4.3576e-04 - mape: 120.3516 - mae: 0.01 - ETA: 2s - loss: 4.2442e-04 - mse: 4.2442e-04 - mape: 129.8725 - mae: 0.01 - ETA: 2s - loss: 4.0467e-04 - mse: 4.0467e-04 - mape: 1066.8490 - mae: 0.010 - ETA: 1s - loss: 3.9296e-04 - mse: 3.9296e-04 - mape: 1007.5568 - mae: 0.010 - ETA: 0s - loss: 3.8687e-04 - mse: 3.8687e-04 - mape: 956.6254 - mae: 0.010 - ETA: 0s - loss: 3.8259e-04 - mse: 3.8259e-04 - mape: 911.8176 - mae: 0.01 - 12s 1ms/sample - loss: 3.8100e-04 - mse: 3.8100e-04 - mape: 901.3595 - mae: 0.0105 - val_loss: 0.0304 - val_mse: 0.0304 - val_mape: 20.2381 - val_mae: 0.1398
+Epoch 3/10
+8820/8820 [==============================] - ETA: 11s - loss: 1.5192e-04 - mse: 1.5192e-04 - mape: 269.2607 - mae: 0.007 - ETA: 11s - loss: 1.4131e-04 - mse: 1.4131e-04 - mape: 243.3250 - mae: 0.007 - ETA: 10s - loss: 1.9168e-04 - mse: 1.9168e-04 - mape: 236.6879 - mae: 0.007 - ETA: 9s - loss: 2.1707e-04 - mse: 2.1707e-04 - mape: 228.4764 - mae: 0.008 - ETA: 8s - loss: 2.1233e-04 - mse: 2.1233e-04 - mape: 227.7703 - mae: 0.00 - ETA: 8s - loss: 1.9751e-04 - mse: 1.9751e-04 - mape: 225.3746 - mae: 0.00 - ETA: 7s - loss: 1.9143e-04 - mse: 1.9143e-04 - mape: 219.4341 - mae: 0.00 - ETA: 6s - loss: 1.9548e-04 - mse: 1.9548e-04 - mape: 220.0531 - mae: 0.00 - ETA: 6s - loss: 1.9755e-04 - mse: 1.9755e-04 - mape: 220.1317 - mae: 0.00 - ETA: 5s - loss: 1.8879e-04 - mse: 1.8879e-04 - mape: 222.1682 - mae: 0.00 - ETA: 4s - loss: 1.8897e-04 - mse: 1.8897e-04 - mape: 219.5897 - mae: 0.00 - ETA: 3s - loss: 1.8649e-04 - mse: 1.8649e-04 - mape: 1377.9761 - mae: 0.007 - ETA: 3s - loss: 1.8527e-04 - mse: 1.8527e-04 - mape: 1288.5261 - mae: 0.007 - ETA: 2s - loss: 1.8224e-04 - mse: 1.8224e-04 - mape: 1211.5472 - mae: 0.007 - ETA: 1s - loss: 1.7928e-04 - mse: 1.7928e-04 - mape: 1145.1681 - mae: 0.007 - ETA: 0s - loss: 1.7633e-04 - mse: 1.7633e-04 - mape: 1088.5339 - mae: 0.007 - ETA: 0s - loss: 1.7278e-04 - mse: 1.7278e-04 - mape: 1039.5059 - mae: 0.007 - 13s 1ms/sample - loss: 1.7301e-04 - mse: 1.7301e-04 - mape: 1027.5118 - mae: 0.0074 - val_loss: 0.0175 - val_mse: 0.0175 - val_mape: 14.7272 - val_mae: 0.1026
+Epoch 4/10
+8820/8820 [==============================] - ETA: 11s - loss: 1.3102e-04 - mse: 1.3102e-04 - mape: 13466.7373 - mae: 0.006 - ETA: 10s - loss: 1.0977e-04 - mse: 1.0977e-04 - mape: 6858.3354 - mae: 0.006 - ETA: 9s - loss: 1.3993e-04 - mse: 1.3993e-04 - mape: 4635.8071 - mae: 0.0065 - ETA: 9s - loss: 1.3915e-04 - mse: 1.3915e-04 - mape: 3540.7251 - mae: 0.006 - ETA: 8s - loss: 1.3341e-04 - mse: 1.3341e-04 - mape: 2874.3049 - mae: 0.006 - ETA: 7s - loss: 1.3384e-04 - mse: 1.3384e-04 - mape: 2419.4111 - mae: 0.006 - ETA: 6s - loss: 1.3450e-04 - mse: 1.3450e-04 - mape: 2096.9397 - mae: 0.006 - ETA: 6s - loss: 1.2942e-04 - mse: 1.2942e-04 - mape: 1854.1667 - mae: 0.006 - ETA: 5s - loss: 1.2485e-04 - mse: 1.2485e-04 - mape: 1662.9401 - mae: 0.006 - ETA: 4s - loss: 1.2206e-04 - mse: 1.2206e-04 - mape: 1512.8047 - mae: 0.006 - ETA: 4s - loss: 1.2245e-04 - mse: 1.2245e-04 - mape: 1392.6099 - mae: 0.006 - ETA: 3s - loss: 1.1957e-04 - mse: 1.1957e-04 - mape: 1289.0941 - mae: 0.006 - ETA: 2s - loss: 1.1964e-04 - mse: 1.1964e-04 - mape: 1200.9275 - mae: 0.006 - ETA: 2s - loss: 1.1839e-04 - mse: 1.1839e-04 - mape: 1124.0526 - mae: 0.005 - ETA: 1s - loss: 1.1863e-04 - mse: 1.1863e-04 - mape: 1058.0221 - mae: 0.005 - ETA: 0s - loss: 1.1889e-04 - mse: 1.1889e-04 - mape: 1000.7589 - mae: 0.005 - ETA: 0s - loss: 1.1747e-04 - mse: 1.1747e-04 - mape: 949.9135 - mae: 0.005 - 12s 1ms/sample - loss: 1.1695e-04 - mse: 1.1695e-04 - mape: 938.7073 - mae: 0.0058 - val_loss: 0.0136 - val_mse: 0.0136 - val_mape: 12.9838 - val_mae: 0.0901
+Epoch 5/10
+8820/8820 [==============================] - ETA: 10s - loss: 8.7792e-05 - mse: 8.7792e-05 - mape: 123.4377 - mae: 0.005 - ETA: 10s - loss: 9.1259e-05 - mse: 9.1259e-05 - mape: 124.0516 - mae: 0.005 - ETA: 9s - loss: 9.6721e-05 - mse: 9.6721e-05 - mape: 115.9934 - mae: 0.005 - ETA: 8s - loss: 9.8090e-05 - mse: 9.8090e-05 - mape: 1876.2755 - mae: 0.005 - ETA: 8s - loss: 9.7345e-05 - mse: 9.7345e-05 - mape: 1521.8922 - mae: 0.004 - ETA: 7s - loss: 1.0081e-04 - mse: 1.0081e-04 - mape: 1288.5157 - mae: 0.005 - ETA: 6s - loss: 9.9630e-05 - mse: 9.9630e-05 - mape: 1122.8009 - mae: 0.004 - ETA: 6s - loss: 9.9892e-05 - mse: 9.9892e-05 - mape: 992.3954 - mae: 0.004 - ETA: 5s - loss: 9.7537e-05 - mse: 9.7537e-05 - mape: 890.9665 - mae: 0.00 - ETA: 4s - loss: 9.7668e-05 - mse: 9.7668e-05 - mape: 810.6673 - mae: 0.00 - ETA: 4s - loss: 9.5312e-05 - mse: 9.5312e-05 - mape: 743.7197 - mae: 0.00 - ETA: 3s - loss: 9.3072e-05 - mse: 9.3072e-05 - mape: 688.2789 - mae: 0.00 - ETA: 2s - loss: 9.1804e-05 - mse: 9.1804e-05 - mape: 640.2872 - mae: 0.00 - ETA: 2s - loss: 9.2760e-05 - mse: 9.2760e-05 - mape: 598.9507 - mae: 0.00 - ETA: 1s - loss: 9.2163e-05 - mse: 9.2163e-05 - mape: 561.9687 - mae: 0.00 - ETA: 0s - loss: 9.1094e-05 - mse: 9.1094e-05 - mape: 530.8837 - mae: 0.00 - ETA: 0s - loss: 8.8718e-05 - mse: 8.8718e-05 - mape: 503.8336 - mae: 0.00 - 12s 1ms/sample - loss: 8.8995e-05 - mse: 8.8995e-05 - mape: 498.1460 - mae: 0.0044 - val_loss: 0.0121 - val_mse: 0.0121 - val_mape: 11.9656 - val_mae: 0.0835
+Epoch 6/10
+8820/8820 [==============================] - ETA: 10s - loss: 6.7766e-05 - mse: 6.7766e-05 - mape: 43.1165 - mae: 0.00 - ETA: 10s - loss: 6.7081e-05 - mse: 6.7081e-05 - mape: 44.2273 - mae: 0.00 - ETA: 9s - loss: 6.6206e-05 - mse: 6.6206e-05 - mape: 43.2748 - mae: 0.0035 - ETA: 8s - loss: 6.5161e-05 - mse: 6.5161e-05 - mape: 44.4696 - mae: 0.003 - ETA: 8s - loss: 6.8764e-05 - mse: 6.8764e-05 - mape: 43.0237 - mae: 0.003 - ETA: 7s - loss: 7.1698e-05 - mse: 7.1698e-05 - mape: 41.3226 - mae: 0.003 - ETA: 6s - loss: 7.5364e-05 - mse: 7.5364e-05 - mape: 41.1659 - mae: 0.003 - ETA: 6s - loss: 7.4302e-05 - mse: 7.4302e-05 - mape: 40.1257 - mae: 0.003 - ETA: 5s - loss: 7.4143e-05 - mse: 7.4143e-05 - mape: 39.1081 - mae: 0.003 - ETA: 4s - loss: 7.3173e-05 - mse: 7.3173e-05 - mape: 38.3469 - mae: 0.003 - ETA: 4s - loss: 7.5539e-05 - mse: 7.5539e-05 - mape: 37.8043 - mae: 0.003 - ETA: 3s - loss: 7.3651e-05 - mse: 7.3651e-05 - mape: 37.4810 - mae: 0.003 - ETA: 2s - loss: 7.2144e-05 - mse: 7.2144e-05 - mape: 37.1632 - mae: 0.003 - ETA: 2s - loss: 7.1202e-05 - mse: 7.1202e-05 - mape: 36.9329 - mae: 0.003 - ETA: 1s - loss: 7.1646e-05 - mse: 7.1646e-05 - mape: 187.9042 - mae: 0.00 - ETA: 0s - loss: 7.1282e-05 - mse: 7.1282e-05 - mape: 177.9521 - mae: 0.00 - ETA: 0s - loss: 7.0605e-05 - mse: 7.0605e-05 - mape: 169.2711 - mae: 0.00 - 12s 1ms/sample - loss: 7.0176e-05 - mse: 7.0176e-05 - mape: 167.4733 - mae: 0.0036 - val_loss: 0.0105 - val_mse: 0.0105 - val_mape: 11.0916 - val_mae: 0.0773
+Epoch 7/10
+8820/8820 [==============================] - ETA: 10s - loss: 8.6065e-05 - mse: 8.6065e-05 - mape: 36.4177 - mae: 0.00 - ETA: 10s - loss: 8.3202e-05 - mse: 8.3202e-05 - mape: 35.3302 - mae: 0.00 - ETA: 9s - loss: 9.0177e-05 - mse: 9.0177e-05 - mape: 35.4122 - mae: 0.0038 - ETA: 8s - loss: 8.3467e-05 - mse: 8.3467e-05 - mape: 37.1802 - mae: 0.003 - ETA: 7s - loss: 8.8849e-05 - mse: 8.8849e-05 - mape: 35.7766 - mae: 0.003 - ETA: 7s - loss: 8.7994e-05 - mse: 8.7994e-05 - mape: 33.5513 - mae: 0.003 - ETA: 6s - loss: 8.1809e-05 - mse: 8.1809e-05 - mape: 32.8482 - mae: 0.003 - ETA: 6s - loss: 8.1721e-05 - mse: 8.1721e-05 - mape: 31.7600 - mae: 0.003 - ETA: 5s - loss: 8.2236e-05 - mse: 8.2236e-05 - mape: 31.7677 - mae: 0.003 - ETA: 4s - loss: 8.0665e-05 - mse: 8.0665e-05 - mape: 30.8401 - mae: 0.003 - ETA: 4s - loss: 7.9032e-05 - mse: 7.9032e-05 - mape: 166.5578 - mae: 0.00 - ETA: 3s - loss: 7.9979e-05 - mse: 7.9979e-05 - mape: 154.6409 - mae: 0.00 - ETA: 2s - loss: 8.0421e-05 - mse: 8.0421e-05 - mape: 144.5026 - mae: 0.00 - ETA: 2s - loss: 7.8717e-05 - mse: 7.8717e-05 - mape: 136.1362 - mae: 0.00 - ETA: 1s - loss: 8.1304e-05 - mse: 8.1304e-05 - mape: 129.1792 - mae: 0.00 - ETA: 0s - loss: 7.9573e-05 - mse: 7.9573e-05 - mape: 122.8826 - mae: 0.00 - ETA: 0s - loss: 7.8529e-05 - mse: 7.8529e-05 - mape: 117.3504 - mae: 0.00 - 12s 1ms/sample - loss: 7.9757e-05 - mse: 7.9757e-05 - mape: 116.2040 - mae: 0.0038 - val_loss: 0.0091 - val_mse: 0.0091 - val_mape: 10.1828 - val_mae: 0.0711
+Epoch 8/10
+8820/8820 [==============================] - ETA: 10s - loss: 5.5380e-05 - mse: 5.5380e-05 - mape: 1413.1610 - mae: 0.00 - ETA: 10s - loss: 8.8670e-05 - mse: 8.8670e-05 - mape: 718.4103 - mae: 0.0040 - ETA: 9s - loss: 8.8094e-05 - mse: 8.8094e-05 - mape: 486.8958 - mae: 0.004 - ETA: 8s - loss: 8.3587e-05 - mse: 8.3587e-05 - mape: 372.7860 - mae: 0.00 - ETA: 8s - loss: 8.2265e-05 - mse: 8.2265e-05 - mape: 305.6756 - mae: 0.00 - ETA: 7s - loss: 8.5651e-05 - mse: 8.5651e-05 - mape: 259.2010 - mae: 0.00 - ETA: 6s - loss: 8.2811e-05 - mse: 8.2811e-05 - mape: 225.4609 - mae: 0.00 - ETA: 6s - loss: 8.0676e-05 - mse: 8.0676e-05 - mape: 200.4890 - mae: 0.00 - ETA: 5s - loss: 8.1581e-05 - mse: 8.1581e-05 - mape: 180.8263 - mae: 0.00 - ETA: 4s - loss: 8.1562e-05 - mse: 8.1562e-05 - mape: 164.8004 - mae: 0.00 - ETA: 4s - loss: 8.0903e-05 - mse: 8.0903e-05 - mape: 151.6460 - mae: 0.00 - ETA: 3s - loss: 8.3305e-05 - mse: 8.3305e-05 - mape: 140.9249 - mae: 0.00 - ETA: 2s - loss: 8.6067e-05 - mse: 8.6067e-05 - mape: 131.9924 - mae: 0.00 - ETA: 2s - loss: 8.4410e-05 - mse: 8.4410e-05 - mape: 124.2032 - mae: 0.00 - ETA: 1s - loss: 8.5041e-05 - mse: 8.5041e-05 - mape: 117.7117 - mae: 0.00 - ETA: 0s - loss: 8.7101e-05 - mse: 8.7101e-05 - mape: 112.4842 - mae: 0.00 - ETA: 0s - loss: 8.4979e-05 - mse: 8.4979e-05 - mape: 107.2829 - mae: 0.00 - 12s 1ms/sample - loss: 8.5589e-05 - mse: 8.5589e-05 - mape: 106.2129 - mae: 0.0039 - val_loss: 0.0073 - val_mse: 0.0073 - val_mape: 8.7574 - val_mae: 0.0613
+Epoch 9/10
+8820/8820 [==============================] - ETA: 10s - loss: 8.0010e-05 - mse: 8.0010e-05 - mape: 28.5193 - mae: 0.00 - ETA: 10s - loss: 7.0514e-05 - mse: 7.0514e-05 - mape: 27.2042 - mae: 0.00 - ETA: 9s - loss: 8.3170e-05 - mse: 8.3170e-05 - mape: 28.8466 - mae: 0.0038 - ETA: 8s - loss: 8.0384e-05 - mse: 8.0384e-05 - mape: 30.2932 - mae: 0.003 - ETA: 8s - loss: 8.4085e-05 - mse: 8.4085e-05 - mape: 28.2184 - mae: 0.003 - ETA: 7s - loss: 8.7566e-05 - mse: 8.7566e-05 - mape: 164.6532 - mae: 0.00 - ETA: 6s - loss: 8.3558e-05 - mse: 8.3558e-05 - mape: 144.8215 - mae: 0.00 - ETA: 6s - loss: 8.2874e-05 - mse: 8.2874e-05 - mape: 129.7770 - mae: 0.00 - ETA: 5s - loss: 8.2328e-05 - mse: 8.2328e-05 - mape: 119.2847 - mae: 0.00 - ETA: 4s - loss: 8.5014e-05 - mse: 8.5014e-05 - mape: 109.7907 - mae: 0.00 - ETA: 4s - loss: 8.6721e-05 - mse: 8.6721e-05 - mape: 102.1798 - mae: 0.00 - ETA: 3s - loss: 8.7294e-05 - mse: 8.7294e-05 - mape: 95.6815 - mae: 0.0039 - ETA: 2s - loss: 8.7058e-05 - mse: 8.7058e-05 - mape: 90.7389 - mae: 0.003 - ETA: 2s - loss: 8.6885e-05 - mse: 8.6885e-05 - mape: 86.1223 - mae: 0.003 - ETA: 1s - loss: 8.5366e-05 - mse: 8.5366e-05 - mape: 82.4042 - mae: 0.003 - ETA: 0s - loss: 8.3784e-05 - mse: 8.3784e-05 - mape: 79.7785 - mae: 0.003 - ETA: 0s - loss: 8.4053e-05 - mse: 8.4053e-05 - mape: 76.4573 - mae: 0.003 - 12s 1ms/sample - loss: 8.3505e-05 - mse: 8.3505e-05 - mape: 75.7986 - mae: 0.0038 - val_loss: 0.0083 - val_mse: 0.0083 - val_mape: 9.7790 - val_mae: 0.0682
+Epoch 10/10
+8820/8820 [==============================] - ETA: 10s - loss: 8.9411e-05 - mse: 8.9411e-05 - mape: 21.2925 - mae: 0.00 - ETA: 10s - loss: 8.4627e-05 - mse: 8.4627e-05 - mape: 20.6151 - mae: 0.00 - ETA: 9s - loss: 8.9671e-05 - mse: 8.9671e-05 - mape: 21.9270 - mae: 0.0039 - ETA: 8s - loss: 8.9064e-05 - mse: 8.9064e-05 - mape: 22.4298 - mae: 0.004 - ETA: 8s - loss: 8.4009e-05 - mse: 8.4009e-05 - mape: 22.3329 - mae: 0.003 - ETA: 7s - loss: 8.1723e-05 - mse: 8.1723e-05 - mape: 23.8052 - mae: 0.003 - ETA: 6s - loss: 7.6369e-05 - mse: 7.6369e-05 - mape: 25.8235 - mae: 0.003 - ETA: 6s - loss: 7.6555e-05 - mse: 7.6555e-05 - mape: 364.2780 - mae: 0.00 - ETA: 5s - loss: 7.5725e-05 - mse: 7.5725e-05 - mape: 326.9941 - mae: 0.00 - ETA: 4s - loss: 7.4855e-05 - mse: 7.4855e-05 - mape: 297.5158 - mae: 0.00 - ETA: 4s - loss: 7.3145e-05 - mse: 7.3145e-05 - mape: 273.8987 - mae: 0.00 - ETA: 3s - loss: 7.2103e-05 - mse: 7.2103e-05 - mape: 253.9532 - mae: 0.00 - ETA: 2s - loss: 7.0331e-05 - mse: 7.0331e-05 - mape: 236.9058 - mae: 0.00 - ETA: 2s - loss: 6.8920e-05 - mse: 6.8920e-05 - mape: 223.0672 - mae: 0.00 - ETA: 1s - loss: 6.7650e-05 - mse: 6.7650e-05 - mape: 210.0695 - mae: 0.00 - ETA: 0s - loss: 6.7284e-05 - mse: 6.7284e-05 - mape: 198.5189 - mae: 0.00 - ETA: 0s - loss: 6.8770e-05 - mse: 6.8770e-05 - mape: 188.5269 - mae: 0.00 - 12s 1ms/sample - loss: 6.8914e-05 - mse: 6.8914e-05 - mape: 186.5421 - mae: 0.0035 - val_loss: 0.0058 - val_mse: 0.0058 - val_mape: 7.7839 - val_mae: 0.0545
+Validation Loss (MSE) from Last Epoch: 0.0058452286244351035; Learning Rate:0.001; Number of Units in each LSTM Layer: 288
+Compilation Time :  0.048014163970947266
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 56s - loss: 0.0149 - mse: 0.0149 - mape: 99.5454 - mae: 0.05 - ETA: 32s - loss: 0.0159 - mse: 0.0159 - mape: 107.8361 - mae: 0.058 - ETA: 23s - loss: 0.0154 - mse: 0.0154 - mape: 125.9462 - mae: 0.057 - ETA: 19s - loss: 0.0139 - mse: 0.0139 - mape: 236.3043 - mae: 0.054 - ETA: 15s - loss: 0.0119 - mse: 0.0119 - mape: 430.9276 - mae: 0.051 - ETA: 13s - loss: 0.0108 - mse: 0.0108 - mape: 904.6223 - mae: 0.055 - ETA: 11s - loss: 0.0098 - mse: 0.0098 - mape: 1028.8997 - mae: 0.05 - ETA: 9s - loss: 0.0087 - mse: 0.0087 - mape: 1046.9271 - mae: 0.0521 - ETA: 8s - loss: 0.0079 - mse: 0.0079 - mape: 1005.3821 - mae: 0.049 - ETA: 7s - loss: 0.0073 - mse: 0.0073 - mape: 941.1432 - mae: 0.046 - ETA: 6s - loss: 0.0067 - mse: 0.0067 - mape: 868.4952 - mae: 0.04 - ETA: 5s - loss: 0.0062 - mse: 0.0062 - mape: 806.1980 - mae: 0.04 - ETA: 4s - loss: 0.0058 - mse: 0.0058 - mape: 1233.5911 - mae: 0.038 - ETA: 3s - loss: 0.0054 - mse: 0.0054 - mape: 1151.2916 - mae: 0.036 - ETA: 2s - loss: 0.0051 - mse: 0.0051 - mape: 1079.4191 - mae: 0.035 - ETA: 1s - loss: 0.0048 - mse: 0.0048 - mape: 1016.8021 - mae: 0.033 - ETA: 0s - loss: 0.0046 - mse: 0.0046 - mape: 961.7607 - mae: 0.032 - 17s 2ms/sample - loss: 0.0045 - mse: 0.0045 - mape: 950.4036 - mae: 0.0327 - val_loss: 0.0341 - val_mse: 0.0341 - val_mape: 22.8217 - val_mae: 0.1538
+Epoch 2/10
+8820/8820 [==============================] - ETA: 12s - loss: 4.6464e-04 - mse: 4.6464e-04 - mape: 74.7767 - mae: 0.01 - ETA: 11s - loss: 3.6741e-04 - mse: 3.6741e-04 - mape: 86.1312 - mae: 0.01 - ETA: 10s - loss: 4.5418e-04 - mse: 4.5418e-04 - mape: 1610.3805 - mae: 0.01 - ETA: 9s - loss: 5.3203e-04 - mse: 5.3203e-04 - mape: 1233.0852 - mae: 0.0123 - ETA: 8s - loss: 5.0186e-04 - mse: 5.0186e-04 - mape: 1010.2921 - mae: 0.011 - ETA: 8s - loss: 4.5961e-04 - mse: 4.5961e-04 - mape: 866.7681 - mae: 0.011 - ETA: 7s - loss: 4.4047e-04 - mse: 4.4047e-04 - mape: 767.3698 - mae: 0.01 - ETA: 6s - loss: 4.4887e-04 - mse: 4.4887e-04 - mape: 693.1847 - mae: 0.01 - ETA: 6s - loss: 4.5033e-04 - mse: 4.5033e-04 - mape: 639.9009 - mae: 0.01 - ETA: 5s - loss: 4.2712e-04 - mse: 4.2712e-04 - mape: 596.6535 - mae: 0.01 - ETA: 4s - loss: 4.0551e-04 - mse: 4.0551e-04 - mape: 558.3401 - mae: 0.01 - ETA: 3s - loss: 3.8970e-04 - mse: 3.8970e-04 - mape: 529.2477 - mae: 0.01 - ETA: 3s - loss: 3.8486e-04 - mse: 3.8486e-04 - mape: 502.4467 - mae: 0.01 - ETA: 2s - loss: 3.8068e-04 - mse: 3.8068e-04 - mape: 483.9263 - mae: 0.01 - ETA: 1s - loss: 3.7347e-04 - mse: 3.7347e-04 - mape: 465.5880 - mae: 0.01 - ETA: 0s - loss: 3.6094e-04 - mse: 3.6094e-04 - mape: 447.6035 - mae: 0.01 - ETA: 0s - loss: 3.5130e-04 - mse: 3.5130e-04 - mape: 431.6306 - mae: 0.01 - 14s 2ms/sample - loss: 3.5260e-04 - mse: 3.5260e-04 - mape: 428.9950 - mae: 0.0101 - val_loss: 0.0390 - val_mse: 0.0390 - val_mape: 24.0972 - val_mae: 0.1636
+Epoch 3/10
+8820/8820 [==============================] - ETA: 12s - loss: 2.1866e-04 - mse: 2.1866e-04 - mape: 234.0432 - mae: 0.008 - ETA: 11s - loss: 1.8083e-04 - mse: 1.8083e-04 - mape: 235.3716 - mae: 0.007 - ETA: 11s - loss: 1.7216e-04 - mse: 1.7216e-04 - mape: 222.9978 - mae: 0.007 - ETA: 10s - loss: 1.8405e-04 - mse: 1.8405e-04 - mape: 208.1095 - mae: 0.007 - ETA: 9s - loss: 1.8679e-04 - mse: 1.8679e-04 - mape: 201.4951 - mae: 0.007 - ETA: 8s - loss: 1.8005e-04 - mse: 1.8005e-04 - mape: 199.3935 - mae: 0.00 - ETA: 7s - loss: 1.7511e-04 - mse: 1.7511e-04 - mape: 192.5932 - mae: 0.00 - ETA: 7s - loss: 1.6782e-04 - mse: 1.6782e-04 - mape: 188.8131 - mae: 0.00 - ETA: 6s - loss: 1.5888e-04 - mse: 1.5888e-04 - mape: 185.7433 - mae: 0.00 - ETA: 5s - loss: 1.5808e-04 - mse: 1.5808e-04 - mape: 180.7628 - mae: 0.00 - ETA: 4s - loss: 1.5173e-04 - mse: 1.5173e-04 - mape: 178.2286 - mae: 0.00 - ETA: 4s - loss: 1.5105e-04 - mse: 1.5105e-04 - mape: 983.6114 - mae: 0.00 - ETA: 3s - loss: 1.4773e-04 - mse: 1.4773e-04 - mape: 917.0470 - mae: 0.00 - ETA: 2s - loss: 1.4316e-04 - mse: 1.4316e-04 - mape: 862.1389 - mae: 0.00 - ETA: 1s - loss: 1.4254e-04 - mse: 1.4255e-04 - mape: 811.0840 - mae: 0.00 - ETA: 0s - loss: 1.4013e-04 - mse: 1.4013e-04 - mape: 767.0384 - mae: 0.00 - ETA: 0s - loss: 1.3800e-04 - mse: 1.3800e-04 - mape: 728.0874 - mae: 0.00 - 14s 2ms/sample - loss: 1.3690e-04 - mse: 1.3690e-04 - mape: 719.9050 - mae: 0.0062 - val_loss: 0.0139 - val_mse: 0.0139 - val_mape: 12.5085 - val_mae: 0.0878
+Epoch 4/10
+8820/8820 [==============================] - ETA: 12s - loss: 7.9545e-05 - mse: 7.9545e-05 - mape: 82.5838 - mae: 0.00 - ETA: 11s - loss: 8.4498e-05 - mse: 8.4498e-05 - mape: 3074.6787 - mae: 0.00 - ETA: 10s - loss: 9.5221e-05 - mse: 9.5221e-05 - mape: 2077.1780 - mae: 0.00 - ETA: 9s - loss: 8.6549e-05 - mse: 8.6549e-05 - mape: 1579.8776 - mae: 0.0047 - ETA: 9s - loss: 8.6276e-05 - mse: 8.6276e-05 - mape: 1280.8799 - mae: 0.004 - ETA: 8s - loss: 8.7267e-05 - mse: 8.7267e-05 - mape: 1082.1107 - mae: 0.004 - ETA: 7s - loss: 8.3658e-05 - mse: 8.3658e-05 - mape: 936.1259 - mae: 0.004 - ETA: 6s - loss: 8.5443e-05 - mse: 8.5443e-05 - mape: 826.4763 - mae: 0.00 - ETA: 6s - loss: 8.4369e-05 - mse: 8.4369e-05 - mape: 737.9484 - mae: 0.00 - ETA: 5s - loss: 8.2261e-05 - mse: 8.2261e-05 - mape: 667.2046 - mae: 0.00 - ETA: 4s - loss: 8.0813e-05 - mse: 8.0813e-05 - mape: 608.8336 - mae: 0.00 - ETA: 3s - loss: 8.1038e-05 - mse: 8.1038e-05 - mape: 560.2992 - mae: 0.00 - ETA: 3s - loss: 7.8551e-05 - mse: 7.8551e-05 - mape: 519.3851 - mae: 0.00 - ETA: 2s - loss: 7.9803e-05 - mse: 7.9803e-05 - mape: 485.3630 - mae: 0.00 - ETA: 1s - loss: 8.0882e-05 - mse: 8.0882e-05 - mape: 455.3998 - mae: 0.00 - ETA: 0s - loss: 8.1126e-05 - mse: 8.1126e-05 - mape: 429.1276 - mae: 0.00 - ETA: 0s - loss: 8.1465e-05 - mse: 8.1465e-05 - mape: 406.0439 - mae: 0.00 - 14s 2ms/sample - loss: 8.1118e-05 - mse: 8.1118e-05 - mape: 401.0523 - mae: 0.0043 - val_loss: 0.0134 - val_mse: 0.0134 - val_mape: 12.6244 - val_mae: 0.0881
+Epoch 5/10
+8820/8820 [==============================] - ETA: 12s - loss: 8.5479e-05 - mse: 8.5479e-05 - mape: 24.6662 - mae: 0.00 - ETA: 11s - loss: 8.6249e-05 - mse: 8.6249e-05 - mape: 27.0347 - mae: 0.00 - ETA: 10s - loss: 8.5320e-05 - mse: 8.5320e-05 - mape: 27.6261 - mae: 0.00 - ETA: 10s - loss: 8.6123e-05 - mse: 8.6123e-05 - mape: 26.7986 - mae: 0.00 - ETA: 9s - loss: 9.3126e-05 - mse: 9.3126e-05 - mape: 29.3610 - mae: 0.0043 - ETA: 8s - loss: 9.0508e-05 - mse: 9.0508e-05 - mape: 28.5790 - mae: 0.004 - ETA: 7s - loss: 8.8716e-05 - mse: 8.8716e-05 - mape: 310.7292 - mae: 0.00 - ETA: 7s - loss: 8.7069e-05 - mse: 8.7069e-05 - mape: 276.1328 - mae: 0.00 - ETA: 6s - loss: 8.5549e-05 - mse: 8.5549e-05 - mape: 249.5196 - mae: 0.00 - ETA: 5s - loss: 8.7166e-05 - mse: 8.7166e-05 - mape: 227.8772 - mae: 0.00 - ETA: 4s - loss: 8.7533e-05 - mse: 8.7533e-05 - mape: 210.1376 - mae: 0.00 - ETA: 4s - loss: 8.8166e-05 - mse: 8.8166e-05 - mape: 195.5082 - mae: 0.00 - ETA: 3s - loss: 8.7345e-05 - mse: 8.7345e-05 - mape: 182.5117 - mae: 0.00 - ETA: 2s - loss: 8.7533e-05 - mse: 8.7533e-05 - mape: 170.9447 - mae: 0.00 - ETA: 1s - loss: 8.7912e-05 - mse: 8.7912e-05 - mape: 161.0537 - mae: 0.00 - ETA: 0s - loss: 8.5463e-05 - mse: 8.5463e-05 - mape: 152.4140 - mae: 0.00 - ETA: 0s - loss: 8.5371e-05 - mse: 8.5371e-05 - mape: 145.0255 - mae: 0.00 - 14s 2ms/sample - loss: 8.5666e-05 - mse: 8.5666e-05 - mape: 143.4288 - mae: 0.0041 - val_loss: 0.0102 - val_mse: 0.0102 - val_mape: 10.5245 - val_mae: 0.0739
+Epoch 6/10
+8820/8820 [==============================] - ETA: 12s - loss: 8.9716e-05 - mse: 8.9716e-05 - mape: 23.9344 - mae: 0.00 - ETA: 11s - loss: 8.4680e-05 - mse: 8.4680e-05 - mape: 23.7658 - mae: 0.00 - ETA: 11s - loss: 8.1762e-05 - mse: 8.1762e-05 - mape: 24.4554 - mae: 0.00 - ETA: 10s - loss: 8.3390e-05 - mse: 8.3390e-05 - mape: 26.2113 - mae: 0.00 - ETA: 9s - loss: 8.1522e-05 - mse: 8.1522e-05 - mape: 24.8954 - mae: 0.0038 - ETA: 8s - loss: 7.8619e-05 - mse: 7.8618e-05 - mape: 24.9870 - mae: 0.003 - ETA: 7s - loss: 8.0189e-05 - mse: 8.0189e-05 - mape: 24.9319 - mae: 0.003 - ETA: 7s - loss: 7.8763e-05 - mse: 7.8763e-05 - mape: 25.5739 - mae: 0.003 - ETA: 6s - loss: 7.9184e-05 - mse: 7.9184e-05 - mape: 26.4109 - mae: 0.003 - ETA: 5s - loss: 7.6606e-05 - mse: 7.6606e-05 - mape: 27.0218 - mae: 0.003 - ETA: 4s - loss: 7.6025e-05 - mse: 7.6025e-05 - mape: 27.4734 - mae: 0.003 - ETA: 4s - loss: 7.9239e-05 - mse: 7.9239e-05 - mape: 99.8810 - mae: 0.003 - ETA: 3s - loss: 7.9510e-05 - mse: 7.9510e-05 - mape: 94.3899 - mae: 0.003 - ETA: 2s - loss: 8.1024e-05 - mse: 8.1024e-05 - mape: 89.8036 - mae: 0.003 - ETA: 1s - loss: 8.0937e-05 - mse: 8.0937e-05 - mape: 85.7992 - mae: 0.003 - ETA: 0s - loss: 7.9196e-05 - mse: 7.9196e-05 - mape: 82.0755 - mae: 0.003 - ETA: 0s - loss: 7.9532e-05 - mse: 7.9532e-05 - mape: 78.6929 - mae: 0.003 - 14s 2ms/sample - loss: 7.9326e-05 - mse: 7.9326e-05 - mape: 77.8721 - mae: 0.0038 - val_loss: 0.0097 - val_mse: 0.0097 - val_mape: 10.4473 - val_mae: 0.0732
+Epoch 7/10
+8820/8820 [==============================] - ETA: 12s - loss: 5.4004e-05 - mse: 5.4004e-05 - mape: 23.1275 - mae: 0.00 - ETA: 11s - loss: 6.2140e-05 - mse: 6.2140e-05 - mape: 21.5944 - mae: 0.00 - ETA: 11s - loss: 6.8217e-05 - mse: 6.8217e-05 - mape: 442.1184 - mae: 0.003 - ETA: 10s - loss: 7.3026e-05 - mse: 7.3026e-05 - mape: 337.6715 - mae: 0.003 - ETA: 9s - loss: 7.4366e-05 - mse: 7.4366e-05 - mape: 275.2966 - mae: 0.003 - ETA: 8s - loss: 7.5615e-05 - mse: 7.5615e-05 - mape: 234.3860 - mae: 0.00 - ETA: 7s - loss: 7.3547e-05 - mse: 7.3547e-05 - mape: 204.8129 - mae: 0.00 - ETA: 7s - loss: 7.6621e-05 - mse: 7.6621e-05 - mape: 182.2716 - mae: 0.00 - ETA: 6s - loss: 7.5400e-05 - mse: 7.5400e-05 - mape: 164.3793 - mae: 0.00 - ETA: 5s - loss: 7.3148e-05 - mse: 7.3148e-05 - mape: 150.4149 - mae: 0.00 - ETA: 4s - loss: 7.0800e-05 - mse: 7.0800e-05 - mape: 139.1116 - mae: 0.00 - ETA: 4s - loss: 7.0156e-05 - mse: 7.0156e-05 - mape: 130.2926 - mae: 0.00 - ETA: 3s - loss: 6.9844e-05 - mse: 6.9844e-05 - mape: 122.4174 - mae: 0.00 - ETA: 2s - loss: 6.9410e-05 - mse: 6.9410e-05 - mape: 115.7142 - mae: 0.00 - ETA: 1s - loss: 6.9543e-05 - mse: 6.9543e-05 - mape: 109.5652 - mae: 0.00 - ETA: 0s - loss: 7.0112e-05 - mse: 7.0112e-05 - mape: 104.4354 - mae: 0.00 - ETA: 0s - loss: 6.8760e-05 - mse: 6.8760e-05 - mape: 99.5777 - mae: 0.0035 - 14s 2ms/sample - loss: 6.8553e-05 - mse: 6.8553e-05 - mape: 98.4770 - mae: 0.0035 - val_loss: 0.0074 - val_mse: 0.0074 - val_mape: 8.7967 - val_mae: 0.0617
+Epoch 8/10
+8820/8820 [==============================] - ETA: 12s - loss: 7.4008e-05 - mse: 7.4008e-05 - mape: 20.9046 - mae: 0.00 - ETA: 11s - loss: 8.0326e-05 - mse: 8.0326e-05 - mape: 23.3853 - mae: 0.00 - ETA: 11s - loss: 7.9664e-05 - mse: 7.9664e-05 - mape: 22.7662 - mae: 0.00 - ETA: 10s - loss: 7.4036e-05 - mse: 7.4036e-05 - mape: 23.6963 - mae: 0.00 - ETA: 9s - loss: 7.1359e-05 - mse: 7.1359e-05 - mape: 24.2018 - mae: 0.0037 - ETA: 8s - loss: 7.5711e-05 - mse: 7.5711e-05 - mape: 25.8164 - mae: 0.003 - ETA: 7s - loss: 7.5578e-05 - mse: 7.5578e-05 - mape: 326.9103 - mae: 0.00 - ETA: 7s - loss: 7.2705e-05 - mse: 7.2705e-05 - mape: 290.3835 - mae: 0.00 - ETA: 6s - loss: 7.1362e-05 - mse: 7.1362e-05 - mape: 261.4220 - mae: 0.00 - ETA: 5s - loss: 7.1138e-05 - mse: 7.1138e-05 - mape: 239.3858 - mae: 0.00 - ETA: 4s - loss: 6.8689e-05 - mse: 6.8689e-05 - mape: 220.2934 - mae: 0.00 - ETA: 4s - loss: 6.7333e-05 - mse: 6.7333e-05 - mape: 203.7501 - mae: 0.00 - ETA: 3s - loss: 6.8108e-05 - mse: 6.8108e-05 - mape: 189.8471 - mae: 0.00 - ETA: 2s - loss: 6.6428e-05 - mse: 6.6428e-05 - mape: 178.1615 - mae: 0.00 - ETA: 1s - loss: 6.6831e-05 - mse: 6.6831e-05 - mape: 167.8876 - mae: 0.00 - ETA: 0s - loss: 6.5193e-05 - mse: 6.5193e-05 - mape: 159.1725 - mae: 0.00 - ETA: 0s - loss: 6.5055e-05 - mse: 6.5055e-05 - mape: 151.5223 - mae: 0.00 - 14s 2ms/sample - loss: 6.5097e-05 - mse: 6.5097e-05 - mape: 149.9613 - mae: 0.0035 - val_loss: 0.0080 - val_mse: 0.0080 - val_mape: 9.8607 - val_mae: 0.0680
+Epoch 9/10
+8820/8820 [==============================] - ETA: 12s - loss: 7.4801e-05 - mse: 7.4801e-05 - mape: 38.6432 - mae: 0.00 - ETA: 11s - loss: 8.3351e-05 - mse: 8.3351e-05 - mape: 35.0161 - mae: 0.00 - ETA: 11s - loss: 8.9692e-05 - mse: 8.9692e-05 - mape: 32.9164 - mae: 0.00 - ETA: 10s - loss: 7.9868e-05 - mse: 7.9868e-05 - mape: 31.0638 - mae: 0.00 - ETA: 9s - loss: 8.7498e-05 - mse: 8.7498e-05 - mape: 29.8793 - mae: 0.0040 - ETA: 8s - loss: 8.3832e-05 - mse: 8.3832e-05 - mape: 29.7987 - mae: 0.003 - ETA: 7s - loss: 8.5236e-05 - mse: 8.5236e-05 - mape: 29.3715 - mae: 0.003 - ETA: 7s - loss: 8.6918e-05 - mse: 8.6918e-05 - mape: 28.8591 - mae: 0.004 - ETA: 6s - loss: 8.7394e-05 - mse: 8.7394e-05 - mape: 179.6172 - mae: 0.00 - ETA: 5s - loss: 9.0134e-05 - mse: 9.0134e-05 - mape: 164.4500 - mae: 0.00 - ETA: 4s - loss: 8.6993e-05 - mse: 8.6993e-05 - mape: 152.1178 - mae: 0.00 - ETA: 4s - loss: 8.6097e-05 - mse: 8.6097e-05 - mape: 142.3478 - mae: 0.00 - ETA: 3s - loss: 8.4831e-05 - mse: 8.4831e-05 - mape: 133.4689 - mae: 0.00 - ETA: 2s - loss: 8.4829e-05 - mse: 8.4829e-05 - mape: 127.3944 - mae: 0.00 - ETA: 1s - loss: 8.4127e-05 - mse: 8.4128e-05 - mape: 122.0750 - mae: 0.00 - ETA: 0s - loss: 8.3216e-05 - mse: 8.3216e-05 - mape: 116.1063 - mae: 0.00 - ETA: 0s - loss: 8.1677e-05 - mse: 8.1677e-05 - mape: 111.0359 - mae: 0.00 - 14s 2ms/sample - loss: 8.1862e-05 - mse: 8.1862e-05 - mape: 110.1081 - mae: 0.0038 - val_loss: 0.0065 - val_mse: 0.0065 - val_mape: 8.3455 - val_mae: 0.0583
+Epoch 10/10
+8820/8820 [==============================] - ETA: 12s - loss: 4.6625e-05 - mse: 4.6625e-05 - mape: 36.3466 - mae: 0.00 - ETA: 11s - loss: 5.0146e-05 - mse: 5.0146e-05 - mape: 32.8296 - mae: 0.00 - ETA: 10s - loss: 5.6251e-05 - mse: 5.6251e-05 - mape: 29.5225 - mae: 0.00 - ETA: 10s - loss: 5.3863e-05 - mse: 5.3863e-05 - mape: 29.7572 - mae: 0.00 - ETA: 9s - loss: 7.1248e-05 - mse: 7.1248e-05 - mape: 30.5575 - mae: 0.0036 - ETA: 8s - loss: 7.0967e-05 - mse: 7.0967e-05 - mape: 31.2949 - mae: 0.003 - ETA: 7s - loss: 8.1631e-05 - mse: 8.1631e-05 - mape: 32.9810 - mae: 0.003 - ETA: 7s - loss: 7.7166e-05 - mse: 7.7166e-05 - mape: 35.4171 - mae: 0.003 - ETA: 6s - loss: 7.5584e-05 - mse: 7.5584e-05 - mape: 35.3360 - mae: 0.003 - ETA: 5s - loss: 7.5827e-05 - mse: 7.5827e-05 - mape: 356.5031 - mae: 0.00 - ETA: 4s - loss: 7.5079e-05 - mse: 7.5079e-05 - mape: 326.6598 - mae: 0.00 - ETA: 4s - loss: 7.6138e-05 - mse: 7.6138e-05 - mape: 302.3747 - mae: 0.00 - ETA: 3s - loss: 7.6345e-05 - mse: 7.6345e-05 - mape: 281.4653 - mae: 0.00 - ETA: 2s - loss: 7.6327e-05 - mse: 7.6327e-05 - mape: 263.1855 - mae: 0.00 - ETA: 1s - loss: 7.5433e-05 - mse: 7.5433e-05 - mape: 247.2949 - mae: 0.00 - ETA: 0s - loss: 7.4765e-05 - mse: 7.4765e-05 - mape: 233.6753 - mae: 0.00 - ETA: 0s - loss: 7.4626e-05 - mse: 7.4626e-05 - mape: 221.9133 - mae: 0.00 - 14s 2ms/sample - loss: 7.4980e-05 - mse: 7.4980e-05 - mape: 219.4426 - mae: 0.0038 - val_loss: 0.0073 - val_mse: 0.0073 - val_mape: 9.3190 - val_mae: 0.0644
+Validation Loss (MSE) from Last Epoch: 0.007296282965309766; Learning Rate:0.001; Number of Units in each LSTM Layer: 320
+Compilation Time :  0.04661297798156738
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 59s - loss: 0.0143 - mse: 0.0143 - mape: 97.6468 - mae: 0.05 - ETA: 34s - loss: 0.0152 - mse: 0.0152 - mape: 103.3941 - mae: 0.056 - ETA: 25s - loss: 0.0140 - mse: 0.0140 - mape: 173.7487 - mae: 0.053 - ETA: 20s - loss: 0.0122 - mse: 0.0122 - mape: 340.2391 - mae: 0.051 - ETA: 17s - loss: 0.0104 - mse: 0.0104 - mape: 656.1927 - mae: 0.051 - ETA: 14s - loss: 0.0107 - mse: 0.0107 - mape: 1108.4720 - mae: 0.06 - ETA: 13s - loss: 0.0094 - mse: 0.0094 - mape: 11196.1895 - mae: 0.057 - ETA: 11s - loss: 0.0085 - mse: 0.0085 - mape: 9864.4004 - mae: 0.053 - ETA: 9s - loss: 0.0079 - mse: 0.0079 - mape: 8818.1836 - mae: 0.0508 - ETA: 8s - loss: 0.0076 - mse: 0.0076 - mape: 7953.5444 - mae: 0.048 - ETA: 7s - loss: 0.0075 - mse: 0.0075 - mape: 7242.0513 - mae: 0.047 - ETA: 6s - loss: 0.0073 - mse: 0.0073 - mape: 6649.1836 - mae: 0.046 - ETA: 4s - loss: 0.0069 - mse: 0.0069 - mape: 6147.9009 - mae: 0.044 - ETA: 3s - loss: 0.0065 - mse: 0.0065 - mape: 5717.3662 - mae: 0.042 - ETA: 2s - loss: 0.0061 - mse: 0.0061 - mape: 5343.2500 - mae: 0.040 - ETA: 1s - loss: 0.0058 - mse: 0.0058 - mape: 5013.9590 - mae: 0.039 - ETA: 0s - loss: 0.0056 - mse: 0.0056 - mape: 4722.9023 - mae: 0.038 - 20s 2ms/sample - loss: 0.0055 - mse: 0.0055 - mape: 4661.6982 - mae: 0.0378 - val_loss: 0.0412 - val_mse: 0.0412 - val_mape: 23.6757 - val_mae: 0.1630
+Epoch 2/10
+8820/8820 [==============================] - ETA: 15s - loss: 7.6474e-04 - mse: 7.6474e-04 - mape: 59.2351 - mae: 0.01 - ETA: 14s - loss: 5.8321e-04 - mse: 5.8321e-04 - mape: 60.3026 - mae: 0.01 - ETA: 13s - loss: 6.0844e-04 - mse: 6.0844e-04 - mape: 782.7324 - mae: 0.011 - ETA: 12s - loss: 6.6103e-04 - mse: 6.6103e-04 - mape: 603.7409 - mae: 0.011 - ETA: 11s - loss: 7.2785e-04 - mse: 7.2785e-04 - mape: 499.8416 - mae: 0.012 - ETA: 10s - loss: 7.6548e-04 - mse: 7.6548e-04 - mape: 428.5833 - mae: 0.012 - ETA: 9s - loss: 7.3148e-04 - mse: 7.3148e-04 - mape: 377.1396 - mae: 0.012 - ETA: 8s - loss: 6.9793e-04 - mse: 6.9793e-04 - mape: 338.4360 - mae: 0.01 - ETA: 7s - loss: 6.6317e-04 - mse: 6.6317e-04 - mape: 307.8786 - mae: 0.01 - ETA: 6s - loss: 6.3307e-04 - mse: 6.3307e-04 - mape: 287.5444 - mae: 0.01 - ETA: 5s - loss: 6.1536e-04 - mse: 6.1536e-04 - mape: 268.1834 - mae: 0.01 - ETA: 4s - loss: 6.0574e-04 - mse: 6.0574e-04 - mape: 254.6571 - mae: 0.01 - ETA: 3s - loss: 5.9555e-04 - mse: 5.9555e-04 - mape: 244.3908 - mae: 0.01 - ETA: 2s - loss: 5.7813e-04 - mse: 5.7813e-04 - mape: 236.5437 - mae: 0.01 - ETA: 2s - loss: 5.5635e-04 - mse: 5.5635e-04 - mape: 232.0920 - mae: 0.01 - ETA: 1s - loss: 5.3438e-04 - mse: 5.3438e-04 - mape: 228.3299 - mae: 0.01 - ETA: 0s - loss: 5.2279e-04 - mse: 5.2279e-04 - mape: 225.0826 - mae: 0.01 - 16s 2ms/sample - loss: 5.2049e-04 - mse: 5.2049e-04 - mape: 225.3859 - mae: 0.0109 - val_loss: 0.0467 - val_mse: 0.0467 - val_mape: 27.7957 - val_mae: 0.1847
+Epoch 3/10
+8820/8820 [==============================] - ETA: 14s - loss: 3.9876e-04 - mse: 3.9876e-04 - mape: 154.6190 - mae: 0.010 - ETA: 13s - loss: 3.3355e-04 - mse: 3.3355e-04 - mape: 185.1383 - mae: 0.009 - ETA: 13s - loss: 2.8107e-04 - mse: 2.8107e-04 - mape: 197.0931 - mae: 0.009 - ETA: 12s - loss: 2.6705e-04 - mse: 2.6705e-04 - mape: 196.2181 - mae: 0.009 - ETA: 11s - loss: 2.6721e-04 - mse: 2.6721e-04 - mape: 2468.6677 - mae: 0.00 - ETA: 10s - loss: 2.7362e-04 - mse: 2.7362e-04 - mape: 2085.7781 - mae: 0.00 - ETA: 9s - loss: 2.7431e-04 - mse: 2.7431e-04 - mape: 1811.9352 - mae: 0.0092 - ETA: 8s - loss: 2.5954e-04 - mse: 2.5954e-04 - mape: 1610.0258 - mae: 0.009 - ETA: 7s - loss: 2.4795e-04 - mse: 2.4795e-04 - mape: 1452.8788 - mae: 0.008 - ETA: 6s - loss: 2.4252e-04 - mse: 2.4252e-04 - mape: 1324.5994 - mae: 0.008 - ETA: 5s - loss: 2.4030e-04 - mse: 2.4030e-04 - mape: 1230.9636 - mae: 0.008 - ETA: 4s - loss: 2.3397e-04 - mse: 2.3397e-04 - mape: 1141.6755 - mae: 0.008 - ETA: 3s - loss: 2.2676e-04 - mse: 2.2676e-04 - mape: 1067.6002 - mae: 0.008 - ETA: 2s - loss: 2.1945e-04 - mse: 2.1945e-04 - mape: 1005.9261 - mae: 0.008 - ETA: 2s - loss: 2.1211e-04 - mse: 2.1211e-04 - mape: 950.6102 - mae: 0.008 - ETA: 1s - loss: 2.0681e-04 - mse: 2.0681e-04 - mape: 901.6066 - mae: 0.00 - ETA: 0s - loss: 2.0272e-04 - mse: 2.0272e-04 - mape: 861.5969 - mae: 0.00 - 16s 2ms/sample - loss: 2.0142e-04 - mse: 2.0142e-04 - mape: 851.6294 - mae: 0.0080 - val_loss: 0.0201 - val_mse: 0.0201 - val_mape: 15.9763 - val_mae: 0.1110
+Epoch 4/10
+8820/8820 [==============================] - ETA: 14s - loss: 1.0864e-04 - mse: 1.0864e-04 - mape: 158.9074 - mae: 0.006 - ETA: 14s - loss: 1.0237e-04 - mse: 1.0237e-04 - mape: 161.2688 - mae: 0.005 - ETA: 13s - loss: 1.1277e-04 - mse: 1.1277e-04 - mape: 161.5726 - mae: 0.006 - ETA: 12s - loss: 1.0744e-04 - mse: 1.0744e-04 - mape: 156.7867 - mae: 0.005 - ETA: 11s - loss: 1.0066e-04 - mse: 1.0066e-04 - mape: 153.5959 - mae: 0.005 - ETA: 10s - loss: 9.6392e-05 - mse: 9.6392e-05 - mape: 152.5409 - mae: 0.005 - ETA: 9s - loss: 9.5184e-05 - mse: 9.5184e-05 - mape: 148.1526 - mae: 0.005 - ETA: 8s - loss: 9.7283e-05 - mse: 9.7283e-05 - mape: 144.9087 - mae: 0.00 - ETA: 7s - loss: 9.6605e-05 - mse: 9.6605e-05 - mape: 143.8490 - mae: 0.00 - ETA: 6s - loss: 9.5766e-05 - mse: 9.5766e-05 - mape: 141.2394 - mae: 0.00 - ETA: 5s - loss: 9.7359e-05 - mse: 9.7359e-05 - mape: 136.8070 - mae: 0.00 - ETA: 5s - loss: 9.4796e-05 - mse: 9.4796e-05 - mape: 133.3207 - mae: 0.00 - ETA: 4s - loss: 9.1275e-05 - mse: 9.1275e-05 - mape: 523.3952 - mae: 0.00 - ETA: 3s - loss: 8.9134e-05 - mse: 8.9134e-05 - mape: 489.9274 - mae: 0.00 - ETA: 2s - loss: 8.8289e-05 - mse: 8.8289e-05 - mape: 461.4487 - mae: 0.00 - ETA: 1s - loss: 8.6974e-05 - mse: 8.6974e-05 - mape: 437.1816 - mae: 0.00 - ETA: 0s - loss: 8.6501e-05 - mse: 8.6501e-05 - mape: 414.4241 - mae: 0.00 - 17s 2ms/sample - loss: 8.7000e-05 - mse: 8.7000e-05 - mape: 409.3661 - mae: 0.0047 - val_loss: 0.0122 - val_mse: 0.0122 - val_mape: 11.7748 - val_mae: 0.0825
+Epoch 5/10
+8820/8820 [==============================] - ETA: 14s - loss: 6.7164e-05 - mse: 6.7164e-05 - mape: 40.5405 - mae: 0.00 - ETA: 14s - loss: 8.2703e-05 - mse: 8.2703e-05 - mape: 39.5030 - mae: 0.00 - ETA: 13s - loss: 8.2937e-05 - mse: 8.2937e-05 - mape: 920.5677 - mae: 0.003 - ETA: 12s - loss: 8.8873e-05 - mse: 8.8873e-05 - mape: 697.5515 - mae: 0.004 - ETA: 11s - loss: 8.8898e-05 - mse: 8.8898e-05 - mape: 564.6095 - mae: 0.004 - ETA: 10s - loss: 9.3472e-05 - mse: 9.3472e-05 - mape: 474.7097 - mae: 0.004 - ETA: 9s - loss: 9.2188e-05 - mse: 9.2188e-05 - mape: 411.1443 - mae: 0.004 - ETA: 8s - loss: 9.1449e-05 - mse: 9.1449e-05 - mape: 362.8741 - mae: 0.00 - ETA: 7s - loss: 8.8672e-05 - mse: 8.8672e-05 - mape: 325.1505 - mae: 0.00 - ETA: 6s - loss: 8.5599e-05 - mse: 8.5599e-05 - mape: 295.0074 - mae: 0.00 - ETA: 5s - loss: 8.1297e-05 - mse: 8.1297e-05 - mape: 270.8177 - mae: 0.00 - ETA: 4s - loss: 8.1757e-05 - mse: 8.1757e-05 - mape: 250.3259 - mae: 0.00 - ETA: 3s - loss: 8.0295e-05 - mse: 8.0295e-05 - mape: 232.7334 - mae: 0.00 - ETA: 2s - loss: 7.9733e-05 - mse: 7.9733e-05 - mape: 217.7840 - mae: 0.00 - ETA: 2s - loss: 7.8506e-05 - mse: 7.8506e-05 - mape: 204.8688 - mae: 0.00 - ETA: 1s - loss: 7.8859e-05 - mse: 7.8859e-05 - mape: 193.5830 - mae: 0.00 - ETA: 0s - loss: 7.8051e-05 - mse: 7.8051e-05 - mape: 183.5355 - mae: 0.00 - 16s 2ms/sample - loss: 7.8477e-05 - mse: 7.8477e-05 - mape: 181.4718 - mae: 0.0038 - val_loss: 0.0099 - val_mse: 0.0099 - val_mape: 10.4310 - val_mae: 0.0732
+Epoch 6/10
+8820/8820 [==============================] - ETA: 14s - loss: 5.4497e-05 - mse: 5.4497e-05 - mape: 25.2825 - mae: 0.00 - ETA: 13s - loss: 7.4379e-05 - mse: 7.4379e-05 - mape: 26.1299 - mae: 0.00 - ETA: 13s - loss: 7.9398e-05 - mse: 7.9398e-05 - mape: 27.0672 - mae: 0.00 - ETA: 12s - loss: 7.2851e-05 - mse: 7.2851e-05 - mape: 27.1650 - mae: 0.00 - ETA: 11s - loss: 8.0324e-05 - mse: 8.0324e-05 - mape: 26.4239 - mae: 0.00 - ETA: 10s - loss: 8.2356e-05 - mse: 8.2356e-05 - mape: 25.7776 - mae: 0.00 - ETA: 9s - loss: 8.0310e-05 - mse: 8.0310e-05 - mape: 25.1990 - mae: 0.0040 - ETA: 8s - loss: 7.9685e-05 - mse: 7.9685e-05 - mape: 25.3858 - mae: 0.003 - ETA: 7s - loss: 7.9903e-05 - mse: 7.9903e-05 - mape: 68.6605 - mae: 0.003 - ETA: 6s - loss: 7.7426e-05 - mse: 7.7426e-05 - mape: 64.1626 - mae: 0.003 - ETA: 5s - loss: 7.6280e-05 - mse: 7.6280e-05 - mape: 60.5076 - mae: 0.003 - ETA: 4s - loss: 7.5374e-05 - mse: 7.5374e-05 - mape: 57.3725 - mae: 0.003 - ETA: 3s - loss: 7.4122e-05 - mse: 7.4122e-05 - mape: 54.6386 - mae: 0.003 - ETA: 2s - loss: 7.5110e-05 - mse: 7.5110e-05 - mape: 52.7798 - mae: 0.003 - ETA: 2s - loss: 7.6783e-05 - mse: 7.6783e-05 - mape: 50.8940 - mae: 0.003 - ETA: 1s - loss: 7.6447e-05 - mse: 7.6447e-05 - mape: 50.0728 - mae: 0.003 - ETA: 0s - loss: 7.7617e-05 - mse: 7.7617e-05 - mape: 48.3313 - mae: 0.003 - 16s 2ms/sample - loss: 7.7932e-05 - mse: 7.7932e-05 - mape: 48.1436 - mae: 0.0039 - val_loss: 0.0093 - val_mse: 0.0093 - val_mape: 10.1024 - val_mae: 0.0708
+Epoch 7/10
+8820/8820 [==============================] - ETA: 14s - loss: 7.4565e-05 - mse: 7.4565e-05 - mape: 24.7031 - mae: 0.00 - ETA: 13s - loss: 6.7008e-05 - mse: 6.7008e-05 - mape: 24.6127 - mae: 0.00 - ETA: 12s - loss: 6.1227e-05 - mse: 6.1227e-05 - mape: 27.2897 - mae: 0.00 - ETA: 12s - loss: 6.6824e-05 - mse: 6.6824e-05 - mape: 27.2115 - mae: 0.00 - ETA: 11s - loss: 6.4920e-05 - mse: 6.4920e-05 - mape: 27.7092 - mae: 0.00 - ETA: 10s - loss: 6.3081e-05 - mse: 6.3081e-05 - mape: 27.1598 - mae: 0.00 - ETA: 9s - loss: 6.3038e-05 - mse: 6.3038e-05 - mape: 26.9223 - mae: 0.0035 - ETA: 8s - loss: 6.6289e-05 - mse: 6.6289e-05 - mape: 26.8711 - mae: 0.003 - ETA: 7s - loss: 6.6106e-05 - mse: 6.6106e-05 - mape: 26.3865 - mae: 0.003 - ETA: 6s - loss: 6.7507e-05 - mse: 6.7507e-05 - mape: 25.9148 - mae: 0.003 - ETA: 6s - loss: 6.6309e-05 - mse: 6.6309e-05 - mape: 25.7847 - mae: 0.003 - ETA: 5s - loss: 6.8018e-05 - mse: 6.8018e-05 - mape: 25.3412 - mae: 0.003 - ETA: 4s - loss: 6.9553e-05 - mse: 6.9553e-05 - mape: 25.6266 - mae: 0.003 - ETA: 3s - loss: 7.0379e-05 - mse: 7.0379e-05 - mape: 25.6372 - mae: 0.003 - ETA: 2s - loss: 6.9734e-05 - mse: 6.9734e-05 - mape: 25.6770 - mae: 0.003 - ETA: 1s - loss: 6.9577e-05 - mse: 6.9577e-05 - mape: 26.0253 - mae: 0.003 - ETA: 0s - loss: 6.8673e-05 - mse: 6.8673e-05 - mape: 85.9452 - mae: 0.003 - 17s 2ms/sample - loss: 6.8703e-05 - mse: 6.8703e-05 - mape: 85.6827 - mae: 0.0036 - val_loss: 0.0089 - val_mse: 0.0089 - val_mape: 9.8409 - val_mae: 0.0690
+Epoch 8/10
+8820/8820 [==============================] - ETA: 15s - loss: 6.4659e-05 - mse: 6.4659e-05 - mape: 30.2171 - mae: 0.00 - ETA: 15s - loss: 6.5259e-05 - mse: 6.5259e-05 - mape: 26.5586 - mae: 0.00 - ETA: 14s - loss: 7.3097e-05 - mse: 7.3097e-05 - mape: 24.8797 - mae: 0.00 - ETA: 14s - loss: 7.3386e-05 - mse: 7.3386e-05 - mape: 24.8002 - mae: 0.00 - ETA: 13s - loss: 7.0700e-05 - mse: 7.0700e-05 - mape: 25.6392 - mae: 0.00 - ETA: 12s - loss: 6.8046e-05 - mse: 6.8046e-05 - mape: 27.6923 - mae: 0.00 - ETA: 11s - loss: 6.9175e-05 - mse: 6.9175e-05 - mape: 27.7669 - mae: 0.00 - ETA: 10s - loss: 7.1628e-05 - mse: 7.1628e-05 - mape: 28.2052 - mae: 0.00 - ETA: 9s - loss: 7.3010e-05 - mse: 7.3010e-05 - mape: 27.7902 - mae: 0.0036 - ETA: 8s - loss: 7.2704e-05 - mse: 7.2704e-05 - mape: 28.4474 - mae: 0.003 - ETA: 7s - loss: 7.0547e-05 - mse: 7.0547e-05 - mape: 28.3108 - mae: 0.003 - ETA: 5s - loss: 6.9187e-05 - mse: 6.9187e-05 - mape: 28.3880 - mae: 0.003 - ETA: 4s - loss: 6.9571e-05 - mse: 6.9571e-05 - mape: 28.0634 - mae: 0.003 - ETA: 3s - loss: 6.9283e-05 - mse: 6.9283e-05 - mape: 28.8821 - mae: 0.003 - ETA: 2s - loss: 6.8725e-05 - mse: 6.8725e-05 - mape: 29.3008 - mae: 0.003 - ETA: 1s - loss: 6.8360e-05 - mse: 6.8360e-05 - mape: 29.2351 - mae: 0.003 - ETA: 0s - loss: 6.8275e-05 - mse: 6.8275e-05 - mape: 293.0675 - mae: 0.00 - 20s 2ms/sample - loss: 6.7879e-05 - mse: 6.7879e-05 - mape: 289.5747 - mae: 0.0035 - val_loss: 0.0076 - val_mse: 0.0076 - val_mape: 8.9296 - val_mae: 0.0626
+Epoch 9/10
+8820/8820 [==============================] - ETA: 18s - loss: 5.5815e-05 - mse: 5.5815e-05 - mape: 28.1202 - mae: 0.00 - ETA: 17s - loss: 4.8770e-05 - mse: 4.8770e-05 - mape: 27.3147 - mae: 0.00 - ETA: 16s - loss: 4.9898e-05 - mse: 4.9898e-05 - mape: 27.3704 - mae: 0.00 - ETA: 15s - loss: 5.5420e-05 - mse: 5.5420e-05 - mape: 27.7454 - mae: 0.00 - ETA: 13s - loss: 6.3023e-05 - mse: 6.3023e-05 - mape: 29.8749 - mae: 0.00 - ETA: 12s - loss: 6.1388e-05 - mse: 6.1388e-05 - mape: 29.2982 - mae: 0.00 - ETA: 11s - loss: 6.0106e-05 - mse: 6.0106e-05 - mape: 29.1984 - mae: 0.00 - ETA: 10s - loss: 6.3966e-05 - mse: 6.3966e-05 - mape: 30.8388 - mae: 0.00 - ETA: 9s - loss: 6.6103e-05 - mse: 6.6103e-05 - mape: 32.3160 - mae: 0.0035 - ETA: 8s - loss: 6.8490e-05 - mse: 6.8490e-05 - mape: 33.3206 - mae: 0.003 - ETA: 7s - loss: 6.9206e-05 - mse: 6.9206e-05 - mape: 33.9540 - mae: 0.003 - ETA: 5s - loss: 6.8994e-05 - mse: 6.8994e-05 - mape: 34.7009 - mae: 0.003 - ETA: 4s - loss: 6.9673e-05 - mse: 6.9673e-05 - mape: 36.0133 - mae: 0.003 - ETA: 3s - loss: 6.8279e-05 - mse: 6.8279e-05 - mape: 35.5833 - mae: 0.003 - ETA: 2s - loss: 6.8323e-05 - mse: 6.8323e-05 - mape: 35.2099 - mae: 0.003 - ETA: 1s - loss: 6.9356e-05 - mse: 6.9356e-05 - mape: 164.5547 - mae: 0.00 - ETA: 0s - loss: 6.8882e-05 - mse: 6.8882e-05 - mape: 156.4752 - mae: 0.00 - 19s 2ms/sample - loss: 6.8785e-05 - mse: 6.8785e-05 - mape: 155.5599 - mae: 0.0036 - val_loss: 0.0054 - val_mse: 0.0054 - val_mape: 7.4548 - val_mae: 0.0509
+Epoch 10/10
+8820/8820 [==============================] - ETA: 15s - loss: 1.4067e-04 - mse: 1.4067e-04 - mape: 28.1213 - mae: 0.00 - ETA: 14s - loss: 1.0292e-04 - mse: 1.0292e-04 - mape: 27.9425 - mae: 0.00 - ETA: 13s - loss: 1.0705e-04 - mse: 1.0705e-04 - mape: 611.4847 - mae: 0.004 - ETA: 12s - loss: 1.0829e-04 - mse: 1.0829e-04 - mape: 466.8037 - mae: 0.004 - ETA: 11s - loss: 9.6205e-05 - mse: 9.6205e-05 - mape: 378.7005 - mae: 0.004 - ETA: 10s - loss: 9.4807e-05 - mse: 9.4807e-05 - mape: 319.9956 - mae: 0.004 - ETA: 9s - loss: 9.2740e-05 - mse: 9.2740e-05 - mape: 277.4081 - mae: 0.004 - ETA: 8s - loss: 8.7658e-05 - mse: 8.7658e-05 - mape: 246.7868 - mae: 0.00 - ETA: 7s - loss: 8.4753e-05 - mse: 8.4753e-05 - mape: 222.7816 - mae: 0.00 - ETA: 6s - loss: 8.4719e-05 - mse: 8.4719e-05 - mape: 203.3735 - mae: 0.00 - ETA: 5s - loss: 8.4116e-05 - mse: 8.4116e-05 - mape: 187.9019 - mae: 0.00 - ETA: 4s - loss: 8.2607e-05 - mse: 8.2607e-05 - mape: 174.5331 - mae: 0.00 - ETA: 3s - loss: 8.3141e-05 - mse: 8.3141e-05 - mape: 162.8854 - mae: 0.00 - ETA: 2s - loss: 8.0419e-05 - mse: 8.0419e-05 - mape: 153.4381 - mae: 0.00 - ETA: 2s - loss: 7.7892e-05 - mse: 7.7892e-05 - mape: 145.4258 - mae: 0.00 - ETA: 1s - loss: 7.8083e-05 - mse: 7.8083e-05 - mape: 138.2562 - mae: 0.00 - ETA: 0s - loss: 7.6816e-05 - mse: 7.6816e-05 - mape: 131.9557 - mae: 0.00 - 16s 2ms/sample - loss: 7.7110e-05 - mse: 7.7110e-05 - mape: 130.6935 - mae: 0.0037 - val_loss: 0.0066 - val_mse: 0.0066 - val_mape: 8.2874 - val_mae: 0.0580
+Validation Loss (MSE) from Last Epoch: 0.006593724416226757; Learning Rate:0.001; Number of Units in each LSTM Layer: 352
+Compilation Time :  0.04608607292175293
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 58s - loss: 0.0186 - mse: 0.0186 - mape: 100.4435 - mae: 0.066 - ETA: 34s - loss: 0.0154 - mse: 0.0154 - mape: 3058.4302 - mae: 0.05 - ETA: 26s - loss: 0.0146 - mse: 0.0146 - mape: 2123.8591 - mae: 0.05 - ETA: 21s - loss: 0.0127 - mse: 0.0127 - mape: 1770.9191 - mae: 0.05 - ETA: 18s - loss: 0.0107 - mse: 0.0107 - mape: 1762.1947 - mae: 0.05 - ETA: 15s - loss: 0.0102 - mse: 0.0102 - mape: 1949.3765 - mae: 0.05 - ETA: 13s - loss: 0.0090 - mse: 0.0090 - mape: 1931.2578 - mae: 0.05 - ETA: 11s - loss: 0.0082 - mse: 0.0082 - mape: 1767.0581 - mae: 0.05 - ETA: 10s - loss: 0.0076 - mse: 0.0076 - mape: 1604.6775 - mae: 0.04 - ETA: 8s - loss: 0.0072 - mse: 0.0072 - mape: 1461.2413 - mae: 0.0468 - ETA: 7s - loss: 0.0067 - mse: 0.0067 - mape: 1338.5636 - mae: 0.044 - ETA: 6s - loss: 0.0062 - mse: 0.0062 - mape: 1234.5682 - mae: 0.041 - ETA: 4s - loss: 0.0058 - mse: 0.0058 - mape: 1144.6223 - mae: 0.039 - ETA: 3s - loss: 0.0055 - mse: 0.0055 - mape: 1067.0895 - mae: 0.038 - ETA: 2s - loss: 0.0052 - mse: 0.0052 - mape: 1000.5973 - mae: 0.036 - ETA: 1s - loss: 0.0049 - mse: 0.0049 - mape: 941.8626 - mae: 0.035 - ETA: 0s - loss: 0.0047 - mse: 0.0047 - mape: 890.5017 - mae: 0.03 - 21s 2ms/sample - loss: 0.0046 - mse: 0.0046 - mape: 879.6721 - mae: 0.0334 - val_loss: 0.0763 - val_mse: 0.0763 - val_mape: 39.4309 - val_mae: 0.2507
+Epoch 2/10
+8820/8820 [==============================] - ETA: 15s - loss: 0.0014 - mse: 0.0014 - mape: 3388.5317 - mae: 0.01 - ETA: 14s - loss: 0.0013 - mse: 0.0013 - mape: 1733.6525 - mae: 0.01 - ETA: 13s - loss: 0.0011 - mse: 0.0011 - mape: 1179.1461 - mae: 0.01 - ETA: 12s - loss: 8.6016e-04 - mse: 8.6016e-04 - mape: 902.3937 - mae: 0.014 - ETA: 11s - loss: 7.9313e-04 - mse: 7.9313e-04 - mape: 735.6730 - mae: 0.014 - ETA: 10s - loss: 8.1527e-04 - mse: 8.1527e-04 - mape: 627.0295 - mae: 0.014 - ETA: 9s - loss: 8.0638e-04 - mse: 8.0638e-04 - mape: 553.7809 - mae: 0.014 - ETA: 8s - loss: 7.6427e-04 - mse: 7.6427e-04 - mape: 501.8467 - mae: 0.01 - ETA: 7s - loss: 7.0546e-04 - mse: 7.0546e-04 - mape: 467.7464 - mae: 0.01 - ETA: 6s - loss: 6.6949e-04 - mse: 6.6949e-04 - mape: 436.4092 - mae: 0.01 - ETA: 6s - loss: 6.5638e-04 - mse: 6.5638e-04 - mape: 413.0968 - mae: 0.01 - ETA: 5s - loss: 6.4216e-04 - mse: 6.4216e-04 - mape: 391.3600 - mae: 0.01 - ETA: 4s - loss: 6.2641e-04 - mse: 6.2641e-04 - mape: 373.2707 - mae: 0.01 - ETA: 3s - loss: 6.1205e-04 - mse: 6.1205e-04 - mape: 362.1766 - mae: 0.01 - ETA: 2s - loss: 5.8443e-04 - mse: 5.8443e-04 - mape: 350.9500 - mae: 0.01 - ETA: 1s - loss: 5.5971e-04 - mse: 5.5971e-04 - mape: 339.6141 - mae: 0.01 - ETA: 0s - loss: 5.4276e-04 - mse: 5.4276e-04 - mape: 333.1014 - mae: 0.01 - 18s 2ms/sample - loss: 5.4190e-04 - mse: 5.4190e-04 - mape: 331.6110 - mae: 0.0114 - val_loss: 0.0324 - val_mse: 0.0324 - val_mape: 20.6478 - val_mae: 0.1427
+Epoch 3/10
+8820/8820 [==============================] - ETA: 16s - loss: 3.6170e-04 - mse: 3.6170e-04 - mape: 11634.1982 - mae: 0.010 - ETA: 15s - loss: 3.3194e-04 - mse: 3.3194e-04 - mape: 5908.3389 - mae: 0.010 - ETA: 14s - loss: 2.8086e-04 - mse: 2.8086e-04 - mape: 4012.3616 - mae: 0.00 - ETA: 13s - loss: 2.6177e-04 - mse: 2.6177e-04 - mape: 3057.7310 - mae: 0.00 - ETA: 12s - loss: 2.4811e-04 - mse: 2.4811e-04 - mape: 2491.5261 - mae: 0.00 - ETA: 11s - loss: 2.6672e-04 - mse: 2.6672e-04 - mape: 2112.9766 - mae: 0.00 - ETA: 10s - loss: 2.5585e-04 - mse: 2.5585e-04 - mape: 1839.3707 - mae: 0.00 - ETA: 9s - loss: 2.4246e-04 - mse: 2.4246e-04 - mape: 1632.9729 - mae: 0.0084 - ETA: 8s - loss: 2.3016e-04 - mse: 2.3016e-04 - mape: 1470.1118 - mae: 0.008 - ETA: 7s - loss: 2.2522e-04 - mse: 2.2522e-04 - mape: 1339.4030 - mae: 0.008 - ETA: 6s - loss: 2.2302e-04 - mse: 2.2302e-04 - mape: 1228.8997 - mae: 0.008 - ETA: 5s - loss: 2.1623e-04 - mse: 2.1623e-04 - mape: 1143.1213 - mae: 0.008 - ETA: 4s - loss: 2.0805e-04 - mse: 2.0805e-04 - mape: 1067.3093 - mae: 0.007 - ETA: 3s - loss: 2.0605e-04 - mse: 2.0605e-04 - mape: 1001.2017 - mae: 0.007 - ETA: 2s - loss: 2.0205e-04 - mse: 2.0205e-04 - mape: 944.6266 - mae: 0.007 - ETA: 1s - loss: 1.9870e-04 - mse: 1.9870e-04 - mape: 895.3106 - mae: 0.00 - ETA: 0s - loss: 1.9255e-04 - mse: 1.9255e-04 - mape: 852.1696 - mae: 0.00 - 18s 2ms/sample - loss: 1.9159e-04 - mse: 1.9159e-04 - mape: 843.2126 - mae: 0.0076 - val_loss: 0.0148 - val_mse: 0.0148 - val_mape: 13.1574 - val_mae: 0.0912
+Epoch 4/10
+8820/8820 [==============================] - ETA: 16s - loss: 1.3325e-04 - mse: 1.3325e-04 - mape: 182.5003 - mae: 0.006 - ETA: 15s - loss: 1.3535e-04 - mse: 1.3535e-04 - mape: 173.5406 - mae: 0.006 - ETA: 14s - loss: 1.3882e-04 - mse: 1.3882e-04 - mape: 163.0092 - mae: 0.006 - ETA: 13s - loss: 1.2048e-04 - mse: 1.2048e-04 - mape: 2508.1726 - mae: 0.00 - ETA: 12s - loss: 1.1874e-04 - mse: 1.1874e-04 - mape: 2036.8538 - mae: 0.00 - ETA: 11s - loss: 1.2427e-04 - mse: 1.2427e-04 - mape: 1725.4708 - mae: 0.00 - ETA: 10s - loss: 1.2123e-04 - mse: 1.2123e-04 - mape: 1498.1500 - mae: 0.00 - ETA: 9s - loss: 1.1900e-04 - mse: 1.1900e-04 - mape: 1330.3186 - mae: 0.0059 - ETA: 8s - loss: 1.1373e-04 - mse: 1.1373e-04 - mape: 1199.8870 - mae: 0.005 - ETA: 7s - loss: 1.1867e-04 - mse: 1.1867e-04 - mape: 1089.0610 - mae: 0.005 - ETA: 6s - loss: 1.2028e-04 - mse: 1.2028e-04 - mape: 999.3705 - mae: 0.005 - ETA: 5s - loss: 1.1675e-04 - mse: 1.1675e-04 - mape: 922.2769 - mae: 0.00 - ETA: 4s - loss: 1.1721e-04 - mse: 1.1721e-04 - mape: 860.3909 - mae: 0.00 - ETA: 3s - loss: 1.1633e-04 - mse: 1.1633e-04 - mape: 805.6951 - mae: 0.00 - ETA: 2s - loss: 1.1690e-04 - mse: 1.1690e-04 - mape: 758.0765 - mae: 0.00 - ETA: 1s - loss: 1.1329e-04 - mse: 1.1329e-04 - mape: 715.2261 - mae: 0.00 - ETA: 0s - loss: 1.1334e-04 - mse: 1.1334e-04 - mape: 677.2911 - mae: 0.00 - 18s 2ms/sample - loss: 1.1280e-04 - mse: 1.1280e-04 - mape: 668.8953 - mae: 0.0053 - val_loss: 0.0109 - val_mse: 0.0109 - val_mape: 10.8991 - val_mae: 0.0763
+Epoch 5/10
+8820/8820 [==============================] - ETA: 16s - loss: 9.1316e-05 - mse: 9.1316e-05 - mape: 45.1746 - mae: 0.00 - ETA: 15s - loss: 6.9127e-05 - mse: 6.9127e-05 - mape: 42.0409 - mae: 0.00 - ETA: 14s - loss: 7.7874e-05 - mse: 7.7874e-05 - mape: 43.4707 - mae: 0.00 - ETA: 13s - loss: 7.8598e-05 - mse: 7.8598e-05 - mape: 41.2133 - mae: 0.00 - ETA: 12s - loss: 7.4800e-05 - mse: 7.4800e-05 - mape: 40.4194 - mae: 0.00 - ETA: 11s - loss: 7.2343e-05 - mse: 7.2343e-05 - mape: 38.9579 - mae: 0.00 - ETA: 10s - loss: 7.2184e-05 - mse: 7.2184e-05 - mape: 37.9492 - mae: 0.00 - ETA: 9s - loss: 7.2732e-05 - mse: 7.2732e-05 - mape: 37.7839 - mae: 0.0039 - ETA: 8s - loss: 7.2453e-05 - mse: 7.2453e-05 - mape: 37.9223 - mae: 0.003 - ETA: 7s - loss: 7.1329e-05 - mse: 7.1329e-05 - mape: 37.2921 - mae: 0.003 - ETA: 6s - loss: 7.3211e-05 - mse: 7.3211e-05 - mape: 38.1894 - mae: 0.003 - ETA: 5s - loss: 7.4408e-05 - mse: 7.4408e-05 - mape: 38.2397 - mae: 0.004 - ETA: 4s - loss: 7.3467e-05 - mse: 7.3467e-05 - mape: 38.7261 - mae: 0.004 - ETA: 3s - loss: 7.3627e-05 - mse: 7.3627e-05 - mape: 40.6161 - mae: 0.003 - ETA: 2s - loss: 7.3709e-05 - mse: 7.3709e-05 - mape: 41.0388 - mae: 0.004 - ETA: 1s - loss: 7.4591e-05 - mse: 7.4591e-05 - mape: 41.3196 - mae: 0.004 - ETA: 0s - loss: 7.5987e-05 - mse: 7.5987e-05 - mape: 145.9253 - mae: 0.00 - 18s 2ms/sample - loss: 7.5741e-05 - mse: 7.5741e-05 - mape: 144.6187 - mae: 0.0040 - val_loss: 0.0114 - val_mse: 0.0114 - val_mape: 11.4395 - val_mae: 0.0800
+Epoch 6/10
+8820/8820 [==============================] - ETA: 16s - loss: 8.4949e-05 - mse: 8.4949e-05 - mape: 34.6651 - mae: 0.00 - ETA: 15s - loss: 1.0299e-04 - mse: 1.0299e-04 - mape: 37.7926 - mae: 0.00 - ETA: 14s - loss: 9.0870e-05 - mse: 9.0870e-05 - mape: 34.3266 - mae: 0.00 - ETA: 13s - loss: 8.5908e-05 - mse: 8.5908e-05 - mape: 33.3247 - mae: 0.00 - ETA: 12s - loss: 8.1810e-05 - mse: 8.1810e-05 - mape: 32.3032 - mae: 0.00 - ETA: 11s - loss: 8.1471e-05 - mse: 8.1471e-05 - mape: 31.5836 - mae: 0.00 - ETA: 10s - loss: 8.5598e-05 - mse: 8.5598e-05 - mape: 31.9928 - mae: 0.00 - ETA: 9s - loss: 8.5278e-05 - mse: 8.5278e-05 - mape: 221.6761 - mae: 0.00 - ETA: 8s - loss: 8.4092e-05 - mse: 8.4092e-05 - mape: 201.9062 - mae: 0.00 - ETA: 7s - loss: 8.3601e-05 - mse: 8.3601e-05 - mape: 184.9183 - mae: 0.00 - ETA: 6s - loss: 8.5047e-05 - mse: 8.5047e-05 - mape: 171.9483 - mae: 0.00 - ETA: 5s - loss: 8.4278e-05 - mse: 8.4278e-05 - mape: 160.3263 - mae: 0.00 - ETA: 4s - loss: 8.4945e-05 - mse: 8.4945e-05 - mape: 153.0308 - mae: 0.00 - ETA: 3s - loss: 8.6138e-05 - mse: 8.6138e-05 - mape: 145.7467 - mae: 0.00 - ETA: 2s - loss: 8.4392e-05 - mse: 8.4392e-05 - mape: 140.2615 - mae: 0.00 - ETA: 1s - loss: 8.4055e-05 - mse: 8.4055e-05 - mape: 134.1386 - mae: 0.00 - ETA: 0s - loss: 8.4561e-05 - mse: 8.4561e-05 - mape: 128.4553 - mae: 0.00 - 18s 2ms/sample - loss: 8.4795e-05 - mse: 8.4795e-05 - mape: 127.5699 - mae: 0.0040 - val_loss: 0.0103 - val_mse: 0.0103 - val_mape: 11.0168 - val_mae: 0.0766
+Epoch 7/10
+8820/8820 [==============================] - ETA: 15s - loss: 4.6702e-05 - mse: 4.6702e-05 - mape: 50.4711 - mae: 0.00 - ETA: 15s - loss: 7.2434e-05 - mse: 7.2434e-05 - mape: 46.9878 - mae: 0.00 - ETA: 14s - loss: 8.2913e-05 - mse: 8.2913e-05 - mape: 44.1904 - mae: 0.00 - ETA: 13s - loss: 7.8401e-05 - mse: 7.8401e-05 - mape: 651.0355 - mae: 0.003 - ETA: 12s - loss: 7.4674e-05 - mse: 7.4674e-05 - mape: 526.6866 - mae: 0.003 - ETA: 11s - loss: 7.8801e-05 - mse: 7.8801e-05 - mape: 445.1591 - mae: 0.003 - ETA: 10s - loss: 7.6917e-05 - mse: 7.6917e-05 - mape: 387.9378 - mae: 0.003 - ETA: 9s - loss: 7.5956e-05 - mse: 7.5956e-05 - mape: 343.5609 - mae: 0.003 - ETA: 8s - loss: 7.6258e-05 - mse: 7.6258e-05 - mape: 309.3822 - mae: 0.00 - ETA: 7s - loss: 7.5431e-05 - mse: 7.5431e-05 - mape: 282.1594 - mae: 0.00 - ETA: 6s - loss: 7.4209e-05 - mse: 7.4209e-05 - mape: 259.6491 - mae: 0.00 - ETA: 5s - loss: 7.7047e-05 - mse: 7.7047e-05 - mape: 240.5754 - mae: 0.00 - ETA: 4s - loss: 7.8170e-05 - mse: 7.8170e-05 - mape: 224.1852 - mae: 0.00 - ETA: 3s - loss: 7.8833e-05 - mse: 7.8833e-05 - mape: 210.1007 - mae: 0.00 - ETA: 2s - loss: 7.8895e-05 - mse: 7.8895e-05 - mape: 198.0653 - mae: 0.00 - ETA: 1s - loss: 8.0375e-05 - mse: 8.0375e-05 - mape: 187.7816 - mae: 0.00 - ETA: 0s - loss: 7.9785e-05 - mse: 7.9785e-05 - mape: 178.3128 - mae: 0.00 - 18s 2ms/sample - loss: 7.9974e-05 - mse: 7.9974e-05 - mape: 176.3360 - mae: 0.0038 - val_loss: 0.0085 - val_mse: 0.0085 - val_mape: 9.5762 - val_mae: 0.0671
+Epoch 8/10
+8820/8820 [==============================] - ETA: 16s - loss: 7.0267e-05 - mse: 7.0267e-05 - mape: 32.8390 - mae: 0.00 - ETA: 15s - loss: 7.0444e-05 - mse: 7.0444e-05 - mape: 33.9717 - mae: 0.00 - ETA: 14s - loss: 7.1104e-05 - mse: 7.1104e-05 - mape: 41.6694 - mae: 0.00 - ETA: 13s - loss: 6.9927e-05 - mse: 6.9927e-05 - mape: 41.2367 - mae: 0.00 - ETA: 12s - loss: 6.8184e-05 - mse: 6.8184e-05 - mape: 41.3585 - mae: 0.00 - ETA: 11s - loss: 6.7387e-05 - mse: 6.7387e-05 - mape: 43.5105 - mae: 0.00 - ETA: 10s - loss: 7.1381e-05 - mse: 7.1381e-05 - mape: 42.5124 - mae: 0.00 - ETA: 9s - loss: 6.9628e-05 - mse: 6.9628e-05 - mape: 41.9846 - mae: 0.0035 - ETA: 8s - loss: 7.3218e-05 - mse: 7.3218e-05 - mape: 42.5447 - mae: 0.003 - ETA: 7s - loss: 7.2320e-05 - mse: 7.2320e-05 - mape: 42.9688 - mae: 0.003 - ETA: 6s - loss: 7.3575e-05 - mse: 7.3575e-05 - mape: 42.4812 - mae: 0.003 - ETA: 5s - loss: 7.3258e-05 - mse: 7.3258e-05 - mape: 43.0871 - mae: 0.003 - ETA: 4s - loss: 7.2364e-05 - mse: 7.2364e-05 - mape: 42.9956 - mae: 0.003 - ETA: 3s - loss: 7.2821e-05 - mse: 7.2821e-05 - mape: 43.0547 - mae: 0.003 - ETA: 2s - loss: 7.2271e-05 - mse: 7.2271e-05 - mape: 274.5406 - mae: 0.00 - ETA: 1s - loss: 7.0920e-05 - mse: 7.0920e-05 - mape: 259.6433 - mae: 0.00 - ETA: 0s - loss: 7.0706e-05 - mse: 7.0706e-05 - mape: 246.8345 - mae: 0.00 - 18s 2ms/sample - loss: 7.0166e-05 - mse: 7.0166e-05 - mape: 244.1193 - mae: 0.0036 - val_loss: 0.0086 - val_mse: 0.0086 - val_mape: 9.8971 - val_mae: 0.0690
+Epoch 9/10
+8820/8820 [==============================] - ETA: 16s - loss: 4.3192e-05 - mse: 4.3192e-05 - mape: 57.8912 - mae: 0.00 - ETA: 15s - loss: 5.5405e-05 - mse: 5.5405e-05 - mape: 48.0607 - mae: 0.00 - ETA: 14s - loss: 5.3321e-05 - mse: 5.3321e-05 - mape: 42.6389 - mae: 0.00 - ETA: 13s - loss: 5.6927e-05 - mse: 5.6927e-05 - mape: 39.9134 - mae: 0.00 - ETA: 12s - loss: 5.8559e-05 - mse: 5.8559e-05 - mape: 37.6620 - mae: 0.00 - ETA: 11s - loss: 5.8080e-05 - mse: 5.8080e-05 - mape: 35.4585 - mae: 0.00 - ETA: 10s - loss: 6.0868e-05 - mse: 6.0868e-05 - mape: 34.9729 - mae: 0.00 - ETA: 9s - loss: 5.9204e-05 - mse: 5.9204e-05 - mape: 33.7313 - mae: 0.0034 - ETA: 8s - loss: 5.8179e-05 - mse: 5.8179e-05 - mape: 33.1152 - mae: 0.003 - ETA: 7s - loss: 6.1010e-05 - mse: 6.1010e-05 - mape: 32.4584 - mae: 0.003 - ETA: 6s - loss: 6.1487e-05 - mse: 6.1487e-05 - mape: 32.1346 - mae: 0.003 - ETA: 5s - loss: 6.1715e-05 - mse: 6.1715e-05 - mape: 32.3723 - mae: 0.003 - ETA: 4s - loss: 6.1629e-05 - mse: 6.1629e-05 - mape: 34.9080 - mae: 0.003 - ETA: 3s - loss: 6.2773e-05 - mse: 6.2773e-05 - mape: 35.7241 - mae: 0.003 - ETA: 2s - loss: 6.2881e-05 - mse: 6.2881e-05 - mape: 35.6206 - mae: 0.003 - ETA: 1s - loss: 6.3108e-05 - mse: 6.3108e-05 - mape: 106.9288 - mae: 0.00 - ETA: 0s - loss: 6.3209e-05 - mse: 6.3209e-05 - mape: 103.0873 - mae: 0.00 - 18s 2ms/sample - loss: 6.2755e-05 - mse: 6.2755e-05 - mape: 102.0544 - mae: 0.0035 - val_loss: 0.0083 - val_mse: 0.0083 - val_mape: 10.1370 - val_mae: 0.0697
+Epoch 10/10
+8820/8820 [==============================] - ETA: 16s - loss: 5.5377e-05 - mse: 5.5377e-05 - mape: 43.1860 - mae: 0.00 - ETA: 15s - loss: 6.7280e-05 - mse: 6.7280e-05 - mape: 34.6354 - mae: 0.00 - ETA: 14s - loss: 7.3818e-05 - mse: 7.3818e-05 - mape: 30.8355 - mae: 0.00 - ETA: 13s - loss: 8.0491e-05 - mse: 8.0491e-05 - mape: 30.9240 - mae: 0.00 - ETA: 12s - loss: 7.9409e-05 - mse: 7.9409e-05 - mape: 29.9906 - mae: 0.00 - ETA: 11s - loss: 7.6145e-05 - mse: 7.6145e-05 - mape: 30.4412 - mae: 0.00 - ETA: 10s - loss: 7.9054e-05 - mse: 7.9054e-05 - mape: 31.5173 - mae: 0.00 - ETA: 9s - loss: 7.4998e-05 - mse: 7.4998e-05 - mape: 31.4462 - mae: 0.0037 - ETA: 8s - loss: 7.3856e-05 - mse: 7.3856e-05 - mape: 438.4291 - mae: 0.00 - ETA: 7s - loss: 7.4685e-05 - mse: 7.4685e-05 - mape: 397.3111 - mae: 0.00 - ETA: 6s - loss: 7.3607e-05 - mse: 7.3607e-05 - mape: 364.1093 - mae: 0.00 - ETA: 5s - loss: 7.6039e-05 - mse: 7.6039e-05 - mape: 338.2568 - mae: 0.00 - ETA: 4s - loss: 7.4467e-05 - mse: 7.4467e-05 - mape: 315.2795 - mae: 0.00 - ETA: 3s - loss: 7.4682e-05 - mse: 7.4682e-05 - mape: 294.7318 - mae: 0.00 - ETA: 2s - loss: 7.5135e-05 - mse: 7.5135e-05 - mape: 277.2649 - mae: 0.00 - ETA: 1s - loss: 7.5054e-05 - mse: 7.5054e-05 - mape: 261.6248 - mae: 0.00 - ETA: 0s - loss: 7.2828e-05 - mse: 7.2828e-05 - mape: 248.0230 - mae: 0.00 - 18s 2ms/sample - loss: 7.3363e-05 - mse: 7.3363e-05 - mape: 245.1134 - mae: 0.0037 - val_loss: 0.0074 - val_mse: 0.0074 - val_mape: 9.3343 - val_mae: 0.0645
+Validation Loss (MSE) from Last Epoch: 0.00735467009398402; Learning Rate:0.001; Number of Units in each LSTM Layer: 384
+Compilation Time :  0.048933982849121094
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 1:03 - loss: 0.0158 - mse: 0.0158 - mape: 100.8626 - mae: 0.05 - ETA: 37s - loss: 0.0157 - mse: 0.0157 - mape: 91.3243 - mae: 0.0590 - ETA: 28s - loss: 0.0142 - mse: 0.0142 - mape: 157.9629 - mae: 0.055 - ETA: 22s - loss: 0.0134 - mse: 0.0134 - mape: 244.8548 - mae: 0.055 - ETA: 19s - loss: 0.0113 - mse: 0.0113 - mape: 503.9652 - mae: 0.052 - ETA: 16s - loss: 0.0118 - mse: 0.0118 - mape: 997.4680 - mae: 0.063 - ETA: 14s - loss: 0.0104 - mse: 0.0104 - mape: 1090.9246 - mae: 0.06 - ETA: 12s - loss: 0.0094 - mse: 0.0094 - mape: 1036.2770 - mae: 0.05 - ETA: 11s - loss: 0.0088 - mse: 0.0088 - mape: 958.6213 - mae: 0.0537 - ETA: 9s - loss: 0.0085 - mse: 0.0085 - mape: 878.0584 - mae: 0.051 - ETA: 8s - loss: 0.0082 - mse: 0.0082 - mape: 812.4517 - mae: 0.05 - ETA: 6s - loss: 0.0079 - mse: 0.0079 - mape: 755.4055 - mae: 0.04 - ETA: 5s - loss: 0.0075 - mse: 0.0075 - mape: 705.0670 - mae: 0.04 - ETA: 4s - loss: 0.0070 - mse: 0.0070 - mape: 660.0277 - mae: 0.04 - ETA: 2s - loss: 0.0066 - mse: 0.0066 - mape: 685.9105 - mae: 0.04 - ETA: 1s - loss: 0.0063 - mse: 0.0063 - mape: 654.2318 - mae: 0.04 - ETA: 0s - loss: 0.0061 - mse: 0.0061 - mape: 628.7959 - mae: 0.04 - 23s 3ms/sample - loss: 0.0061 - mse: 0.0061 - mape: 623.1890 - mae: 0.0399 - val_loss: 0.0565 - val_mse: 0.0565 - val_mape: 28.8804 - val_mae: 0.1969
+Epoch 2/10
+8820/8820 [==============================] - ETA: 16s - loss: 5.8526e-04 - mse: 5.8526e-04 - mape: 120.3814 - mae: 0.013 - ETA: 15s - loss: 5.9998e-04 - mse: 5.9998e-04 - mape: 94.0200 - mae: 0.012 - ETA: 14s - loss: 8.4186e-04 - mse: 8.4186e-04 - mape: 83.0131 - mae: 0.01 - ETA: 13s - loss: 9.0055e-04 - mse: 9.0055e-04 - mape: 80.8623 - mae: 0.01 - ETA: 12s - loss: 9.2894e-04 - mse: 9.2894e-04 - mape: 86.6389 - mae: 0.01 - ETA: 11s - loss: 9.0889e-04 - mse: 9.0889e-04 - mape: 90.6109 - mae: 0.01 - ETA: 10s - loss: 8.5907e-04 - mse: 8.5907e-04 - mape: 97.9999 - mae: 0.01 - ETA: 9s - loss: 7.9979e-04 - mse: 7.9979e-04 - mape: 99.6888 - mae: 0.0124 - ETA: 8s - loss: 7.5782e-04 - mse: 7.5782e-04 - mape: 104.7723 - mae: 0.01 - ETA: 7s - loss: 7.4313e-04 - mse: 7.4313e-04 - mape: 106.1348 - mae: 0.01 - ETA: 6s - loss: 7.5584e-04 - mse: 7.5584e-04 - mape: 115.1158 - mae: 0.01 - ETA: 5s - loss: 7.3176e-04 - mse: 7.3176e-04 - mape: 119.7241 - mae: 0.01 - ETA: 4s - loss: 6.9836e-04 - mse: 6.9836e-04 - mape: 125.3788 - mae: 0.01 - ETA: 3s - loss: 6.7891e-04 - mse: 6.7891e-04 - mape: 129.9202 - mae: 0.01 - ETA: 2s - loss: 6.5533e-04 - mse: 6.5533e-04 - mape: 136.5111 - mae: 0.01 - ETA: 1s - loss: 6.3835e-04 - mse: 6.3835e-04 - mape: 140.4703 - mae: 0.01 - ETA: 0s - loss: 6.2716e-04 - mse: 6.2716e-04 - mape: 886.3890 - mae: 0.01 - 19s 2ms/sample - loss: 6.2735e-04 - mse: 6.2735e-04 - mape: 876.9254 - mae: 0.0117 - val_loss: 0.0411 - val_mse: 0.0411 - val_mape: 24.3492 - val_mae: 0.1664
+Epoch 3/10
+8820/8820 [==============================] - ETA: 17s - loss: 1.8888e-04 - mse: 1.8888e-04 - mape: 180.9829 - mae: 0.007 - ETA: 16s - loss: 2.1539e-04 - mse: 2.1539e-04 - mape: 158.9896 - mae: 0.008 - ETA: 15s - loss: 2.3916e-04 - mse: 2.3916e-04 - mape: 148.1473 - mae: 0.008 - ETA: 14s - loss: 2.6005e-04 - mse: 2.6005e-04 - mape: 145.0279 - mae: 0.008 - ETA: 13s - loss: 2.7246e-04 - mse: 2.7246e-04 - mape: 141.5127 - mae: 0.009 - ETA: 12s - loss: 2.5975e-04 - mse: 2.5975e-04 - mape: 141.7607 - mae: 0.008 - ETA: 11s - loss: 2.4994e-04 - mse: 2.4994e-04 - mape: 147.4295 - mae: 0.008 - ETA: 10s - loss: 2.4341e-04 - mse: 2.4341e-04 - mape: 151.6583 - mae: 0.008 - ETA: 8s - loss: 2.5991e-04 - mse: 2.5991e-04 - mape: 155.1817 - mae: 0.008 - ETA: 7s - loss: 2.5466e-04 - mse: 2.5466e-04 - mape: 155.0997 - mae: 0.00 - ETA: 6s - loss: 2.4773e-04 - mse: 2.4773e-04 - mape: 152.7347 - mae: 0.00 - ETA: 5s - loss: 2.3621e-04 - mse: 2.3621e-04 - mape: 151.0239 - mae: 0.00 - ETA: 4s - loss: 2.3161e-04 - mse: 2.3161e-04 - mape: 151.8459 - mae: 0.00 - ETA: 3s - loss: 2.3212e-04 - mse: 2.3212e-04 - mape: 149.4541 - mae: 0.00 - ETA: 2s - loss: 2.3031e-04 - mse: 2.3031e-04 - mape: 663.7158 - mae: 0.00 - ETA: 1s - loss: 2.2293e-04 - mse: 2.2293e-04 - mape: 632.2144 - mae: 0.00 - ETA: 0s - loss: 2.1999e-04 - mse: 2.1999e-04 - mape: 603.7499 - mae: 0.00 - 20s 2ms/sample - loss: 2.1885e-04 - mse: 2.1885e-04 - mape: 598.0785 - mae: 0.0080 - val_loss: 0.0226 - val_mse: 0.0226 - val_mape: 17.8759 - val_mae: 0.1219
+Epoch 4/10
+8820/8820 [==============================] - ETA: 18s - loss: 1.7558e-04 - mse: 1.7558e-04 - mape: 174.1223 - mae: 0.007 - ETA: 17s - loss: 1.4695e-04 - mse: 1.4695e-04 - mape: 162.2390 - mae: 0.006 - ETA: 15s - loss: 1.2813e-04 - mse: 1.2813e-04 - mape: 160.5589 - mae: 0.006 - ETA: 14s - loss: 1.1696e-04 - mse: 1.1696e-04 - mape: 151.8255 - mae: 0.005 - ETA: 13s - loss: 1.2004e-04 - mse: 1.2004e-04 - mape: 150.0021 - mae: 0.005 - ETA: 12s - loss: 1.1960e-04 - mse: 1.1960e-04 - mape: 142.0116 - mae: 0.005 - ETA: 11s - loss: 1.1336e-04 - mse: 1.1336e-04 - mape: 137.7257 - mae: 0.005 - ETA: 10s - loss: 1.1383e-04 - mse: 1.1383e-04 - mape: 132.6420 - mae: 0.005 - ETA: 9s - loss: 1.1369e-04 - mse: 1.1369e-04 - mape: 131.6468 - mae: 0.005 - ETA: 8s - loss: 1.1159e-04 - mse: 1.1159e-04 - mape: 128.5212 - mae: 0.00 - ETA: 6s - loss: 1.0691e-04 - mse: 1.0691e-04 - mape: 124.7531 - mae: 0.00 - ETA: 5s - loss: 1.0533e-04 - mse: 1.0533e-04 - mape: 120.1493 - mae: 0.00 - ETA: 4s - loss: 1.0192e-04 - mse: 1.0192e-04 - mape: 115.9916 - mae: 0.00 - ETA: 3s - loss: 9.9726e-05 - mse: 9.9726e-05 - mape: 111.4927 - mae: 0.00 - ETA: 2s - loss: 9.8382e-05 - mse: 9.8382e-05 - mape: 106.5348 - mae: 0.00 - ETA: 1s - loss: 9.7449e-05 - mse: 9.7449e-05 - mape: 155.3765 - mae: 0.00 - ETA: 0s - loss: 9.5853e-05 - mse: 9.5853e-05 - mape: 148.1428 - mae: 0.00 - 20s 2ms/sample - loss: 9.6405e-05 - mse: 9.6405e-05 - mape: 146.5409 - mae: 0.0048 - val_loss: 0.0136 - val_mse: 0.0136 - val_mape: 12.6194 - val_mae: 0.0882
+Epoch 5/10
+8820/8820 [==============================] - ETA: 18s - loss: 6.0848e-05 - mse: 6.0848e-05 - mape: 30.7945 - mae: 0.00 - ETA: 16s - loss: 6.3439e-05 - mse: 6.3439e-05 - mape: 28.8072 - mae: 0.00 - ETA: 15s - loss: 6.6046e-05 - mse: 6.6046e-05 - mape: 27.6590 - mae: 0.00 - ETA: 14s - loss: 7.0372e-05 - mse: 7.0372e-05 - mape: 27.1751 - mae: 0.00 - ETA: 13s - loss: 7.1831e-05 - mse: 7.1831e-05 - mape: 26.2455 - mae: 0.00 - ETA: 12s - loss: 7.5125e-05 - mse: 7.5125e-05 - mape: 26.0672 - mae: 0.00 - ETA: 11s - loss: 7.1333e-05 - mse: 7.1333e-05 - mape: 26.6693 - mae: 0.00 - ETA: 10s - loss: 7.2739e-05 - mse: 7.2739e-05 - mape: 26.4687 - mae: 0.00 - ETA: 9s - loss: 7.0505e-05 - mse: 7.0505e-05 - mape: 27.5628 - mae: 0.0037 - ETA: 8s - loss: 6.8605e-05 - mse: 6.8605e-05 - mape: 28.6410 - mae: 0.003 - ETA: 6s - loss: 6.8121e-05 - mse: 6.8121e-05 - mape: 28.8698 - mae: 0.003 - ETA: 5s - loss: 6.6710e-05 - mse: 6.6710e-05 - mape: 28.4463 - mae: 0.003 - ETA: 4s - loss: 6.7962e-05 - mse: 6.7962e-05 - mape: 28.1472 - mae: 0.003 - ETA: 3s - loss: 6.9489e-05 - mse: 6.9489e-05 - mape: 27.7046 - mae: 0.003 - ETA: 2s - loss: 7.0080e-05 - mse: 7.0080e-05 - mape: 120.3608 - mae: 0.00 - ETA: 1s - loss: 7.0189e-05 - mse: 7.0189e-05 - mape: 114.3202 - mae: 0.00 - ETA: 0s - loss: 6.9906e-05 - mse: 6.9906e-05 - mape: 109.2613 - mae: 0.00 - 20s 2ms/sample - loss: 6.9588e-05 - mse: 6.9588e-05 - mape: 108.1212 - mae: 0.0037 - val_loss: 0.0123 - val_mse: 0.0123 - val_mape: 12.2841 - val_mae: 0.0851
+Epoch 6/10
+8820/8820 [==============================] - ETA: 17s - loss: 9.8904e-05 - mse: 9.8904e-05 - mape: 29.7652 - mae: 0.00 - ETA: 16s - loss: 9.1038e-05 - mse: 9.1038e-05 - mape: 28.0819 - mae: 0.00 - ETA: 15s - loss: 7.8927e-05 - mse: 7.8927e-05 - mape: 27.6634 - mae: 0.00 - ETA: 14s - loss: 7.0742e-05 - mse: 7.0742e-05 - mape: 26.7973 - mae: 0.00 - ETA: 13s - loss: 6.6064e-05 - mse: 6.6064e-05 - mape: 26.6389 - mae: 0.00 - ETA: 12s - loss: 6.8808e-05 - mse: 6.8808e-05 - mape: 26.3345 - mae: 0.00 - ETA: 11s - loss: 7.1879e-05 - mse: 7.1879e-05 - mape: 26.4788 - mae: 0.00 - ETA: 10s - loss: 7.0525e-05 - mse: 7.0525e-05 - mape: 26.8536 - mae: 0.00 - ETA: 9s - loss: 7.0225e-05 - mse: 7.0225e-05 - mape: 26.3822 - mae: 0.0037 - ETA: 7s - loss: 7.0354e-05 - mse: 7.0354e-05 - mape: 26.4405 - mae: 0.003 - ETA: 6s - loss: 6.8733e-05 - mse: 6.8733e-05 - mape: 26.5891 - mae: 0.003 - ETA: 5s - loss: 7.0114e-05 - mse: 7.0114e-05 - mape: 26.8373 - mae: 0.003 - ETA: 4s - loss: 7.1111e-05 - mse: 7.1111e-05 - mape: 26.5897 - mae: 0.003 - ETA: 3s - loss: 7.0305e-05 - mse: 7.0305e-05 - mape: 26.3725 - mae: 0.003 - ETA: 2s - loss: 6.8915e-05 - mse: 6.8915e-05 - mape: 26.3531 - mae: 0.003 - ETA: 1s - loss: 6.7865e-05 - mse: 6.7865e-05 - mape: 26.1254 - mae: 0.003 - ETA: 0s - loss: 6.8867e-05 - mse: 6.8867e-05 - mape: 59.3685 - mae: 0.003 - 20s 2ms/sample - loss: 6.8781e-05 - mse: 6.8781e-05 - mape: 58.9949 - mae: 0.0036 - val_loss: 0.0091 - val_mse: 0.0091 - val_mape: 9.7437 - val_mae: 0.0684
+Epoch 7/10
+8820/8820 [==============================] - ETA: 18s - loss: 6.4192e-05 - mse: 6.4192e-05 - mape: 20.6852 - mae: 0.00 - ETA: 16s - loss: 6.8485e-05 - mse: 6.8485e-05 - mape: 26.2495 - mae: 0.00 - ETA: 15s - loss: 6.5938e-05 - mse: 6.5938e-05 - mape: 25.0188 - mae: 0.00 - ETA: 14s - loss: 6.3867e-05 - mse: 6.3867e-05 - mape: 28.2389 - mae: 0.00 - ETA: 13s - loss: 6.1301e-05 - mse: 6.1301e-05 - mape: 29.7937 - mae: 0.00 - ETA: 12s - loss: 6.1114e-05 - mse: 6.1114e-05 - mape: 30.9933 - mae: 0.00 - ETA: 11s - loss: 6.4235e-05 - mse: 6.4235e-05 - mape: 31.7998 - mae: 0.00 - ETA: 10s - loss: 6.2464e-05 - mse: 6.2464e-05 - mape: 32.2311 - mae: 0.00 - ETA: 9s - loss: 6.0945e-05 - mse: 6.0945e-05 - mape: 35.5926 - mae: 0.0034 - ETA: 7s - loss: 6.1441e-05 - mse: 6.1441e-05 - mape: 36.0570 - mae: 0.003 - ETA: 6s - loss: 6.5387e-05 - mse: 6.5387e-05 - mape: 36.2805 - mae: 0.003 - ETA: 5s - loss: 6.5117e-05 - mse: 6.5117e-05 - mape: 35.6884 - mae: 0.003 - ETA: 4s - loss: 6.4810e-05 - mse: 6.4810e-05 - mape: 35.6444 - mae: 0.003 - ETA: 3s - loss: 6.5078e-05 - mse: 6.5078e-05 - mape: 35.3281 - mae: 0.003 - ETA: 2s - loss: 6.5617e-05 - mse: 6.5617e-05 - mape: 76.5020 - mae: 0.003 - ETA: 1s - loss: 6.5716e-05 - mse: 6.5716e-05 - mape: 73.7676 - mae: 0.003 - ETA: 0s - loss: 6.5523e-05 - mse: 6.5523e-05 - mape: 71.1856 - mae: 0.003 - 20s 2ms/sample - loss: 6.6090e-05 - mse: 6.6090e-05 - mape: 70.6609 - mae: 0.0035 - val_loss: 0.0094 - val_mse: 0.0094 - val_mape: 10.2365 - val_mae: 0.0716
+Epoch 8/10
+8820/8820 [==============================] - ETA: 17s - loss: 3.2339e-05 - mse: 3.2339e-05 - mape: 36.3302 - mae: 0.00 - ETA: 16s - loss: 6.2731e-05 - mse: 6.2731e-05 - mape: 32.6215 - mae: 0.00 - ETA: 15s - loss: 6.9096e-05 - mse: 6.9096e-05 - mape: 30.1786 - mae: 0.00 - ETA: 14s - loss: 6.6502e-05 - mse: 6.6502e-05 - mape: 30.2017 - mae: 0.00 - ETA: 13s - loss: 6.8172e-05 - mse: 6.8172e-05 - mape: 30.3249 - mae: 0.00 - ETA: 12s - loss: 6.5033e-05 - mse: 6.5033e-05 - mape: 29.3577 - mae: 0.00 - ETA: 11s - loss: 6.6021e-05 - mse: 6.6021e-05 - mape: 29.2684 - mae: 0.00 - ETA: 10s - loss: 6.7187e-05 - mse: 6.7187e-05 - mape: 30.2073 - mae: 0.00 - ETA: 9s - loss: 6.7200e-05 - mse: 6.7200e-05 - mape: 29.7352 - mae: 0.0034 - ETA: 7s - loss: 6.5221e-05 - mse: 6.5221e-05 - mape: 29.0106 - mae: 0.003 - ETA: 6s - loss: 6.7202e-05 - mse: 6.7202e-05 - mape: 29.0652 - mae: 0.003 - ETA: 5s - loss: 6.8645e-05 - mse: 6.8645e-05 - mape: 28.9953 - mae: 0.003 - ETA: 4s - loss: 6.7953e-05 - mse: 6.7953e-05 - mape: 123.6825 - mae: 0.00 - ETA: 3s - loss: 6.9094e-05 - mse: 6.9094e-05 - mape: 117.2925 - mae: 0.00 - ETA: 2s - loss: 6.9588e-05 - mse: 6.9588e-05 - mape: 111.8177 - mae: 0.00 - ETA: 1s - loss: 6.9334e-05 - mse: 6.9334e-05 - mape: 107.0123 - mae: 0.00 - ETA: 0s - loss: 6.8687e-05 - mse: 6.8687e-05 - mape: 102.6169 - mae: 0.00 - 20s 2ms/sample - loss: 6.8195e-05 - mse: 6.8195e-05 - mape: 101.5937 - mae: 0.0035 - val_loss: 0.0086 - val_mse: 0.0086 - val_mape: 9.7140 - val_mae: 0.0680
+Epoch 9/10
+8820/8820 [==============================] - ETA: 17s - loss: 6.7962e-05 - mse: 6.7962e-05 - mape: 30.3667 - mae: 0.00 - ETA: 16s - loss: 6.6647e-05 - mse: 6.6647e-05 - mape: 34.4234 - mae: 0.00 - ETA: 15s - loss: 6.5167e-05 - mse: 6.5167e-05 - mape: 33.7963 - mae: 0.00 - ETA: 14s - loss: 6.2274e-05 - mse: 6.2274e-05 - mape: 32.7206 - mae: 0.00 - ETA: 13s - loss: 6.6015e-05 - mse: 6.6015e-05 - mape: 31.4548 - mae: 0.00 - ETA: 12s - loss: 6.4343e-05 - mse: 6.4343e-05 - mape: 32.1848 - mae: 0.00 - ETA: 11s - loss: 6.3040e-05 - mse: 6.3040e-05 - mape: 32.5005 - mae: 0.00 - ETA: 9s - loss: 6.2462e-05 - mse: 6.2462e-05 - mape: 31.3929 - mae: 0.0034 - ETA: 8s - loss: 6.1049e-05 - mse: 6.1049e-05 - mape: 31.9154 - mae: 0.003 - ETA: 7s - loss: 6.0463e-05 - mse: 6.0463e-05 - mape: 32.6338 - mae: 0.003 - ETA: 6s - loss: 5.9911e-05 - mse: 5.9911e-05 - mape: 32.3337 - mae: 0.003 - ETA: 5s - loss: 5.9265e-05 - mse: 5.9265e-05 - mape: 32.6580 - mae: 0.003 - ETA: 4s - loss: 5.9712e-05 - mse: 5.9712e-05 - mape: 107.8564 - mae: 0.00 - ETA: 3s - loss: 5.9547e-05 - mse: 5.9547e-05 - mape: 102.9344 - mae: 0.00 - ETA: 2s - loss: 5.8343e-05 - mse: 5.8343e-05 - mape: 98.3086 - mae: 0.0034 - ETA: 1s - loss: 5.9401e-05 - mse: 5.9401e-05 - mape: 94.2205 - mae: 0.003 - ETA: 0s - loss: 5.9437e-05 - mse: 5.9437e-05 - mape: 90.1557 - mae: 0.003 - 20s 2ms/sample - loss: 5.9362e-05 - mse: 5.9362e-05 - mape: 89.4133 - mae: 0.0034 - val_loss: 0.0090 - val_mse: 0.0090 - val_mape: 10.2999 - val_mae: 0.0715
+Epoch 10/10
+8820/8820 [==============================] - ETA: 18s - loss: 1.0114e-04 - mse: 1.0114e-04 - mape: 35.3998 - mae: 0.00 - ETA: 17s - loss: 7.0170e-05 - mse: 7.0170e-05 - mape: 33.2957 - mae: 0.00 - ETA: 15s - loss: 6.7906e-05 - mse: 6.7906e-05 - mape: 32.2248 - mae: 0.00 - ETA: 14s - loss: 6.5017e-05 - mse: 6.5017e-05 - mape: 29.8680 - mae: 0.00 - ETA: 13s - loss: 6.3932e-05 - mse: 6.3932e-05 - mape: 30.8165 - mae: 0.00 - ETA: 12s - loss: 6.2745e-05 - mse: 6.2745e-05 - mape: 31.4620 - mae: 0.00 - ETA: 11s - loss: 6.1008e-05 - mse: 6.1008e-05 - mape: 122.5808 - mae: 0.003 - ETA: 10s - loss: 6.2554e-05 - mse: 6.2554e-05 - mape: 110.8784 - mae: 0.003 - ETA: 9s - loss: 6.3960e-05 - mse: 6.3960e-05 - mape: 102.2042 - mae: 0.003 - ETA: 7s - loss: 6.2493e-05 - mse: 6.2493e-05 - mape: 95.0948 - mae: 0.0034 - ETA: 6s - loss: 6.2531e-05 - mse: 6.2531e-05 - mape: 89.0284 - mae: 0.003 - ETA: 5s - loss: 6.3964e-05 - mse: 6.3964e-05 - mape: 85.1773 - mae: 0.003 - ETA: 4s - loss: 6.3841e-05 - mse: 6.3841e-05 - mape: 80.4874 - mae: 0.003 - ETA: 3s - loss: 6.2475e-05 - mse: 6.2475e-05 - mape: 76.7786 - mae: 0.003 - ETA: 2s - loss: 6.3613e-05 - mse: 6.3613e-05 - mape: 74.0405 - mae: 0.003 - ETA: 1s - loss: 6.3016e-05 - mse: 6.3016e-05 - mape: 72.1878 - mae: 0.003 - ETA: 0s - loss: 6.2684e-05 - mse: 6.2684e-05 - mape: 69.5845 - mae: 0.003 - 20s 2ms/sample - loss: 6.2812e-05 - mse: 6.2812e-05 - mape: 69.0833 - mae: 0.0034 - val_loss: 0.0068 - val_mse: 0.0068 - val_mape: 8.4900 - val_mae: 0.0594
+Validation Loss (MSE) from Last Epoch: 0.006827335755283735; Learning Rate:0.001; Number of Units in each LSTM Layer: 416
+Compilation Time :  0.04907536506652832
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 1:03 - loss: 0.0158 - mse: 0.0158 - mape: 100.4738 - mae: 0.05 - ETA: 38s - loss: 0.0169 - mse: 0.0169 - mape: 100.8391 - mae: 0.0612 - ETA: 29s - loss: 0.0169 - mse: 0.0169 - mape: 126.2491 - mae: 0.062 - ETA: 24s - loss: 0.0149 - mse: 0.0149 - mape: 229.2955 - mae: 0.058 - ETA: 20s - loss: 0.0126 - mse: 0.0126 - mape: 433.6834 - mae: 0.054 - ETA: 18s - loss: 0.0127 - mse: 0.0127 - mape: 975.8461 - mae: 0.064 - ETA: 15s - loss: 0.0112 - mse: 0.0112 - mape: 1053.1731 - mae: 0.06 - ETA: 13s - loss: 0.0102 - mse: 0.0102 - mape: 1000.7469 - mae: 0.05 - ETA: 12s - loss: 0.0097 - mse: 0.0097 - mape: 936.6003 - mae: 0.0557 - ETA: 10s - loss: 0.0092 - mse: 0.0092 - mape: 868.3802 - mae: 0.053 - ETA: 8s - loss: 0.0087 - mse: 0.0087 - mape: 1581.1226 - mae: 0.051 - ETA: 7s - loss: 0.0082 - mse: 0.0082 - mape: 1456.2357 - mae: 0.048 - ETA: 5s - loss: 0.0076 - mse: 0.0076 - mape: 1348.7355 - mae: 0.045 - ETA: 4s - loss: 0.0071 - mse: 0.0071 - mape: 1266.9778 - mae: 0.043 - ETA: 3s - loss: 0.0068 - mse: 0.0068 - mape: 1206.4106 - mae: 0.042 - ETA: 1s - loss: 0.0065 - mse: 0.0065 - mape: 1155.3842 - mae: 0.041 - ETA: 0s - loss: 0.0061 - mse: 0.0061 - mape: 1105.9072 - mae: 0.039 - 25s 3ms/sample - loss: 0.0061 - mse: 0.0061 - mape: 1094.0768 - mae: 0.0396 - val_loss: 0.0809 - val_mse: 0.0809 - val_mape: 39.1298 - val_mae: 0.2531
+Epoch 2/10
+8820/8820 [==============================] - ETA: 18s - loss: 5.7888e-04 - mse: 5.7888e-04 - mape: 89.4374 - mae: 0.01 - ETA: 17s - loss: 9.2663e-04 - mse: 9.2663e-04 - mape: 80.3827 - mae: 0.01 - ETA: 16s - loss: 9.8640e-04 - mse: 9.8640e-04 - mape: 89.7810 - mae: 0.01 - ETA: 15s - loss: 0.0010 - mse: 0.0010 - mape: 102.6026 - mae: 0.0145       - ETA: 14s - loss: 9.7594e-04 - mse: 9.7594e-04 - mape: 102.0249 - mae: 0.013 - ETA: 13s - loss: 8.7189e-04 - mse: 8.7189e-04 - mape: 110.0615 - mae: 0.013 - ETA: 12s - loss: 8.1214e-04 - mse: 8.1214e-04 - mape: 113.9014 - mae: 0.012 - ETA: 11s - loss: 7.9560e-04 - mse: 7.9560e-04 - mape: 120.3798 - mae: 0.012 - ETA: 9s - loss: 7.8627e-04 - mse: 7.8627e-04 - mape: 124.8911 - mae: 0.012 - ETA: 8s - loss: 7.6936e-04 - mse: 7.6936e-04 - mape: 130.5922 - mae: 0.01 - ETA: 7s - loss: 7.3575e-04 - mse: 7.3575e-04 - mape: 138.0150 - mae: 0.01 - ETA: 6s - loss: 6.9609e-04 - mse: 6.9609e-04 - mape: 142.4316 - mae: 0.01 - ETA: 5s - loss: 6.7731e-04 - mse: 6.7731e-04 - mape: 152.3225 - mae: 0.01 - ETA: 3s - loss: 6.7414e-04 - mse: 6.7414e-04 - mape: 154.7450 - mae: 0.01 - ETA: 2s - loss: 6.5021e-04 - mse: 6.5021e-04 - mape: 159.2915 - mae: 0.01 - ETA: 1s - loss: 6.2650e-04 - mse: 6.2650e-04 - mape: 1074.2214 - mae: 0.012 - ETA: 0s - loss: 6.0030e-04 - mse: 6.0030e-04 - mape: 1026.3042 - mae: 0.011 - 22s 2ms/sample - loss: 5.9595e-04 - mse: 5.9595e-04 - mape: 1014.5952 - mae: 0.0118 - val_loss: 0.0295 - val_mse: 0.0295 - val_mape: 19.4349 - val_mae: 0.1347
+Epoch 3/10
+8820/8820 [==============================] - ETA: 19s - loss: 2.2740e-04 - mse: 2.2740e-04 - mape: 247.5387 - mae: 0.009 - ETA: 18s - loss: 2.2753e-04 - mse: 2.2753e-04 - mape: 251.9468 - mae: 0.009 - ETA: 17s - loss: 1.9795e-04 - mse: 1.9795e-04 - mape: 238.9303 - mae: 0.008 - ETA: 16s - loss: 1.7352e-04 - mse: 1.7352e-04 - mape: 244.1088 - mae: 0.008 - ETA: 15s - loss: 1.7502e-04 - mse: 1.7502e-04 - mape: 3060.8413 - mae: 0.00 - ETA: 13s - loss: 1.7066e-04 - mse: 1.7066e-04 - mape: 2583.3357 - mae: 0.00 - ETA: 12s - loss: 1.7490e-04 - mse: 1.7490e-04 - mape: 2243.8135 - mae: 0.00 - ETA: 11s - loss: 1.7057e-04 - mse: 1.7057e-04 - mape: 1990.3690 - mae: 0.00 - ETA: 10s - loss: 1.6315e-04 - mse: 1.6315e-04 - mape: 1790.3754 - mae: 0.00 - ETA: 8s - loss: 1.6060e-04 - mse: 1.6060e-04 - mape: 1630.9562 - mae: 0.0080 - ETA: 7s - loss: 1.5473e-04 - mse: 1.5473e-04 - mape: 1508.2831 - mae: 0.007 - ETA: 6s - loss: 1.5222e-04 - mse: 1.5222e-04 - mape: 1400.9198 - mae: 0.007 - ETA: 5s - loss: 1.4915e-04 - mse: 1.4915e-04 - mape: 1308.9384 - mae: 0.007 - ETA: 3s - loss: 1.4371e-04 - mse: 1.4371e-04 - mape: 1229.2443 - mae: 0.007 - ETA: 2s - loss: 1.4017e-04 - mse: 1.4017e-04 - mape: 1162.8934 - mae: 0.007 - ETA: 1s - loss: 1.3747e-04 - mse: 1.3747e-04 - mape: 1102.5389 - mae: 0.007 - ETA: 0s - loss: 1.3658e-04 - mse: 1.3658e-04 - mape: 1051.0454 - mae: 0.007 - 22s 3ms/sample - loss: 1.3660e-04 - mse: 1.3660e-04 - mape: 1039.7152 - mae: 0.0074 - val_loss: 0.0169 - val_mse: 0.0169 - val_mape: 13.9796 - val_mae: 0.0980
+Epoch 4/10
+8820/8820 [==============================] - ETA: 20s - loss: 9.5105e-05 - mse: 9.5105e-05 - mape: 268.9595 - mae: 0.006 - ETA: 18s - loss: 9.9936e-05 - mse: 9.9936e-05 - mape: 224.5798 - mae: 0.006 - ETA: 17s - loss: 9.7559e-05 - mse: 9.7559e-05 - mape: 211.0437 - mae: 0.006 - ETA: 16s - loss: 9.4545e-05 - mse: 9.4545e-05 - mape: 204.0468 - mae: 0.006 - ETA: 15s - loss: 9.3329e-05 - mse: 9.3329e-05 - mape: 204.0260 - mae: 0.006 - ETA: 13s - loss: 9.0862e-05 - mse: 9.0862e-05 - mape: 2141.3252 - mae: 0.00 - ETA: 12s - loss: 8.7265e-05 - mse: 8.7265e-05 - mape: 1858.6963 - mae: 0.00 - ETA: 11s - loss: 8.7340e-05 - mse: 8.7340e-05 - mape: 1648.7861 - mae: 0.00 - ETA: 10s - loss: 8.4793e-05 - mse: 8.4793e-05 - mape: 1482.1305 - mae: 0.00 - ETA: 8s - loss: 8.5073e-05 - mse: 8.5073e-05 - mape: 1352.8219 - mae: 0.0057 - ETA: 7s - loss: 8.5090e-05 - mse: 8.5090e-05 - mape: 1239.9563 - mae: 0.005 - ETA: 6s - loss: 8.4229e-05 - mse: 8.4229e-05 - mape: 1144.4111 - mae: 0.005 - ETA: 5s - loss: 8.4282e-05 - mse: 8.4282e-05 - mape: 1062.6177 - mae: 0.005 - ETA: 4s - loss: 8.2143e-05 - mse: 8.2143e-05 - mape: 992.0286 - mae: 0.005 - ETA: 2s - loss: 8.3259e-05 - mse: 8.3259e-05 - mape: 930.7385 - mae: 0.00 - ETA: 1s - loss: 8.2062e-05 - mse: 8.2062e-05 - mape: 876.2157 - mae: 0.00 - ETA: 0s - loss: 8.3206e-05 - mse: 8.3206e-05 - mape: 827.4572 - mae: 0.00 - 22s 3ms/sample - loss: 8.2955e-05 - mse: 8.2955e-05 - mape: 817.2872 - mae: 0.0051 - val_loss: 0.0155 - val_mse: 0.0155 - val_mape: 13.5566 - val_mae: 0.0947
+Epoch 5/10
+8820/8820 [==============================] - ETA: 19s - loss: 4.9543e-05 - mse: 4.9543e-05 - mape: 2833.2793 - mae: 0.00 - ETA: 18s - loss: 5.5845e-05 - mse: 5.5845e-05 - mape: 1435.8920 - mae: 0.00 - ETA: 17s - loss: 6.1223e-05 - mse: 6.1223e-05 - mape: 969.6226 - mae: 0.0036 - ETA: 16s - loss: 6.1532e-05 - mse: 6.1532e-05 - mape: 736.4478 - mae: 0.003 - ETA: 15s - loss: 6.0490e-05 - mse: 6.0490e-05 - mape: 594.3835 - mae: 0.003 - ETA: 13s - loss: 7.2766e-05 - mse: 7.2766e-05 - mape: 500.4845 - mae: 0.003 - ETA: 12s - loss: 7.4138e-05 - mse: 7.4138e-05 - mape: 433.0813 - mae: 0.003 - ETA: 11s - loss: 7.1840e-05 - mse: 7.1840e-05 - mape: 383.9955 - mae: 0.003 - ETA: 10s - loss: 7.0429e-05 - mse: 7.0429e-05 - mape: 345.1750 - mae: 0.003 - ETA: 9s - loss: 7.0892e-05 - mse: 7.0892e-05 - mape: 314.4570 - mae: 0.003 - ETA: 7s - loss: 6.9914e-05 - mse: 6.9914e-05 - mape: 289.6025 - mae: 0.00 - ETA: 6s - loss: 7.0279e-05 - mse: 7.0279e-05 - mape: 268.3460 - mae: 0.00 - ETA: 5s - loss: 7.0592e-05 - mse: 7.0592e-05 - mape: 250.3088 - mae: 0.00 - ETA: 4s - loss: 7.1026e-05 - mse: 7.1026e-05 - mape: 234.8208 - mae: 0.00 - ETA: 2s - loss: 7.0695e-05 - mse: 7.0695e-05 - mape: 221.3028 - mae: 0.00 - ETA: 1s - loss: 7.2206e-05 - mse: 7.2206e-05 - mape: 209.3620 - mae: 0.00 - ETA: 0s - loss: 7.0784e-05 - mse: 7.0784e-05 - mape: 198.5462 - mae: 0.00 - 23s 3ms/sample - loss: 7.0849e-05 - mse: 7.0849e-05 - mape: 196.3374 - mae: 0.0037 - val_loss: 0.0116 - val_mse: 0.0116 - val_mape: 11.2619 - val_mae: 0.0791
+Epoch 6/10
+8820/8820 [==============================] - ETA: 19s - loss: 7.1768e-05 - mse: 7.1768e-05 - mape: 24.0364 - mae: 0.00 - ETA: 18s - loss: 7.5788e-05 - mse: 7.5788e-05 - mape: 23.5772 - mae: 0.00 - ETA: 17s - loss: 7.2884e-05 - mse: 7.2884e-05 - mape: 24.6355 - mae: 0.00 - ETA: 15s - loss: 7.5890e-05 - mse: 7.5890e-05 - mape: 24.6280 - mae: 0.00 - ETA: 14s - loss: 6.9960e-05 - mse: 6.9960e-05 - mape: 24.8061 - mae: 0.00 - ETA: 13s - loss: 7.0213e-05 - mse: 7.0213e-05 - mape: 24.8734 - mae: 0.00 - ETA: 12s - loss: 7.0479e-05 - mse: 7.0479e-05 - mape: 25.4682 - mae: 0.00 - ETA: 11s - loss: 7.0592e-05 - mse: 7.0592e-05 - mape: 25.4625 - mae: 0.00 - ETA: 10s - loss: 6.8271e-05 - mse: 6.8271e-05 - mape: 26.7730 - mae: 0.00 - ETA: 8s - loss: 6.6236e-05 - mse: 6.6236e-05 - mape: 28.6627 - mae: 0.0036 - ETA: 7s - loss: 6.6352e-05 - mse: 6.6352e-05 - mape: 30.1087 - mae: 0.003 - ETA: 6s - loss: 6.4866e-05 - mse: 6.4866e-05 - mape: 30.0026 - mae: 0.003 - ETA: 5s - loss: 6.6715e-05 - mse: 6.6715e-05 - mape: 31.2607 - mae: 0.003 - ETA: 3s - loss: 6.6234e-05 - mse: 6.6234e-05 - mape: 31.3969 - mae: 0.003 - ETA: 2s - loss: 6.5927e-05 - mse: 6.5927e-05 - mape: 242.6223 - mae: 0.00 - ETA: 1s - loss: 6.5444e-05 - mse: 6.5444e-05 - mape: 229.1848 - mae: 0.00 - ETA: 0s - loss: 6.5985e-05 - mse: 6.5985e-05 - mape: 217.2926 - mae: 0.00 - 22s 3ms/sample - loss: 6.5497e-05 - mse: 6.5497e-05 - mape: 214.7690 - mae: 0.0036 - val_loss: 0.0100 - val_mse: 0.0100 - val_mape: 10.4435 - val_mae: 0.0733
+Epoch 7/10
+8820/8820 [==============================] - ETA: 20s - loss: 6.2331e-05 - mse: 6.2331e-05 - mape: 25.0042 - mae: 0.00 - ETA: 18s - loss: 7.2244e-05 - mse: 7.2244e-05 - mape: 25.5630 - mae: 0.00 - ETA: 17s - loss: 7.1024e-05 - mse: 7.1024e-05 - mape: 23.6739 - mae: 0.00 - ETA: 16s - loss: 7.1629e-05 - mse: 7.1629e-05 - mape: 24.8726 - mae: 0.00 - ETA: 15s - loss: 6.9999e-05 - mse: 6.9999e-05 - mape: 25.2051 - mae: 0.00 - ETA: 13s - loss: 6.6709e-05 - mse: 6.6709e-05 - mape: 26.3732 - mae: 0.00 - ETA: 12s - loss: 6.6358e-05 - mse: 6.6357e-05 - mape: 26.8999 - mae: 0.00 - ETA: 11s - loss: 6.6494e-05 - mse: 6.6494e-05 - mape: 27.3550 - mae: 0.00 - ETA: 10s - loss: 6.6226e-05 - mse: 6.6226e-05 - mape: 28.3827 - mae: 0.00 - ETA: 8s - loss: 6.7817e-05 - mse: 6.7817e-05 - mape: 210.3738 - mae: 0.00 - ETA: 7s - loss: 6.8730e-05 - mse: 6.8730e-05 - mape: 193.5198 - mae: 0.00 - ETA: 6s - loss: 6.8358e-05 - mse: 6.8358e-05 - mape: 179.4581 - mae: 0.00 - ETA: 5s - loss: 6.7394e-05 - mse: 6.7394e-05 - mape: 167.5108 - mae: 0.00 - ETA: 3s - loss: 6.7030e-05 - mse: 6.7030e-05 - mape: 157.0842 - mae: 0.00 - ETA: 2s - loss: 6.7383e-05 - mse: 6.7383e-05 - mape: 148.4526 - mae: 0.00 - ETA: 1s - loss: 6.6641e-05 - mse: 6.6641e-05 - mape: 140.8433 - mae: 0.00 - ETA: 0s - loss: 6.6525e-05 - mse: 6.6525e-05 - mape: 133.8998 - mae: 0.00 - 22s 2ms/sample - loss: 6.6401e-05 - mse: 6.6401e-05 - mape: 132.5320 - mae: 0.0035 - val_loss: 0.0107 - val_mse: 0.0107 - val_mape: 11.3259 - val_mae: 0.0785
+Epoch 8/10
+8820/8820 [==============================] - ETA: 19s - loss: 5.8305e-05 - mse: 5.8305e-05 - mape: 20.2783 - mae: 0.00 - ETA: 18s - loss: 6.0726e-05 - mse: 6.0726e-05 - mape: 23.2408 - mae: 0.00 - ETA: 17s - loss: 6.3572e-05 - mse: 6.3572e-05 - mape: 23.4574 - mae: 0.00 - ETA: 16s - loss: 6.0467e-05 - mse: 6.0467e-05 - mape: 24.0294 - mae: 0.00 - ETA: 15s - loss: 6.6750e-05 - mse: 6.6750e-05 - mape: 537.1858 - mae: 0.003 - ETA: 13s - loss: 6.7086e-05 - mse: 6.7086e-05 - mape: 453.3770 - mae: 0.003 - ETA: 12s - loss: 6.3889e-05 - mse: 6.3889e-05 - mape: 393.7288 - mae: 0.003 - ETA: 11s - loss: 7.0549e-05 - mse: 7.0549e-05 - mape: 348.7673 - mae: 0.003 - ETA: 10s - loss: 7.0193e-05 - mse: 7.0193e-05 - mape: 313.0717 - mae: 0.003 - ETA: 8s - loss: 7.2893e-05 - mse: 7.2893e-05 - mape: 284.7298 - mae: 0.003 - ETA: 7s - loss: 7.2144e-05 - mse: 7.2144e-05 - mape: 260.9943 - mae: 0.00 - ETA: 6s - loss: 7.1244e-05 - mse: 7.1244e-05 - mape: 241.3430 - mae: 0.00 - ETA: 5s - loss: 7.0397e-05 - mse: 7.0397e-05 - mape: 224.9978 - mae: 0.00 - ETA: 3s - loss: 7.2510e-05 - mse: 7.2510e-05 - mape: 211.1063 - mae: 0.00 - ETA: 2s - loss: 7.0764e-05 - mse: 7.0764e-05 - mape: 198.8820 - mae: 0.00 - ETA: 1s - loss: 6.8996e-05 - mse: 6.8996e-05 - mape: 189.0564 - mae: 0.00 - ETA: 0s - loss: 6.9387e-05 - mse: 6.9387e-05 - mape: 179.3373 - mae: 0.00 - 22s 3ms/sample - loss: 6.9316e-05 - mse: 6.9316e-05 - mape: 177.4912 - mae: 0.0036 - val_loss: 0.0094 - val_mse: 0.0094 - val_mape: 10.3777 - val_mae: 0.0723
+Epoch 9/10
+8820/8820 [==============================] - ETA: 20s - loss: 5.3085e-05 - mse: 5.3085e-05 - mape: 36.6871 - mae: 0.00 - ETA: 18s - loss: 6.4593e-05 - mse: 6.4593e-05 - mape: 1086.8728 - mae: 0.00 - ETA: 17s - loss: 5.7154e-05 - mse: 5.7154e-05 - mape: 733.8795 - mae: 0.0033 - ETA: 16s - loss: 6.1325e-05 - mse: 6.1325e-05 - mape: 559.0751 - mae: 0.003 - ETA: 15s - loss: 6.0295e-05 - mse: 6.0295e-05 - mape: 453.4025 - mae: 0.003 - ETA: 13s - loss: 6.1196e-05 - mse: 6.1196e-05 - mape: 383.7984 - mae: 0.003 - ETA: 12s - loss: 6.0019e-05 - mse: 6.0019e-05 - mape: 334.3532 - mae: 0.003 - ETA: 11s - loss: 5.7584e-05 - mse: 5.7584e-05 - mape: 299.0576 - mae: 0.003 - ETA: 10s - loss: 5.8404e-05 - mse: 5.8404e-05 - mape: 269.9013 - mae: 0.003 - ETA: 8s - loss: 5.8312e-05 - mse: 5.8312e-05 - mape: 247.0112 - mae: 0.003 - ETA: 7s - loss: 5.9102e-05 - mse: 5.9102e-05 - mape: 228.2856 - mae: 0.00 - ETA: 6s - loss: 5.9585e-05 - mse: 5.9585e-05 - mape: 211.6890 - mae: 0.00 - ETA: 5s - loss: 5.9415e-05 - mse: 5.9415e-05 - mape: 198.5601 - mae: 0.00 - ETA: 3s - loss: 5.9025e-05 - mse: 5.9025e-05 - mape: 186.4519 - mae: 0.00 - ETA: 2s - loss: 5.9027e-05 - mse: 5.9027e-05 - mape: 176.4635 - mae: 0.00 - ETA: 1s - loss: 5.8783e-05 - mse: 5.8783e-05 - mape: 167.3370 - mae: 0.00 - ETA: 0s - loss: 5.9140e-05 - mse: 5.9140e-05 - mape: 159.5438 - mae: 0.00 - 22s 2ms/sample - loss: 5.9068e-05 - mse: 5.9068e-05 - mape: 157.6777 - mae: 0.0033 - val_loss: 0.0089 - val_mse: 0.0089 - val_mape: 10.2886 - val_mae: 0.0711
+Epoch 10/10
+8820/8820 [==============================] - ETA: 19s - loss: 5.0880e-05 - mse: 5.0880e-05 - mape: 35.3872 - mae: 0.00 - ETA: 18s - loss: 8.0565e-05 - mse: 8.0565e-05 - mape: 37.7360 - mae: 0.00 - ETA: 17s - loss: 7.9366e-05 - mse: 7.9366e-05 - mape: 37.1270 - mae: 0.00 - ETA: 16s - loss: 8.2479e-05 - mse: 8.2479e-05 - mape: 38.1059 - mae: 0.00 - ETA: 15s - loss: 7.9016e-05 - mse: 7.9016e-05 - mape: 38.0867 - mae: 0.00 - ETA: 13s - loss: 7.2207e-05 - mse: 7.2207e-05 - mape: 38.2600 - mae: 0.00 - ETA: 12s - loss: 7.1074e-05 - mse: 7.1074e-05 - mape: 36.3608 - mae: 0.00 - ETA: 11s - loss: 7.0116e-05 - mse: 7.0116e-05 - mape: 36.0261 - mae: 0.00 - ETA: 10s - loss: 6.9651e-05 - mse: 6.9651e-05 - mape: 35.4013 - mae: 0.00 - ETA: 8s - loss: 6.9844e-05 - mse: 6.9844e-05 - mape: 34.6947 - mae: 0.0036 - ETA: 7s - loss: 6.9617e-05 - mse: 6.9617e-05 - mape: 33.8418 - mae: 0.003 - ETA: 6s - loss: 6.9513e-05 - mse: 6.9513e-05 - mape: 33.0569 - mae: 0.003 - ETA: 5s - loss: 7.0312e-05 - mse: 7.0312e-05 - mape: 33.2453 - mae: 0.003 - ETA: 3s - loss: 6.8489e-05 - mse: 6.8489e-05 - mape: 32.9176 - mae: 0.003 - ETA: 2s - loss: 6.8123e-05 - mse: 6.8123e-05 - mape: 32.3481 - mae: 0.003 - ETA: 1s - loss: 7.1369e-05 - mse: 7.1369e-05 - mape: 31.9772 - mae: 0.003 - ETA: 0s - loss: 7.0190e-05 - mse: 7.0190e-05 - mape: 281.6127 - mae: 0.00 - 22s 2ms/sample - loss: 7.1238e-05 - mse: 7.1238e-05 - mape: 278.6580 - mae: 0.0036 - val_loss: 0.0088 - val_mse: 0.0088 - val_mape: 10.2645 - val_mae: 0.0710
+Validation Loss (MSE) from Last Epoch: 0.008763137132841714; Learning Rate:0.001; Number of Units in each LSTM Layer: 448
+Compilation Time :  0.05015707015991211
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 1:06 - loss: 0.0154 - mse: 0.0154 - mape: 101.0488 - mae: 0.05 - ETA: 40s - loss: 0.0151 - mse: 0.0151 - mape: 96.6893 - mae: 0.0563 - ETA: 31s - loss: 0.0135 - mse: 0.0135 - mape: 164.7358 - mae: 0.052 - ETA: 25s - loss: 0.0118 - mse: 0.0118 - mape: 10061.7451 - mae: 0.051 - ETA: 22s - loss: 0.0108 - mse: 0.0108 - mape: 8654.4629 - mae: 0.057 - ETA: 19s - loss: 0.0093 - mse: 0.0093 - mape: 7436.8359 - mae: 0.05 - ETA: 17s - loss: 0.0083 - mse: 0.0083 - mape: 6495.4233 - mae: 0.05 - ETA: 15s - loss: 0.0076 - mse: 0.0076 - mape: 5735.1299 - mae: 0.04 - ETA: 13s - loss: 0.0069 - mse: 0.0069 - mape: 5127.6938 - mae: 0.04 - ETA: 11s - loss: 0.0063 - mse: 0.0063 - mape: 4624.6021 - mae: 0.04 - ETA: 9s - loss: 0.0058 - mse: 0.0058 - mape: 4209.8535 - mae: 0.0390 - ETA: 8s - loss: 0.0055 - mse: 0.0055 - mape: 3872.5862 - mae: 0.037 - ETA: 6s - loss: 0.0051 - mse: 0.0051 - mape: 3588.6072 - mae: 0.035 - ETA: 4s - loss: 0.0048 - mse: 0.0048 - mape: 3345.9751 - mae: 0.034 - ETA: 3s - loss: 0.0045 - mse: 0.0045 - mape: 3131.5681 - mae: 0.033 - ETA: 1s - loss: 0.0043 - mse: 0.0043 - mape: 2943.9121 - mae: 0.032 - ETA: 0s - loss: 0.0041 - mse: 0.0041 - mape: 2776.6816 - mae: 0.031 - 27s 3ms/sample - loss: 0.0041 - mse: 0.0041 - mape: 2741.2085 - mae: 0.0312 - val_loss: 0.0156 - val_mse: 0.0156 - val_mape: 15.2541 - val_mae: 0.0982
+Epoch 2/10
+8820/8820 [==============================] - ETA: 20s - loss: 6.9120e-04 - mse: 6.9120e-04 - mape: 77.7042 - mae: 0.01 - ETA: 19s - loss: 9.6162e-04 - mse: 9.6162e-04 - mape: 70.9422 - mae: 0.01 - ETA: 17s - loss: 8.1450e-04 - mse: 8.1450e-04 - mape: 75.6418 - mae: 0.01 - ETA: 16s - loss: 6.4623e-04 - mse: 6.4623e-04 - mape: 1809.9990 - mae: 0.01 - ETA: 15s - loss: 6.2666e-04 - mse: 6.2666e-04 - mape: 1481.0366 - mae: 0.01 - ETA: 14s - loss: 6.3472e-04 - mse: 6.3472e-04 - mape: 1264.2594 - mae: 0.01 - ETA: 13s - loss: 6.4879e-04 - mse: 6.4878e-04 - mape: 1104.3016 - mae: 0.01 - ETA: 11s - loss: 6.2388e-04 - mse: 6.2388e-04 - mape: 990.2902 - mae: 0.0119 - ETA: 10s - loss: 5.7737e-04 - mse: 5.7737e-04 - mape: 898.8165 - mae: 0.011 - ETA: 9s - loss: 5.4957e-04 - mse: 5.4957e-04 - mape: 826.1338 - mae: 0.011 - ETA: 8s - loss: 5.4931e-04 - mse: 5.4931e-04 - mape: 773.8168 - mae: 0.01 - ETA: 6s - loss: 5.4475e-04 - mse: 5.4475e-04 - mape: 727.2222 - mae: 0.01 - ETA: 5s - loss: 5.1738e-04 - mse: 5.1738e-04 - mape: 685.5494 - mae: 0.01 - ETA: 4s - loss: 4.9006e-04 - mse: 4.9006e-04 - mape: 654.6323 - mae: 0.01 - ETA: 2s - loss: 4.7630e-04 - mse: 4.7630e-04 - mape: 627.3914 - mae: 0.01 - ETA: 1s - loss: 4.7414e-04 - mse: 4.7414e-04 - mape: 599.8160 - mae: 0.01 - ETA: 0s - loss: 4.6599e-04 - mse: 4.6599e-04 - mape: 575.0110 - mae: 0.01 - 24s 3ms/sample - loss: 4.6194e-04 - mse: 4.6194e-04 - mape: 569.8027 - mae: 0.0106 - val_loss: 0.0301 - val_mse: 0.0301 - val_mape: 20.3871 - val_mae: 0.1403
+Epoch 3/10
+8820/8820 [==============================] - ETA: 21s - loss: 1.3762e-04 - mse: 1.3762e-04 - mape: 193.5833 - mae: 0.007 - ETA: 20s - loss: 1.9348e-04 - mse: 1.9348e-04 - mape: 7117.6592 - mae: 0.00 - ETA: 18s - loss: 2.5994e-04 - mse: 2.5994e-04 - mape: 4822.7993 - mae: 0.00 - ETA: 17s - loss: 2.7141e-04 - mse: 2.7141e-04 - mape: 3662.6257 - mae: 0.00 - ETA: 16s - loss: 2.3927e-04 - mse: 2.3927e-04 - mape: 2980.8579 - mae: 0.00 - ETA: 14s - loss: 2.2730e-04 - mse: 2.2730e-04 - mape: 2520.8137 - mae: 0.00 - ETA: 13s - loss: 2.3691e-04 - mse: 2.3691e-04 - mape: 2189.6575 - mae: 0.00 - ETA: 12s - loss: 2.2801e-04 - mse: 2.2801e-04 - mape: 1934.2218 - mae: 0.00 - ETA: 10s - loss: 2.1984e-04 - mse: 2.1984e-04 - mape: 1741.6223 - mae: 0.00 - ETA: 9s - loss: 2.0945e-04 - mse: 2.0945e-04 - mape: 1587.0603 - mae: 0.0080 - ETA: 8s - loss: 2.0119e-04 - mse: 2.0119e-04 - mape: 1456.1593 - mae: 0.007 - ETA: 6s - loss: 1.9716e-04 - mse: 1.9716e-04 - mape: 1349.9276 - mae: 0.007 - ETA: 5s - loss: 1.9200e-04 - mse: 1.9200e-04 - mape: 1260.1964 - mae: 0.007 - ETA: 4s - loss: 1.8726e-04 - mse: 1.8726e-04 - mape: 1186.9115 - mae: 0.007 - ETA: 2s - loss: 1.8190e-04 - mse: 1.8190e-04 - mape: 1121.9661 - mae: 0.007 - ETA: 1s - loss: 1.8052e-04 - mse: 1.8052e-04 - mape: 1064.0798 - mae: 0.007 - ETA: 0s - loss: 1.7976e-04 - mse: 1.7976e-04 - mape: 1012.6284 - mae: 0.007 - 24s 3ms/sample - loss: 1.7881e-04 - mse: 1.7881e-04 - mape: 1000.6560 - mae: 0.0075 - val_loss: 0.0151 - val_mse: 0.0151 - val_mape: 13.4243 - val_mae: 0.0938
+Epoch 4/10
+8820/8820 [==============================] - ETA: 21s - loss: 8.3842e-05 - mse: 8.3842e-05 - mape: 145.0648 - mae: 0.005 - ETA: 20s - loss: 9.0069e-05 - mse: 9.0069e-05 - mape: 171.9330 - mae: 0.005 - ETA: 19s - loss: 1.0412e-04 - mse: 1.0412e-04 - mape: 159.4093 - mae: 0.005 - ETA: 17s - loss: 9.7395e-05 - mse: 9.7395e-05 - mape: 154.3263 - mae: 0.005 - ETA: 16s - loss: 1.0176e-04 - mse: 1.0176e-04 - mape: 152.8433 - mae: 0.005 - ETA: 15s - loss: 1.0209e-04 - mse: 1.0209e-04 - mape: 1915.4945 - mae: 0.00 - ETA: 13s - loss: 1.0087e-04 - mse: 1.0087e-04 - mape: 1665.2550 - mae: 0.00 - ETA: 12s - loss: 9.6149e-05 - mse: 9.6149e-05 - mape: 1484.8931 - mae: 0.00 - ETA: 11s - loss: 9.3019e-05 - mse: 9.3019e-05 - mape: 1338.4159 - mae: 0.00 - ETA: 9s - loss: 9.0774e-05 - mse: 9.0774e-05 - mape: 1218.7471 - mae: 0.0052 - ETA: 8s - loss: 9.1076e-05 - mse: 9.1076e-05 - mape: 1117.8624 - mae: 0.005 - ETA: 7s - loss: 8.9457e-05 - mse: 8.9457e-05 - mape: 1036.3585 - mae: 0.005 - ETA: 5s - loss: 8.8035e-05 - mse: 8.8035e-05 - mape: 965.8649 - mae: 0.005 - ETA: 4s - loss: 8.6748e-05 - mse: 8.6748e-05 - mape: 905.7867 - mae: 0.00 - ETA: 3s - loss: 8.7816e-05 - mse: 8.7816e-05 - mape: 851.6743 - mae: 0.00 - ETA: 1s - loss: 8.6717e-05 - mse: 8.6717e-05 - mape: 803.6668 - mae: 0.00 - ETA: 0s - loss: 8.4618e-05 - mse: 8.4618e-05 - mape: 761.3997 - mae: 0.00 - 24s 3ms/sample - loss: 8.4839e-05 - mse: 8.4839e-05 - mape: 751.8954 - mae: 0.0049 - val_loss: 0.0096 - val_mse: 0.0096 - val_mape: 10.2066 - val_mae: 0.0716
+Epoch 5/10
+8820/8820 [==============================] - ETA: 21s - loss: 5.5222e-05 - mse: 5.5222e-05 - mape: 63.3416 - mae: 0.00 - ETA: 20s - loss: 5.6655e-05 - mse: 5.6655e-05 - mape: 68.7454 - mae: 0.00 - ETA: 18s - loss: 5.7019e-05 - mse: 5.7019e-05 - mape: 69.4793 - mae: 0.00 - ETA: 17s - loss: 5.9134e-05 - mse: 5.9134e-05 - mape: 68.6010 - mae: 0.00 - ETA: 16s - loss: 6.0977e-05 - mse: 6.0977e-05 - mape: 69.0730 - mae: 0.00 - ETA: 14s - loss: 6.2980e-05 - mse: 6.2980e-05 - mape: 66.4146 - mae: 0.00 - ETA: 13s - loss: 6.6119e-05 - mse: 6.6119e-05 - mape: 63.0375 - mae: 0.00 - ETA: 12s - loss: 6.5599e-05 - mse: 6.5599e-05 - mape: 60.2498 - mae: 0.00 - ETA: 10s - loss: 6.3224e-05 - mse: 6.3224e-05 - mape: 58.1467 - mae: 0.00 - ETA: 9s - loss: 6.2113e-05 - mse: 6.2113e-05 - mape: 56.9244 - mae: 0.0037 - ETA: 8s - loss: 6.4705e-05 - mse: 6.4705e-05 - mape: 55.7122 - mae: 0.003 - ETA: 6s - loss: 6.5125e-05 - mse: 6.5125e-05 - mape: 336.8329 - mae: 0.00 - ETA: 5s - loss: 6.6333e-05 - mse: 6.6333e-05 - mape: 313.2883 - mae: 0.00 - ETA: 4s - loss: 6.9003e-05 - mse: 6.9003e-05 - mape: 294.3860 - mae: 0.00 - ETA: 2s - loss: 6.8636e-05 - mse: 6.8636e-05 - mape: 277.4916 - mae: 0.00 - ETA: 1s - loss: 6.8893e-05 - mse: 6.8893e-05 - mape: 263.3414 - mae: 0.00 - ETA: 0s - loss: 6.8219e-05 - mse: 6.8219e-05 - mape: 250.3255 - mae: 0.00 - 24s 3ms/sample - loss: 6.7631e-05 - mse: 6.7631e-05 - mape: 247.5425 - mae: 0.0038 - val_loss: 0.0100 - val_mse: 0.0100 - val_mape: 11.0142 - val_mae: 0.0762
+Epoch 6/10
+8820/8820 [==============================] - ETA: 21s - loss: 5.7173e-05 - mse: 5.7173e-05 - mape: 34.7201 - mae: 0.00 - ETA: 20s - loss: 7.0809e-05 - mse: 7.0809e-05 - mape: 35.1543 - mae: 0.00 - ETA: 18s - loss: 6.5643e-05 - mse: 6.5643e-05 - mape: 31.7340 - mae: 0.00 - ETA: 17s - loss: 6.1814e-05 - mse: 6.1814e-05 - mape: 30.8100 - mae: 0.00 - ETA: 16s - loss: 6.3599e-05 - mse: 6.3599e-05 - mape: 29.6069 - mae: 0.00 - ETA: 15s - loss: 6.6464e-05 - mse: 6.6464e-05 - mape: 28.9780 - mae: 0.00 - ETA: 13s - loss: 6.6792e-05 - mse: 6.6792e-05 - mape: 236.0972 - mae: 0.003 - ETA: 12s - loss: 6.7733e-05 - mse: 6.7733e-05 - mape: 209.3184 - mae: 0.003 - ETA: 11s - loss: 6.9254e-05 - mse: 6.9254e-05 - mape: 189.6136 - mae: 0.003 - ETA: 9s - loss: 6.7115e-05 - mse: 6.7115e-05 - mape: 173.2842 - mae: 0.003 - ETA: 8s - loss: 6.6826e-05 - mse: 6.6826e-05 - mape: 159.8769 - mae: 0.00 - ETA: 7s - loss: 6.8053e-05 - mse: 6.8053e-05 - mape: 148.3455 - mae: 0.00 - ETA: 5s - loss: 6.7664e-05 - mse: 6.7664e-05 - mape: 139.1272 - mae: 0.00 - ETA: 4s - loss: 6.6810e-05 - mse: 6.6810e-05 - mape: 131.3623 - mae: 0.00 - ETA: 2s - loss: 6.7888e-05 - mse: 6.7888e-05 - mape: 124.4323 - mae: 0.00 - ETA: 1s - loss: 6.8183e-05 - mse: 6.8183e-05 - mape: 118.9646 - mae: 0.00 - ETA: 0s - loss: 6.9236e-05 - mse: 6.9236e-05 - mape: 113.3097 - mae: 0.00 - 24s 3ms/sample - loss: 6.9566e-05 - mse: 6.9566e-05 - mape: 112.0887 - mae: 0.0036 - val_loss: 0.0076 - val_mse: 0.0076 - val_mape: 8.9246 - val_mae: 0.0624
+Epoch 7/10
+8820/8820 [==============================] - ETA: 21s - loss: 9.0344e-05 - mse: 9.0344e-05 - mape: 24.3713 - mae: 0.00 - ETA: 20s - loss: 7.9781e-05 - mse: 7.9781e-05 - mape: 22.6044 - mae: 0.00 - ETA: 18s - loss: 9.9448e-05 - mse: 9.9448e-05 - mape: 23.4208 - mae: 0.00 - ETA: 17s - loss: 8.8827e-05 - mse: 8.8827e-05 - mape: 23.3026 - mae: 0.00 - ETA: 16s - loss: 8.1609e-05 - mse: 8.1609e-05 - mape: 23.3700 - mae: 0.00 - ETA: 14s - loss: 8.8854e-05 - mse: 8.8854e-05 - mape: 23.2550 - mae: 0.00 - ETA: 13s - loss: 8.3174e-05 - mse: 8.3174e-05 - mape: 23.9208 - mae: 0.00 - ETA: 12s - loss: 7.9653e-05 - mse: 7.9653e-05 - mape: 25.7084 - mae: 0.00 - ETA: 10s - loss: 8.1854e-05 - mse: 8.1854e-05 - mape: 275.8504 - mae: 0.003 - ETA: 9s - loss: 8.0307e-05 - mse: 8.0307e-05 - mape: 252.5365 - mae: 0.003 - ETA: 8s - loss: 7.8975e-05 - mse: 7.8975e-05 - mape: 233.0079 - mae: 0.00 - ETA: 6s - loss: 7.9384e-05 - mse: 7.9384e-05 - mape: 217.4854 - mae: 0.00 - ETA: 5s - loss: 7.9718e-05 - mse: 7.9718e-05 - mape: 204.0569 - mae: 0.00 - ETA: 4s - loss: 7.8157e-05 - mse: 7.8157e-05 - mape: 192.8507 - mae: 0.00 - ETA: 2s - loss: 7.6311e-05 - mse: 7.6311e-05 - mape: 182.8298 - mae: 0.00 - ETA: 1s - loss: 7.6743e-05 - mse: 7.6743e-05 - mape: 173.8524 - mae: 0.00 - ETA: 0s - loss: 7.5751e-05 - mse: 7.5751e-05 - mape: 166.0199 - mae: 0.00 - 24s 3ms/sample - loss: 7.6554e-05 - mse: 7.6554e-05 - mape: 164.2952 - mae: 0.0038 - val_loss: 0.0067 - val_mse: 0.0067 - val_mape: 8.3384 - val_mae: 0.0581
+Epoch 8/10
+8820/8820 [==============================] - ETA: 22s - loss: 6.5679e-05 - mse: 6.5679e-05 - mape: 37.6841 - mae: 0.00 - ETA: 20s - loss: 5.7072e-05 - mse: 5.7072e-05 - mape: 37.8864 - mae: 0.00 - ETA: 19s - loss: 6.2440e-05 - mse: 6.2440e-05 - mape: 34.7703 - mae: 0.00 - ETA: 18s - loss: 5.8936e-05 - mse: 5.8936e-05 - mape: 33.8352 - mae: 0.00 - ETA: 16s - loss: 5.8638e-05 - mse: 5.8638e-05 - mape: 32.5414 - mae: 0.00 - ETA: 15s - loss: 5.9279e-05 - mse: 5.9279e-05 - mape: 31.1673 - mae: 0.00 - ETA: 13s - loss: 6.1319e-05 - mse: 6.1319e-05 - mape: 31.2359 - mae: 0.00 - ETA: 12s - loss: 6.0592e-05 - mse: 6.0592e-05 - mape: 434.3175 - mae: 0.003 - ETA: 11s - loss: 6.2209e-05 - mse: 6.2209e-05 - mape: 390.4343 - mae: 0.003 - ETA: 9s - loss: 6.2464e-05 - mse: 6.2464e-05 - mape: 355.7595 - mae: 0.003 - ETA: 8s - loss: 6.2036e-05 - mse: 6.2036e-05 - mape: 325.7860 - mae: 0.00 - ETA: 7s - loss: 6.2400e-05 - mse: 6.2400e-05 - mape: 301.0367 - mae: 0.00 - ETA: 5s - loss: 6.2697e-05 - mse: 6.2697e-05 - mape: 280.8290 - mae: 0.00 - ETA: 4s - loss: 6.3091e-05 - mse: 6.3091e-05 - mape: 262.7982 - mae: 0.00 - ETA: 3s - loss: 6.1798e-05 - mse: 6.1798e-05 - mape: 247.2273 - mae: 0.00 - ETA: 1s - loss: 6.1242e-05 - mse: 6.1242e-05 - mape: 233.2396 - mae: 0.00 - ETA: 0s - loss: 6.0153e-05 - mse: 6.0153e-05 - mape: 220.9288 - mae: 0.00 - 24s 3ms/sample - loss: 6.0568e-05 - mse: 6.0568e-05 - mape: 218.3150 - mae: 0.0033 - val_loss: 0.0087 - val_mse: 0.0087 - val_mape: 10.3124 - val_mae: 0.0712
+Epoch 9/10
+8820/8820 [==============================] - ETA: 21s - loss: 7.7179e-05 - mse: 7.7179e-05 - mape: 29.8904 - mae: 0.00 - ETA: 20s - loss: 7.4105e-05 - mse: 7.4105e-05 - mape: 32.4584 - mae: 0.00 - ETA: 18s - loss: 6.7542e-05 - mse: 6.7542e-05 - mape: 30.9466 - mae: 0.00 - ETA: 17s - loss: 6.1575e-05 - mse: 6.1575e-05 - mape: 31.8559 - mae: 0.00 - ETA: 16s - loss: 6.0736e-05 - mse: 6.0736e-05 - mape: 29.8016 - mae: 0.00 - ETA: 14s - loss: 5.9119e-05 - mse: 5.9119e-05 - mape: 28.2202 - mae: 0.00 - ETA: 13s - loss: 5.8822e-05 - mse: 5.8822e-05 - mape: 27.0451 - mae: 0.00 - ETA: 12s - loss: 5.9309e-05 - mse: 5.9309e-05 - mape: 26.2259 - mae: 0.00 - ETA: 10s - loss: 5.9057e-05 - mse: 5.9057e-05 - mape: 25.5705 - mae: 0.00 - ETA: 9s - loss: 6.0562e-05 - mse: 6.0562e-05 - mape: 25.6658 - mae: 0.0033 - ETA: 8s - loss: 5.9856e-05 - mse: 5.9856e-05 - mape: 25.9957 - mae: 0.003 - ETA: 6s - loss: 5.9435e-05 - mse: 5.9435e-05 - mape: 26.4038 - mae: 0.003 - ETA: 5s - loss: 5.9005e-05 - mse: 5.9005e-05 - mape: 27.2053 - mae: 0.003 - ETA: 4s - loss: 5.9848e-05 - mse: 5.9848e-05 - mape: 227.1870 - mae: 0.00 - ETA: 2s - loss: 5.9772e-05 - mse: 5.9772e-05 - mape: 214.0251 - mae: 0.00 - ETA: 1s - loss: 5.9573e-05 - mse: 5.9573e-05 - mape: 203.0173 - mae: 0.00 - ETA: 0s - loss: 5.9024e-05 - mse: 5.9024e-05 - mape: 193.0974 - mae: 0.00 - 24s 3ms/sample - loss: 5.8901e-05 - mse: 5.8901e-05 - mape: 190.9586 - mae: 0.0033 - val_loss: 0.0064 - val_mse: 0.0064 - val_mape: 8.4439 - val_mae: 0.0587
+Epoch 10/10
+8820/8820 [==============================] - ETA: 21s - loss: 6.3151e-05 - mse: 6.3151e-05 - mape: 28.5094 - mae: 0.00 - ETA: 19s - loss: 6.5626e-05 - mse: 6.5626e-05 - mape: 28.6374 - mae: 0.00 - ETA: 18s - loss: 6.3101e-05 - mse: 6.3101e-05 - mape: 25.5341 - mae: 0.00 - ETA: 17s - loss: 6.0423e-05 - mse: 6.0423e-05 - mape: 23.9997 - mae: 0.00 - ETA: 15s - loss: 5.9390e-05 - mse: 5.9390e-05 - mape: 23.8102 - mae: 0.00 - ETA: 14s - loss: 6.1711e-05 - mse: 6.1711e-05 - mape: 23.1883 - mae: 0.00 - ETA: 13s - loss: 6.0944e-05 - mse: 6.0944e-05 - mape: 22.9521 - mae: 0.00 - ETA: 12s - loss: 6.0932e-05 - mse: 6.0932e-05 - mape: 22.6074 - mae: 0.00 - ETA: 10s - loss: 6.1592e-05 - mse: 6.1592e-05 - mape: 22.7573 - mae: 0.00 - ETA: 9s - loss: 6.1037e-05 - mse: 6.1037e-05 - mape: 22.5017 - mae: 0.0033 - ETA: 8s - loss: 6.0181e-05 - mse: 6.0181e-05 - mape: 22.3706 - mae: 0.003 - ETA: 6s - loss: 6.0708e-05 - mse: 6.0708e-05 - mape: 22.6255 - mae: 0.003 - ETA: 5s - loss: 5.9600e-05 - mse: 5.9600e-05 - mape: 22.8050 - mae: 0.003 - ETA: 4s - loss: 6.0334e-05 - mse: 6.0334e-05 - mape: 22.6707 - mae: 0.003 - ETA: 2s - loss: 5.9894e-05 - mse: 5.9894e-05 - mape: 22.4700 - mae: 0.003 - ETA: 1s - loss: 5.8988e-05 - mse: 5.8988e-05 - mape: 173.5170 - mae: 0.00 - ETA: 0s - loss: 5.8065e-05 - mse: 5.8065e-05 - mape: 165.2455 - mae: 0.00 - 24s 3ms/sample - loss: 5.8631e-05 - mse: 5.8631e-05 - mape: 163.4848 - mae: 0.0032 - val_loss: 0.0048 - val_mse: 0.0048 - val_mape: 7.0217 - val_mae: 0.0489
+Validation Loss (MSE) from Last Epoch: 0.004800344456215294; Learning Rate:0.001; Number of Units in each LSTM Layer: 480
+Compilation Time :  0.048184871673583984
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 2:43 - loss: 0.0132 - mse: 0.0132 - mape: 100.0355 - mae: 0.05 - ETA: 1:27 - loss: 0.0148 - mse: 0.0148 - mape: 97.9180 - mae: 0.0575 - ETA: 1:00 - loss: 0.0138 - mse: 0.0138 - mape: 144.8077 - mae: 0.05 - ETA: 47s - loss: 0.0121 - mse: 0.0121 - mape: 281.7812 - mae: 0.0522 - ETA: 38s - loss: 0.0106 - mse: 0.0106 - mape: 679.7640 - mae: 0.054 - ETA: 31s - loss: 0.0091 - mse: 0.0091 - mape: 854.6948 - mae: 0.052 - ETA: 27s - loss: 0.0080 - mse: 0.0080 - mape: 862.5269 - mae: 0.049 - ETA: 23s - loss: 0.0073 - mse: 0.0073 - mape: 815.1664 - mae: 0.045 - ETA: 19s - loss: 0.0065 - mse: 0.0065 - mape: 746.0377 - mae: 0.041 - ETA: 16s - loss: 0.0060 - mse: 0.0060 - mape: 680.2288 - mae: 0.039 - ETA: 13s - loss: 0.0055 - mse: 0.0055 - mape: 624.5132 - mae: 0.036 - ETA: 11s - loss: 0.0051 - mse: 0.0051 - mape: 828.7796 - mae: 0.034 - ETA: 8s - loss: 0.0048 - mse: 0.0048 - mape: 770.7148 - mae: 0.033 - ETA: 6s - loss: 0.0045 - mse: 0.0045 - mape: 721.4734 - mae: 0.03 - ETA: 4s - loss: 0.0042 - mse: 0.0042 - mape: 678.0632 - mae: 0.03 - ETA: 2s - loss: 0.0040 - mse: 0.0040 - mape: 640.2328 - mae: 0.03 - ETA: 0s - loss: 0.0038 - mse: 0.0038 - mape: 607.3080 - mae: 0.02 - 36s 4ms/sample - loss: 0.0037 - mse: 0.0037 - mape: 601.5281 - mae: 0.0286 - val_loss: 0.0439 - val_mse: 0.0439 - val_mape: 27.7104 - val_mae: 0.1818
+Epoch 2/10
+8820/8820 [==============================] - ETA: 22s - loss: 6.7707e-04 - mse: 6.7707e-04 - mape: 166.6218 - mae: 0.014 - ETA: 21s - loss: 5.6372e-04 - mse: 5.6372e-04 - mape: 187.7978 - mae: 0.013 - ETA: 19s - loss: 4.7108e-04 - mse: 4.7108e-04 - mape: 202.5431 - mae: 0.012 - ETA: 18s - loss: 3.9449e-04 - mse: 3.9449e-04 - mape: 198.6027 - mae: 0.011 - ETA: 17s - loss: 3.8867e-04 - mse: 3.8867e-04 - mape: 200.5224 - mae: 0.011 - ETA: 16s - loss: 3.9621e-04 - mse: 3.9621e-04 - mape: 199.8272 - mae: 0.011 - ETA: 14s - loss: 3.6903e-04 - mse: 3.6903e-04 - mape: 204.1085 - mae: 0.010 - ETA: 13s - loss: 3.4686e-04 - mse: 3.4686e-04 - mape: 199.9464 - mae: 0.010 - ETA: 12s - loss: 3.4407e-04 - mse: 3.4407e-04 - mape: 198.0309 - mae: 0.010 - ETA: 10s - loss: 3.4468e-04 - mse: 3.4468e-04 - mape: 199.5359 - mae: 0.010 - ETA: 9s - loss: 3.3654e-04 - mse: 3.3654e-04 - mape: 200.3343 - mae: 0.010 - ETA: 7s - loss: 3.2495e-04 - mse: 3.2495e-04 - mape: 199.6625 - mae: 0.00 - ETA: 6s - loss: 3.1953e-04 - mse: 3.1953e-04 - mape: 195.9912 - mae: 0.00 - ETA: 4s - loss: 3.1224e-04 - mse: 3.1224e-04 - mape: 191.8206 - mae: 0.00 - ETA: 3s - loss: 3.0208e-04 - mse: 3.0208e-04 - mape: 185.9227 - mae: 0.00 - ETA: 1s - loss: 2.8968e-04 - mse: 2.8968e-04 - mape: 766.0949 - mae: 0.00 - ETA: 0s - loss: 2.8929e-04 - mse: 2.8929e-04 - mape: 727.7140 - mae: 0.00 - 27s 3ms/sample - loss: 2.8855e-04 - mse: 2.8855e-04 - mape: 719.4202 - mae: 0.0090 - val_loss: 0.0230 - val_mse: 0.0230 - val_mape: 17.2090 - val_mae: 0.1195
+Epoch 3/10
+8820/8820 [==============================] - ETA: 24s - loss: 1.0759e-04 - mse: 1.0759e-04 - mape: 79.1341 - mae: 0.00 - ETA: 23s - loss: 1.3334e-04 - mse: 1.3334e-04 - mape: 70.5030 - mae: 0.00 - ETA: 21s - loss: 1.3068e-04 - mse: 1.3068e-04 - mape: 72.8359 - mae: 0.00 - ETA: 20s - loss: 1.2228e-04 - mse: 1.2228e-04 - mape: 71.8929 - mae: 0.00 - ETA: 18s - loss: 1.1614e-04 - mse: 1.1614e-04 - mape: 74.5616 - mae: 0.00 - ETA: 17s - loss: 1.2280e-04 - mse: 1.2280e-04 - mape: 73.7836 - mae: 0.00 - ETA: 15s - loss: 1.1934e-04 - mse: 1.1934e-04 - mape: 72.8168 - mae: 0.00 - ETA: 14s - loss: 1.1714e-04 - mse: 1.1714e-04 - mape: 74.9096 - mae: 0.00 - ETA: 12s - loss: 1.1617e-04 - mse: 1.1617e-04 - mape: 73.9141 - mae: 0.00 - ETA: 10s - loss: 1.1165e-04 - mse: 1.1165e-04 - mape: 592.8071 - mae: 0.005 - ETA: 9s - loss: 1.0969e-04 - mse: 1.0969e-04 - mape: 545.0010 - mae: 0.005 - ETA: 7s - loss: 1.0783e-04 - mse: 1.0783e-04 - mape: 505.1542 - mae: 0.00 - ETA: 6s - loss: 1.0407e-04 - mse: 1.0407e-04 - mape: 473.6433 - mae: 0.00 - ETA: 4s - loss: 1.0111e-04 - mse: 1.0111e-04 - mape: 446.4543 - mae: 0.00 - ETA: 3s - loss: 1.0026e-04 - mse: 1.0026e-04 - mape: 422.4665 - mae: 0.00 - ETA: 1s - loss: 9.7510e-05 - mse: 9.7510e-05 - mape: 401.2292 - mae: 0.00 - ETA: 0s - loss: 9.5718e-05 - mse: 9.5718e-05 - mape: 382.8492 - mae: 0.00 - 27s 3ms/sample - loss: 9.5092e-05 - mse: 9.5092e-05 - mape: 380.0309 - mae: 0.0048 - val_loss: 0.0112 - val_mse: 0.0112 - val_mape: 11.3641 - val_mae: 0.0794
+Epoch 4/10
+8820/8820 [==============================] - ETA: 24s - loss: 6.8107e-05 - mse: 6.8107e-05 - mape: 59.4348 - mae: 0.00 - ETA: 23s - loss: 7.2240e-05 - mse: 7.2240e-05 - mape: 55.6039 - mae: 0.00 - ETA: 21s - loss: 7.1624e-05 - mse: 7.1624e-05 - mape: 50.8168 - mae: 0.00 - ETA: 20s - loss: 7.1714e-05 - mse: 7.1714e-05 - mape: 47.1136 - mae: 0.00 - ETA: 18s - loss: 7.0626e-05 - mse: 7.0626e-05 - mape: 44.2296 - mae: 0.00 - ETA: 17s - loss: 6.9772e-05 - mse: 6.9772e-05 - mape: 42.2050 - mae: 0.00 - ETA: 15s - loss: 7.0360e-05 - mse: 7.0360e-05 - mape: 40.2115 - mae: 0.00 - ETA: 14s - loss: 6.8826e-05 - mse: 6.8826e-05 - mape: 39.0071 - mae: 0.00 - ETA: 12s - loss: 6.9183e-05 - mse: 6.9183e-05 - mape: 37.9114 - mae: 0.00 - ETA: 10s - loss: 6.8286e-05 - mse: 6.8286e-05 - mape: 36.6822 - mae: 0.00 - ETA: 9s - loss: 6.6776e-05 - mse: 6.6776e-05 - mape: 35.7547 - mae: 0.0038 - ETA: 7s - loss: 6.5243e-05 - mse: 6.5243e-05 - mape: 35.0478 - mae: 0.003 - ETA: 6s - loss: 6.4833e-05 - mse: 6.4833e-05 - mape: 34.5982 - mae: 0.003 - ETA: 4s - loss: 6.6518e-05 - mse: 6.6518e-05 - mape: 45.4693 - mae: 0.003 - ETA: 3s - loss: 6.6757e-05 - mse: 6.6757e-05 - mape: 44.3284 - mae: 0.003 - ETA: 1s - loss: 6.5944e-05 - mse: 6.5944e-05 - mape: 43.3697 - mae: 0.003 - ETA: 0s - loss: 6.7671e-05 - mse: 6.7671e-05 - mape: 42.2842 - mae: 0.003 - 27s 3ms/sample - loss: 6.7464e-05 - mse: 6.7464e-05 - mape: 42.1020 - mae: 0.0038 - val_loss: 0.0105 - val_mse: 0.0105 - val_mape: 11.1270 - val_mae: 0.0775
+Epoch 5/10
+8820/8820 [==============================] - ETA: 24s - loss: 5.8936e-05 - mse: 5.8936e-05 - mape: 26.4620 - mae: 0.00 - ETA: 22s - loss: 6.3688e-05 - mse: 6.3688e-05 - mape: 26.5639 - mae: 0.00 - ETA: 21s - loss: 7.3759e-05 - mse: 7.3759e-05 - mape: 25.3512 - mae: 0.00 - ETA: 20s - loss: 6.8976e-05 - mse: 6.8976e-05 - mape: 25.0884 - mae: 0.00 - ETA: 18s - loss: 6.8827e-05 - mse: 6.8827e-05 - mape: 25.1665 - mae: 0.00 - ETA: 17s - loss: 7.2915e-05 - mse: 7.2915e-05 - mape: 24.4382 - mae: 0.00 - ETA: 15s - loss: 7.3632e-05 - mse: 7.3632e-05 - mape: 24.1459 - mae: 0.00 - ETA: 14s - loss: 7.2756e-05 - mse: 7.2756e-05 - mape: 24.4286 - mae: 0.00 - ETA: 12s - loss: 7.2833e-05 - mse: 7.2833e-05 - mape: 24.4275 - mae: 0.00 - ETA: 10s - loss: 6.9309e-05 - mse: 6.9309e-05 - mape: 24.3621 - mae: 0.00 - ETA: 9s - loss: 7.0059e-05 - mse: 7.0059e-05 - mape: 24.4039 - mae: 0.0037 - ETA: 7s - loss: 7.0005e-05 - mse: 7.0005e-05 - mape: 151.4706 - mae: 0.00 - ETA: 6s - loss: 7.0677e-05 - mse: 7.0677e-05 - mape: 141.5303 - mae: 0.00 - ETA: 4s - loss: 6.9908e-05 - mse: 6.9908e-05 - mape: 133.0372 - mae: 0.00 - ETA: 3s - loss: 6.9136e-05 - mse: 6.9136e-05 - mape: 125.5715 - mae: 0.00 - ETA: 1s - loss: 6.9343e-05 - mse: 6.9343e-05 - mape: 119.2924 - mae: 0.00 - ETA: 0s - loss: 6.8197e-05 - mse: 6.8197e-05 - mape: 113.7732 - mae: 0.00 - 27s 3ms/sample - loss: 6.8344e-05 - mse: 6.8344e-05 - mape: 112.5228 - mae: 0.0036 - val_loss: 0.0097 - val_mse: 0.0097 - val_mape: 10.5195 - val_mae: 0.0735
+Epoch 6/10
+8820/8820 [==============================] - ETA: 24s - loss: 5.0587e-05 - mse: 5.0587e-05 - mape: 25.5451 - mae: 0.00 - ETA: 22s - loss: 7.3065e-05 - mse: 7.3065e-05 - mape: 36.2478 - mae: 0.00 - ETA: 21s - loss: 7.6300e-05 - mse: 7.6300e-05 - mape: 41.9260 - mae: 0.00 - ETA: 19s - loss: 8.5089e-05 - mse: 8.5089e-05 - mape: 41.4026 - mae: 0.00 - ETA: 18s - loss: 7.9895e-05 - mse: 7.9895e-05 - mape: 40.0928 - mae: 0.00 - ETA: 16s - loss: 7.5208e-05 - mse: 7.5208e-05 - mape: 39.1113 - mae: 0.00 - ETA: 15s - loss: 7.3926e-05 - mse: 7.3926e-05 - mape: 39.2580 - mae: 0.00 - ETA: 13s - loss: 7.0813e-05 - mse: 7.0813e-05 - mape: 38.2875 - mae: 0.00 - ETA: 12s - loss: 6.9657e-05 - mse: 6.9657e-05 - mape: 37.5886 - mae: 0.00 - ETA: 10s - loss: 6.8371e-05 - mse: 6.8371e-05 - mape: 37.0172 - mae: 0.00 - ETA: 9s - loss: 6.7817e-05 - mse: 6.7817e-05 - mape: 35.8372 - mae: 0.0035 - ETA: 7s - loss: 6.7699e-05 - mse: 6.7699e-05 - mape: 266.6247 - mae: 0.00 - ETA: 6s - loss: 6.6240e-05 - mse: 6.6240e-05 - mape: 248.5175 - mae: 0.00 - ETA: 4s - loss: 6.7057e-05 - mse: 6.7057e-05 - mape: 232.8496 - mae: 0.00 - ETA: 3s - loss: 6.6499e-05 - mse: 6.6499e-05 - mape: 220.2891 - mae: 0.00 - ETA: 1s - loss: 6.6428e-05 - mse: 6.6428e-05 - mape: 208.7267 - mae: 0.00 - ETA: 0s - loss: 6.6695e-05 - mse: 6.6695e-05 - mape: 198.8713 - mae: 0.00 - 27s 3ms/sample - loss: 6.6663e-05 - mse: 6.6663e-05 - mape: 196.6241 - mae: 0.0035 - val_loss: 0.0072 - val_mse: 0.0072 - val_mape: 8.7011 - val_mae: 0.0607
+Epoch 7/10
+8820/8820 [==============================] - ETA: 24s - loss: 7.6043e-05 - mse: 7.6043e-05 - mape: 28.5445 - mae: 0.00 - ETA: 23s - loss: 7.6353e-05 - mse: 7.6353e-05 - mape: 24.7239 - mae: 0.00 - ETA: 21s - loss: 7.3486e-05 - mse: 7.3486e-05 - mape: 26.3494 - mae: 0.00 - ETA: 20s - loss: 6.7490e-05 - mse: 6.7490e-05 - mape: 25.2058 - mae: 0.00 - ETA: 18s - loss: 6.3416e-05 - mse: 6.3416e-05 - mape: 251.8818 - mae: 0.003 - ETA: 17s - loss: 6.7740e-05 - mse: 6.7740e-05 - mape: 215.3089 - mae: 0.003 - ETA: 15s - loss: 6.6623e-05 - mse: 6.6623e-05 - mape: 187.8784 - mae: 0.003 - ETA: 13s - loss: 6.4220e-05 - mse: 6.4220e-05 - mape: 167.1238 - mae: 0.003 - ETA: 12s - loss: 6.4470e-05 - mse: 6.4470e-05 - mape: 151.2544 - mae: 0.003 - ETA: 10s - loss: 6.4161e-05 - mse: 6.4161e-05 - mape: 138.3094 - mae: 0.003 - ETA: 9s - loss: 6.2618e-05 - mse: 6.2618e-05 - mape: 128.2624 - mae: 0.003 - ETA: 7s - loss: 6.2292e-05 - mse: 6.2292e-05 - mape: 119.7734 - mae: 0.00 - ETA: 6s - loss: 6.1331e-05 - mse: 6.1331e-05 - mape: 112.7846 - mae: 0.00 - ETA: 4s - loss: 6.2308e-05 - mse: 6.2308e-05 - mape: 106.9100 - mae: 0.00 - ETA: 3s - loss: 6.2566e-05 - mse: 6.2566e-05 - mape: 101.3645 - mae: 0.00 - ETA: 1s - loss: 6.4245e-05 - mse: 6.4245e-05 - mape: 96.6927 - mae: 0.0034 - ETA: 0s - loss: 6.4067e-05 - mse: 6.4067e-05 - mape: 92.5495 - mae: 0.003 - 27s 3ms/sample - loss: 6.3833e-05 - mse: 6.3833e-05 - mape: 91.6555 - mae: 0.0034 - val_loss: 0.0077 - val_mse: 0.0077 - val_mape: 9.4004 - val_mae: 0.0654
+Epoch 8/10
+8820/8820 [==============================] - ETA: 24s - loss: 5.2058e-05 - mse: 5.2058e-05 - mape: 22.9941 - mae: 0.00 - ETA: 23s - loss: 5.7941e-05 - mse: 5.7941e-05 - mape: 23.8987 - mae: 0.00 - ETA: 21s - loss: 6.4629e-05 - mse: 6.4629e-05 - mape: 23.6081 - mae: 0.00 - ETA: 20s - loss: 6.4981e-05 - mse: 6.4981e-05 - mape: 23.8266 - mae: 0.00 - ETA: 18s - loss: 6.1487e-05 - mse: 6.1487e-05 - mape: 24.5516 - mae: 0.00 - ETA: 17s - loss: 5.9164e-05 - mse: 5.9164e-05 - mape: 26.6545 - mae: 0.00 - ETA: 15s - loss: 6.3174e-05 - mse: 6.3174e-05 - mape: 28.1667 - mae: 0.00 - ETA: 13s - loss: 6.0029e-05 - mse: 6.0029e-05 - mape: 27.9777 - mae: 0.00 - ETA: 12s - loss: 6.2511e-05 - mse: 6.2511e-05 - mape: 27.5679 - mae: 0.00 - ETA: 10s - loss: 6.0916e-05 - mse: 6.0916e-05 - mape: 27.1211 - mae: 0.00 - ETA: 9s - loss: 6.0136e-05 - mse: 6.0136e-05 - mape: 26.9042 - mae: 0.0032 - ETA: 7s - loss: 6.1341e-05 - mse: 6.1341e-05 - mape: 149.8774 - mae: 0.00 - ETA: 6s - loss: 6.1824e-05 - mse: 6.1824e-05 - mape: 139.9043 - mae: 0.00 - ETA: 4s - loss: 6.0461e-05 - mse: 6.0461e-05 - mape: 131.2198 - mae: 0.00 - ETA: 3s - loss: 6.0736e-05 - mse: 6.0736e-05 - mape: 123.8985 - mae: 0.00 - ETA: 1s - loss: 6.1026e-05 - mse: 6.1026e-05 - mape: 117.9763 - mae: 0.00 - ETA: 0s - loss: 6.1504e-05 - mse: 6.1504e-05 - mape: 112.0137 - mae: 0.00 - 27s 3ms/sample - loss: 6.1210e-05 - mse: 6.1210e-05 - mape: 110.7740 - mae: 0.0033 - val_loss: 0.0073 - val_mse: 0.0073 - val_mape: 9.3098 - val_mae: 0.0644
+Epoch 9/10
+8820/8820 [==============================] - ETA: 24s - loss: 4.7828e-05 - mse: 4.7828e-05 - mape: 27.1112 - mae: 0.00 - ETA: 22s - loss: 4.8131e-05 - mse: 4.8131e-05 - mape: 26.9174 - mae: 0.00 - ETA: 21s - loss: 5.3790e-05 - mse: 5.3790e-05 - mape: 25.7373 - mae: 0.00 - ETA: 20s - loss: 5.1677e-05 - mse: 5.1677e-05 - mape: 24.8759 - mae: 0.00 - ETA: 18s - loss: 5.1167e-05 - mse: 5.1167e-05 - mape: 25.0952 - mae: 0.00 - ETA: 17s - loss: 5.2123e-05 - mse: 5.2123e-05 - mape: 24.6890 - mae: 0.00 - ETA: 15s - loss: 5.2547e-05 - mse: 5.2547e-05 - mape: 25.7592 - mae: 0.00 - ETA: 14s - loss: 5.4797e-05 - mse: 5.4797e-05 - mape: 25.7013 - mae: 0.00 - ETA: 12s - loss: 5.2869e-05 - mse: 5.2869e-05 - mape: 26.0012 - mae: 0.00 - ETA: 11s - loss: 5.3861e-05 - mse: 5.3861e-05 - mape: 26.6484 - mae: 0.00 - ETA: 9s - loss: 5.3517e-05 - mse: 5.3517e-05 - mape: 26.9081 - mae: 0.0031 - ETA: 8s - loss: 5.7819e-05 - mse: 5.7819e-05 - mape: 242.1506 - mae: 0.00 - ETA: 6s - loss: 5.7279e-05 - mse: 5.7279e-05 - mape: 225.5145 - mae: 0.00 - ETA: 4s - loss: 5.7371e-05 - mse: 5.7371e-05 - mape: 211.3546 - mae: 0.00 - ETA: 3s - loss: 5.7267e-05 - mse: 5.7267e-05 - mape: 199.0263 - mae: 0.00 - ETA: 1s - loss: 5.6933e-05 - mse: 5.6933e-05 - mape: 188.1747 - mae: 0.00 - ETA: 0s - loss: 5.7284e-05 - mse: 5.7284e-05 - mape: 178.8421 - mae: 0.00 - 27s 3ms/sample - loss: 5.7493e-05 - mse: 5.7493e-05 - mape: 176.7255 - mae: 0.0032 - val_loss: 0.0042 - val_mse: 0.0042 - val_mape: 6.5403 - val_mae: 0.0449
+Epoch 10/10
+8820/8820 [==============================] - ETA: 24s - loss: 6.3465e-05 - mse: 6.3465e-05 - mape: 20.5675 - mae: 0.00 - ETA: 22s - loss: 5.9733e-05 - mse: 5.9733e-05 - mape: 21.6149 - mae: 0.00 - ETA: 21s - loss: 5.3076e-05 - mse: 5.3076e-05 - mape: 21.2432 - mae: 0.00 - ETA: 19s - loss: 5.5255e-05 - mse: 5.5255e-05 - mape: 24.3741 - mae: 0.00 - ETA: 18s - loss: 5.4515e-05 - mse: 5.4515e-05 - mape: 23.0594 - mae: 0.00 - ETA: 16s - loss: 5.2438e-05 - mse: 5.2438e-05 - mape: 22.9643 - mae: 0.00 - ETA: 15s - loss: 5.0890e-05 - mse: 5.0890e-05 - mape: 23.1367 - mae: 0.00 - ETA: 13s - loss: 5.2740e-05 - mse: 5.2740e-05 - mape: 23.3356 - mae: 0.00 - ETA: 12s - loss: 5.4050e-05 - mse: 5.4050e-05 - mape: 328.6024 - mae: 0.003 - ETA: 10s - loss: 5.5611e-05 - mse: 5.5611e-05 - mape: 298.9812 - mae: 0.003 - ETA: 9s - loss: 5.4101e-05 - mse: 5.4101e-05 - mape: 274.1401 - mae: 0.003 - ETA: 7s - loss: 5.5667e-05 - mse: 5.5667e-05 - mape: 254.1630 - mae: 0.00 - ETA: 6s - loss: 5.4022e-05 - mse: 5.4022e-05 - mape: 236.8537 - mae: 0.00 - ETA: 4s - loss: 5.3798e-05 - mse: 5.3798e-05 - mape: 222.0713 - mae: 0.00 - ETA: 3s - loss: 5.3899e-05 - mse: 5.3899e-05 - mape: 209.5926 - mae: 0.00 - ETA: 1s - loss: 5.3983e-05 - mse: 5.3983e-05 - mape: 198.7087 - mae: 0.00 - ETA: 0s - loss: 5.3768e-05 - mse: 5.3768e-05 - mape: 188.7452 - mae: 0.00 - 27s 3ms/sample - loss: 5.4035e-05 - mse: 5.4035e-05 - mape: 186.6122 - mae: 0.0032 - val_loss: 0.0073 - val_mse: 0.0073 - val_mape: 10.2729 - val_mae: 0.0687
+Validation Loss (MSE) from Last Epoch: 0.007263475321993536; Learning Rate:0.001; Number of Units in each LSTM Layer: 512
+Compilation Time :  0.051423072814941406
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 48s - loss: 0.0160 - mse: 0.0160 - mape: 102.0836 - mae: 0.058 - ETA: 23s - loss: 0.0163 - mse: 0.0163 - mape: 99.3618 - mae: 0.059 - ETA: 14s - loss: 0.0159 - mse: 0.0159 - mape: 97.3963 - mae: 0.05 - ETA: 10s - loss: 0.0156 - mse: 0.0156 - mape: 95.3475 - mae: 0.05 - ETA: 8s - loss: 0.0154 - mse: 0.0154 - mape: 93.7853 - mae: 0.0573 - ETA: 6s - loss: 0.0155 - mse: 0.0155 - mape: 92.3941 - mae: 0.057 - ETA: 5s - loss: 0.0157 - mse: 0.0157 - mape: 91.1143 - mae: 0.057 - ETA: 4s - loss: 0.0155 - mse: 0.0155 - mape: 90.0136 - mae: 0.057 - ETA: 3s - loss: 0.0158 - mse: 0.0158 - mape: 325.3290 - mae: 0.05 - ETA: 2s - loss: 0.0154 - mse: 0.0154 - mape: 300.7300 - mae: 0.05 - ETA: 2s - loss: 0.0155 - mse: 0.0155 - mape: 281.0455 - mae: 0.05 - ETA: 1s - loss: 0.0157 - mse: 0.0157 - mape: 264.8202 - mae: 0.05 - ETA: 1s - loss: 0.0157 - mse: 0.0157 - mape: 251.6359 - mae: 0.05 - ETA: 0s - loss: 0.0158 - mse: 0.0158 - mape: 239.9103 - mae: 0.05 - ETA: 0s - loss: 0.0159 - mse: 0.0159 - mape: 230.5135 - mae: 0.05 - ETA: 0s - loss: 0.0159 - mse: 0.0159 - mape: 222.3005 - mae: 0.05 - ETA: 0s - loss: 0.0159 - mse: 0.0159 - mape: 214.6268 - mae: 0.05 - 5s 563us/sample - loss: 0.0160 - mse: 0.0160 - mape: 212.9118 - mae: 0.0582 - val_loss: 0.3803 - val_mse: 0.3803 - val_mape: 99.2485 - val_mae: 0.5962
+Epoch 2/10
+8820/8820 [==============================] - ETA: 1s - loss: 0.0160 - mse: 0.0160 - mape: 101.9847 - mae: 0.05 - ETA: 1s - loss: 0.0158 - mse: 0.0158 - mape: 104.0449 - mae: 0.05 - ETA: 1s - loss: 0.0165 - mse: 0.0165 - mape: 110.8878 - mae: 0.05 - ETA: 1s - loss: 0.0161 - mse: 0.0161 - mape: 111.8593 - mae: 0.05 - ETA: 0s - loss: 0.0162 - mse: 0.0162 - mape: 109.1049 - mae: 0.05 - ETA: 0s - loss: 0.0157 - mse: 0.0157 - mape: 114.7666 - mae: 0.05 - ETA: 0s - loss: 0.0158 - mse: 0.0158 - mape: 115.7740 - mae: 0.05 - ETA: 0s - loss: 0.0158 - mse: 0.0158 - mape: 115.5234 - mae: 0.05 - ETA: 0s - loss: 0.0158 - mse: 0.0158 - mape: 119.1861 - mae: 0.05 - ETA: 0s - loss: 0.0156 - mse: 0.0156 - mape: 864.8330 - mae: 0.05 - ETA: 0s - loss: 0.0155 - mse: 0.0155 - mape: 803.1004 - mae: 0.05 - ETA: 0s - loss: 0.0155 - mse: 0.0155 - mape: 749.4282 - mae: 0.05 - ETA: 0s - loss: 0.0156 - mse: 0.0156 - mape: 700.8652 - mae: 0.05 - ETA: 0s - loss: 0.0157 - mse: 0.0157 - mape: 659.6749 - mae: 0.05 - ETA: 0s - loss: 0.0156 - mse: 0.0156 - mape: 624.7314 - mae: 0.05 - ETA: 0s - loss: 0.0154 - mse: 0.0154 - mape: 595.5939 - mae: 0.05 - ETA: 0s - loss: 0.0155 - mse: 0.0155 - mape: 569.1224 - mae: 0.05 - 1s 157us/sample - loss: 0.0155 - mse: 0.0155 - mape: 564.1425 - mae: 0.0563 - val_loss: 0.3726 - val_mse: 0.3726 - val_mape: 98.1514 - val_mae: 0.5899
+Epoch 3/10
+8820/8820 [==============================] - ETA: 1s - loss: 0.0137 - mse: 0.0137 - mape: 186.6956 - mae: 0.05 - ETA: 1s - loss: 0.0151 - mse: 0.0151 - mape: 188.1160 - mae: 0.05 - ETA: 1s - loss: 0.0153 - mse: 0.0153 - mape: 183.6389 - mae: 0.05 - ETA: 1s - loss: 0.0154 - mse: 0.0154 - mape: 187.0383 - mae: 0.05 - ETA: 0s - loss: 0.0151 - mse: 0.0151 - mape: 196.0103 - mae: 0.05 - ETA: 0s - loss: 0.0147 - mse: 0.0147 - mape: 195.2568 - mae: 0.05 - ETA: 0s - loss: 0.0150 - mse: 0.0150 - mape: 196.4707 - mae: 0.05 - ETA: 0s - loss: 0.0148 - mse: 0.0148 - mape: 197.0954 - mae: 0.05 - ETA: 0s - loss: 0.0152 - mse: 0.0152 - mape: 199.4368 - mae: 0.05 - ETA: 0s - loss: 0.0152 - mse: 0.0152 - mape: 1494.9537 - mae: 0.056 - ETA: 0s - loss: 0.0153 - mse: 0.0153 - mape: 1379.6875 - mae: 0.057 - ETA: 0s - loss: 0.0149 - mse: 0.0149 - mape: 1283.8383 - mae: 0.056 - ETA: 0s - loss: 0.0149 - mse: 0.0149 - mape: 1202.3151 - mae: 0.055 - ETA: 0s - loss: 0.0149 - mse: 0.0149 - mape: 1134.2413 - mae: 0.055 - ETA: 0s - loss: 0.0150 - mse: 0.0150 - mape: 1076.6498 - mae: 0.056 - ETA: 0s - loss: 0.0148 - mse: 0.0148 - mape: 1024.5808 - mae: 0.055 - ETA: 0s - loss: 0.0150 - mse: 0.0150 - mape: 980.5071 - mae: 0.055 - 1s 156us/sample - loss: 0.0149 - mse: 0.0149 - mape: 975.1026 - mae: 0.0558 - val_loss: 0.3632 - val_mse: 0.3632 - val_mape: 96.7984 - val_mae: 0.5821
+Epoch 4/10
+8820/8820 [==============================] - ETA: 1s - loss: 0.0152 - mse: 0.0152 - mape: 285.1921 - mae: 0.05 - ETA: 1s - loss: 0.0159 - mse: 0.0159 - mape: 292.9599 - mae: 0.05 - ETA: 1s - loss: 0.0145 - mse: 0.0145 - mape: 291.4155 - mae: 0.05 - ETA: 1s - loss: 0.0143 - mse: 0.0143 - mape: 293.5998 - mae: 0.05 - ETA: 0s - loss: 0.0146 - mse: 0.0146 - mape: 303.6489 - mae: 0.05 - ETA: 0s - loss: 0.0143 - mse: 0.0143 - mape: 306.1960 - mae: 0.05 - ETA: 0s - loss: 0.0148 - mse: 0.0148 - mape: 306.7639 - mae: 0.05 - ETA: 0s - loss: 0.0145 - mse: 0.0145 - mape: 309.3733 - mae: 0.05 - ETA: 0s - loss: 0.0144 - mse: 0.0144 - mape: 314.0992 - mae: 0.05 - ETA: 0s - loss: 0.0145 - mse: 0.0145 - mape: 323.9709 - mae: 0.05 - ETA: 0s - loss: 0.0143 - mse: 0.0143 - mape: 324.9486 - mae: 0.05 - ETA: 0s - loss: 0.0144 - mse: 0.0144 - mape: 334.8476 - mae: 0.05 - ETA: 0s - loss: 0.0143 - mse: 0.0143 - mape: 1871.5698 - mae: 0.055 - ETA: 0s - loss: 0.0145 - mse: 0.0145 - mape: 1759.0787 - mae: 0.056 - ETA: 0s - loss: 0.0145 - mse: 0.0145 - mape: 1666.8400 - mae: 0.056 - ETA: 0s - loss: 0.0144 - mse: 0.0144 - mape: 1595.0125 - mae: 0.056 - ETA: 0s - loss: 0.0143 - mse: 0.0143 - mape: 1528.3096 - mae: 0.056 - 1s 157us/sample - loss: 0.0143 - mse: 0.0143 - mape: 1514.1646 - mae: 0.0561 - val_loss: 0.3499 - val_mse: 0.3499 - val_mape: 94.8535 - val_mae: 0.5709
+Epoch 5/10
+8820/8820 [==============================] - ETA: 1s - loss: 0.0161 - mse: 0.0161 - mape: 341.8073 - mae: 0.06 - ETA: 1s - loss: 0.0149 - mse: 0.0149 - mape: 390.7071 - mae: 0.05 - ETA: 1s - loss: 0.0152 - mse: 0.0152 - mape: 423.4490 - mae: 0.06 - ETA: 1s - loss: 0.0146 - mse: 0.0146 - mape: 459.6343 - mae: 0.05 - ETA: 0s - loss: 0.0143 - mse: 0.0143 - mape: 473.1401 - mae: 0.05 - ETA: 0s - loss: 0.0141 - mse: 0.0141 - mape: 471.6758 - mae: 0.05 - ETA: 0s - loss: 0.0139 - mse: 0.0139 - mape: 472.5634 - mae: 0.05 - ETA: 0s - loss: 0.0136 - mse: 0.0136 - mape: 479.7970 - mae: 0.05 - ETA: 0s - loss: 0.0137 - mse: 0.0137 - mape: 485.4442 - mae: 0.05 - ETA: 0s - loss: 0.0136 - mse: 0.0136 - mape: 480.2714 - mae: 0.05 - ETA: 0s - loss: 0.0135 - mse: 0.0135 - mape: 484.8432 - mae: 0.05 - ETA: 0s - loss: 0.0133 - mse: 0.0133 - mape: 485.6443 - mae: 0.05 - ETA: 0s - loss: 0.0132 - mse: 0.0132 - mape: 494.9012 - mae: 0.05 - ETA: 0s - loss: 0.0134 - mse: 0.0134 - mape: 495.9264 - mae: 0.05 - ETA: 0s - loss: 0.0134 - mse: 0.0134 - mape: 494.4269 - mae: 0.05 - ETA: 0s - loss: 0.0134 - mse: 0.0134 - mape: 2392.0479 - mae: 0.056 - ETA: 0s - loss: 0.0134 - mse: 0.0134 - mape: 2288.4685 - mae: 0.056 - 1s 157us/sample - loss: 0.0133 - mse: 0.0133 - mape: 2273.1450 - mae: 0.0564 - val_loss: 0.3280 - val_mse: 0.3280 - val_mape: 91.5689 - val_mae: 0.5520
+Epoch 6/10
+8820/8820 [==============================] - ETA: 1s - loss: 0.0133 - mse: 0.0133 - mape: 606.8669 - mae: 0.05 - ETA: 1s - loss: 0.0136 - mse: 0.0136 - mape: 627.2252 - mae: 0.05 - ETA: 1s - loss: 0.0129 - mse: 0.0129 - mape: 644.0410 - mae: 0.05 - ETA: 1s - loss: 0.0127 - mse: 0.0127 - mape: 628.9640 - mae: 0.05 - ETA: 0s - loss: 0.0123 - mse: 0.0123 - mape: 659.6111 - mae: 0.05 - ETA: 0s - loss: 0.0124 - mse: 0.0124 - mape: 672.7537 - mae: 0.05 - ETA: 0s - loss: 0.0128 - mse: 0.0128 - mape: 672.6270 - mae: 0.05 - ETA: 0s - loss: 0.0128 - mse: 0.0128 - mape: 676.5988 - mae: 0.05 - ETA: 0s - loss: 0.0124 - mse: 0.0124 - mape: 675.3962 - mae: 0.05 - ETA: 0s - loss: 0.0123 - mse: 0.0123 - mape: 685.8318 - mae: 0.05 - ETA: 0s - loss: 0.0123 - mse: 0.0123 - mape: 690.8819 - mae: 0.05 - ETA: 0s - loss: 0.0123 - mse: 0.0123 - mape: 712.2302 - mae: 0.05 - ETA: 0s - loss: 0.0122 - mse: 0.0122 - mape: 720.4276 - mae: 0.05 - ETA: 0s - loss: 0.0122 - mse: 0.0122 - mape: 724.7209 - mae: 0.05 - ETA: 0s - loss: 0.0121 - mse: 0.0121 - mape: 731.0528 - mae: 0.05 - ETA: 0s - loss: 0.0119 - mse: 0.0119 - mape: 744.1902 - mae: 0.05 - ETA: 0s - loss: 0.0117 - mse: 0.0117 - mape: 3261.1326 - mae: 0.056 - 1s 157us/sample - loss: 0.0117 - mse: 0.0117 - mape: 3230.9136 - mae: 0.0565 - val_loss: 0.2909 - val_mse: 0.2909 - val_mape: 85.6212 - val_mae: 0.5181
+Epoch 7/10
+8820/8820 [==============================] - ETA: 1s - loss: 0.0142 - mse: 0.0142 - mape: 846.4155 - mae: 0.06 - ETA: 1s - loss: 0.0109 - mse: 0.0109 - mape: 932.6047 - mae: 0.05 - ETA: 1s - loss: 0.0110 - mse: 0.0110 - mape: 16734.5918 - mae: 0.05 - ETA: 1s - loss: 0.0109 - mse: 0.0109 - mape: 12778.4414 - mae: 0.05 - ETA: 0s - loss: 0.0110 - mse: 0.0110 - mape: 10431.1865 - mae: 0.05 - ETA: 0s - loss: 0.0105 - mse: 0.0105 - mape: 8912.3955 - mae: 0.0572 - ETA: 0s - loss: 0.0104 - mse: 0.0104 - mape: 7800.3901 - mae: 0.057 - ETA: 0s - loss: 0.0104 - mse: 0.0104 - mape: 6945.8691 - mae: 0.057 - ETA: 0s - loss: 0.0103 - mse: 0.0103 - mape: 6281.3457 - mae: 0.057 - ETA: 0s - loss: 0.0102 - mse: 0.0102 - mape: 5761.6895 - mae: 0.057 - ETA: 0s - loss: 0.0100 - mse: 0.0100 - mape: 5370.4277 - mae: 0.056 - ETA: 0s - loss: 0.0099 - mse: 0.0099 - mape: 5013.9717 - mae: 0.056 - ETA: 0s - loss: 0.0097 - mse: 0.0097 - mape: 4721.3076 - mae: 0.056 - ETA: 0s - loss: 0.0096 - mse: 0.0096 - mape: 4475.5054 - mae: 0.056 - ETA: 0s - loss: 0.0095 - mse: 0.0095 - mape: 4251.5176 - mae: 0.056 - ETA: 0s - loss: 0.0095 - mse: 0.0095 - mape: 4070.3140 - mae: 0.056 - ETA: 0s - loss: 0.0094 - mse: 0.0094 - mape: 3916.3843 - mae: 0.056 - 1s 158us/sample - loss: 0.0093 - mse: 0.0093 - mape: 3887.9207 - mae: 0.0564 - val_loss: 0.2349 - val_mse: 0.2349 - val_mape: 75.6019 - val_mae: 0.4616
+Epoch 8/10
+8820/8820 [==============================] - ETA: 1s - loss: 0.0084 - mse: 0.0084 - mape: 1269.0562 - mae: 0.058 - ETA: 1s - loss: 0.0086 - mse: 0.0086 - mape: 1372.2501 - mae: 0.058 - ETA: 1s - loss: 0.0077 - mse: 0.0077 - mape: 1432.2614 - mae: 0.056 - ETA: 1s - loss: 0.0074 - mse: 0.0074 - mape: 1405.6821 - mae: 0.055 - ETA: 0s - loss: 0.0070 - mse: 0.0070 - mape: 1459.5215 - mae: 0.054 - ETA: 0s - loss: 0.0069 - mse: 0.0069 - mape: 1435.4225 - mae: 0.054 - ETA: 0s - loss: 0.0069 - mse: 0.0069 - mape: 1441.0325 - mae: 0.055 - ETA: 0s - loss: 0.0070 - mse: 0.0070 - mape: 1458.3567 - mae: 0.055 - ETA: 0s - loss: 0.0070 - mse: 0.0070 - mape: 1436.6882 - mae: 0.055 - ETA: 0s - loss: 0.0069 - mse: 0.0069 - mape: 1438.6027 - mae: 0.055 - ETA: 0s - loss: 0.0069 - mse: 0.0069 - mape: 1478.6738 - mae: 0.056 - ETA: 0s - loss: 0.0069 - mse: 0.0069 - mape: 8794.0947 - mae: 0.056 - ETA: 0s - loss: 0.0068 - mse: 0.0068 - mape: 8281.0352 - mae: 0.056 - ETA: 0s - loss: 0.0067 - mse: 0.0067 - mape: 7828.8032 - mae: 0.055 - ETA: 0s - loss: 0.0066 - mse: 0.0066 - mape: 7403.8306 - mae: 0.055 - ETA: 0s - loss: 0.0065 - mse: 0.0065 - mape: 7049.6812 - mae: 0.055 - ETA: 0s - loss: 0.0064 - mse: 0.0064 - mape: 6752.3320 - mae: 0.055 - 1s 158us/sample - loss: 0.0064 - mse: 0.0064 - mape: 6693.1631 - mae: 0.0553 - val_loss: 0.1709 - val_mse: 0.1709 - val_mape: 62.1230 - val_mae: 0.3864
+Epoch 9/10
+8820/8820 [==============================] - ETA: 1s - loss: 0.0048 - mse: 0.0048 - mape: 1768.7654 - mae: 0.052 - ETA: 1s - loss: 0.0049 - mse: 0.0049 - mape: 1784.1034 - mae: 0.052 - ETA: 1s - loss: 0.0047 - mse: 0.0047 - mape: 30238.5020 - mae: 0.05 - ETA: 1s - loss: 0.0044 - mse: 0.0044 - mape: 23136.8203 - mae: 0.05 - ETA: 0s - loss: 0.0044 - mse: 0.0044 - mape: 18844.8555 - mae: 0.05 - ETA: 0s - loss: 0.0044 - mse: 0.0044 - mape: 16002.4170 - mae: 0.05 - ETA: 0s - loss: 0.0043 - mse: 0.0043 - mape: 13958.9297 - mae: 0.05 - ETA: 0s - loss: 0.0043 - mse: 0.0043 - mape: 12442.3398 - mae: 0.05 - ETA: 0s - loss: 0.0042 - mse: 0.0042 - mape: 11243.7070 - mae: 0.05 - ETA: 0s - loss: 0.0043 - mse: 0.0043 - mape: 10268.2725 - mae: 0.05 - ETA: 0s - loss: 0.0042 - mse: 0.0042 - mape: 9496.0029 - mae: 0.0502 - ETA: 0s - loss: 0.0042 - mse: 0.0042 - mape: 8844.4502 - mae: 0.049 - ETA: 0s - loss: 0.0041 - mse: 0.0041 - mape: 8288.5215 - mae: 0.049 - ETA: 0s - loss: 0.0040 - mse: 0.0040 - mape: 7817.4976 - mae: 0.049 - ETA: 0s - loss: 0.0039 - mse: 0.0039 - mape: 7395.1274 - mae: 0.048 - ETA: 0s - loss: 0.0038 - mse: 0.0038 - mape: 7021.1011 - mae: 0.048 - ETA: 0s - loss: 0.0038 - mse: 0.0038 - mape: 6699.6489 - mae: 0.047 - 1s 157us/sample - loss: 0.0038 - mse: 0.0038 - mape: 6627.1177 - mae: 0.0476 - val_loss: 0.1217 - val_mse: 0.1217 - val_mape: 49.5027 - val_mae: 0.3161
+Epoch 10/10
+8820/8820 [==============================] - ETA: 1s - loss: 0.0023 - mse: 0.0023 - mape: 80239.3906 - mae: 0.03 - ETA: 1s - loss: 0.0024 - mse: 0.0024 - mape: 40872.9688 - mae: 0.03 - ETA: 1s - loss: 0.0025 - mse: 0.0025 - mape: 27786.6895 - mae: 0.03 - ETA: 1s - loss: 0.0024 - mse: 0.0024 - mape: 21155.5176 - mae: 0.03 - ETA: 0s - loss: 0.0023 - mse: 0.0023 - mape: 17183.0742 - mae: 0.03 - ETA: 0s - loss: 0.0023 - mse: 0.0023 - mape: 14573.2510 - mae: 0.03 - ETA: 0s - loss: 0.0023 - mse: 0.0023 - mape: 12662.6406 - mae: 0.03 - ETA: 0s - loss: 0.0022 - mse: 0.0022 - mape: 11238.8076 - mae: 0.03 - ETA: 0s - loss: 0.0022 - mse: 0.0022 - mape: 10121.1758 - mae: 0.03 - ETA: 0s - loss: 0.0021 - mse: 0.0021 - mape: 9234.7559 - mae: 0.0361 - ETA: 0s - loss: 0.0021 - mse: 0.0021 - mape: 8494.4414 - mae: 0.035 - ETA: 0s - loss: 0.0020 - mse: 0.0020 - mape: 7879.8735 - mae: 0.035 - ETA: 0s - loss: 0.0020 - mse: 0.0020 - mape: 7361.2944 - mae: 0.034 - ETA: 0s - loss: 0.0019 - mse: 0.0019 - mape: 6913.7373 - mae: 0.034 - ETA: 0s - loss: 0.0019 - mse: 0.0019 - mape: 6517.5674 - mae: 0.033 - ETA: 0s - loss: 0.0018 - mse: 0.0018 - mape: 6167.3428 - mae: 0.033 - ETA: 0s - loss: 0.0018 - mse: 0.0018 - mape: 5853.7075 - mae: 0.033 - 1s 155us/sample - loss: 0.0018 - mse: 0.0018 - mape: 5787.9990 - mae: 0.0328 - val_loss: 0.0911 - val_mse: 0.0911 - val_mape: 40.1246 - val_mae: 0.2637
+Validation Loss (MSE) from Last Epoch: 0.09106882463912574; Learning Rate:0.0001; Number of Units in each LSTM Layer: 32
+Compilation Time :  0.03972983360290527
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 43s - loss: 0.0160 - mse: 0.0160 - mape: 101.3579 - mae: 0.057 - ETA: 21s - loss: 0.0161 - mse: 0.0161 - mape: 253.9921 - mae: 0.058 - ETA: 14s - loss: 0.0154 - mse: 0.0154 - mape: 199.2723 - mae: 0.057 - ETA: 10s - loss: 0.0159 - mse: 0.0159 - mape: 171.0586 - mae: 0.057 - ETA: 8s - loss: 0.0161 - mse: 0.0161 - mape: 154.6887 - mae: 0.058 - ETA: 6s - loss: 0.0162 - mse: 0.0162 - mape: 142.5547 - mae: 0.05 - ETA: 5s - loss: 0.0163 - mse: 0.0163 - mape: 134.0488 - mae: 0.05 - ETA: 4s - loss: 0.0162 - mse: 0.0162 - mape: 127.4509 - mae: 0.05 - ETA: 3s - loss: 0.0161 - mse: 0.0161 - mape: 123.5475 - mae: 0.05 - ETA: 2s - loss: 0.0162 - mse: 0.0162 - mape: 119.7284 - mae: 0.05 - ETA: 2s - loss: 0.0163 - mse: 0.0163 - mape: 116.8702 - mae: 0.05 - ETA: 1s - loss: 0.0161 - mse: 0.0161 - mape: 115.3370 - mae: 0.05 - ETA: 1s - loss: 0.0157 - mse: 0.0157 - mape: 113.2559 - mae: 0.05 - ETA: 1s - loss: 0.0157 - mse: 0.0157 - mape: 112.2165 - mae: 0.05 - ETA: 0s - loss: 0.0157 - mse: 0.0157 - mape: 111.0385 - mae: 0.05 - ETA: 0s - loss: 0.0159 - mse: 0.0159 - mape: 110.3525 - mae: 0.05 - ETA: 0s - loss: 0.0158 - mse: 0.0158 - mape: 110.8321 - mae: 0.05 - 6s 675us/sample - loss: 0.0157 - mse: 0.0157 - mape: 110.6782 - mae: 0.0577 - val_loss: 0.3727 - val_mse: 0.3727 - val_mape: 98.2251 - val_mae: 0.5902
+Epoch 2/10
+8820/8820 [==============================] - ETA: 2s - loss: 0.0200 - mse: 0.0200 - mape: 103.3209 - mae: 0.06 - ETA: 2s - loss: 0.0161 - mse: 0.0161 - mape: 99.6591 - mae: 0.0578 - ETA: 2s - loss: 0.0154 - mse: 0.0154 - mape: 117.3940 - mae: 0.05 - ETA: 2s - loss: 0.0150 - mse: 0.0150 - mape: 124.7016 - mae: 0.05 - ETA: 1s - loss: 0.0149 - mse: 0.0149 - mape: 124.7393 - mae: 0.05 - ETA: 1s - loss: 0.0152 - mse: 0.0152 - mape: 1366.0151 - mae: 0.056 - ETA: 1s - loss: 0.0150 - mse: 0.0150 - mape: 1192.0228 - mae: 0.055 - ETA: 1s - loss: 0.0150 - mse: 0.0150 - mape: 1058.9967 - mae: 0.055 - ETA: 1s - loss: 0.0151 - mse: 0.0151 - mape: 961.3779 - mae: 0.055 - ETA: 1s - loss: 0.0153 - mse: 0.0153 - mape: 883.8683 - mae: 0.05 - ETA: 0s - loss: 0.0152 - mse: 0.0152 - mape: 820.8043 - mae: 0.05 - ETA: 0s - loss: 0.0149 - mse: 0.0149 - mape: 768.2214 - mae: 0.05 - ETA: 0s - loss: 0.0153 - mse: 0.0153 - mape: 722.6863 - mae: 0.05 - ETA: 0s - loss: 0.0151 - mse: 0.0151 - mape: 685.0555 - mae: 0.05 - ETA: 0s - loss: 0.0150 - mse: 0.0150 - mape: 650.9009 - mae: 0.05 - ETA: 0s - loss: 0.0150 - mse: 0.0150 - mape: 623.8867 - mae: 0.05 - ETA: 0s - loss: 0.0149 - mse: 0.0149 - mape: 599.5106 - mae: 0.05 - 3s 318us/sample - loss: 0.0149 - mse: 0.0149 - mape: 594.3038 - mae: 0.0553 - val_loss: 0.3542 - val_mse: 0.3542 - val_mape: 95.5930 - val_mae: 0.5749
+Epoch 3/10
+8820/8820 [==============================] - ETA: 2s - loss: 0.0135 - mse: 0.0135 - mape: 189.8063 - mae: 0.05 - ETA: 2s - loss: 0.0125 - mse: 0.0125 - mape: 7715.7842 - mae: 0.050 - ETA: 2s - loss: 0.0125 - mse: 0.0125 - mape: 5215.3438 - mae: 0.051 - ETA: 2s - loss: 0.0126 - mse: 0.0126 - mape: 3976.5349 - mae: 0.051 - ETA: 1s - loss: 0.0132 - mse: 0.0132 - mape: 3230.7532 - mae: 0.053 - ETA: 1s - loss: 0.0139 - mse: 0.0139 - mape: 2759.8438 - mae: 0.054 - ETA: 1s - loss: 0.0136 - mse: 0.0136 - mape: 2408.1345 - mae: 0.053 - ETA: 1s - loss: 0.0137 - mse: 0.0137 - mape: 2148.0244 - mae: 0.053 - ETA: 1s - loss: 0.0137 - mse: 0.0137 - mape: 1941.6389 - mae: 0.054 - ETA: 1s - loss: 0.0136 - mse: 0.0136 - mape: 1787.4739 - mae: 0.053 - ETA: 0s - loss: 0.0134 - mse: 0.0134 - mape: 1667.5657 - mae: 0.053 - ETA: 0s - loss: 0.0137 - mse: 0.0137 - mape: 1558.9611 - mae: 0.054 - ETA: 0s - loss: 0.0137 - mse: 0.0137 - mape: 1468.7202 - mae: 0.054 - ETA: 0s - loss: 0.0138 - mse: 0.0138 - mape: 1393.4073 - mae: 0.054 - ETA: 0s - loss: 0.0137 - mse: 0.0137 - mape: 1328.7637 - mae: 0.054 - ETA: 0s - loss: 0.0136 - mse: 0.0136 - mape: 1276.4431 - mae: 0.054 - ETA: 0s - loss: 0.0134 - mse: 0.0134 - mape: 1227.8130 - mae: 0.054 - 3s 317us/sample - loss: 0.0134 - mse: 0.0134 - mape: 1221.8191 - mae: 0.0544 - val_loss: 0.3132 - val_mse: 0.3132 - val_mape: 89.4360 - val_mae: 0.5393
+Epoch 4/10
+8820/8820 [==============================] - ETA: 2s - loss: 0.0083 - mse: 0.0083 - mape: 625.8189 - mae: 0.04 - ETA: 2s - loss: 0.0106 - mse: 0.0106 - mape: 585.1155 - mae: 0.04 - ETA: 2s - loss: 0.0105 - mse: 0.0105 - mape: 564.3474 - mae: 0.04 - ETA: 2s - loss: 0.0111 - mse: 0.0111 - mape: 551.1935 - mae: 0.05 - ETA: 1s - loss: 0.0113 - mse: 0.0113 - mape: 566.2354 - mae: 0.05 - ETA: 1s - loss: 0.0114 - mse: 0.0114 - mape: 574.2628 - mae: 0.05 - ETA: 1s - loss: 0.0114 - mse: 0.0114 - mape: 592.6410 - mae: 0.05 - ETA: 1s - loss: 0.0110 - mse: 0.0110 - mape: 594.2607 - mae: 0.05 - ETA: 1s - loss: 0.0109 - mse: 0.0109 - mape: 596.2977 - mae: 0.05 - ETA: 1s - loss: 0.0109 - mse: 0.0109 - mape: 616.2147 - mae: 0.05 - ETA: 0s - loss: 0.0108 - mse: 0.0108 - mape: 639.6763 - mae: 0.05 - ETA: 0s - loss: 0.0108 - mse: 0.0108 - mape: 649.1317 - mae: 0.05 - ETA: 0s - loss: 0.0106 - mse: 0.0106 - mape: 4029.2446 - mae: 0.053 - ETA: 0s - loss: 0.0104 - mse: 0.0104 - mape: 3802.9829 - mae: 0.053 - ETA: 0s - loss: 0.0102 - mse: 0.0102 - mape: 3630.3240 - mae: 0.052 - ETA: 0s - loss: 0.0100 - mse: 0.0100 - mape: 3473.4397 - mae: 0.052 - ETA: 0s - loss: 0.0100 - mse: 0.0100 - mape: 3330.2866 - mae: 0.052 - 3s 315us/sample - loss: 0.0100 - mse: 0.0100 - mape: 3304.7539 - mae: 0.0529 - val_loss: 0.2257 - val_mse: 0.2257 - val_mape: 74.0078 - val_mae: 0.4522
+Epoch 5/10
+8820/8820 [==============================] - ETA: 2s - loss: 0.0072 - mse: 0.0072 - mape: 1153.5197 - mae: 0.054 - ETA: 2s - loss: 0.0071 - mse: 0.0071 - mape: 1270.4822 - mae: 0.052 - ETA: 2s - loss: 0.0067 - mse: 0.0067 - mape: 1312.8429 - mae: 0.052 - ETA: 2s - loss: 0.0066 - mse: 0.0066 - mape: 1337.1655 - mae: 0.052 - ETA: 1s - loss: 0.0066 - mse: 0.0066 - mape: 1350.2477 - mae: 0.052 - ETA: 1s - loss: 0.0063 - mse: 0.0063 - mape: 13041.3701 - mae: 0.05 - ETA: 1s - loss: 0.0061 - mse: 0.0061 - mape: 11453.2871 - mae: 0.05 - ETA: 1s - loss: 0.0060 - mse: 0.0060 - mape: 10225.2061 - mae: 0.05 - ETA: 1s - loss: 0.0060 - mse: 0.0060 - mape: 9282.7744 - mae: 0.0531 - ETA: 1s - loss: 0.0059 - mse: 0.0059 - mape: 8528.2949 - mae: 0.053 - ETA: 0s - loss: 0.0058 - mse: 0.0058 - mape: 7881.2798 - mae: 0.053 - ETA: 0s - loss: 0.0058 - mse: 0.0058 - mape: 7359.6543 - mae: 0.053 - ETA: 0s - loss: 0.0056 - mse: 0.0056 - mape: 6936.7520 - mae: 0.053 - ETA: 0s - loss: 0.0055 - mse: 0.0055 - mape: 6575.3408 - mae: 0.053 - ETA: 0s - loss: 0.0055 - mse: 0.0055 - mape: 6231.9009 - mae: 0.053 - ETA: 0s - loss: 0.0054 - mse: 0.0054 - mape: 5974.9468 - mae: 0.053 - ETA: 0s - loss: 0.0053 - mse: 0.0053 - mape: 5727.9121 - mae: 0.052 - 3s 318us/sample - loss: 0.0052 - mse: 0.0052 - mape: 5697.5361 - mae: 0.0529 - val_loss: 0.1329 - val_mse: 0.1329 - val_mape: 52.7281 - val_mae: 0.3338
+Epoch 6/10
+8820/8820 [==============================] - ETA: 2s - loss: 0.0035 - mse: 0.0035 - mape: 1710.1370 - mae: 0.049 - ETA: 2s - loss: 0.0036 - mse: 0.0036 - mape: 1674.9915 - mae: 0.049 - ETA: 2s - loss: 0.0036 - mse: 0.0036 - mape: 1619.0361 - mae: 0.049 - ETA: 2s - loss: 0.0033 - mse: 0.0033 - mape: 1661.0166 - mae: 0.047 - ETA: 1s - loss: 0.0032 - mse: 0.0032 - mape: 1638.4861 - mae: 0.047 - ETA: 1s - loss: 0.0031 - mse: 0.0031 - mape: 1614.5293 - mae: 0.046 - ETA: 1s - loss: 0.0030 - mse: 0.0030 - mape: 1610.6418 - mae: 0.045 - ETA: 1s - loss: 0.0029 - mse: 0.0029 - mape: 1585.0074 - mae: 0.044 - ETA: 1s - loss: 0.0028 - mse: 0.0028 - mape: 8808.7686 - mae: 0.044 - ETA: 1s - loss: 0.0027 - mse: 0.0027 - mape: 8070.0049 - mae: 0.043 - ETA: 0s - loss: 0.0026 - mse: 0.0026 - mape: 7434.6294 - mae: 0.042 - ETA: 0s - loss: 0.0025 - mse: 0.0025 - mape: 6908.6050 - mae: 0.041 - ETA: 0s - loss: 0.0025 - mse: 0.0025 - mape: 6495.4741 - mae: 0.041 - ETA: 0s - loss: 0.0024 - mse: 0.0024 - mape: 6105.3413 - mae: 0.040 - ETA: 0s - loss: 0.0023 - mse: 0.0023 - mape: 5770.0254 - mae: 0.039 - ETA: 0s - loss: 0.0023 - mse: 0.0023 - mape: 5474.5454 - mae: 0.039 - ETA: 0s - loss: 0.0022 - mse: 0.0022 - mape: 5208.1787 - mae: 0.038 - 3s 317us/sample - loss: 0.0022 - mse: 0.0022 - mape: 5152.2974 - mae: 0.0383 - val_loss: 0.0860 - val_mse: 0.0860 - val_mape: 39.1847 - val_mae: 0.2569
+Epoch 7/10
+8820/8820 [==============================] - ETA: 2s - loss: 8.9429e-04 - mse: 8.9429e-04 - mape: 956.9991 - mae: 0.02 - ETA: 2s - loss: 9.2041e-04 - mse: 9.2041e-04 - mape: 925.6190 - mae: 0.02 - ETA: 2s - loss: 9.7041e-04 - mse: 9.7041e-04 - mape: 865.1413 - mae: 0.02 - ETA: 2s - loss: 0.0010 - mse: 0.0010 - mape: 829.0913 - mae: 0.0239       - ETA: 1s - loss: 9.8012e-04 - mse: 9.8012e-04 - mape: 823.9178 - mae: 0.02 - ETA: 1s - loss: 9.1678e-04 - mse: 9.1678e-04 - mape: 789.9540 - mae: 0.02 - ETA: 1s - loss: 9.1340e-04 - mse: 9.1340e-04 - mape: 772.4186 - mae: 0.02 - ETA: 1s - loss: 8.7822e-04 - mse: 8.7822e-04 - mape: 752.0371 - mae: 0.02 - ETA: 1s - loss: 8.5203e-04 - mse: 8.5203e-04 - mape: 743.2341 - mae: 0.02 - ETA: 1s - loss: 8.2093e-04 - mse: 8.2093e-04 - mape: 734.4391 - mae: 0.02 - ETA: 0s - loss: 7.9974e-04 - mse: 7.9974e-04 - mape: 719.5759 - mae: 0.02 - ETA: 0s - loss: 7.7905e-04 - mse: 7.7905e-04 - mape: 711.9411 - mae: 0.02 - ETA: 0s - loss: 7.4481e-04 - mse: 7.4481e-04 - mape: 2710.5991 - mae: 0.019 - ETA: 0s - loss: 7.1914e-04 - mse: 7.1914e-04 - mape: 2554.2593 - mae: 0.019 - ETA: 0s - loss: 7.0266e-04 - mse: 7.0266e-04 - mape: 2411.8748 - mae: 0.019 - ETA: 0s - loss: 6.9289e-04 - mse: 6.9289e-04 - mape: 2285.4834 - mae: 0.018 - ETA: 0s - loss: 6.8684e-04 - mse: 6.8684e-04 - mape: 2171.5850 - mae: 0.018 - 3s 315us/sample - loss: 6.8305e-04 - mse: 6.8305e-04 - mape: 2146.8149 - mae: 0.0185 - val_loss: 0.0575 - val_mse: 0.0575 - val_mape: 28.9871 - val_mae: 0.1980
+Epoch 8/10
+8820/8820 [==============================] - ETA: 2s - loss: 4.5364e-04 - mse: 4.5364e-04 - mape: 387.1791 - mae: 0.01 - ETA: 2s - loss: 3.3838e-04 - mse: 3.3838e-04 - mape: 8528.8047 - mae: 0.011 - ETA: 2s - loss: 3.2796e-04 - mse: 3.2796e-04 - mape: 5780.6118 - mae: 0.011 - ETA: 1s - loss: 3.3875e-04 - mse: 3.3875e-04 - mape: 4419.5693 - mae: 0.011 - ETA: 1s - loss: 3.4343e-04 - mse: 3.4343e-04 - mape: 3594.4106 - mae: 0.011 - ETA: 1s - loss: 3.5245e-04 - mse: 3.5245e-04 - mape: 3032.9219 - mae: 0.011 - ETA: 1s - loss: 3.5395e-04 - mse: 3.5395e-04 - mape: 2629.3774 - mae: 0.010 - ETA: 1s - loss: 3.5112e-04 - mse: 3.5112e-04 - mape: 2341.3262 - mae: 0.010 - ETA: 1s - loss: 3.3804e-04 - mse: 3.3804e-04 - mape: 2103.7942 - mae: 0.010 - ETA: 1s - loss: 3.3748e-04 - mse: 3.3748e-04 - mape: 1912.7354 - mae: 0.010 - ETA: 0s - loss: 3.3451e-04 - mse: 3.3451e-04 - mape: 1756.8313 - mae: 0.010 - ETA: 0s - loss: 3.4186e-04 - mse: 3.4186e-04 - mape: 1626.4874 - mae: 0.010 - ETA: 0s - loss: 3.3759e-04 - mse: 3.3759e-04 - mape: 1517.8458 - mae: 0.010 - ETA: 0s - loss: 3.3793e-04 - mse: 3.3793e-04 - mape: 1420.5868 - mae: 0.010 - ETA: 0s - loss: 3.3304e-04 - mse: 3.3304e-04 - mape: 1342.5972 - mae: 0.010 - ETA: 0s - loss: 3.3670e-04 - mse: 3.3670e-04 - mape: 1272.0177 - mae: 0.010 - ETA: 0s - loss: 3.3168e-04 - mse: 3.3168e-04 - mape: 1206.2861 - mae: 0.010 - 3s 293us/sample - loss: 3.3086e-04 - mse: 3.3086e-04 - mape: 1192.3947 - mae: 0.0100 - val_loss: 0.0471 - val_mse: 0.0471 - val_mape: 25.4777 - val_mae: 0.1757
+Epoch 9/10
+8820/8820 [==============================] - ETA: 2s - loss: 1.9808e-04 - mse: 1.9808e-04 - mape: 175.9157 - mae: 0.00 - ETA: 2s - loss: 2.5574e-04 - mse: 2.5574e-04 - mape: 154.7599 - mae: 0.00 - ETA: 2s - loss: 2.6712e-04 - mse: 2.6712e-04 - mape: 3791.3359 - mae: 0.008 - ETA: 1s - loss: 3.0106e-04 - mse: 3.0106e-04 - mape: 2882.9250 - mae: 0.008 - ETA: 1s - loss: 2.8543e-04 - mse: 2.8543e-04 - mape: 2338.8755 - mae: 0.008 - ETA: 1s - loss: 2.7555e-04 - mse: 2.7555e-04 - mape: 1975.1276 - mae: 0.008 - ETA: 1s - loss: 2.7624e-04 - mse: 2.7624e-04 - mape: 1717.2604 - mae: 0.008 - ETA: 1s - loss: 2.7372e-04 - mse: 2.7372e-04 - mape: 1520.6332 - mae: 0.008 - ETA: 1s - loss: 2.7694e-04 - mse: 2.7694e-04 - mape: 1372.3888 - mae: 0.008 - ETA: 1s - loss: 2.7571e-04 - mse: 2.7571e-04 - mape: 1250.6738 - mae: 0.008 - ETA: 0s - loss: 2.7297e-04 - mse: 2.7297e-04 - mape: 1151.8427 - mae: 0.008 - ETA: 0s - loss: 2.6760e-04 - mse: 2.6760e-04 - mape: 1069.4552 - mae: 0.008 - ETA: 0s - loss: 2.6691e-04 - mse: 2.6691e-04 - mape: 1002.1074 - mae: 0.008 - ETA: 0s - loss: 2.6828e-04 - mse: 2.6828e-04 - mape: 940.3116 - mae: 0.008 - ETA: 0s - loss: 2.7267e-04 - mse: 2.7267e-04 - mape: 886.3813 - mae: 0.00 - ETA: 0s - loss: 2.7132e-04 - mse: 2.7132e-04 - mape: 840.1142 - mae: 0.00 - ETA: 0s - loss: 2.7228e-04 - mse: 2.7228e-04 - mape: 801.8330 - mae: 0.00 - 3s 297us/sample - loss: 2.7131e-04 - mse: 2.7131e-04 - mape: 793.1862 - mae: 0.0085 - val_loss: 0.0421 - val_mse: 0.0421 - val_mape: 23.7429 - val_mae: 0.1643
+Epoch 10/10
+8820/8820 [==============================] - ETA: 2s - loss: 3.7468e-04 - mse: 3.7468e-04 - mape: 131.5529 - mae: 0.00 - ETA: 2s - loss: 3.4458e-04 - mse: 3.4458e-04 - mape: 148.9695 - mae: 0.00 - ETA: 2s - loss: 3.0792e-04 - mse: 3.0792e-04 - mape: 147.4626 - mae: 0.00 - ETA: 1s - loss: 2.9047e-04 - mse: 2.9047e-04 - mape: 151.6547 - mae: 0.00 - ETA: 1s - loss: 2.8812e-04 - mse: 2.8812e-04 - mape: 2106.8354 - mae: 0.008 - ETA: 1s - loss: 2.8969e-04 - mse: 2.8969e-04 - mape: 1779.9323 - mae: 0.008 - ETA: 1s - loss: 2.8748e-04 - mse: 2.8748e-04 - mape: 1545.9381 - mae: 0.008 - ETA: 1s - loss: 2.8124e-04 - mse: 2.8124e-04 - mape: 1376.1864 - mae: 0.008 - ETA: 1s - loss: 2.8317e-04 - mse: 2.8317e-04 - mape: 1240.1470 - mae: 0.008 - ETA: 1s - loss: 2.8682e-04 - mse: 2.8682e-04 - mape: 1130.9045 - mae: 0.008 - ETA: 0s - loss: 2.8336e-04 - mse: 2.8336e-04 - mape: 1041.8198 - mae: 0.008 - ETA: 0s - loss: 2.7905e-04 - mse: 2.7905e-04 - mape: 968.1409 - mae: 0.008 - ETA: 0s - loss: 2.7914e-04 - mse: 2.7914e-04 - mape: 904.5125 - mae: 0.00 - ETA: 0s - loss: 2.7655e-04 - mse: 2.7655e-04 - mape: 852.6157 - mae: 0.00 - ETA: 0s - loss: 2.7109e-04 - mse: 2.7109e-04 - mape: 804.9657 - mae: 0.00 - ETA: 0s - loss: 2.7214e-04 - mse: 2.7214e-04 - mape: 763.8912 - mae: 0.00 - ETA: 0s - loss: 2.7327e-04 - mse: 2.7327e-04 - mape: 730.8247 - mae: 0.00 - 3s 299us/sample - loss: 2.7417e-04 - mse: 2.7417e-04 - mape: 723.2211 - mae: 0.0085 - val_loss: 0.0388 - val_mse: 0.0388 - val_mape: 22.6182 - val_mae: 0.1568
+Validation Loss (MSE) from Last Epoch: 0.038846721241668776; Learning Rate:0.0001; Number of Units in each LSTM Layer: 64
+Compilation Time :  0.04357099533081055
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 45s - loss: 0.0170 - mse: 0.0170 - mape: 98.9996 - mae: 0.06 - ETA: 23s - loss: 0.0156 - mse: 0.0156 - mape: 95.5507 - mae: 0.05 - ETA: 15s - loss: 0.0153 - mse: 0.0153 - mape: 93.5559 - mae: 0.05 - ETA: 11s - loss: 0.0148 - mse: 0.0148 - mape: 92.2084 - mae: 0.05 - ETA: 8s - loss: 0.0150 - mse: 0.0150 - mape: 90.3130 - mae: 0.0563 - ETA: 7s - loss: 0.0150 - mse: 0.0150 - mape: 88.8432 - mae: 0.055 - ETA: 5s - loss: 0.0148 - mse: 0.0148 - mape: 89.0029 - mae: 0.055 - ETA: 4s - loss: 0.0155 - mse: 0.0155 - mape: 88.5062 - mae: 0.057 - ETA: 4s - loss: 0.0154 - mse: 0.0154 - mape: 88.3703 - mae: 0.056 - ETA: 3s - loss: 0.0157 - mse: 0.0157 - mape: 88.2034 - mae: 0.057 - ETA: 2s - loss: 0.0158 - mse: 0.0158 - mape: 88.7908 - mae: 0.057 - ETA: 2s - loss: 0.0157 - mse: 0.0157 - mape: 445.9711 - mae: 0.05 - ETA: 1s - loss: 0.0155 - mse: 0.0155 - mape: 420.3611 - mae: 0.05 - ETA: 1s - loss: 0.0157 - mse: 0.0157 - mape: 397.6544 - mae: 0.05 - ETA: 0s - loss: 0.0156 - mse: 0.0156 - mape: 378.1140 - mae: 0.05 - ETA: 0s - loss: 0.0155 - mse: 0.0155 - mape: 360.8415 - mae: 0.05 - ETA: 0s - loss: 0.0156 - mse: 0.0156 - mape: 345.6082 - mae: 0.05 - 7s 800us/sample - loss: 0.0156 - mse: 0.0156 - mape: 342.5205 - mae: 0.0574 - val_loss: 0.3685 - val_mse: 0.3685 - val_mape: 97.6552 - val_mae: 0.5868
+Epoch 2/10
+8820/8820 [==============================] - ETA: 3s - loss: 0.0155 - mse: 0.0155 - mape: 146.4055 - mae: 0.05 - ETA: 3s - loss: 0.0173 - mse: 0.0173 - mape: 145.0806 - mae: 0.06 - ETA: 2s - loss: 0.0171 - mse: 0.0171 - mape: 149.1192 - mae: 0.06 - ETA: 2s - loss: 0.0162 - mse: 0.0162 - mape: 144.8629 - mae: 0.05 - ETA: 2s - loss: 0.0153 - mse: 0.0153 - mape: 147.9199 - mae: 0.05 - ETA: 2s - loss: 0.0156 - mse: 0.0156 - mape: 149.6606 - mae: 0.05 - ETA: 2s - loss: 0.0153 - mse: 0.0153 - mape: 152.1885 - mae: 0.05 - ETA: 1s - loss: 0.0152 - mse: 0.0152 - mape: 159.1431 - mae: 0.05 - ETA: 1s - loss: 0.0153 - mse: 0.0153 - mape: 160.7984 - mae: 0.05 - ETA: 1s - loss: 0.0151 - mse: 0.0151 - mape: 166.0601 - mae: 0.05 - ETA: 1s - loss: 0.0150 - mse: 0.0150 - mape: 169.5867 - mae: 0.05 - ETA: 1s - loss: 0.0149 - mse: 0.0149 - mape: 173.4417 - mae: 0.05 - ETA: 0s - loss: 0.0147 - mse: 0.0147 - mape: 176.6149 - mae: 0.05 - ETA: 0s - loss: 0.0146 - mse: 0.0146 - mape: 184.5576 - mae: 0.05 - ETA: 0s - loss: 0.0145 - mse: 0.0145 - mape: 193.9688 - mae: 0.05 - ETA: 0s - loss: 0.0144 - mse: 0.0144 - mape: 199.2274 - mae: 0.05 - ETA: 0s - loss: 0.0144 - mse: 0.0144 - mape: 1290.0785 - mae: 0.054 - 4s 435us/sample - loss: 0.0144 - mse: 0.0144 - mape: 1276.3341 - mae: 0.0546 - val_loss: 0.3315 - val_mse: 0.3315 - val_mape: 92.3600 - val_mae: 0.5558
+Epoch 3/10
+8820/8820 [==============================] - ETA: 3s - loss: 0.0125 - mse: 0.0125 - mape: 321.3396 - mae: 0.05 - ETA: 3s - loss: 0.0135 - mse: 0.0135 - mape: 315.1446 - mae: 0.05 - ETA: 2s - loss: 0.0133 - mse: 0.0133 - mape: 325.3514 - mae: 0.05 - ETA: 2s - loss: 0.0132 - mse: 0.0132 - mape: 338.2695 - mae: 0.05 - ETA: 2s - loss: 0.0129 - mse: 0.0129 - mape: 352.5552 - mae: 0.05 - ETA: 2s - loss: 0.0129 - mse: 0.0129 - mape: 359.8181 - mae: 0.05 - ETA: 2s - loss: 0.0125 - mse: 0.0125 - mape: 370.9480 - mae: 0.05 - ETA: 1s - loss: 0.0123 - mse: 0.0123 - mape: 392.5300 - mae: 0.05 - ETA: 1s - loss: 0.0126 - mse: 0.0126 - mape: 413.1968 - mae: 0.05 - ETA: 1s - loss: 0.0125 - mse: 0.0125 - mape: 436.5598 - mae: 0.05 - ETA: 1s - loss: 0.0124 - mse: 0.0124 - mape: 444.1538 - mae: 0.05 - ETA: 1s - loss: 0.0123 - mse: 0.0123 - mape: 450.2752 - mae: 0.05 - ETA: 0s - loss: 0.0122 - mse: 0.0122 - mape: 2983.2373 - mae: 0.053 - ETA: 0s - loss: 0.0121 - mse: 0.0121 - mape: 2829.9629 - mae: 0.054 - ETA: 0s - loss: 0.0118 - mse: 0.0118 - mape: 2692.7791 - mae: 0.053 - ETA: 0s - loss: 0.0115 - mse: 0.0115 - mape: 2575.1902 - mae: 0.052 - ETA: 0s - loss: 0.0113 - mse: 0.0113 - mape: 2472.0278 - mae: 0.052 - 4s 433us/sample - loss: 0.0112 - mse: 0.0112 - mape: 2449.6912 - mae: 0.0526 - val_loss: 0.2299 - val_mse: 0.2299 - val_mape: 75.4678 - val_mae: 0.4587
+Epoch 4/10
+8820/8820 [==============================] - ETA: 3s - loss: 0.0082 - mse: 0.0082 - mape: 892.1140 - mae: 0.05 - ETA: 3s - loss: 0.0079 - mse: 0.0079 - mape: 935.7715 - mae: 0.05 - ETA: 3s - loss: 0.0074 - mse: 0.0074 - mape: 994.6223 - mae: 0.05 - ETA: 2s - loss: 0.0069 - mse: 0.0069 - mape: 1074.2874 - mae: 0.049 - ETA: 2s - loss: 0.0068 - mse: 0.0068 - mape: 1093.4033 - mae: 0.049 - ETA: 2s - loss: 0.0065 - mse: 0.0065 - mape: 1144.6289 - mae: 0.049 - ETA: 2s - loss: 0.0063 - mse: 0.0063 - mape: 11769.5605 - mae: 0.04 - ETA: 1s - loss: 0.0060 - mse: 0.0060 - mape: 10477.8369 - mae: 0.04 - ETA: 1s - loss: 0.0058 - mse: 0.0058 - mape: 9518.8867 - mae: 0.0488 - ETA: 1s - loss: 0.0056 - mse: 0.0056 - mape: 8715.0293 - mae: 0.048 - ETA: 1s - loss: 0.0056 - mse: 0.0056 - mape: 8083.8481 - mae: 0.049 - ETA: 1s - loss: 0.0054 - mse: 0.0054 - mape: 7551.4453 - mae: 0.049 - ETA: 0s - loss: 0.0052 - mse: 0.0052 - mape: 7109.0869 - mae: 0.049 - ETA: 0s - loss: 0.0051 - mse: 0.0051 - mape: 6739.5669 - mae: 0.049 - ETA: 0s - loss: 0.0050 - mse: 0.0050 - mape: 6401.8003 - mae: 0.049 - ETA: 0s - loss: 0.0049 - mse: 0.0049 - mape: 6132.0557 - mae: 0.049 - ETA: 0s - loss: 0.0048 - mse: 0.0048 - mape: 5881.2573 - mae: 0.049 - 4s 423us/sample - loss: 0.0048 - mse: 0.0048 - mape: 5819.6050 - mae: 0.0494 - val_loss: 0.0933 - val_mse: 0.0933 - val_mape: 41.8883 - val_mae: 0.2715
+Epoch 5/10
+8820/8820 [==============================] - ETA: 2s - loss: 0.0026 - mse: 0.0026 - mape: 2048.0938 - mae: 0.047 - ETA: 2s - loss: 0.0026 - mse: 0.0026 - mape: 1999.5573 - mae: 0.047 - ETA: 2s - loss: 0.0025 - mse: 0.0025 - mape: 30443.0801 - mae: 0.04 - ETA: 2s - loss: 0.0024 - mse: 0.0024 - mape: 23300.7773 - mae: 0.04 - ETA: 2s - loss: 0.0024 - mse: 0.0024 - mape: 18924.1934 - mae: 0.04 - ETA: 2s - loss: 0.0023 - mse: 0.0023 - mape: 16021.1924 - mae: 0.04 - ETA: 1s - loss: 0.0022 - mse: 0.0022 - mape: 13972.5400 - mae: 0.04 - ETA: 1s - loss: 0.0021 - mse: 0.0021 - mape: 12457.6006 - mae: 0.04 - ETA: 1s - loss: 0.0021 - mse: 0.0021 - mape: 11212.4922 - mae: 0.04 - ETA: 1s - loss: 0.0020 - mse: 0.0020 - mape: 10210.5508 - mae: 0.04 - ETA: 1s - loss: 0.0019 - mse: 0.0019 - mape: 9383.6182 - mae: 0.0396 - ETA: 0s - loss: 0.0018 - mse: 0.0018 - mape: 8685.5215 - mae: 0.038 - ETA: 0s - loss: 0.0018 - mse: 0.0018 - mape: 8088.5728 - mae: 0.037 - ETA: 0s - loss: 0.0017 - mse: 0.0017 - mape: 7573.2881 - mae: 0.036 - ETA: 0s - loss: 0.0016 - mse: 0.0016 - mape: 7128.6904 - mae: 0.035 - ETA: 0s - loss: 0.0016 - mse: 0.0016 - mape: 6737.5376 - mae: 0.034 - ETA: 0s - loss: 0.0015 - mse: 0.0015 - mape: 6388.6953 - mae: 0.033 - 3s 396us/sample - loss: 0.0015 - mse: 0.0015 - mape: 6315.0352 - mae: 0.0337 - val_loss: 0.0589 - val_mse: 0.0589 - val_mape: 30.6092 - val_mae: 0.2054
+Epoch 6/10
+8820/8820 [==============================] - ETA: 3s - loss: 5.4784e-04 - mse: 5.4784e-04 - mape: 36953.9141 - mae: 0.01 - ETA: 2s - loss: 5.4267e-04 - mse: 5.4267e-04 - mape: 18822.0391 - mae: 0.01 - ETA: 2s - loss: 5.0171e-04 - mse: 5.0171e-04 - mape: 12726.7334 - mae: 0.01 - ETA: 2s - loss: 4.7858e-04 - mse: 4.7858e-04 - mape: 9688.8369 - mae: 0.0166 - ETA: 2s - loss: 4.9050e-04 - mse: 4.9050e-04 - mape: 7879.9087 - mae: 0.016 - ETA: 2s - loss: 4.7296e-04 - mse: 4.7296e-04 - mape: 6651.7324 - mae: 0.016 - ETA: 2s - loss: 4.7126e-04 - mse: 4.7126e-04 - mape: 5765.0376 - mae: 0.015 - ETA: 1s - loss: 4.5623e-04 - mse: 4.5623e-04 - mape: 5112.4741 - mae: 0.015 - ETA: 1s - loss: 4.3559e-04 - mse: 4.3559e-04 - mape: 4600.3140 - mae: 0.015 - ETA: 1s - loss: 4.2142e-04 - mse: 4.2142e-04 - mape: 4184.0317 - mae: 0.014 - ETA: 1s - loss: 4.1406e-04 - mse: 4.1406e-04 - mape: 3848.5391 - mae: 0.014 - ETA: 1s - loss: 4.0647e-04 - mse: 4.0647e-04 - mape: 3559.7529 - mae: 0.014 - ETA: 0s - loss: 3.9688e-04 - mse: 3.9688e-04 - mape: 3312.0674 - mae: 0.014 - ETA: 0s - loss: 3.8796e-04 - mse: 3.8796e-04 - mape: 3102.7971 - mae: 0.013 - ETA: 0s - loss: 3.7449e-04 - mse: 3.7449e-04 - mape: 2918.2219 - mae: 0.013 - ETA: 0s - loss: 3.7033e-04 - mse: 3.7033e-04 - mape: 2754.6860 - mae: 0.013 - ETA: 0s - loss: 3.6324e-04 - mse: 3.6324e-04 - mape: 2609.2976 - mae: 0.013 - 4s 407us/sample - loss: 3.6096e-04 - mse: 3.6096e-04 - mape: 2577.9897 - mae: 0.0132 - val_loss: 0.0369 - val_mse: 0.0369 - val_mape: 22.0270 - val_mae: 0.1527
+Epoch 7/10
+8820/8820 [==============================] - ETA: 3s - loss: 2.7555e-04 - mse: 2.7555e-04 - mape: 287.4360 - mae: 0.01 - ETA: 3s - loss: 2.5026e-04 - mse: 2.5026e-04 - mape: 274.8771 - mae: 0.01 - ETA: 2s - loss: 2.4668e-04 - mse: 2.4668e-04 - mape: 269.1386 - mae: 0.00 - ETA: 2s - loss: 2.3033e-04 - mse: 2.3033e-04 - mape: 262.1722 - mae: 0.00 - ETA: 2s - loss: 2.3065e-04 - mse: 2.3065e-04 - mape: 265.5925 - mae: 0.00 - ETA: 2s - loss: 2.2307e-04 - mse: 2.2307e-04 - mape: 256.1301 - mae: 0.00 - ETA: 2s - loss: 2.2080e-04 - mse: 2.2080e-04 - mape: 252.8217 - mae: 0.00 - ETA: 1s - loss: 2.2100e-04 - mse: 2.2100e-04 - mape: 244.9007 - mae: 0.00 - ETA: 1s - loss: 2.2776e-04 - mse: 2.2776e-04 - mape: 1443.3392 - mae: 0.009 - ETA: 1s - loss: 2.3439e-04 - mse: 2.3439e-04 - mape: 1312.7605 - mae: 0.009 - ETA: 1s - loss: 2.3040e-04 - mse: 2.3040e-04 - mape: 1209.2806 - mae: 0.009 - ETA: 1s - loss: 2.2915e-04 - mse: 2.2915e-04 - mape: 1120.6598 - mae: 0.009 - ETA: 0s - loss: 2.3763e-04 - mse: 2.3763e-04 - mape: 1046.0597 - mae: 0.009 - ETA: 0s - loss: 2.3850e-04 - mse: 2.3850e-04 - mape: 982.1178 - mae: 0.009 - ETA: 0s - loss: 2.3561e-04 - mse: 2.3561e-04 - mape: 928.5264 - mae: 0.00 - ETA: 0s - loss: 2.3251e-04 - mse: 2.3251e-04 - mape: 880.8201 - mae: 0.00 - ETA: 0s - loss: 2.2940e-04 - mse: 2.2940e-04 - mape: 836.8730 - mae: 0.00 - 4s 418us/sample - loss: 2.2951e-04 - mse: 2.2951e-04 - mape: 827.5529 - mae: 0.0088 - val_loss: 0.0334 - val_mse: 0.0334 - val_mape: 20.7799 - val_mae: 0.1443
+Epoch 8/10
+8820/8820 [==============================] - ETA: 3s - loss: 2.0883e-04 - mse: 2.0883e-04 - mape: 118.0706 - mae: 0.00 - ETA: 3s - loss: 2.1423e-04 - mse: 2.1423e-04 - mape: 130.2089 - mae: 0.00 - ETA: 2s - loss: 2.3467e-04 - mse: 2.3467e-04 - mape: 139.1914 - mae: 0.00 - ETA: 2s - loss: 2.2918e-04 - mse: 2.2918e-04 - mape: 145.9596 - mae: 0.00 - ETA: 2s - loss: 2.2956e-04 - mse: 2.2956e-04 - mape: 146.5637 - mae: 0.00 - ETA: 2s - loss: 2.3631e-04 - mse: 2.3631e-04 - mape: 144.3748 - mae: 0.00 - ETA: 2s - loss: 2.4240e-04 - mse: 2.4240e-04 - mape: 144.3076 - mae: 0.00 - ETA: 1s - loss: 2.3040e-04 - mse: 2.3040e-04 - mape: 1346.8798 - mae: 0.008 - ETA: 1s - loss: 2.3396e-04 - mse: 2.3396e-04 - mape: 1213.5094 - mae: 0.008 - ETA: 1s - loss: 2.3509e-04 - mse: 2.3509e-04 - mape: 1109.6556 - mae: 0.008 - ETA: 1s - loss: 2.3424e-04 - mse: 2.3424e-04 - mape: 1021.2633 - mae: 0.008 - ETA: 1s - loss: 2.3655e-04 - mse: 2.3655e-04 - mape: 949.5754 - mae: 0.008 - ETA: 0s - loss: 2.3485e-04 - mse: 2.3485e-04 - mape: 887.8691 - mae: 0.00 - ETA: 0s - loss: 2.3970e-04 - mse: 2.3970e-04 - mape: 837.0004 - mae: 0.00 - ETA: 0s - loss: 2.3556e-04 - mse: 2.3556e-04 - mape: 794.2475 - mae: 0.00 - ETA: 0s - loss: 2.3240e-04 - mse: 2.3240e-04 - mape: 755.5759 - mae: 0.00 - ETA: 0s - loss: 2.3294e-04 - mse: 2.3294e-04 - mape: 722.3502 - mae: 0.00 - 4s 418us/sample - loss: 2.3252e-04 - mse: 2.3252e-04 - mape: 717.2528 - mae: 0.0084 - val_loss: 0.0318 - val_mse: 0.0318 - val_mape: 20.1901 - val_mae: 0.1403
+Epoch 9/10
+8820/8820 [==============================] - ETA: 3s - loss: 2.3172e-04 - mse: 2.3172e-04 - mape: 166.8961 - mae: 0.00 - ETA: 3s - loss: 1.9555e-04 - mse: 1.9555e-04 - mape: 5254.5659 - mae: 0.008 - ETA: 2s - loss: 2.1911e-04 - mse: 2.1911e-04 - mape: 3547.5046 - mae: 0.008 - ETA: 2s - loss: 2.1233e-04 - mse: 2.1233e-04 - mape: 2705.3115 - mae: 0.008 - ETA: 2s - loss: 2.1442e-04 - mse: 2.1442e-04 - mape: 2196.4128 - mae: 0.008 - ETA: 2s - loss: 2.2248e-04 - mse: 2.2248e-04 - mape: 1860.9141 - mae: 0.008 - ETA: 2s - loss: 2.1891e-04 - mse: 2.1891e-04 - mape: 1619.3844 - mae: 0.008 - ETA: 1s - loss: 2.1622e-04 - mse: 2.1622e-04 - mape: 1441.4630 - mae: 0.008 - ETA: 1s - loss: 2.1843e-04 - mse: 2.1843e-04 - mape: 1297.8488 - mae: 0.008 - ETA: 1s - loss: 2.1502e-04 - mse: 2.1502e-04 - mape: 1187.0314 - mae: 0.008 - ETA: 1s - loss: 2.1577e-04 - mse: 2.1577e-04 - mape: 1096.2161 - mae: 0.008 - ETA: 1s - loss: 2.1459e-04 - mse: 2.1459e-04 - mape: 1021.8729 - mae: 0.008 - ETA: 0s - loss: 2.1497e-04 - mse: 2.1497e-04 - mape: 955.2169 - mae: 0.008 - ETA: 0s - loss: 2.1474e-04 - mse: 2.1474e-04 - mape: 900.5573 - mae: 0.00 - ETA: 0s - loss: 2.1510e-04 - mse: 2.1510e-04 - mape: 853.2042 - mae: 0.00 - ETA: 0s - loss: 2.1788e-04 - mse: 2.1788e-04 - mape: 811.1147 - mae: 0.00 - ETA: 0s - loss: 2.1835e-04 - mse: 2.1835e-04 - mape: 775.9738 - mae: 0.00 - 4s 409us/sample - loss: 2.2040e-04 - mse: 2.2040e-04 - mape: 767.6445 - mae: 0.0085 - val_loss: 0.0305 - val_mse: 0.0305 - val_mape: 19.7344 - val_mae: 0.1372
+Epoch 10/10
+8820/8820 [==============================] - ETA: 3s - loss: 1.7550e-04 - mse: 1.7550e-04 - mape: 11061.1748 - mae: 0.00 - ETA: 2s - loss: 2.0367e-04 - mse: 2.0367e-04 - mape: 5618.7417 - mae: 0.0080 - ETA: 2s - loss: 1.9219e-04 - mse: 1.9219e-04 - mape: 3812.0432 - mae: 0.008 - ETA: 2s - loss: 2.1976e-04 - mse: 2.1976e-04 - mape: 2905.9543 - mae: 0.008 - ETA: 2s - loss: 2.1587e-04 - mse: 2.1587e-04 - mape: 2371.7183 - mae: 0.008 - ETA: 2s - loss: 2.1244e-04 - mse: 2.1244e-04 - mape: 2009.3403 - mae: 0.008 - ETA: 1s - loss: 2.0886e-04 - mse: 2.0886e-04 - mape: 1748.9971 - mae: 0.008 - ETA: 1s - loss: 2.1754e-04 - mse: 2.1754e-04 - mape: 1555.8080 - mae: 0.008 - ETA: 1s - loss: 2.2365e-04 - mse: 2.2365e-04 - mape: 1401.8202 - mae: 0.008 - ETA: 1s - loss: 2.1972e-04 - mse: 2.1972e-04 - mape: 1279.6772 - mae: 0.008 - ETA: 1s - loss: 2.2159e-04 - mse: 2.2159e-04 - mape: 1180.6731 - mae: 0.008 - ETA: 1s - loss: 2.1540e-04 - mse: 2.1540e-04 - mape: 1097.6605 - mae: 0.008 - ETA: 0s - loss: 2.1482e-04 - mse: 2.1482e-04 - mape: 1026.9951 - mae: 0.008 - ETA: 0s - loss: 2.1050e-04 - mse: 2.1050e-04 - mape: 969.2744 - mae: 0.008 - ETA: 0s - loss: 2.1653e-04 - mse: 2.1653e-04 - mape: 916.0069 - mae: 0.00 - ETA: 0s - loss: 2.1495e-04 - mse: 2.1495e-04 - mape: 867.4580 - mae: 0.00 - ETA: 0s - loss: 2.1158e-04 - mse: 2.1158e-04 - mape: 827.0040 - mae: 0.00 - 4s 404us/sample - loss: 2.1170e-04 - mse: 2.1170e-04 - mape: 818.9305 - mae: 0.0083 - val_loss: 0.0300 - val_mse: 0.0300 - val_mape: 19.5846 - val_mae: 0.1362
+Validation Loss (MSE) from Last Epoch: 0.03002461480851076; Learning Rate:0.0001; Number of Units in each LSTM Layer: 96
+Compilation Time :  0.04305887222290039
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 45s - loss: 0.0150 - mse: 0.0150 - mape: 101.4247 - mae: 0.057 - ETA: 23s - loss: 0.0166 - mse: 0.0166 - mape: 98.4764 - mae: 0.062 - ETA: 16s - loss: 0.0174 - mse: 0.0174 - mape: 96.2341 - mae: 0.06 - ETA: 12s - loss: 0.0174 - mse: 0.0174 - mape: 93.7794 - mae: 0.06 - ETA: 9s - loss: 0.0166 - mse: 0.0166 - mape: 91.5208 - mae: 0.0609 - ETA: 7s - loss: 0.0163 - mse: 0.0163 - mape: 381.9739 - mae: 0.06 - ETA: 6s - loss: 0.0163 - mse: 0.0163 - mape: 339.5652 - mae: 0.06 - ETA: 5s - loss: 0.0162 - mse: 0.0162 - mape: 307.1403 - mae: 0.05 - ETA: 4s - loss: 0.0162 - mse: 0.0162 - mape: 282.1100 - mae: 0.05 - ETA: 3s - loss: 0.0161 - mse: 0.0161 - mape: 262.4480 - mae: 0.05 - ETA: 3s - loss: 0.0162 - mse: 0.0162 - mape: 247.0257 - mae: 0.05 - ETA: 2s - loss: 0.0159 - mse: 0.0159 - mape: 234.0876 - mae: 0.05 - ETA: 2s - loss: 0.0159 - mse: 0.0159 - mape: 223.7123 - mae: 0.05 - ETA: 1s - loss: 0.0158 - mse: 0.0158 - mape: 214.9167 - mae: 0.05 - ETA: 1s - loss: 0.0158 - mse: 0.0158 - mape: 209.2146 - mae: 0.05 - ETA: 0s - loss: 0.0157 - mse: 0.0157 - mape: 202.2216 - mae: 0.05 - ETA: 0s - loss: 0.0155 - mse: 0.0155 - mape: 198.4318 - mae: 0.05 - 8s 943us/sample - loss: 0.0155 - mse: 0.0155 - mape: 197.2721 - mae: 0.0573 - val_loss: 0.3611 - val_mse: 0.3611 - val_mape: 96.6585 - val_mae: 0.5809
+Epoch 2/10
+8820/8820 [==============================] - ETA: 4s - loss: 0.0161 - mse: 0.0161 - mape: 103.7820 - mae: 0.05 - ETA: 4s - loss: 0.0148 - mse: 0.0148 - mape: 113.5040 - mae: 0.05 - ETA: 4s - loss: 0.0154 - mse: 0.0154 - mape: 119.3572 - mae: 0.05 - ETA: 3s - loss: 0.0162 - mse: 0.0162 - mape: 128.8468 - mae: 0.05 - ETA: 3s - loss: 0.0150 - mse: 0.0150 - mape: 139.2832 - mae: 0.05 - ETA: 3s - loss: 0.0147 - mse: 0.0147 - mape: 1700.1265 - mae: 0.054 - ETA: 2s - loss: 0.0148 - mse: 0.0148 - mape: 1480.6526 - mae: 0.054 - ETA: 2s - loss: 0.0147 - mse: 0.0147 - mape: 1315.2441 - mae: 0.054 - ETA: 2s - loss: 0.0146 - mse: 0.0146 - mape: 1191.7826 - mae: 0.054 - ETA: 2s - loss: 0.0144 - mse: 0.0144 - mape: 1095.2211 - mae: 0.054 - ETA: 1s - loss: 0.0142 - mse: 0.0142 - mape: 1015.1677 - mae: 0.053 - ETA: 1s - loss: 0.0143 - mse: 0.0143 - mape: 948.7673 - mae: 0.054 - ETA: 1s - loss: 0.0143 - mse: 0.0143 - mape: 893.7115 - mae: 0.05 - ETA: 0s - loss: 0.0140 - mse: 0.0140 - mape: 849.8065 - mae: 0.05 - ETA: 0s - loss: 0.0139 - mse: 0.0139 - mape: 814.5536 - mae: 0.05 - ETA: 0s - loss: 0.0139 - mse: 0.0139 - mape: 788.1473 - mae: 0.05 - ETA: 0s - loss: 0.0137 - mse: 0.0137 - mape: 764.8834 - mae: 0.05 - 5s 564us/sample - loss: 0.0137 - mse: 0.0137 - mape: 758.8123 - mae: 0.0536 - val_loss: 0.3022 - val_mse: 0.3022 - val_mape: 88.0049 - val_mae: 0.5302
+Epoch 3/10
+8820/8820 [==============================] - ETA: 4s - loss: 0.0115 - mse: 0.0115 - mape: 383.1913 - mae: 0.05 - ETA: 3s - loss: 0.0105 - mse: 0.0105 - mape: 383.7473 - mae: 0.04 - ETA: 3s - loss: 0.0105 - mse: 0.0105 - mape: 374.6402 - mae: 0.04 - ETA: 3s - loss: 0.0106 - mse: 0.0106 - mape: 410.8504 - mae: 0.05 - ETA: 3s - loss: 0.0107 - mse: 0.0107 - mape: 457.2318 - mae: 0.05 - ETA: 3s - loss: 0.0104 - mse: 0.0104 - mape: 478.7843 - mae: 0.04 - ETA: 2s - loss: 0.0106 - mse: 0.0106 - mape: 483.3273 - mae: 0.05 - ETA: 2s - loss: 0.0106 - mse: 0.0106 - mape: 494.9187 - mae: 0.05 - ETA: 2s - loss: 0.0106 - mse: 0.0106 - mape: 507.1436 - mae: 0.05 - ETA: 1s - loss: 0.0104 - mse: 0.0104 - mape: 525.4126 - mae: 0.05 - ETA: 1s - loss: 0.0101 - mse: 0.0101 - mape: 538.4006 - mae: 0.05 - ETA: 1s - loss: 0.0099 - mse: 0.0099 - mape: 570.2056 - mae: 0.05 - ETA: 1s - loss: 0.0096 - mse: 0.0096 - mape: 4070.3071 - mae: 0.050 - ETA: 0s - loss: 0.0094 - mse: 0.0094 - mape: 3858.8020 - mae: 0.050 - ETA: 0s - loss: 0.0092 - mse: 0.0092 - mape: 3673.7993 - mae: 0.049 - ETA: 0s - loss: 0.0089 - mse: 0.0089 - mape: 3517.2063 - mae: 0.049 - ETA: 0s - loss: 0.0086 - mse: 0.0086 - mape: 3383.2441 - mae: 0.049 - 5s 560us/sample - loss: 0.0086 - mse: 0.0086 - mape: 3358.5332 - mae: 0.0491 - val_loss: 0.1498 - val_mse: 0.1498 - val_mape: 58.0481 - val_mae: 0.3613
+Epoch 4/10
+8820/8820 [==============================] - ETA: 4s - loss: 0.0043 - mse: 0.0043 - mape: 1582.1956 - mae: 0.047 - ETA: 4s - loss: 0.0040 - mse: 0.0040 - mape: 1517.8373 - mae: 0.047 - ETA: 3s - loss: 0.0038 - mse: 0.0038 - mape: 1567.3584 - mae: 0.047 - ETA: 3s - loss: 0.0038 - mse: 0.0038 - mape: 1611.5073 - mae: 0.047 - ETA: 3s - loss: 0.0037 - mse: 0.0037 - mape: 1615.8308 - mae: 0.048 - ETA: 3s - loss: 0.0036 - mse: 0.0036 - mape: 1695.4020 - mae: 0.048 - ETA: 2s - loss: 0.0035 - mse: 0.0035 - mape: 1716.6941 - mae: 0.048 - ETA: 2s - loss: 0.0034 - mse: 0.0034 - mape: 13425.8633 - mae: 0.04 - ETA: 2s - loss: 0.0033 - mse: 0.0033 - mape: 12155.4180 - mae: 0.04 - ETA: 1s - loss: 0.0033 - mse: 0.0033 - mape: 11094.4834 - mae: 0.04 - ETA: 1s - loss: 0.0032 - mse: 0.0032 - mape: 10263.2910 - mae: 0.04 - ETA: 1s - loss: 0.0031 - mse: 0.0031 - mape: 9532.3271 - mae: 0.0479 - ETA: 1s - loss: 0.0030 - mse: 0.0030 - mape: 8938.4629 - mae: 0.047 - ETA: 0s - loss: 0.0029 - mse: 0.0029 - mape: 8402.5127 - mae: 0.046 - ETA: 0s - loss: 0.0028 - mse: 0.0028 - mape: 7951.3550 - mae: 0.046 - ETA: 0s - loss: 0.0028 - mse: 0.0028 - mape: 7538.1099 - mae: 0.045 - ETA: 0s - loss: 0.0027 - mse: 0.0027 - mape: 7166.6230 - mae: 0.044 - 5s 565us/sample - loss: 0.0027 - mse: 0.0027 - mape: 7086.0859 - mae: 0.0447 - val_loss: 0.0721 - val_mse: 0.0721 - val_mape: 35.1293 - val_mae: 0.2323
+Epoch 5/10
+8820/8820 [==============================] - ETA: 4s - loss: 9.9735e-04 - mse: 9.9735e-04 - mape: 965.1045 - mae: 0.02 - ETA: 4s - loss: 9.2021e-04 - mse: 9.2021e-04 - mape: 982.5323 - mae: 0.02 - ETA: 3s - loss: 9.5643e-04 - mse: 9.5643e-04 - mape: 1031.2047 - mae: 0.026 - ETA: 3s - loss: 9.1426e-04 - mse: 9.1426e-04 - mape: 1021.1868 - mae: 0.025 - ETA: 3s - loss: 9.1664e-04 - mse: 9.1664e-04 - mape: 985.4429 - mae: 0.024 - ETA: 3s - loss: 8.5433e-04 - mse: 8.5433e-04 - mape: 942.7579 - mae: 0.02 - ETA: 2s - loss: 8.0918e-04 - mse: 8.0918e-04 - mape: 6217.0850 - mae: 0.023 - ETA: 2s - loss: 7.7005e-04 - mse: 7.7005e-04 - mape: 5534.8350 - mae: 0.022 - ETA: 2s - loss: 7.5334e-04 - mse: 7.5334e-04 - mape: 4982.5786 - mae: 0.021 - ETA: 1s - loss: 7.2061e-04 - mse: 7.2061e-04 - mape: 4549.2695 - mae: 0.021 - ETA: 1s - loss: 6.9188e-04 - mse: 6.9188e-04 - mape: 4191.7505 - mae: 0.020 - ETA: 1s - loss: 6.6821e-04 - mse: 6.6821e-04 - mape: 3878.1250 - mae: 0.020 - ETA: 1s - loss: 6.4556e-04 - mse: 6.4556e-04 - mape: 3619.4067 - mae: 0.019 - ETA: 0s - loss: 6.2477e-04 - mse: 6.2477e-04 - mape: 3396.8755 - mae: 0.019 - ETA: 0s - loss: 6.0494e-04 - mse: 6.0494e-04 - mape: 3208.1326 - mae: 0.018 - ETA: 0s - loss: 5.8413e-04 - mse: 5.8413e-04 - mape: 3033.5940 - mae: 0.018 - ETA: 0s - loss: 5.6839e-04 - mse: 5.6839e-04 - mape: 2878.4814 - mae: 0.018 - 5s 564us/sample - loss: 5.6560e-04 - mse: 5.6560e-04 - mape: 2846.1782 - mae: 0.0180 - val_loss: 0.0410 - val_mse: 0.0410 - val_mape: 23.5216 - val_mae: 0.1626
+Epoch 6/10
+8820/8820 [==============================] - ETA: 4s - loss: 2.4454e-04 - mse: 2.4454e-04 - mape: 355.6396 - mae: 0.01 - ETA: 4s - loss: 2.4345e-04 - mse: 2.4345e-04 - mape: 336.5695 - mae: 0.01 - ETA: 3s - loss: 2.3984e-04 - mse: 2.3984e-04 - mape: 328.1133 - mae: 0.01 - ETA: 3s - loss: 2.5099e-04 - mse: 2.5099e-04 - mape: 318.9364 - mae: 0.01 - ETA: 3s - loss: 2.5177e-04 - mse: 2.5177e-04 - mape: 3536.8093 - mae: 0.010 - ETA: 3s - loss: 2.4226e-04 - mse: 2.4226e-04 - mape: 2992.5481 - mae: 0.010 - ETA: 2s - loss: 2.3523e-04 - mse: 2.3523e-04 - mape: 2596.3230 - mae: 0.010 - ETA: 2s - loss: 2.2771e-04 - mse: 2.2771e-04 - mape: 2310.4678 - mae: 0.010 - ETA: 2s - loss: 2.2506e-04 - mse: 2.2506e-04 - mape: 2076.3325 - mae: 0.010 - ETA: 2s - loss: 2.2503e-04 - mse: 2.2503e-04 - mape: 1892.2252 - mae: 0.009 - ETA: 1s - loss: 2.1705e-04 - mse: 2.1705e-04 - mape: 1738.2172 - mae: 0.009 - ETA: 1s - loss: 2.1409e-04 - mse: 2.1409e-04 - mape: 1610.7603 - mae: 0.009 - ETA: 1s - loss: 2.1236e-04 - mse: 2.1236e-04 - mape: 1500.2198 - mae: 0.009 - ETA: 0s - loss: 2.0948e-04 - mse: 2.0948e-04 - mape: 1407.5497 - mae: 0.009 - ETA: 0s - loss: 2.0953e-04 - mse: 2.0953e-04 - mape: 1326.7416 - mae: 0.009 - ETA: 0s - loss: 2.0698e-04 - mse: 2.0698e-04 - mape: 1256.7866 - mae: 0.009 - ETA: 0s - loss: 2.1073e-04 - mse: 2.1073e-04 - mape: 1192.5729 - mae: 0.009 - 5s 578us/sample - loss: 2.0987e-04 - mse: 2.0987e-04 - mape: 1178.4231 - mae: 0.0092 - val_loss: 0.0347 - val_mse: 0.0347 - val_mape: 21.2781 - val_mae: 0.1477
+Epoch 7/10
+8820/8820 [==============================] - ETA: 4s - loss: 2.4127e-04 - mse: 2.4127e-04 - mape: 140.8118 - mae: 0.00 - ETA: 4s - loss: 1.9238e-04 - mse: 1.9238e-04 - mape: 150.9701 - mae: 0.00 - ETA: 3s - loss: 2.0875e-04 - mse: 2.0875e-04 - mape: 157.1971 - mae: 0.00 - ETA: 3s - loss: 2.0174e-04 - mse: 2.0174e-04 - mape: 152.1337 - mae: 0.00 - ETA: 3s - loss: 2.1407e-04 - mse: 2.1407e-04 - mape: 1887.8375 - mae: 0.008 - ETA: 3s - loss: 2.1179e-04 - mse: 2.1179e-04 - mape: 1602.5415 - mae: 0.008 - ETA: 2s - loss: 2.0813e-04 - mse: 2.0813e-04 - mape: 1392.3759 - mae: 0.008 - ETA: 2s - loss: 2.0265e-04 - mse: 2.0265e-04 - mape: 1235.6809 - mae: 0.007 - ETA: 2s - loss: 1.9928e-04 - mse: 1.9928e-04 - mape: 1112.4124 - mae: 0.007 - ETA: 2s - loss: 2.0381e-04 - mse: 2.0381e-04 - mape: 1015.8978 - mae: 0.007 - ETA: 1s - loss: 2.0227e-04 - mse: 2.0227e-04 - mape: 934.3051 - mae: 0.007 - ETA: 1s - loss: 2.0066e-04 - mse: 2.0066e-04 - mape: 867.4663 - mae: 0.00 - ETA: 1s - loss: 1.9983e-04 - mse: 1.9983e-04 - mape: 813.2725 - mae: 0.00 - ETA: 0s - loss: 1.9812e-04 - mse: 1.9812e-04 - mape: 766.9111 - mae: 0.00 - ETA: 0s - loss: 1.9734e-04 - mse: 1.9734e-04 - mape: 725.7250 - mae: 0.00 - ETA: 0s - loss: 1.9599e-04 - mse: 1.9599e-04 - mape: 689.8541 - mae: 0.00 - ETA: 0s - loss: 1.9578e-04 - mse: 1.9578e-04 - mape: 656.1947 - mae: 0.00 - 5s 573us/sample - loss: 1.9614e-04 - mse: 1.9614e-04 - mape: 648.7285 - mae: 0.0079 - val_loss: 0.0326 - val_mse: 0.0326 - val_mape: 20.5132 - val_mae: 0.1425
+Epoch 8/10
+8820/8820 [==============================] - ETA: 4s - loss: 2.2548e-04 - mse: 2.2548e-04 - mape: 120.4615 - mae: 0.00 - ETA: 4s - loss: 2.0962e-04 - mse: 2.0962e-04 - mape: 130.0525 - mae: 0.00 - ETA: 3s - loss: 1.8661e-04 - mse: 1.8661e-04 - mape: 3097.2976 - mae: 0.007 - ETA: 3s - loss: 1.9776e-04 - mse: 1.9776e-04 - mape: 2355.9509 - mae: 0.007 - ETA: 3s - loss: 1.9108e-04 - mse: 1.9108e-04 - mape: 1920.4470 - mae: 0.007 - ETA: 3s - loss: 1.9089e-04 - mse: 1.9089e-04 - mape: 1619.4613 - mae: 0.007 - ETA: 2s - loss: 1.8719e-04 - mse: 1.8719e-04 - mape: 1409.9950 - mae: 0.007 - ETA: 2s - loss: 1.9373e-04 - mse: 1.9373e-04 - mape: 1249.4686 - mae: 0.007 - ETA: 2s - loss: 2.0124e-04 - mse: 2.0124e-04 - mape: 1127.9044 - mae: 0.008 - ETA: 1s - loss: 2.0141e-04 - mse: 2.0141e-04 - mape: 1030.9094 - mae: 0.008 - ETA: 1s - loss: 2.0222e-04 - mse: 2.0222e-04 - mape: 954.0178 - mae: 0.008 - ETA: 1s - loss: 2.0129e-04 - mse: 2.0129e-04 - mape: 889.9642 - mae: 0.00 - ETA: 1s - loss: 2.0193e-04 - mse: 2.0193e-04 - mape: 832.1620 - mae: 0.00 - ETA: 0s - loss: 2.0374e-04 - mse: 2.0374e-04 - mape: 784.3092 - mae: 0.00 - ETA: 0s - loss: 2.0118e-04 - mse: 2.0118e-04 - mape: 746.6132 - mae: 0.00 - ETA: 0s - loss: 1.9660e-04 - mse: 1.9660e-04 - mape: 709.8732 - mae: 0.00 - ETA: 0s - loss: 1.9108e-04 - mse: 1.9108e-04 - mape: 679.1424 - mae: 0.00 - 5s 565us/sample - loss: 1.9128e-04 - mse: 1.9128e-04 - mape: 671.9071 - mae: 0.0078 - val_loss: 0.0306 - val_mse: 0.0306 - val_mape: 19.7529 - val_mae: 0.1373
+Epoch 9/10
+8820/8820 [==============================] - ETA: 4s - loss: 2.0007e-04 - mse: 2.0007e-04 - mape: 124.7095 - mae: 0.00 - ETA: 4s - loss: 2.0537e-04 - mse: 2.0537e-04 - mape: 160.9243 - mae: 0.00 - ETA: 3s - loss: 1.8657e-04 - mse: 1.8657e-04 - mape: 170.8084 - mae: 0.00 - ETA: 3s - loss: 1.8638e-04 - mse: 1.8638e-04 - mape: 172.0593 - mae: 0.00 - ETA: 3s - loss: 1.8372e-04 - mse: 1.8372e-04 - mape: 169.6326 - mae: 0.00 - ETA: 3s - loss: 1.8000e-04 - mse: 1.8000e-04 - mape: 169.9337 - mae: 0.00 - ETA: 2s - loss: 1.8095e-04 - mse: 1.8095e-04 - mape: 169.8052 - mae: 0.00 - ETA: 2s - loss: 1.8204e-04 - mse: 1.8204e-04 - mape: 168.8775 - mae: 0.00 - ETA: 2s - loss: 1.8342e-04 - mse: 1.8342e-04 - mape: 172.4206 - mae: 0.00 - ETA: 1s - loss: 1.8377e-04 - mse: 1.8377e-04 - mape: 175.0685 - mae: 0.00 - ETA: 1s - loss: 1.8551e-04 - mse: 1.8551e-04 - mape: 176.2034 - mae: 0.00 - ETA: 1s - loss: 1.8787e-04 - mse: 1.8787e-04 - mape: 175.1520 - mae: 0.00 - ETA: 1s - loss: 1.9141e-04 - mse: 1.9141e-04 - mape: 178.8069 - mae: 0.00 - ETA: 0s - loss: 1.8879e-04 - mse: 1.8879e-04 - mape: 174.6578 - mae: 0.00 - ETA: 0s - loss: 1.8465e-04 - mse: 1.8465e-04 - mape: 173.2696 - mae: 0.00 - ETA: 0s - loss: 1.8384e-04 - mse: 1.8384e-04 - mape: 737.5066 - mae: 0.00 - ETA: 0s - loss: 1.8091e-04 - mse: 1.8091e-04 - mape: 704.1077 - mae: 0.00 - 5s 560us/sample - loss: 1.8140e-04 - mse: 1.8140e-04 - mape: 696.4312 - mae: 0.0078 - val_loss: 0.0310 - val_mse: 0.0310 - val_mape: 19.9586 - val_mae: 0.1387
+Epoch 10/10
+8820/8820 [==============================] - ETA: 4s - loss: 1.4150e-04 - mse: 1.4150e-04 - mape: 164.0145 - mae: 0.00 - ETA: 4s - loss: 1.7666e-04 - mse: 1.7666e-04 - mape: 5282.9243 - mae: 0.007 - ETA: 3s - loss: 1.8920e-04 - mse: 1.8920e-04 - mape: 3582.0574 - mae: 0.007 - ETA: 3s - loss: 1.7735e-04 - mse: 1.7735e-04 - mape: 2726.6396 - mae: 0.007 - ETA: 3s - loss: 1.7705e-04 - mse: 1.7705e-04 - mape: 2223.2822 - mae: 0.007 - ETA: 3s - loss: 1.7554e-04 - mse: 1.7554e-04 - mape: 1875.3217 - mae: 0.007 - ETA: 2s - loss: 1.8424e-04 - mse: 1.8424e-04 - mape: 1626.7263 - mae: 0.007 - ETA: 2s - loss: 1.8542e-04 - mse: 1.8542e-04 - mape: 1446.6373 - mae: 0.007 - ETA: 2s - loss: 1.7961e-04 - mse: 1.7961e-04 - mape: 1303.1857 - mae: 0.007 - ETA: 1s - loss: 1.8254e-04 - mse: 1.8254e-04 - mape: 1190.0872 - mae: 0.007 - ETA: 1s - loss: 1.7892e-04 - mse: 1.7892e-04 - mape: 1095.2633 - mae: 0.007 - ETA: 1s - loss: 1.7681e-04 - mse: 1.7681e-04 - mape: 1017.7807 - mae: 0.007 - ETA: 1s - loss: 1.7744e-04 - mse: 1.7744e-04 - mape: 950.0903 - mae: 0.007 - ETA: 0s - loss: 1.7543e-04 - mse: 1.7543e-04 - mape: 894.6146 - mae: 0.00 - ETA: 0s - loss: 1.7484e-04 - mse: 1.7484e-04 - mape: 844.6302 - mae: 0.00 - ETA: 0s - loss: 1.7410e-04 - mse: 1.7410e-04 - mape: 801.0661 - mae: 0.00 - ETA: 0s - loss: 1.7507e-04 - mse: 1.7507e-04 - mape: 762.9048 - mae: 0.00 - 5s 563us/sample - loss: 1.7637e-04 - mse: 1.7637e-04 - mape: 754.5165 - mae: 0.0076 - val_loss: 0.0297 - val_mse: 0.0297 - val_mape: 19.4618 - val_mae: 0.1354
+Validation Loss (MSE) from Last Epoch: 0.02968142456850227; Learning Rate:0.0001; Number of Units in each LSTM Layer: 128
+Compilation Time :  0.046080827713012695
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 48s - loss: 0.0189 - mse: 0.0189 - mape: 99.0338 - mae: 0.06 - ETA: 25s - loss: 0.0176 - mse: 0.0176 - mape: 95.6800 - mae: 0.06 - ETA: 17s - loss: 0.0158 - mse: 0.0158 - mape: 93.2268 - mae: 0.05 - ETA: 13s - loss: 0.0160 - mse: 0.0160 - mape: 91.1972 - mae: 0.05 - ETA: 10s - loss: 0.0158 - mse: 0.0158 - mape: 89.4008 - mae: 0.05 - ETA: 8s - loss: 0.0162 - mse: 0.0162 - mape: 87.8528 - mae: 0.0588 - ETA: 7s - loss: 0.0158 - mse: 0.0158 - mape: 87.2756 - mae: 0.057 - ETA: 6s - loss: 0.0155 - mse: 0.0155 - mape: 86.3622 - mae: 0.057 - ETA: 5s - loss: 0.0154 - mse: 0.0154 - mape: 85.8645 - mae: 0.057 - ETA: 4s - loss: 0.0157 - mse: 0.0157 - mape: 391.0299 - mae: 0.05 - ETA: 3s - loss: 0.0160 - mse: 0.0160 - mape: 364.4648 - mae: 0.05 - ETA: 2s - loss: 0.0160 - mse: 0.0160 - mape: 341.8003 - mae: 0.05 - ETA: 2s - loss: 0.0158 - mse: 0.0158 - mape: 322.8875 - mae: 0.05 - ETA: 1s - loss: 0.0160 - mse: 0.0160 - mape: 306.7790 - mae: 0.05 - ETA: 1s - loss: 0.0159 - mse: 0.0159 - mape: 295.1570 - mae: 0.05 - ETA: 0s - loss: 0.0158 - mse: 0.0158 - mape: 283.8855 - mae: 0.05 - ETA: 0s - loss: 0.0157 - mse: 0.0157 - mape: 275.3431 - mae: 0.05 - 10s 1ms/sample - loss: 0.0157 - mse: 0.0157 - mape: 273.1328 - mae: 0.0576 - val_loss: 0.3681 - val_mse: 0.3681 - val_mape: 97.6159 - val_mae: 0.5865
+Epoch 2/10
+8820/8820 [==============================] - ETA: 5s - loss: 0.0126 - mse: 0.0126 - mape: 111.2230 - mae: 0.04 - ETA: 4s - loss: 0.0133 - mse: 0.0133 - mape: 140.1394 - mae: 0.05 - ETA: 4s - loss: 0.0137 - mse: 0.0137 - mape: 141.0530 - mae: 0.05 - ETA: 4s - loss: 0.0137 - mse: 0.0137 - mape: 140.0692 - mae: 0.05 - ETA: 3s - loss: 0.0138 - mse: 0.0138 - mape: 140.4542 - mae: 0.05 - ETA: 3s - loss: 0.0139 - mse: 0.0139 - mape: 147.1461 - mae: 0.05 - ETA: 3s - loss: 0.0145 - mse: 0.0145 - mape: 153.7974 - mae: 0.05 - ETA: 2s - loss: 0.0148 - mse: 0.0148 - mape: 163.7676 - mae: 0.05 - ETA: 2s - loss: 0.0151 - mse: 0.0151 - mape: 1498.9635 - mae: 0.055 - ETA: 2s - loss: 0.0149 - mse: 0.0149 - mape: 1369.3248 - mae: 0.055 - ETA: 1s - loss: 0.0149 - mse: 0.0149 - mape: 1262.7964 - mae: 0.055 - ETA: 1s - loss: 0.0147 - mse: 0.0147 - mape: 1174.8636 - mae: 0.055 - ETA: 1s - loss: 0.0146 - mse: 0.0146 - mape: 1103.2196 - mae: 0.054 - ETA: 1s - loss: 0.0146 - mse: 0.0146 - mape: 1044.6930 - mae: 0.054 - ETA: 0s - loss: 0.0144 - mse: 0.0144 - mape: 994.6392 - mae: 0.054 - ETA: 0s - loss: 0.0143 - mse: 0.0143 - mape: 957.6819 - mae: 0.05 - ETA: 0s - loss: 0.0142 - mse: 0.0142 - mape: 921.0898 - mae: 0.05 - 6s 666us/sample - loss: 0.0141 - mse: 0.0141 - mape: 913.4339 - mae: 0.0542 - val_loss: 0.3121 - val_mse: 0.3121 - val_mape: 89.5308 - val_mae: 0.5390
+Epoch 3/10
+8820/8820 [==============================] - ETA: 5s - loss: 0.0125 - mse: 0.0125 - mape: 528.6894 - mae: 0.05 - ETA: 5s - loss: 0.0117 - mse: 0.0117 - mape: 462.0478 - mae: 0.05 - ETA: 4s - loss: 0.0118 - mse: 0.0118 - mape: 485.0704 - mae: 0.05 - ETA: 4s - loss: 0.0115 - mse: 0.0115 - mape: 490.2980 - mae: 0.05 - ETA: 4s - loss: 0.0115 - mse: 0.0115 - mape: 492.1403 - mae: 0.05 - ETA: 3s - loss: 0.0108 - mse: 0.0108 - mape: 507.5687 - mae: 0.05 - ETA: 3s - loss: 0.0105 - mse: 0.0105 - mape: 5395.3291 - mae: 0.050 - ETA: 3s - loss: 0.0104 - mse: 0.0104 - mape: 4801.9604 - mae: 0.050 - ETA: 2s - loss: 0.0104 - mse: 0.0104 - mape: 4355.5684 - mae: 0.050 - ETA: 2s - loss: 0.0102 - mse: 0.0102 - mape: 3995.9082 - mae: 0.050 - ETA: 2s - loss: 0.0100 - mse: 0.0100 - mape: 3715.1343 - mae: 0.050 - ETA: 1s - loss: 0.0099 - mse: 0.0099 - mape: 3485.1533 - mae: 0.051 - ETA: 1s - loss: 0.0096 - mse: 0.0096 - mape: 3306.4045 - mae: 0.050 - ETA: 1s - loss: 0.0093 - mse: 0.0093 - mape: 3164.4919 - mae: 0.050 - ETA: 0s - loss: 0.0091 - mse: 0.0091 - mape: 3042.3428 - mae: 0.051 - ETA: 0s - loss: 0.0088 - mse: 0.0088 - mape: 2949.7415 - mae: 0.050 - ETA: 0s - loss: 0.0085 - mse: 0.0085 - mape: 2863.1086 - mae: 0.050 - 6s 687us/sample - loss: 0.0085 - mse: 0.0085 - mape: 2844.5920 - mae: 0.0508 - val_loss: 0.1193 - val_mse: 0.1193 - val_mape: 50.4941 - val_mae: 0.3180
+Epoch 4/10
+8820/8820 [==============================] - ETA: 5s - loss: 0.0034 - mse: 0.0034 - mape: 2050.6707 - mae: 0.051 - ETA: 5s - loss: 0.0035 - mse: 0.0035 - mape: 2398.3247 - mae: 0.052 - ETA: 4s - loss: 0.0035 - mse: 0.0035 - mape: 2341.3655 - mae: 0.053 - ETA: 4s - loss: 0.0036 - mse: 0.0036 - mape: 2195.3152 - mae: 0.054 - ETA: 4s - loss: 0.0036 - mse: 0.0036 - mape: 2144.8257 - mae: 0.054 - ETA: 3s - loss: 0.0036 - mse: 0.0036 - mape: 2131.2908 - mae: 0.054 - ETA: 3s - loss: 0.0035 - mse: 0.0035 - mape: 2113.9167 - mae: 0.054 - ETA: 3s - loss: 0.0034 - mse: 0.0034 - mape: 2115.1372 - mae: 0.054 - ETA: 2s - loss: 0.0033 - mse: 0.0033 - mape: 2078.4294 - mae: 0.053 - ETA: 2s - loss: 0.0032 - mse: 0.0032 - mape: 9287.6816 - mae: 0.052 - ETA: 2s - loss: 0.0031 - mse: 0.0031 - mape: 8576.5713 - mae: 0.051 - ETA: 1s - loss: 0.0030 - mse: 0.0030 - mape: 7980.3579 - mae: 0.050 - ETA: 1s - loss: 0.0029 - mse: 0.0029 - mape: 7490.5283 - mae: 0.049 - ETA: 1s - loss: 0.0028 - mse: 0.0028 - mape: 7038.6616 - mae: 0.048 - ETA: 0s - loss: 0.0027 - mse: 0.0027 - mape: 6625.7573 - mae: 0.046 - ETA: 0s - loss: 0.0026 - mse: 0.0026 - mape: 6273.9458 - mae: 0.045 - ETA: 0s - loss: 0.0025 - mse: 0.0025 - mape: 5960.1187 - mae: 0.044 - 6s 702us/sample - loss: 0.0025 - mse: 0.0025 - mape: 5895.8677 - mae: 0.0443 - val_loss: 0.0581 - val_mse: 0.0581 - val_mape: 31.8626 - val_mae: 0.2094
+Epoch 5/10
+8820/8820 [==============================] - ETA: 5s - loss: 9.2375e-04 - mse: 9.2375e-04 - mape: 758.2440 - mae: 0.02 - ETA: 5s - loss: 8.3439e-04 - mse: 8.3439e-04 - mape: 832.2929 - mae: 0.02 - ETA: 4s - loss: 7.5822e-04 - mse: 7.5822e-04 - mape: 815.4558 - mae: 0.02 - ETA: 4s - loss: 7.2525e-04 - mse: 7.2525e-04 - mape: 785.0354 - mae: 0.02 - ETA: 4s - loss: 6.6313e-04 - mse: 6.6313e-04 - mape: 770.5029 - mae: 0.02 - ETA: 3s - loss: 6.1015e-04 - mse: 6.1015e-04 - mape: 741.2703 - mae: 0.01 - ETA: 3s - loss: 5.7695e-04 - mse: 5.7695e-04 - mape: 734.4347 - mae: 0.01 - ETA: 3s - loss: 5.5122e-04 - mse: 5.5122e-04 - mape: 707.1573 - mae: 0.01 - ETA: 2s - loss: 5.2039e-04 - mse: 5.2039e-04 - mape: 682.8042 - mae: 0.01 - ETA: 2s - loss: 4.9559e-04 - mse: 4.9559e-04 - mape: 678.5579 - mae: 0.01 - ETA: 2s - loss: 4.7609e-04 - mse: 4.7609e-04 - mape: 2753.3228 - mae: 0.017 - ETA: 1s - loss: 4.5797e-04 - mse: 4.5797e-04 - mape: 2563.6846 - mae: 0.017 - ETA: 1s - loss: 4.3902e-04 - mse: 4.3902e-04 - mape: 2395.6521 - mae: 0.016 - ETA: 1s - loss: 4.2574e-04 - mse: 4.2574e-04 - mape: 2253.3735 - mae: 0.016 - ETA: 0s - loss: 4.1208e-04 - mse: 4.1208e-04 - mape: 2124.7847 - mae: 0.015 - ETA: 0s - loss: 3.9878e-04 - mse: 3.9878e-04 - mape: 2010.5615 - mae: 0.015 - ETA: 0s - loss: 3.8811e-04 - mse: 3.8811e-04 - mape: 1908.3656 - mae: 0.015 - 6s 701us/sample - loss: 3.8518e-04 - mse: 3.8518e-04 - mape: 1886.7112 - mae: 0.0152 - val_loss: 0.0277 - val_mse: 0.0277 - val_mape: 18.7331 - val_mae: 0.1303
+Epoch 6/10
+8820/8820 [==============================] - ETA: 5s - loss: 1.5631e-04 - mse: 1.5631e-04 - mape: 262.5977 - mae: 0.00 - ETA: 5s - loss: 1.7840e-04 - mse: 1.7840e-04 - mape: 248.5409 - mae: 0.00 - ETA: 4s - loss: 1.7442e-04 - mse: 1.7442e-04 - mape: 233.5945 - mae: 0.00 - ETA: 4s - loss: 1.7875e-04 - mse: 1.7875e-04 - mape: 230.6934 - mae: 0.00 - ETA: 4s - loss: 1.8150e-04 - mse: 1.8150e-04 - mape: 217.4793 - mae: 0.00 - ETA: 3s - loss: 1.7854e-04 - mse: 1.7854e-04 - mape: 211.0695 - mae: 0.00 - ETA: 3s - loss: 1.8080e-04 - mse: 1.8080e-04 - mape: 202.8444 - mae: 0.00 - ETA: 3s - loss: 1.8436e-04 - mse: 1.8436e-04 - mape: 194.6491 - mae: 0.00 - ETA: 2s - loss: 1.8214e-04 - mse: 1.8214e-04 - mape: 189.3949 - mae: 0.00 - ETA: 2s - loss: 1.8002e-04 - mse: 1.8002e-04 - mape: 187.5117 - mae: 0.00 - ETA: 2s - loss: 1.7914e-04 - mse: 1.7914e-04 - mape: 181.2877 - mae: 0.00 - ETA: 1s - loss: 1.8508e-04 - mse: 1.8508e-04 - mape: 175.7805 - mae: 0.00 - ETA: 1s - loss: 1.8433e-04 - mse: 1.8433e-04 - mape: 173.0408 - mae: 0.00 - ETA: 1s - loss: 1.8852e-04 - mse: 1.8852e-04 - mape: 169.6307 - mae: 0.00 - ETA: 0s - loss: 1.8758e-04 - mse: 1.8758e-04 - mape: 624.8320 - mae: 0.00 - ETA: 0s - loss: 1.8734e-04 - mse: 1.8734e-04 - mape: 594.2189 - mae: 0.00 - ETA: 0s - loss: 1.9133e-04 - mse: 1.9133e-04 - mape: 565.7902 - mae: 0.00 - 6s 685us/sample - loss: 1.9048e-04 - mse: 1.9048e-04 - mape: 560.1140 - mae: 0.0079 - val_loss: 0.0237 - val_mse: 0.0237 - val_mape: 16.9039 - val_mae: 0.1179
+Epoch 7/10
+8820/8820 [==============================] - ETA: 5s - loss: 1.4303e-04 - mse: 1.4303e-04 - mape: 118.3834 - mae: 0.00 - ETA: 5s - loss: 1.3135e-04 - mse: 1.3135e-04 - mape: 119.2255 - mae: 0.00 - ETA: 4s - loss: 1.3587e-04 - mse: 1.3587e-04 - mape: 119.6249 - mae: 0.00 - ETA: 4s - loss: 1.4290e-04 - mse: 1.4290e-04 - mape: 121.1508 - mae: 0.00 - ETA: 4s - loss: 1.4593e-04 - mse: 1.4593e-04 - mape: 1454.2472 - mae: 0.006 - ETA: 3s - loss: 1.4711e-04 - mse: 1.4711e-04 - mape: 1230.5096 - mae: 0.006 - ETA: 3s - loss: 1.5708e-04 - mse: 1.5708e-04 - mape: 1067.3927 - mae: 0.006 - ETA: 3s - loss: 1.6020e-04 - mse: 1.6020e-04 - mape: 944.9573 - mae: 0.006 - ETA: 2s - loss: 1.5615e-04 - mse: 1.5615e-04 - mape: 852.0832 - mae: 0.00 - ETA: 2s - loss: 1.5817e-04 - mse: 1.5817e-04 - mape: 778.7773 - mae: 0.00 - ETA: 2s - loss: 1.5846e-04 - mse: 1.5846e-04 - mape: 718.0583 - mae: 0.00 - ETA: 1s - loss: 1.6153e-04 - mse: 1.6153e-04 - mape: 666.9999 - mae: 0.00 - ETA: 1s - loss: 1.5829e-04 - mse: 1.5829e-04 - mape: 624.6094 - mae: 0.00 - ETA: 1s - loss: 1.6307e-04 - mse: 1.6307e-04 - mape: 588.4600 - mae: 0.00 - ETA: 0s - loss: 1.6277e-04 - mse: 1.6277e-04 - mape: 558.0721 - mae: 0.00 - ETA: 0s - loss: 1.6468e-04 - mse: 1.6468e-04 - mape: 532.3447 - mae: 0.00 - ETA: 0s - loss: 1.6729e-04 - mse: 1.6729e-04 - mape: 507.2576 - mae: 0.00 - 6s 685us/sample - loss: 1.6772e-04 - mse: 1.6772e-04 - mape: 502.2332 - mae: 0.0069 - val_loss: 0.0254 - val_mse: 0.0254 - val_mape: 17.6784 - val_mae: 0.1232
+Epoch 8/10
+8820/8820 [==============================] - ETA: 5s - loss: 1.4573e-04 - mse: 1.4573e-04 - mape: 144.3447 - mae: 0.00 - ETA: 5s - loss: 1.4957e-04 - mse: 1.4957e-04 - mape: 164.1175 - mae: 0.00 - ETA: 4s - loss: 1.4877e-04 - mse: 1.4877e-04 - mape: 152.0627 - mae: 0.00 - ETA: 4s - loss: 1.5674e-04 - mse: 1.5674e-04 - mape: 142.4490 - mae: 0.00 - ETA: 4s - loss: 1.6114e-04 - mse: 1.6114e-04 - mape: 135.7603 - mae: 0.00 - ETA: 3s - loss: 1.5846e-04 - mse: 1.5846e-04 - mape: 129.5799 - mae: 0.00 - ETA: 3s - loss: 1.5504e-04 - mse: 1.5504e-04 - mape: 129.3163 - mae: 0.00 - ETA: 3s - loss: 1.5583e-04 - mse: 1.5583e-04 - mape: 957.4312 - mae: 0.00 - ETA: 2s - loss: 1.5646e-04 - mse: 1.5646e-04 - mape: 864.6508 - mae: 0.00 - ETA: 2s - loss: 1.5756e-04 - mse: 1.5756e-04 - mape: 790.6119 - mae: 0.00 - ETA: 2s - loss: 1.5447e-04 - mse: 1.5447e-04 - mape: 731.2187 - mae: 0.00 - ETA: 1s - loss: 1.5580e-04 - mse: 1.5580e-04 - mape: 682.2863 - mae: 0.00 - ETA: 1s - loss: 1.5420e-04 - mse: 1.5420e-04 - mape: 640.1542 - mae: 0.00 - ETA: 1s - loss: 1.5198e-04 - mse: 1.5198e-04 - mape: 603.9738 - mae: 0.00 - ETA: 0s - loss: 1.5074e-04 - mse: 1.5074e-04 - mape: 572.4668 - mae: 0.00 - ETA: 0s - loss: 1.5213e-04 - mse: 1.5213e-04 - mape: 544.7849 - mae: 0.00 - ETA: 0s - loss: 1.5258e-04 - mse: 1.5258e-04 - mape: 519.5640 - mae: 0.00 - 6s 700us/sample - loss: 1.5294e-04 - mse: 1.5294e-04 - mape: 515.1897 - mae: 0.0069 - val_loss: 0.0265 - val_mse: 0.0265 - val_mape: 18.1814 - val_mae: 0.1266
+Epoch 9/10
+8820/8820 [==============================] - ETA: 5s - loss: 1.8207e-04 - mse: 1.8207e-04 - mape: 126.0293 - mae: 0.00 - ETA: 5s - loss: 1.4958e-04 - mse: 1.4958e-04 - mape: 127.0153 - mae: 0.00 - ETA: 4s - loss: 1.5016e-04 - mse: 1.5016e-04 - mape: 121.1993 - mae: 0.00 - ETA: 4s - loss: 1.4208e-04 - mse: 1.4208e-04 - mape: 123.4112 - mae: 0.00 - ETA: 4s - loss: 1.3425e-04 - mse: 1.3425e-04 - mape: 128.2310 - mae: 0.00 - ETA: 3s - loss: 1.3997e-04 - mse: 1.3997e-04 - mape: 127.7750 - mae: 0.00 - ETA: 3s - loss: 1.4271e-04 - mse: 1.4271e-04 - mape: 126.8526 - mae: 0.00 - ETA: 3s - loss: 1.4367e-04 - mse: 1.4367e-04 - mape: 128.6920 - mae: 0.00 - ETA: 2s - loss: 1.4897e-04 - mse: 1.4897e-04 - mape: 127.7952 - mae: 0.00 - ETA: 2s - loss: 1.4499e-04 - mse: 1.4499e-04 - mape: 127.8518 - mae: 0.00 - ETA: 2s - loss: 1.4697e-04 - mse: 1.4697e-04 - mape: 126.0839 - mae: 0.00 - ETA: 1s - loss: 1.4793e-04 - mse: 1.4793e-04 - mape: 126.4057 - mae: 0.00 - ETA: 1s - loss: 1.4802e-04 - mse: 1.4802e-04 - mape: 128.2875 - mae: 0.00 - ETA: 1s - loss: 1.4832e-04 - mse: 1.4832e-04 - mape: 132.2654 - mae: 0.00 - ETA: 0s - loss: 1.4776e-04 - mse: 1.4776e-04 - mape: 131.9229 - mae: 0.00 - ETA: 0s - loss: 1.4897e-04 - mse: 1.4897e-04 - mape: 131.7539 - mae: 0.00 - ETA: 0s - loss: 1.4947e-04 - mse: 1.4947e-04 - mape: 524.7307 - mae: 0.00 - 6s 709us/sample - loss: 1.4973e-04 - mse: 1.4973e-04 - mape: 519.2779 - mae: 0.0067 - val_loss: 0.0255 - val_mse: 0.0255 - val_mape: 17.7687 - val_mae: 0.1238
+Epoch 10/10
+8820/8820 [==============================] - ETA: 5s - loss: 1.2748e-04 - mse: 1.2748e-04 - mape: 129.2602 - mae: 0.00 - ETA: 5s - loss: 1.4293e-04 - mse: 1.4293e-04 - mape: 123.7592 - mae: 0.00 - ETA: 4s - loss: 1.4468e-04 - mse: 1.4468e-04 - mape: 126.1627 - mae: 0.00 - ETA: 4s - loss: 1.5454e-04 - mse: 1.5454e-04 - mape: 120.7166 - mae: 0.00 - ETA: 4s - loss: 1.5291e-04 - mse: 1.5291e-04 - mape: 120.4921 - mae: 0.00 - ETA: 3s - loss: 1.5876e-04 - mse: 1.5876e-04 - mape: 118.7841 - mae: 0.00 - ETA: 3s - loss: 1.5110e-04 - mse: 1.5110e-04 - mape: 121.7714 - mae: 0.00 - ETA: 3s - loss: 1.5315e-04 - mse: 1.5315e-04 - mape: 120.5342 - mae: 0.00 - ETA: 2s - loss: 1.5237e-04 - mse: 1.5237e-04 - mape: 840.4348 - mae: 0.00 - ETA: 2s - loss: 1.5521e-04 - mse: 1.5521e-04 - mape: 770.3978 - mae: 0.00 - ETA: 2s - loss: 1.5963e-04 - mse: 1.5963e-04 - mape: 709.2372 - mae: 0.00 - ETA: 1s - loss: 1.6025e-04 - mse: 1.6025e-04 - mape: 659.3381 - mae: 0.00 - ETA: 1s - loss: 1.5867e-04 - mse: 1.5867e-04 - mape: 617.8397 - mae: 0.00 - ETA: 1s - loss: 1.5669e-04 - mse: 1.5669e-04 - mape: 581.2806 - mae: 0.00 - ETA: 0s - loss: 1.5694e-04 - mse: 1.5694e-04 - mape: 549.2515 - mae: 0.00 - ETA: 0s - loss: 1.5535e-04 - mse: 1.5535e-04 - mape: 522.5901 - mae: 0.00 - ETA: 0s - loss: 1.5393e-04 - mse: 1.5393e-04 - mape: 498.9047 - mae: 0.00 - 6s 699us/sample - loss: 1.5329e-04 - mse: 1.5329e-04 - mape: 494.0941 - mae: 0.0065 - val_loss: 0.0239 - val_mse: 0.0239 - val_mape: 17.0808 - val_mae: 0.1190
+Validation Loss (MSE) from Last Epoch: 0.023860557498980542; Learning Rate:0.0001; Number of Units in each LSTM Layer: 160
+Compilation Time :  0.046133995056152344
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 48s - loss: 0.0144 - mse: 0.0144 - mape: 102.9327 - mae: 0.057 - ETA: 25s - loss: 0.0149 - mse: 0.0149 - mape: 99.4825 - mae: 0.057 - ETA: 18s - loss: 0.0147 - mse: 0.0147 - mape: 96.4672 - mae: 0.05 - ETA: 13s - loss: 0.0154 - mse: 0.0154 - mape: 94.1335 - mae: 0.05 - ETA: 11s - loss: 0.0157 - mse: 0.0157 - mape: 93.0603 - mae: 0.05 - ETA: 9s - loss: 0.0155 - mse: 0.0155 - mape: 91.2295 - mae: 0.0578 - ETA: 7s - loss: 0.0156 - mse: 0.0156 - mape: 90.2601 - mae: 0.057 - ETA: 6s - loss: 0.0155 - mse: 0.0155 - mape: 89.4155 - mae: 0.057 - ETA: 5s - loss: 0.0153 - mse: 0.0153 - mape: 89.9628 - mae: 0.056 - ETA: 4s - loss: 0.0155 - mse: 0.0155 - mape: 89.6194 - mae: 0.056 - ETA: 3s - loss: 0.0153 - mse: 0.0153 - mape: 422.4625 - mae: 0.05 - ETA: 3s - loss: 0.0156 - mse: 0.0156 - mape: 395.8763 - mae: 0.05 - ETA: 2s - loss: 0.0158 - mse: 0.0158 - mape: 373.0027 - mae: 0.05 - ETA: 1s - loss: 0.0158 - mse: 0.0158 - mape: 352.9390 - mae: 0.05 - ETA: 1s - loss: 0.0158 - mse: 0.0158 - mape: 336.5826 - mae: 0.05 - ETA: 0s - loss: 0.0157 - mse: 0.0157 - mape: 321.7602 - mae: 0.05 - ETA: 0s - loss: 0.0156 - mse: 0.0156 - mape: 309.2772 - mae: 0.05 - 10s 1ms/sample - loss: 0.0156 - mse: 0.0156 - mape: 307.2849 - mae: 0.0573 - val_loss: 0.3550 - val_mse: 0.3550 - val_mape: 95.8234 - val_mae: 0.5759
+Epoch 2/10
+8820/8820 [==============================] - ETA: 6s - loss: 0.0126 - mse: 0.0126 - mape: 135.3327 - mae: 0.05 - ETA: 5s - loss: 0.0120 - mse: 0.0120 - mape: 134.2196 - mae: 0.04 - ETA: 5s - loss: 0.0124 - mse: 0.0124 - mape: 143.2996 - mae: 0.05 - ETA: 5s - loss: 0.0128 - mse: 0.0128 - mape: 147.1761 - mae: 0.05 - ETA: 4s - loss: 0.0132 - mse: 0.0132 - mape: 153.5818 - mae: 0.05 - ETA: 4s - loss: 0.0136 - mse: 0.0136 - mape: 159.4482 - mae: 0.05 - ETA: 3s - loss: 0.0136 - mse: 0.0136 - mape: 164.4161 - mae: 0.05 - ETA: 3s - loss: 0.0135 - mse: 0.0135 - mape: 163.9570 - mae: 0.05 - ETA: 3s - loss: 0.0135 - mse: 0.0135 - mape: 179.0977 - mae: 0.05 - ETA: 2s - loss: 0.0136 - mse: 0.0136 - mape: 192.3872 - mae: 0.05 - ETA: 2s - loss: 0.0138 - mse: 0.0138 - mape: 1636.4279 - mae: 0.053 - ETA: 2s - loss: 0.0136 - mse: 0.0136 - mape: 1523.6016 - mae: 0.053 - ETA: 1s - loss: 0.0133 - mse: 0.0133 - mape: 1430.9896 - mae: 0.052 - ETA: 1s - loss: 0.0131 - mse: 0.0131 - mape: 1359.9159 - mae: 0.052 - ETA: 0s - loss: 0.0129 - mse: 0.0129 - mape: 1296.8837 - mae: 0.052 - ETA: 0s - loss: 0.0128 - mse: 0.0128 - mape: 1237.4216 - mae: 0.052 - ETA: 0s - loss: 0.0126 - mse: 0.0126 - mape: 1188.5017 - mae: 0.051 - 7s 808us/sample - loss: 0.0126 - mse: 0.0126 - mape: 1177.9927 - mae: 0.0520 - val_loss: 0.2412 - val_mse: 0.2412 - val_mape: 77.8664 - val_mae: 0.4714
+Epoch 3/10
+8820/8820 [==============================] - ETA: 6s - loss: 0.0089 - mse: 0.0089 - mape: 486.7004 - mae: 0.04 - ETA: 6s - loss: 0.0089 - mse: 0.0089 - mape: 596.1840 - mae: 0.04 - ETA: 5s - loss: 0.0086 - mse: 0.0086 - mape: 620.1766 - mae: 0.04 - ETA: 5s - loss: 0.0079 - mse: 0.0079 - mape: 663.6277 - mae: 0.04 - ETA: 4s - loss: 0.0076 - mse: 0.0076 - mape: 695.0153 - mae: 0.04 - ETA: 4s - loss: 0.0072 - mse: 0.0072 - mape: 726.9106 - mae: 0.04 - ETA: 4s - loss: 0.0068 - mse: 0.0068 - mape: 752.5807 - mae: 0.04 - ETA: 3s - loss: 0.0065 - mse: 0.0065 - mape: 800.3163 - mae: 0.04 - ETA: 3s - loss: 0.0062 - mse: 0.0062 - mape: 866.2632 - mae: 0.04 - ETA: 2s - loss: 0.0058 - mse: 0.0058 - mape: 939.2831 - mae: 0.04 - ETA: 2s - loss: 0.0055 - mse: 0.0055 - mape: 1022.1426 - mae: 0.044 - ETA: 2s - loss: 0.0053 - mse: 0.0053 - mape: 1070.4435 - mae: 0.044 - ETA: 1s - loss: 0.0051 - mse: 0.0051 - mape: 1142.7758 - mae: 0.044 - ETA: 1s - loss: 0.0049 - mse: 0.0049 - mape: 1183.8770 - mae: 0.045 - ETA: 0s - loss: 0.0048 - mse: 0.0048 - mape: 7711.1396 - mae: 0.045 - ETA: 0s - loss: 0.0046 - mse: 0.0046 - mape: 7329.1597 - mae: 0.045 - ETA: 0s - loss: 0.0045 - mse: 0.0045 - mape: 7042.1187 - mae: 0.045 - 7s 821us/sample - loss: 0.0045 - mse: 0.0045 - mape: 6967.2769 - mae: 0.0458 - val_loss: 0.0665 - val_mse: 0.0665 - val_mape: 32.4260 - val_mae: 0.2181
+Epoch 4/10
+8820/8820 [==============================] - ETA: 6s - loss: 0.0020 - mse: 0.0020 - mape: 1399.0027 - mae: 0.043 - ETA: 6s - loss: 0.0019 - mse: 0.0019 - mape: 1538.4858 - mae: 0.041 - ETA: 5s - loss: 0.0018 - mse: 0.0018 - mape: 1532.4115 - mae: 0.040 - ETA: 5s - loss: 0.0017 - mse: 0.0017 - mape: 18138.5957 - mae: 0.03 - ETA: 5s - loss: 0.0016 - mse: 0.0016 - mape: 14739.2734 - mae: 0.03 - ETA: 4s - loss: 0.0015 - mse: 0.0015 - mape: 12507.8594 - mae: 0.03 - ETA: 4s - loss: 0.0014 - mse: 0.0014 - mape: 10838.7393 - mae: 0.03 - ETA: 3s - loss: 0.0013 - mse: 0.0013 - mape: 9587.5420 - mae: 0.0323 - ETA: 3s - loss: 0.0012 - mse: 0.0012 - mape: 8599.5781 - mae: 0.030 - ETA: 2s - loss: 0.0012 - mse: 0.0012 - mape: 7808.3193 - mae: 0.029 - ETA: 2s - loss: 0.0011 - mse: 0.0011 - mape: 7162.1777 - mae: 0.028 - ETA: 2s - loss: 0.0011 - mse: 0.0011 - mape: 6614.3638 - mae: 0.027 - ETA: 1s - loss: 0.0010 - mse: 0.0010 - mape: 6152.4766 - mae: 0.026 - ETA: 1s - loss: 9.8802e-04 - mse: 9.8802e-04 - mape: 5750.3618 - mae: 0.025 - ETA: 0s - loss: 9.4716e-04 - mse: 9.4716e-04 - mape: 5404.0986 - mae: 0.025 - ETA: 0s - loss: 9.0893e-04 - mse: 9.0893e-04 - mape: 5092.0791 - mae: 0.024 - ETA: 0s - loss: 8.7724e-04 - mse: 8.7724e-04 - mape: 4822.3008 - mae: 0.023 - 7s 845us/sample - loss: 8.6901e-04 - mse: 8.6901e-04 - mape: 4763.6533 - mae: 0.0235 - val_loss: 0.0387 - val_mse: 0.0387 - val_mape: 23.0202 - val_mae: 0.1587
+Epoch 5/10
+8820/8820 [==============================] - ETA: 6s - loss: 2.5028e-04 - mse: 2.5028e-04 - mape: 359.9145 - mae: 0.01 - ETA: 6s - loss: 2.3146e-04 - mse: 2.3146e-04 - mape: 389.2316 - mae: 0.01 - ETA: 5s - loss: 2.1441e-04 - mse: 2.1441e-04 - mape: 388.8714 - mae: 0.01 - ETA: 5s - loss: 2.1983e-04 - mse: 2.1983e-04 - mape: 377.2393 - mae: 0.01 - ETA: 4s - loss: 2.2250e-04 - mse: 2.2250e-04 - mape: 365.7441 - mae: 0.01 - ETA: 4s - loss: 2.2110e-04 - mse: 2.2110e-04 - mape: 368.8709 - mae: 0.01 - ETA: 4s - loss: 2.1912e-04 - mse: 2.1912e-04 - mape: 356.7495 - mae: 0.01 - ETA: 3s - loss: 2.1554e-04 - mse: 2.1554e-04 - mape: 340.5752 - mae: 0.01 - ETA: 3s - loss: 2.1040e-04 - mse: 2.1040e-04 - mape: 1964.7732 - mae: 0.009 - ETA: 2s - loss: 2.0685e-04 - mse: 2.0685e-04 - mape: 1789.5046 - mae: 0.009 - ETA: 2s - loss: 2.0477e-04 - mse: 2.0477e-04 - mape: 1641.3983 - mae: 0.009 - ETA: 2s - loss: 2.0373e-04 - mse: 2.0373e-04 - mape: 1519.9965 - mae: 0.009 - ETA: 1s - loss: 2.0164e-04 - mse: 2.0164e-04 - mape: 1416.8708 - mae: 0.009 - ETA: 1s - loss: 1.9890e-04 - mse: 1.9890e-04 - mape: 1328.0546 - mae: 0.009 - ETA: 0s - loss: 1.9874e-04 - mse: 1.9874e-04 - mape: 1248.7820 - mae: 0.009 - ETA: 0s - loss: 1.9856e-04 - mse: 1.9856e-04 - mape: 1181.3678 - mae: 0.009 - ETA: 0s - loss: 1.9686e-04 - mse: 1.9686e-04 - mape: 1120.4629 - mae: 0.009 - 7s 818us/sample - loss: 1.9682e-04 - mse: 1.9682e-04 - mape: 1107.0430 - mae: 0.0090 - val_loss: 0.0289 - val_mse: 0.0289 - val_mape: 19.1999 - val_mae: 0.1335
+Epoch 6/10
+8820/8820 [==============================] - ETA: 6s - loss: 1.2569e-04 - mse: 1.2569e-04 - mape: 101.4640 - mae: 0.00 - ETA: 6s - loss: 1.4290e-04 - mse: 1.4290e-04 - mape: 116.1360 - mae: 0.00 - ETA: 5s - loss: 1.5498e-04 - mse: 1.5498e-04 - mape: 126.2050 - mae: 0.00 - ETA: 5s - loss: 1.6156e-04 - mse: 1.6156e-04 - mape: 125.7065 - mae: 0.00 - ETA: 4s - loss: 1.8320e-04 - mse: 1.8320e-04 - mape: 126.5502 - mae: 0.00 - ETA: 4s - loss: 1.7616e-04 - mse: 1.7616e-04 - mape: 1444.7217 - mae: 0.007 - ETA: 4s - loss: 1.7292e-04 - mse: 1.7292e-04 - mape: 1254.9496 - mae: 0.007 - ETA: 3s - loss: 1.7741e-04 - mse: 1.7741e-04 - mape: 1114.4639 - mae: 0.007 - ETA: 3s - loss: 1.7611e-04 - mse: 1.7611e-04 - mape: 1003.3496 - mae: 0.007 - ETA: 2s - loss: 1.7572e-04 - mse: 1.7572e-04 - mape: 915.1175 - mae: 0.007 - ETA: 2s - loss: 1.7924e-04 - mse: 1.7924e-04 - mape: 842.1987 - mae: 0.00 - ETA: 2s - loss: 1.7727e-04 - mse: 1.7727e-04 - mape: 785.4828 - mae: 0.00 - ETA: 1s - loss: 1.7672e-04 - mse: 1.7672e-04 - mape: 733.7411 - mae: 0.00 - ETA: 1s - loss: 1.7695e-04 - mse: 1.7695e-04 - mape: 689.0029 - mae: 0.00 - ETA: 0s - loss: 1.7831e-04 - mse: 1.7831e-04 - mape: 651.0064 - mae: 0.00 - ETA: 0s - loss: 1.7643e-04 - mse: 1.7643e-04 - mape: 619.7714 - mae: 0.00 - ETA: 0s - loss: 1.7679e-04 - mse: 1.7679e-04 - mape: 591.3189 - mae: 0.00 - 7s 837us/sample - loss: 1.7612e-04 - mse: 1.7612e-04 - mape: 585.2129 - mae: 0.0073 - val_loss: 0.0271 - val_mse: 0.0271 - val_mape: 18.4675 - val_mae: 0.1285
+Epoch 7/10
+8820/8820 [==============================] - ETA: 7s - loss: 1.6082e-04 - mse: 1.6082e-04 - mape: 123.1387 - mae: 0.00 - ETA: 6s - loss: 1.6296e-04 - mse: 1.6296e-04 - mape: 120.2988 - mae: 0.00 - ETA: 6s - loss: 1.6067e-04 - mse: 1.6067e-04 - mape: 128.9372 - mae: 0.00 - ETA: 5s - loss: 1.5329e-04 - mse: 1.5329e-04 - mape: 2275.3047 - mae: 0.007 - ETA: 5s - loss: 1.5535e-04 - mse: 1.5535e-04 - mape: 1846.3873 - mae: 0.007 - ETA: 4s - loss: 1.6116e-04 - mse: 1.6116e-04 - mape: 1559.8951 - mae: 0.007 - ETA: 4s - loss: 1.5805e-04 - mse: 1.5805e-04 - mape: 1356.2291 - mae: 0.007 - ETA: 3s - loss: 1.6002e-04 - mse: 1.6002e-04 - mape: 1207.3300 - mae: 0.007 - ETA: 3s - loss: 1.5801e-04 - mse: 1.5801e-04 - mape: 1089.5894 - mae: 0.007 - ETA: 3s - loss: 1.5981e-04 - mse: 1.5981e-04 - mape: 994.8500 - mae: 0.007 - ETA: 2s - loss: 1.6422e-04 - mse: 1.6422e-04 - mape: 917.6328 - mae: 0.00 - ETA: 2s - loss: 1.6622e-04 - mse: 1.6622e-04 - mape: 856.1592 - mae: 0.00 - ETA: 1s - loss: 1.6659e-04 - mse: 1.6659e-04 - mape: 801.2507 - mae: 0.00 - ETA: 1s - loss: 1.6513e-04 - mse: 1.6513e-04 - mape: 753.4677 - mae: 0.00 - ETA: 0s - loss: 1.6311e-04 - mse: 1.6311e-04 - mape: 712.8414 - mae: 0.00 - ETA: 0s - loss: 1.6523e-04 - mse: 1.6523e-04 - mape: 678.3167 - mae: 0.00 - ETA: 0s - loss: 1.6573e-04 - mse: 1.6573e-04 - mape: 649.5250 - mae: 0.00 - 8s 865us/sample - loss: 1.6453e-04 - mse: 1.6453e-04 - mape: 644.2277 - mae: 0.0073 - val_loss: 0.0274 - val_mse: 0.0274 - val_mape: 18.6159 - val_mae: 0.1295
+Epoch 8/10
+8820/8820 [==============================] - ETA: 6s - loss: 1.5034e-04 - mse: 1.5034e-04 - mape: 172.2911 - mae: 0.00 - ETA: 6s - loss: 1.6126e-04 - mse: 1.6126e-04 - mape: 187.5202 - mae: 0.00 - ETA: 5s - loss: 1.6470e-04 - mse: 1.6470e-04 - mape: 183.0095 - mae: 0.00 - ETA: 5s - loss: 1.5855e-04 - mse: 1.5855e-04 - mape: 173.4431 - mae: 0.00 - ETA: 5s - loss: 1.5538e-04 - mse: 1.5538e-04 - mape: 167.2584 - mae: 0.00 - ETA: 4s - loss: 1.5180e-04 - mse: 1.5180e-04 - mape: 165.5375 - mae: 0.00 - ETA: 4s - loss: 1.5167e-04 - mse: 1.5167e-04 - mape: 163.1162 - mae: 0.00 - ETA: 3s - loss: 1.5254e-04 - mse: 1.5254e-04 - mape: 164.0817 - mae: 0.00 - ETA: 3s - loss: 1.5339e-04 - mse: 1.5339e-04 - mape: 161.2560 - mae: 0.00 - ETA: 2s - loss: 1.5277e-04 - mse: 1.5277e-04 - mape: 161.8701 - mae: 0.00 - ETA: 2s - loss: 1.5366e-04 - mse: 1.5366e-04 - mape: 1055.3308 - mae: 0.007 - ETA: 2s - loss: 1.5346e-04 - mse: 1.5346e-04 - mape: 981.3239 - mae: 0.007 - ETA: 1s - loss: 1.5413e-04 - mse: 1.5413e-04 - mape: 916.6907 - mae: 0.00 - ETA: 1s - loss: 1.5189e-04 - mse: 1.5189e-04 - mape: 864.3248 - mae: 0.00 - ETA: 0s - loss: 1.5106e-04 - mse: 1.5106e-04 - mape: 816.8535 - mae: 0.00 - ETA: 0s - loss: 1.5015e-04 - mse: 1.5015e-04 - mape: 776.3755 - mae: 0.00 - ETA: 0s - loss: 1.5110e-04 - mse: 1.5110e-04 - mape: 741.0341 - mae: 0.00 - 7s 829us/sample - loss: 1.5071e-04 - mse: 1.5071e-04 - mape: 734.5995 - mae: 0.0073 - val_loss: 0.0268 - val_mse: 0.0268 - val_mape: 18.4276 - val_mae: 0.1282
+Epoch 9/10
+8820/8820 [==============================] - ETA: 6s - loss: 1.2817e-04 - mse: 1.2817e-04 - mape: 134.5014 - mae: 0.00 - ETA: 6s - loss: 1.2348e-04 - mse: 1.2348e-04 - mape: 134.2908 - mae: 0.00 - ETA: 5s - loss: 1.3405e-04 - mse: 1.3405e-04 - mape: 136.1465 - mae: 0.00 - ETA: 5s - loss: 1.3625e-04 - mse: 1.3625e-04 - mape: 141.7610 - mae: 0.00 - ETA: 4s - loss: 1.3888e-04 - mse: 1.3888e-04 - mape: 150.6233 - mae: 0.00 - ETA: 4s - loss: 1.4344e-04 - mse: 1.4344e-04 - mape: 152.2655 - mae: 0.00 - ETA: 4s - loss: 1.4731e-04 - mse: 1.4731e-04 - mape: 152.3373 - mae: 0.00 - ETA: 3s - loss: 1.4889e-04 - mse: 1.4889e-04 - mape: 155.9107 - mae: 0.00 - ETA: 3s - loss: 1.4696e-04 - mse: 1.4696e-04 - mape: 157.2520 - mae: 0.00 - ETA: 2s - loss: 1.4663e-04 - mse: 1.4663e-04 - mape: 157.1757 - mae: 0.00 - ETA: 2s - loss: 1.4626e-04 - mse: 1.4626e-04 - mape: 158.5167 - mae: 0.00 - ETA: 2s - loss: 1.4477e-04 - mse: 1.4477e-04 - mape: 896.4702 - mae: 0.00 - ETA: 1s - loss: 1.4720e-04 - mse: 1.4720e-04 - mape: 843.2429 - mae: 0.00 - ETA: 1s - loss: 1.4935e-04 - mse: 1.4935e-04 - mape: 794.9918 - mae: 0.00 - ETA: 0s - loss: 1.4793e-04 - mse: 1.4793e-04 - mape: 752.3367 - mae: 0.00 - ETA: 0s - loss: 1.4814e-04 - mse: 1.4814e-04 - mape: 713.5368 - mae: 0.00 - ETA: 0s - loss: 1.4819e-04 - mse: 1.4819e-04 - mape: 679.0838 - mae: 0.00 - 7s 815us/sample - loss: 1.4739e-04 - mse: 1.4739e-04 - mape: 672.0216 - mae: 0.0070 - val_loss: 0.0244 - val_mse: 0.0244 - val_mape: 17.3793 - val_mae: 0.1209
+Epoch 10/10
+8820/8820 [==============================] - ETA: 6s - loss: 1.2444e-04 - mse: 1.2444e-04 - mape: 173.4985 - mae: 0.00 - ETA: 6s - loss: 1.2487e-04 - mse: 1.2487e-04 - mape: 168.0407 - mae: 0.00 - ETA: 5s - loss: 1.3828e-04 - mse: 1.3828e-04 - mape: 2926.0364 - mae: 0.006 - ETA: 5s - loss: 1.3104e-04 - mse: 1.3104e-04 - mape: 2234.2363 - mae: 0.006 - ETA: 4s - loss: 1.4040e-04 - mse: 1.4040e-04 - mape: 1809.8792 - mae: 0.006 - ETA: 4s - loss: 1.3429e-04 - mse: 1.3429e-04 - mape: 1531.6825 - mae: 0.006 - ETA: 4s - loss: 1.4362e-04 - mse: 1.4362e-04 - mape: 1331.6819 - mae: 0.006 - ETA: 3s - loss: 1.4384e-04 - mse: 1.4384e-04 - mape: 1181.2787 - mae: 0.006 - ETA: 3s - loss: 1.4324e-04 - mse: 1.4324e-04 - mape: 1065.2544 - mae: 0.006 - ETA: 2s - loss: 1.4363e-04 - mse: 1.4363e-04 - mape: 975.8604 - mae: 0.006 - ETA: 2s - loss: 1.4105e-04 - mse: 1.4105e-04 - mape: 898.3180 - mae: 0.00 - ETA: 2s - loss: 1.3905e-04 - mse: 1.3905e-04 - mape: 833.3731 - mae: 0.00 - ETA: 1s - loss: 1.3968e-04 - mse: 1.3968e-04 - mape: 779.9798 - mae: 0.00 - ETA: 1s - loss: 1.3954e-04 - mse: 1.3954e-04 - mape: 732.2175 - mae: 0.00 - ETA: 0s - loss: 1.3910e-04 - mse: 1.3910e-04 - mape: 694.9335 - mae: 0.00 - ETA: 0s - loss: 1.3840e-04 - mse: 1.3840e-04 - mape: 659.9231 - mae: 0.00 - ETA: 0s - loss: 1.3892e-04 - mse: 1.3892e-04 - mape: 628.8921 - mae: 0.00 - 7s 830us/sample - loss: 1.4081e-04 - mse: 1.4081e-04 - mape: 621.5427 - mae: 0.0066 - val_loss: 0.0238 - val_mse: 0.0238 - val_mape: 17.1631 - val_mae: 0.1195
+Validation Loss (MSE) from Last Epoch: 0.023820621003301776; Learning Rate:0.0001; Number of Units in each LSTM Layer: 192
+Compilation Time :  0.04789996147155762
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 52s - loss: 0.0147 - mse: 0.0147 - mape: 99.6473 - mae: 0.05 - ETA: 28s - loss: 0.0173 - mse: 0.0173 - mape: 95.6796 - mae: 0.06 - ETA: 19s - loss: 0.0170 - mse: 0.0170 - mape: 92.4229 - mae: 0.06 - ETA: 15s - loss: 0.0164 - mse: 0.0164 - mape: 89.6106 - mae: 0.05 - ETA: 12s - loss: 0.0162 - mse: 0.0162 - mape: 87.8233 - mae: 0.05 - ETA: 10s - loss: 0.0159 - mse: 0.0159 - mape: 87.5867 - mae: 0.05 - ETA: 9s - loss: 0.0162 - mse: 0.0162 - mape: 87.0514 - mae: 0.0594 - ETA: 7s - loss: 0.0163 - mse: 0.0163 - mape: 87.9669 - mae: 0.059 - ETA: 6s - loss: 0.0162 - mse: 0.0162 - mape: 88.9806 - mae: 0.059 - ETA: 5s - loss: 0.0162 - mse: 0.0162 - mape: 89.3415 - mae: 0.058 - ETA: 4s - loss: 0.0161 - mse: 0.0161 - mape: 88.4182 - mae: 0.058 - ETA: 3s - loss: 0.0158 - mse: 0.0158 - mape: 546.1854 - mae: 0.05 - ETA: 2s - loss: 0.0156 - mse: 0.0156 - mape: 512.3242 - mae: 0.05 - ETA: 2s - loss: 0.0155 - mse: 0.0155 - mape: 486.0071 - mae: 0.05 - ETA: 1s - loss: 0.0154 - mse: 0.0154 - mape: 461.7748 - mae: 0.05 - ETA: 0s - loss: 0.0152 - mse: 0.0152 - mape: 439.7869 - mae: 0.05 - ETA: 0s - loss: 0.0151 - mse: 0.0151 - mape: 425.3765 - mae: 0.05 - 12s 1ms/sample - loss: 0.0152 - mse: 0.0152 - mape: 421.5145 - mae: 0.0563 - val_loss: 0.3355 - val_mse: 0.3355 - val_mape: 93.0794 - val_mae: 0.5596
+Epoch 2/10
+8820/8820 [==============================] - ETA: 8s - loss: 0.0121 - mse: 0.0121 - mape: 149.7511 - mae: 0.04 - ETA: 7s - loss: 0.0124 - mse: 0.0124 - mape: 177.8581 - mae: 0.05 - ETA: 7s - loss: 0.0132 - mse: 0.0132 - mape: 4213.9185 - mae: 0.052 - ETA: 6s - loss: 0.0126 - mse: 0.0126 - mape: 3227.7769 - mae: 0.050 - ETA: 5s - loss: 0.0121 - mse: 0.0121 - mape: 2626.2852 - mae: 0.049 - ETA: 5s - loss: 0.0123 - mse: 0.0123 - mape: 2234.4397 - mae: 0.050 - ETA: 5s - loss: 0.0123 - mse: 0.0123 - mape: 1968.4540 - mae: 0.051 - ETA: 4s - loss: 0.0121 - mse: 0.0121 - mape: 1763.8162 - mae: 0.050 - ETA: 4s - loss: 0.0119 - mse: 0.0119 - mape: 1621.2286 - mae: 0.050 - ETA: 3s - loss: 0.0118 - mse: 0.0118 - mape: 1507.6379 - mae: 0.050 - ETA: 3s - loss: 0.0119 - mse: 0.0119 - mape: 1410.4255 - mae: 0.051 - ETA: 2s - loss: 0.0118 - mse: 0.0118 - mape: 1333.8560 - mae: 0.051 - ETA: 2s - loss: 0.0115 - mse: 0.0115 - mape: 1271.2971 - mae: 0.050 - ETA: 1s - loss: 0.0112 - mse: 0.0112 - mape: 1227.2283 - mae: 0.050 - ETA: 1s - loss: 0.0109 - mse: 0.0109 - mape: 1204.1429 - mae: 0.049 - ETA: 0s - loss: 0.0107 - mse: 0.0107 - mape: 1169.7446 - mae: 0.049 - ETA: 0s - loss: 0.0103 - mse: 0.0103 - mape: 1152.8206 - mae: 0.049 - 9s 1ms/sample - loss: 0.0102 - mse: 0.0102 - mape: 1148.3065 - mae: 0.0492 - val_loss: 0.1348 - val_mse: 0.1348 - val_mape: 56.0279 - val_mae: 0.3457
+Epoch 3/10
+8820/8820 [==============================] - ETA: 7s - loss: 0.0039 - mse: 0.0039 - mape: 1161.8546 - mae: 0.042 - ETA: 7s - loss: 0.0035 - mse: 0.0035 - mape: 1352.3115 - mae: 0.042 - ETA: 6s - loss: 0.0033 - mse: 0.0033 - mape: 1330.6588 - mae: 0.042 - ETA: 6s - loss: 0.0031 - mse: 0.0031 - mape: 20496.5527 - mae: 0.04 - ETA: 5s - loss: 0.0029 - mse: 0.0029 - mape: 16740.9531 - mae: 0.04 - ETA: 5s - loss: 0.0028 - mse: 0.0028 - mape: 14336.2314 - mae: 0.04 - ETA: 4s - loss: 0.0028 - mse: 0.0028 - mape: 12576.4111 - mae: 0.04 - ETA: 4s - loss: 0.0028 - mse: 0.0028 - mape: 11222.7627 - mae: 0.04 - ETA: 4s - loss: 0.0028 - mse: 0.0028 - mape: 10171.8564 - mae: 0.04 - ETA: 3s - loss: 0.0028 - mse: 0.0028 - mape: 9349.4512 - mae: 0.0462 - ETA: 3s - loss: 0.0027 - mse: 0.0027 - mape: 8684.5068 - mae: 0.046 - ETA: 2s - loss: 0.0026 - mse: 0.0026 - mape: 8093.7163 - mae: 0.045 - ETA: 2s - loss: 0.0026 - mse: 0.0026 - mape: 7577.4741 - mae: 0.045 - ETA: 1s - loss: 0.0025 - mse: 0.0025 - mape: 7131.2319 - mae: 0.044 - ETA: 1s - loss: 0.0024 - mse: 0.0024 - mape: 6739.9346 - mae: 0.043 - ETA: 0s - loss: 0.0023 - mse: 0.0023 - mape: 6378.2964 - mae: 0.042 - ETA: 0s - loss: 0.0022 - mse: 0.0022 - mape: 6077.9868 - mae: 0.041 - 9s 1ms/sample - loss: 0.0022 - mse: 0.0022 - mape: 6008.8687 - mae: 0.0409 - val_loss: 0.0525 - val_mse: 0.0525 - val_mape: 30.5272 - val_mae: 0.1999
+Epoch 4/10
+8820/8820 [==============================] - ETA: 8s - loss: 6.6676e-04 - mse: 6.6676e-04 - mape: 987.8945 - mae: 0.02 - ETA: 7s - loss: 7.2842e-04 - mse: 7.2842e-04 - mape: 867.0023 - mae: 0.02 - ETA: 7s - loss: 6.9969e-04 - mse: 6.9969e-04 - mape: 799.9271 - mae: 0.02 - ETA: 6s - loss: 6.6814e-04 - mse: 6.6814e-04 - mape: 766.3069 - mae: 0.01 - ETA: 6s - loss: 6.4978e-04 - mse: 6.4978e-04 - mape: 735.4992 - mae: 0.01 - ETA: 5s - loss: 6.1904e-04 - mse: 6.1904e-04 - mape: 695.2902 - mae: 0.01 - ETA: 5s - loss: 5.8490e-04 - mse: 5.8490e-04 - mape: 687.1635 - mae: 0.01 - ETA: 4s - loss: 5.4560e-04 - mse: 5.4560e-04 - mape: 662.2147 - mae: 0.01 - ETA: 4s - loss: 5.0646e-04 - mse: 5.0646e-04 - mape: 641.8182 - mae: 0.01 - ETA: 3s - loss: 4.7603e-04 - mse: 4.7603e-04 - mape: 626.7170 - mae: 0.01 - ETA: 3s - loss: 4.5608e-04 - mse: 4.5608e-04 - mape: 609.6418 - mae: 0.01 - ETA: 2s - loss: 4.3304e-04 - mse: 4.3304e-04 - mape: 593.0338 - mae: 0.01 - ETA: 2s - loss: 4.1458e-04 - mse: 4.1458e-04 - mape: 574.3837 - mae: 0.01 - ETA: 1s - loss: 4.0087e-04 - mse: 4.0087e-04 - mape: 555.5251 - mae: 0.01 - ETA: 1s - loss: 3.8794e-04 - mse: 3.8794e-04 - mape: 1762.6942 - mae: 0.014 - ETA: 0s - loss: 3.8354e-04 - mse: 3.8354e-04 - mape: 1671.9387 - mae: 0.014 - ETA: 0s - loss: 3.7459e-04 - mse: 3.7459e-04 - mape: 1589.7753 - mae: 0.014 - 9s 1ms/sample - loss: 3.7304e-04 - mse: 3.7304e-04 - mape: 1570.9828 - mae: 0.0140 - val_loss: 0.0210 - val_mse: 0.0210 - val_mape: 15.9934 - val_mae: 0.1112
+Epoch 5/10
+8820/8820 [==============================] - ETA: 8s - loss: 1.3908e-04 - mse: 1.3908e-04 - mape: 225.6087 - mae: 0.00 - ETA: 7s - loss: 1.5087e-04 - mse: 1.5087e-04 - mape: 216.7901 - mae: 0.00 - ETA: 7s - loss: 1.4664e-04 - mse: 1.4664e-04 - mape: 208.9844 - mae: 0.00 - ETA: 6s - loss: 1.4157e-04 - mse: 1.4157e-04 - mape: 190.1780 - mae: 0.00 - ETA: 6s - loss: 1.5364e-04 - mse: 1.5364e-04 - mape: 182.0469 - mae: 0.00 - ETA: 5s - loss: 1.5979e-04 - mse: 1.5979e-04 - mape: 174.2423 - mae: 0.00 - ETA: 5s - loss: 1.6895e-04 - mse: 1.6895e-04 - mape: 167.7312 - mae: 0.00 - ETA: 4s - loss: 1.6553e-04 - mse: 1.6553e-04 - mape: 159.1734 - mae: 0.00 - ETA: 4s - loss: 1.6185e-04 - mse: 1.6185e-04 - mape: 157.2103 - mae: 0.00 - ETA: 3s - loss: 1.6034e-04 - mse: 1.6034e-04 - mape: 152.5013 - mae: 0.00 - ETA: 3s - loss: 1.5535e-04 - mse: 1.5535e-04 - mape: 150.7822 - mae: 0.00 - ETA: 2s - loss: 1.5251e-04 - mse: 1.5251e-04 - mape: 145.7831 - mae: 0.00 - ETA: 2s - loss: 1.5061e-04 - mse: 1.5061e-04 - mape: 141.6775 - mae: 0.00 - ETA: 1s - loss: 1.4750e-04 - mse: 1.4750e-04 - mape: 138.3025 - mae: 0.00 - ETA: 1s - loss: 1.4879e-04 - mse: 1.4879e-04 - mape: 134.7836 - mae: 0.00 - ETA: 0s - loss: 1.4812e-04 - mse: 1.4812e-04 - mape: 131.0192 - mae: 0.00 - ETA: 0s - loss: 1.4903e-04 - mse: 1.4903e-04 - mape: 485.1490 - mae: 0.00 - 9s 1ms/sample - loss: 1.4839e-04 - mse: 1.4839e-04 - mape: 479.9388 - mae: 0.0068 - val_loss: 0.0195 - val_mse: 0.0195 - val_mape: 15.2761 - val_mae: 0.1063
+Epoch 6/10
+8820/8820 [==============================] - ETA: 8s - loss: 1.1390e-04 - mse: 1.1390e-04 - mape: 79.2732 - mae: 0.005 - ETA: 7s - loss: 1.4367e-04 - mse: 1.4367e-04 - mape: 98.1100 - mae: 0.006 - ETA: 7s - loss: 1.3928e-04 - mse: 1.3928e-04 - mape: 91.0878 - mae: 0.006 - ETA: 6s - loss: 1.4644e-04 - mse: 1.4644e-04 - mape: 94.6690 - mae: 0.006 - ETA: 6s - loss: 1.4525e-04 - mse: 1.4525e-04 - mape: 94.1871 - mae: 0.006 - ETA: 5s - loss: 1.4484e-04 - mse: 1.4484e-04 - mape: 92.9867 - mae: 0.006 - ETA: 5s - loss: 1.4135e-04 - mse: 1.4135e-04 - mape: 91.1492 - mae: 0.006 - ETA: 4s - loss: 1.4080e-04 - mse: 1.4080e-04 - mape: 90.0393 - mae: 0.006 - ETA: 4s - loss: 1.3974e-04 - mse: 1.3974e-04 - mape: 90.6996 - mae: 0.006 - ETA: 3s - loss: 1.4119e-04 - mse: 1.4119e-04 - mape: 88.5462 - mae: 0.006 - ETA: 3s - loss: 1.3734e-04 - mse: 1.3734e-04 - mape: 90.9829 - mae: 0.006 - ETA: 2s - loss: 1.3790e-04 - mse: 1.3790e-04 - mape: 90.8716 - mae: 0.006 - ETA: 2s - loss: 1.3633e-04 - mse: 1.3633e-04 - mape: 92.0334 - mae: 0.006 - ETA: 1s - loss: 1.3546e-04 - mse: 1.3546e-04 - mape: 93.8118 - mae: 0.006 - ETA: 1s - loss: 1.3700e-04 - mse: 1.3700e-04 - mape: 94.1177 - mae: 0.006 - ETA: 0s - loss: 1.3601e-04 - mse: 1.3601e-04 - mape: 94.9677 - mae: 0.006 - ETA: 0s - loss: 1.3530e-04 - mse: 1.3530e-04 - mape: 511.4531 - mae: 0.00 - 9s 1ms/sample - loss: 1.3507e-04 - mse: 1.3507e-04 - mape: 505.7750 - mae: 0.0061 - val_loss: 0.0225 - val_mse: 0.0225 - val_mape: 16.7699 - val_mae: 0.1167
+Epoch 7/10
+8820/8820 [==============================] - ETA: 7s - loss: 1.3074e-04 - mse: 1.3074e-04 - mape: 93.9262 - mae: 0.006 - ETA: 7s - loss: 1.2348e-04 - mse: 1.2348e-04 - mape: 111.2215 - mae: 0.00 - ETA: 6s - loss: 1.2348e-04 - mse: 1.2348e-04 - mape: 113.6331 - mae: 0.00 - ETA: 6s - loss: 1.3082e-04 - mse: 1.3082e-04 - mape: 122.7964 - mae: 0.00 - ETA: 5s - loss: 1.2776e-04 - mse: 1.2776e-04 - mape: 123.9186 - mae: 0.00 - ETA: 5s - loss: 1.2834e-04 - mse: 1.2834e-04 - mape: 124.1775 - mae: 0.00 - ETA: 4s - loss: 1.2766e-04 - mse: 1.2766e-04 - mape: 1269.9542 - mae: 0.006 - ETA: 4s - loss: 1.2572e-04 - mse: 1.2572e-04 - mape: 1129.4119 - mae: 0.006 - ETA: 4s - loss: 1.2893e-04 - mse: 1.2893e-04 - mape: 1021.2888 - mae: 0.006 - ETA: 3s - loss: 1.2810e-04 - mse: 1.2810e-04 - mape: 933.7042 - mae: 0.006 - ETA: 3s - loss: 1.2802e-04 - mse: 1.2802e-04 - mape: 859.9041 - mae: 0.00 - ETA: 2s - loss: 1.2849e-04 - mse: 1.2849e-04 - mape: 801.5449 - mae: 0.00 - ETA: 2s - loss: 1.2907e-04 - mse: 1.2907e-04 - mape: 749.8191 - mae: 0.00 - ETA: 1s - loss: 1.3028e-04 - mse: 1.3028e-04 - mape: 705.3495 - mae: 0.00 - ETA: 1s - loss: 1.2831e-04 - mse: 1.2831e-04 - mape: 666.4633 - mae: 0.00 - ETA: 0s - loss: 1.2680e-04 - mse: 1.2680e-04 - mape: 632.1879 - mae: 0.00 - ETA: 0s - loss: 1.2528e-04 - mse: 1.2528e-04 - mape: 602.7280 - mae: 0.00 - 9s 1ms/sample - loss: 1.2592e-04 - mse: 1.2592e-04 - mape: 596.0037 - mae: 0.0063 - val_loss: 0.0225 - val_mse: 0.0225 - val_mape: 16.7659 - val_mae: 0.1167
+Epoch 8/10
+8820/8820 [==============================] - ETA: 8s - loss: 1.0114e-04 - mse: 1.0114e-04 - mape: 8071.3008 - mae: 0.005 - ETA: 7s - loss: 1.0092e-04 - mse: 1.0092e-04 - mape: 4095.5559 - mae: 0.005 - ETA: 7s - loss: 1.1276e-04 - mse: 1.1276e-04 - mape: 2770.0398 - mae: 0.005 - ETA: 6s - loss: 1.2303e-04 - mse: 1.2303e-04 - mape: 2112.5620 - mae: 0.006 - ETA: 6s - loss: 1.2285e-04 - mse: 1.2285e-04 - mape: 1711.7366 - mae: 0.006 - ETA: 5s - loss: 1.2223e-04 - mse: 1.2223e-04 - mape: 1448.1201 - mae: 0.006 - ETA: 5s - loss: 1.1851e-04 - mse: 1.1851e-04 - mape: 1258.9867 - mae: 0.006 - ETA: 4s - loss: 1.2212e-04 - mse: 1.2212e-04 - mape: 1118.7522 - mae: 0.006 - ETA: 4s - loss: 1.2289e-04 - mse: 1.2289e-04 - mape: 1007.7173 - mae: 0.006 - ETA: 3s - loss: 1.2223e-04 - mse: 1.2223e-04 - mape: 918.7141 - mae: 0.006 - ETA: 3s - loss: 1.2254e-04 - mse: 1.2254e-04 - mape: 846.7725 - mae: 0.00 - ETA: 2s - loss: 1.2207e-04 - mse: 1.2207e-04 - mape: 789.0021 - mae: 0.00 - ETA: 2s - loss: 1.1975e-04 - mse: 1.1975e-04 - mape: 738.0434 - mae: 0.00 - ETA: 1s - loss: 1.2075e-04 - mse: 1.2075e-04 - mape: 693.4657 - mae: 0.00 - ETA: 1s - loss: 1.2104e-04 - mse: 1.2104e-04 - mape: 654.8065 - mae: 0.00 - ETA: 0s - loss: 1.2153e-04 - mse: 1.2153e-04 - mape: 621.7289 - mae: 0.00 - ETA: 0s - loss: 1.2085e-04 - mse: 1.2085e-04 - mape: 591.8814 - mae: 0.00 - 9s 1ms/sample - loss: 1.2047e-04 - mse: 1.2047e-04 - mape: 585.5800 - mae: 0.0061 - val_loss: 0.0218 - val_mse: 0.0218 - val_mape: 16.4564 - val_mae: 0.1145
+Epoch 9/10
+8820/8820 [==============================] - ETA: 8s - loss: 1.6699e-04 - mse: 1.6699e-04 - mape: 110.8104 - mae: 0.00 - ETA: 7s - loss: 1.4973e-04 - mse: 1.4973e-04 - mape: 105.3733 - mae: 0.00 - ETA: 7s - loss: 1.3705e-04 - mse: 1.3705e-04 - mape: 102.8579 - mae: 0.00 - ETA: 6s - loss: 1.3630e-04 - mse: 1.3630e-04 - mape: 106.4488 - mae: 0.00 - ETA: 6s - loss: 1.2907e-04 - mse: 1.2907e-04 - mape: 109.7977 - mae: 0.00 - ETA: 5s - loss: 1.2771e-04 - mse: 1.2771e-04 - mape: 105.7335 - mae: 0.00 - ETA: 5s - loss: 1.2196e-04 - mse: 1.2196e-04 - mape: 106.6081 - mae: 0.00 - ETA: 4s - loss: 1.1913e-04 - mse: 1.1913e-04 - mape: 106.3628 - mae: 0.00 - ETA: 4s - loss: 1.1347e-04 - mse: 1.1347e-04 - mape: 105.1819 - mae: 0.00 - ETA: 3s - loss: 1.1711e-04 - mse: 1.1711e-04 - mape: 105.6183 - mae: 0.00 - ETA: 3s - loss: 1.2174e-04 - mse: 1.2174e-04 - mape: 640.9063 - mae: 0.00 - ETA: 2s - loss: 1.2169e-04 - mse: 1.2169e-04 - mape: 597.4287 - mae: 0.00 - ETA: 2s - loss: 1.2080e-04 - mse: 1.2080e-04 - mape: 559.5649 - mae: 0.00 - ETA: 1s - loss: 1.2081e-04 - mse: 1.2081e-04 - mape: 525.8533 - mae: 0.00 - ETA: 1s - loss: 1.2049e-04 - mse: 1.2049e-04 - mape: 496.8771 - mae: 0.00 - ETA: 0s - loss: 1.1944e-04 - mse: 1.1944e-04 - mape: 471.9194 - mae: 0.00 - ETA: 0s - loss: 1.2062e-04 - mse: 1.2062e-04 - mape: 450.9242 - mae: 0.00 - 9s 1ms/sample - loss: 1.1973e-04 - mse: 1.1973e-04 - mape: 445.7484 - mae: 0.0058 - val_loss: 0.0207 - val_mse: 0.0207 - val_mape: 15.9783 - val_mae: 0.1113
+Epoch 10/10
+8820/8820 [==============================] - ETA: 7s - loss: 1.0904e-04 - mse: 1.0904e-04 - mape: 93.2265 - mae: 0.005 - ETA: 7s - loss: 1.1576e-04 - mse: 1.1576e-04 - mape: 96.6028 - mae: 0.005 - ETA: 6s - loss: 1.1923e-04 - mse: 1.1923e-04 - mape: 97.2479 - mae: 0.005 - ETA: 6s - loss: 1.1605e-04 - mse: 1.1605e-04 - mape: 93.8882 - mae: 0.005 - ETA: 5s - loss: 1.1183e-04 - mse: 1.1183e-04 - mape: 91.6907 - mae: 0.005 - ETA: 5s - loss: 1.1581e-04 - mse: 1.1581e-04 - mape: 92.6558 - mae: 0.005 - ETA: 5s - loss: 1.1472e-04 - mse: 1.1472e-04 - mape: 96.7960 - mae: 0.005 - ETA: 4s - loss: 1.1173e-04 - mse: 1.1173e-04 - mape: 96.8902 - mae: 0.005 - ETA: 4s - loss: 1.0990e-04 - mse: 1.0990e-04 - mape: 95.0632 - mae: 0.005 - ETA: 3s - loss: 1.1014e-04 - mse: 1.1014e-04 - mape: 660.7791 - mae: 0.00 - ETA: 3s - loss: 1.0985e-04 - mse: 1.0985e-04 - mape: 607.5599 - mae: 0.00 - ETA: 2s - loss: 1.1201e-04 - mse: 1.1201e-04 - mape: 564.1592 - mae: 0.00 - ETA: 2s - loss: 1.1145e-04 - mse: 1.1145e-04 - mape: 526.7152 - mae: 0.00 - ETA: 1s - loss: 1.1337e-04 - mse: 1.1337e-04 - mape: 494.9131 - mae: 0.00 - ETA: 1s - loss: 1.1430e-04 - mse: 1.1430e-04 - mape: 466.3582 - mae: 0.00 - ETA: 0s - loss: 1.1342e-04 - mse: 1.1342e-04 - mape: 444.0207 - mae: 0.00 - ETA: 0s - loss: 1.1247e-04 - mse: 1.1247e-04 - mape: 423.3654 - mae: 0.00 - 9s 1ms/sample - loss: 1.1317e-04 - mse: 1.1317e-04 - mape: 418.8384 - mae: 0.0054 - val_loss: 0.0198 - val_mse: 0.0198 - val_mape: 15.5389 - val_mae: 0.1083
+Validation Loss (MSE) from Last Epoch: 0.019773481193245672; Learning Rate:0.0001; Number of Units in each LSTM Layer: 224
+Compilation Time :  0.049253225326538086
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 56s - loss: 0.0145 - mse: 0.0145 - mape: 96.7748 - mae: 0.05 - ETA: 31s - loss: 0.0156 - mse: 0.0156 - mape: 94.0130 - mae: 0.05 - ETA: 22s - loss: 0.0166 - mse: 0.0166 - mape: 90.9767 - mae: 0.06 - ETA: 17s - loss: 0.0164 - mse: 0.0164 - mape: 421.0292 - mae: 0.060 - ETA: 14s - loss: 0.0162 - mse: 0.0162 - mape: 352.8592 - mae: 0.059 - ETA: 11s - loss: 0.0160 - mse: 0.0160 - mape: 307.4836 - mae: 0.058 - ETA: 10s - loss: 0.0162 - mse: 0.0162 - mape: 274.8354 - mae: 0.058 - ETA: 8s - loss: 0.0165 - mse: 0.0165 - mape: 251.3457 - mae: 0.059 - ETA: 7s - loss: 0.0166 - mse: 0.0166 - mape: 233.9029 - mae: 0.06 - ETA: 6s - loss: 0.0166 - mse: 0.0166 - mape: 219.5856 - mae: 0.06 - ETA: 5s - loss: 0.0164 - mse: 0.0164 - mape: 210.3875 - mae: 0.05 - ETA: 4s - loss: 0.0162 - mse: 0.0162 - mape: 201.9466 - mae: 0.05 - ETA: 3s - loss: 0.0160 - mse: 0.0160 - mape: 196.9883 - mae: 0.05 - ETA: 2s - loss: 0.0157 - mse: 0.0157 - mape: 192.4079 - mae: 0.05 - ETA: 1s - loss: 0.0154 - mse: 0.0154 - mape: 191.3237 - mae: 0.05 - ETA: 0s - loss: 0.0152 - mse: 0.0152 - mape: 190.1395 - mae: 0.05 - ETA: 0s - loss: 0.0151 - mse: 0.0151 - mape: 188.2806 - mae: 0.05 - 14s 2ms/sample - loss: 0.0150 - mse: 0.0150 - mape: 188.3903 - mae: 0.0559 - val_loss: 0.3226 - val_mse: 0.3226 - val_mape: 91.2107 - val_mae: 0.5485
+Epoch 2/10
+8820/8820 [==============================] - ETA: 9s - loss: 0.0123 - mse: 0.0123 - mape: 235.4590 - mae: 0.05 - ETA: 9s - loss: 0.0124 - mse: 0.0124 - mape: 224.4323 - mae: 0.05 - ETA: 8s - loss: 0.0128 - mse: 0.0128 - mape: 4996.7710 - mae: 0.053 - ETA: 7s - loss: 0.0125 - mse: 0.0125 - mape: 3821.2715 - mae: 0.052 - ETA: 7s - loss: 0.0120 - mse: 0.0120 - mape: 3121.8054 - mae: 0.051 - ETA: 6s - loss: 0.0120 - mse: 0.0120 - mape: 2666.0422 - mae: 0.051 - ETA: 6s - loss: 0.0119 - mse: 0.0119 - mape: 2341.1001 - mae: 0.051 - ETA: 5s - loss: 0.0115 - mse: 0.0115 - mape: 2116.1865 - mae: 0.050 - ETA: 4s - loss: 0.0110 - mse: 0.0110 - mape: 1933.5477 - mae: 0.049 - ETA: 4s - loss: 0.0109 - mse: 0.0109 - mape: 1786.6711 - mae: 0.049 - ETA: 3s - loss: 0.0106 - mse: 0.0106 - mape: 1673.2059 - mae: 0.049 - ETA: 3s - loss: 0.0102 - mse: 0.0102 - mape: 1592.8827 - mae: 0.048 - ETA: 2s - loss: 0.0100 - mse: 0.0100 - mape: 1542.2112 - mae: 0.048 - ETA: 1s - loss: 0.0097 - mse: 0.0097 - mape: 1499.5427 - mae: 0.048 - ETA: 1s - loss: 0.0093 - mse: 0.0093 - mape: 1475.6877 - mae: 0.047 - ETA: 0s - loss: 0.0090 - mse: 0.0090 - mape: 1457.4330 - mae: 0.047 - ETA: 0s - loss: 0.0086 - mse: 0.0086 - mape: 1442.1025 - mae: 0.047 - 11s 1ms/sample - loss: 0.0086 - mse: 0.0086 - mape: 1440.6761 - mae: 0.0470 - val_loss: 0.0801 - val_mse: 0.0801 - val_mape: 39.6495 - val_mae: 0.2544
+Epoch 3/10
+8820/8820 [==============================] - ETA: 9s - loss: 0.0022 - mse: 0.0022 - mape: 1688.9803 - mae: 0.043 - ETA: 9s - loss: 0.0024 - mse: 0.0024 - mape: 1629.5530 - mae: 0.045 - ETA: 8s - loss: 0.0025 - mse: 0.0025 - mape: 1933.1305 - mae: 0.046 - ETA: 7s - loss: 0.0026 - mse: 0.0026 - mape: 1975.2107 - mae: 0.047 - ETA: 7s - loss: 0.0027 - mse: 0.0027 - mape: 1962.2574 - mae: 0.048 - ETA: 6s - loss: 0.0027 - mse: 0.0027 - mape: 1977.7242 - mae: 0.049 - ETA: 6s - loss: 0.0026 - mse: 0.0026 - mape: 14095.5576 - mae: 0.04 - ETA: 5s - loss: 0.0026 - mse: 0.0026 - mape: 12528.9326 - mae: 0.04 - ETA: 4s - loss: 0.0025 - mse: 0.0025 - mape: 11281.2930 - mae: 0.04 - ETA: 4s - loss: 0.0023 - mse: 0.0023 - mape: 10282.7529 - mae: 0.04 - ETA: 3s - loss: 0.0022 - mse: 0.0022 - mape: 9467.6162 - mae: 0.0446 - ETA: 3s - loss: 0.0021 - mse: 0.0021 - mape: 8762.2842 - mae: 0.043 - ETA: 2s - loss: 0.0020 - mse: 0.0020 - mape: 8153.3916 - mae: 0.041 - ETA: 1s - loss: 0.0019 - mse: 0.0019 - mape: 7630.7261 - mae: 0.040 - ETA: 1s - loss: 0.0019 - mse: 0.0019 - mape: 7188.5938 - mae: 0.039 - ETA: 0s - loss: 0.0018 - mse: 0.0018 - mape: 6783.4453 - mae: 0.038 - ETA: 0s - loss: 0.0017 - mse: 0.0017 - mape: 6420.2065 - mae: 0.037 - 11s 1ms/sample - loss: 0.0017 - mse: 0.0017 - mape: 6342.8462 - mae: 0.0368 - val_loss: 0.0497 - val_mse: 0.0497 - val_mape: 29.9153 - val_mae: 0.1951
+Epoch 4/10
+8820/8820 [==============================] - ETA: 9s - loss: 7.9156e-04 - mse: 7.9156e-04 - mape: 662.5912 - mae: 0.01 - ETA: 8s - loss: 7.0261e-04 - mse: 7.0261e-04 - mape: 558.5649 - mae: 0.01 - ETA: 8s - loss: 6.3360e-04 - mse: 6.3360e-04 - mape: 544.2812 - mae: 0.01 - ETA: 7s - loss: 5.4640e-04 - mse: 5.4640e-04 - mape: 6272.6118 - mae: 0.016 - ETA: 7s - loss: 4.8635e-04 - mse: 4.8635e-04 - mape: 5130.9536 - mae: 0.015 - ETA: 6s - loss: 4.4327e-04 - mse: 4.4327e-04 - mape: 4338.6685 - mae: 0.014 - ETA: 6s - loss: 4.1576e-04 - mse: 4.1576e-04 - mape: 3777.7993 - mae: 0.014 - ETA: 5s - loss: 3.9095e-04 - mse: 3.9095e-04 - mape: 3356.0898 - mae: 0.013 - ETA: 4s - loss: 3.8281e-04 - mse: 3.8281e-04 - mape: 3017.8035 - mae: 0.013 - ETA: 4s - loss: 3.7457e-04 - mse: 3.7457e-04 - mape: 2747.2112 - mae: 0.013 - ETA: 3s - loss: 3.6777e-04 - mse: 3.6777e-04 - mape: 2518.5986 - mae: 0.013 - ETA: 3s - loss: 3.5461e-04 - mse: 3.5461e-04 - mape: 2334.1218 - mae: 0.012 - ETA: 2s - loss: 3.4043e-04 - mse: 3.4043e-04 - mape: 2167.3462 - mae: 0.012 - ETA: 1s - loss: 3.2667e-04 - mse: 3.2667e-04 - mape: 2023.7385 - mae: 0.011 - ETA: 1s - loss: 3.1408e-04 - mse: 3.1408e-04 - mape: 1898.3114 - mae: 0.011 - ETA: 0s - loss: 3.0367e-04 - mse: 3.0367e-04 - mape: 1786.6676 - mae: 0.011 - ETA: 0s - loss: 2.9143e-04 - mse: 2.9143e-04 - mape: 1686.7474 - mae: 0.010 - 11s 1ms/sample - loss: 2.8869e-04 - mse: 2.8869e-04 - mape: 1665.4373 - mae: 0.0108 - val_loss: 0.0256 - val_mse: 0.0256 - val_mape: 18.6563 - val_mae: 0.1282
+Epoch 5/10
+8820/8820 [==============================] - ETA: 9s - loss: 1.8144e-04 - mse: 1.8144e-04 - mape: 89.0184 - mae: 0.006 - ETA: 9s - loss: 1.7203e-04 - mse: 1.7203e-04 - mape: 81.3772 - mae: 0.006 - ETA: 8s - loss: 1.8562e-04 - mse: 1.8562e-04 - mape: 71.3498 - mae: 0.006 - ETA: 7s - loss: 1.8933e-04 - mse: 1.8933e-04 - mape: 68.1947 - mae: 0.006 - ETA: 7s - loss: 1.8978e-04 - mse: 1.8978e-04 - mape: 65.3371 - mae: 0.006 - ETA: 6s - loss: 1.8128e-04 - mse: 1.8128e-04 - mape: 63.1885 - mae: 0.006 - ETA: 6s - loss: 1.7248e-04 - mse: 1.7248e-04 - mape: 61.9658 - mae: 0.006 - ETA: 5s - loss: 1.6507e-04 - mse: 1.6507e-04 - mape: 63.1405 - mae: 0.006 - ETA: 4s - loss: 1.6263e-04 - mse: 1.6263e-04 - mape: 61.0321 - mae: 0.006 - ETA: 4s - loss: 1.6175e-04 - mse: 1.6175e-04 - mape: 60.3886 - mae: 0.006 - ETA: 3s - loss: 1.5966e-04 - mse: 1.5966e-04 - mape: 61.3666 - mae: 0.006 - ETA: 3s - loss: 1.5869e-04 - mse: 1.5869e-04 - mape: 394.0472 - mae: 0.00 - ETA: 2s - loss: 1.6113e-04 - mse: 1.6113e-04 - mape: 369.0906 - mae: 0.00 - ETA: 1s - loss: 1.6315e-04 - mse: 1.6315e-04 - mape: 345.8887 - mae: 0.00 - ETA: 1s - loss: 1.6007e-04 - mse: 1.6007e-04 - mape: 326.7065 - mae: 0.00 - ETA: 0s - loss: 1.5894e-04 - mse: 1.5894e-04 - mape: 309.8130 - mae: 0.00 - ETA: 0s - loss: 1.5559e-04 - mse: 1.5559e-04 - mape: 294.5008 - mae: 0.00 - 11s 1ms/sample - loss: 1.5597e-04 - mse: 1.5597e-04 - mape: 291.2563 - mae: 0.0060 - val_loss: 0.0211 - val_mse: 0.0211 - val_mape: 16.0889 - val_mae: 0.1121
+Epoch 6/10
+8820/8820 [==============================] - ETA: 10s - loss: 1.5019e-04 - mse: 1.5019e-04 - mape: 76.6971 - mae: 0.00 - ETA: 9s - loss: 1.4122e-04 - mse: 1.4122e-04 - mape: 63.5819 - mae: 0.0059 - ETA: 8s - loss: 1.3872e-04 - mse: 1.3872e-04 - mape: 62.6777 - mae: 0.005 - ETA: 8s - loss: 1.3266e-04 - mse: 1.3266e-04 - mape: 60.2127 - mae: 0.005 - ETA: 7s - loss: 1.2516e-04 - mse: 1.2516e-04 - mape: 59.8879 - mae: 0.005 - ETA: 6s - loss: 1.2803e-04 - mse: 1.2803e-04 - mape: 57.9033 - mae: 0.005 - ETA: 6s - loss: 1.2739e-04 - mse: 1.2739e-04 - mape: 58.8854 - mae: 0.005 - ETA: 5s - loss: 1.2730e-04 - mse: 1.2730e-04 - mape: 614.3867 - mae: 0.00 - ETA: 5s - loss: 1.2580e-04 - mse: 1.2580e-04 - mape: 553.1951 - mae: 0.00 - ETA: 4s - loss: 1.2819e-04 - mse: 1.2819e-04 - mape: 503.2016 - mae: 0.00 - ETA: 3s - loss: 1.2920e-04 - mse: 1.2920e-04 - mape: 464.3724 - mae: 0.00 - ETA: 3s - loss: 1.3230e-04 - mse: 1.3230e-04 - mape: 432.1795 - mae: 0.00 - ETA: 2s - loss: 1.3168e-04 - mse: 1.3168e-04 - mape: 406.0252 - mae: 0.00 - ETA: 1s - loss: 1.3126e-04 - mse: 1.3126e-04 - mape: 382.0070 - mae: 0.00 - ETA: 1s - loss: 1.3114e-04 - mse: 1.3114e-04 - mape: 362.9321 - mae: 0.00 - ETA: 0s - loss: 1.3205e-04 - mse: 1.3205e-04 - mape: 346.5595 - mae: 0.00 - ETA: 0s - loss: 1.3301e-04 - mse: 1.3301e-04 - mape: 331.8910 - mae: 0.00 - 11s 1ms/sample - loss: 1.3556e-04 - mse: 1.3556e-04 - mape: 328.2562 - mae: 0.0057 - val_loss: 0.0209 - val_mse: 0.0209 - val_mape: 16.0141 - val_mae: 0.1115
+Epoch 7/10
+8820/8820 [==============================] - ETA: 9s - loss: 1.0717e-04 - mse: 1.0717e-04 - mape: 92.4764 - mae: 0.005 - ETA: 9s - loss: 1.1258e-04 - mse: 1.1258e-04 - mape: 95.1961 - mae: 0.005 - ETA: 8s - loss: 1.2271e-04 - mse: 1.2271e-04 - mape: 106.7997 - mae: 0.00 - ETA: 8s - loss: 1.2506e-04 - mse: 1.2506e-04 - mape: 106.3532 - mae: 0.00 - ETA: 7s - loss: 1.2635e-04 - mse: 1.2635e-04 - mape: 108.1663 - mae: 0.00 - ETA: 6s - loss: 1.2875e-04 - mse: 1.2875e-04 - mape: 109.1825 - mae: 0.00 - ETA: 6s - loss: 1.2324e-04 - mse: 1.2324e-04 - mape: 107.2695 - mae: 0.00 - ETA: 5s - loss: 1.2668e-04 - mse: 1.2668e-04 - mape: 106.3871 - mae: 0.00 - ETA: 4s - loss: 1.2581e-04 - mse: 1.2581e-04 - mape: 798.7247 - mae: 0.00 - ETA: 4s - loss: 1.2181e-04 - mse: 1.2181e-04 - mape: 729.3163 - mae: 0.00 - ETA: 3s - loss: 1.1824e-04 - mse: 1.1824e-04 - mape: 672.7791 - mae: 0.00 - ETA: 3s - loss: 1.2119e-04 - mse: 1.2119e-04 - mape: 624.7409 - mae: 0.00 - ETA: 2s - loss: 1.2077e-04 - mse: 1.2077e-04 - mape: 585.0746 - mae: 0.00 - ETA: 1s - loss: 1.2130e-04 - mse: 1.2130e-04 - mape: 552.1605 - mae: 0.00 - ETA: 1s - loss: 1.2079e-04 - mse: 1.2079e-04 - mape: 522.6248 - mae: 0.00 - ETA: 0s - loss: 1.2072e-04 - mse: 1.2072e-04 - mape: 496.6311 - mae: 0.00 - ETA: 0s - loss: 1.2074e-04 - mse: 1.2074e-04 - mape: 473.9077 - mae: 0.00 - 11s 1ms/sample - loss: 1.2167e-04 - mse: 1.2167e-04 - mape: 468.7025 - mae: 0.0058 - val_loss: 0.0201 - val_mse: 0.0201 - val_mape: 15.6719 - val_mae: 0.1092
+Epoch 8/10
+8820/8820 [==============================] - ETA: 9s - loss: 9.2292e-05 - mse: 9.2292e-05 - mape: 125.5293 - mae: 0.00 - ETA: 9s - loss: 9.5208e-05 - mse: 9.5208e-05 - mape: 116.4368 - mae: 0.00 - ETA: 8s - loss: 9.7422e-05 - mse: 9.7422e-05 - mape: 114.5348 - mae: 0.00 - ETA: 7s - loss: 1.0550e-04 - mse: 1.0550e-04 - mape: 114.0191 - mae: 0.00 - ETA: 7s - loss: 1.0855e-04 - mse: 1.0855e-04 - mape: 116.6466 - mae: 0.00 - ETA: 6s - loss: 1.0566e-04 - mse: 1.0566e-04 - mape: 111.6846 - mae: 0.00 - ETA: 6s - loss: 1.0413e-04 - mse: 1.0413e-04 - mape: 111.8081 - mae: 0.00 - ETA: 5s - loss: 1.0432e-04 - mse: 1.0432e-04 - mape: 752.2443 - mae: 0.00 - ETA: 4s - loss: 1.0789e-04 - mse: 1.0789e-04 - mape: 681.7783 - mae: 0.00 - ETA: 4s - loss: 1.1372e-04 - mse: 1.1372e-04 - mape: 622.4234 - mae: 0.00 - ETA: 3s - loss: 1.1751e-04 - mse: 1.1751e-04 - mape: 574.6523 - mae: 0.00 - ETA: 3s - loss: 1.1780e-04 - mse: 1.1780e-04 - mape: 537.8454 - mae: 0.00 - ETA: 2s - loss: 1.1872e-04 - mse: 1.1872e-04 - mape: 503.8374 - mae: 0.00 - ETA: 1s - loss: 1.1856e-04 - mse: 1.1856e-04 - mape: 473.7281 - mae: 0.00 - ETA: 1s - loss: 1.1915e-04 - mse: 1.1915e-04 - mape: 447.7453 - mae: 0.00 - ETA: 0s - loss: 1.1819e-04 - mse: 1.1819e-04 - mape: 425.3062 - mae: 0.00 - ETA: 0s - loss: 1.1688e-04 - mse: 1.1688e-04 - mape: 405.7222 - mae: 0.00 - 11s 1ms/sample - loss: 1.1733e-04 - mse: 1.1733e-04 - mape: 401.8354 - mae: 0.0057 - val_loss: 0.0198 - val_mse: 0.0198 - val_mape: 15.5818 - val_mae: 0.1085
+Epoch 9/10
+8820/8820 [==============================] - ETA: 9s - loss: 1.0936e-04 - mse: 1.0936e-04 - mape: 112.0639 - mae: 0.00 - ETA: 9s - loss: 1.1059e-04 - mse: 1.1059e-04 - mape: 2749.3086 - mae: 0.005 - ETA: 8s - loss: 1.2888e-04 - mse: 1.2888e-04 - mape: 1871.4238 - mae: 0.005 - ETA: 8s - loss: 1.3362e-04 - mse: 1.3362e-04 - mape: 1428.8699 - mae: 0.005 - ETA: 7s - loss: 1.2736e-04 - mse: 1.2736e-04 - mape: 1160.5469 - mae: 0.005 - ETA: 7s - loss: 1.2179e-04 - mse: 1.2179e-04 - mape: 983.1870 - mae: 0.005 - ETA: 6s - loss: 1.2368e-04 - mse: 1.2368e-04 - mape: 858.3297 - mae: 0.00 - ETA: 6s - loss: 1.2440e-04 - mse: 1.2440e-04 - mape: 761.7531 - mae: 0.00 - ETA: 5s - loss: 1.2405e-04 - mse: 1.2405e-04 - mape: 688.2352 - mae: 0.00 - ETA: 4s - loss: 1.2331e-04 - mse: 1.2331e-04 - mape: 627.3248 - mae: 0.00 - ETA: 4s - loss: 1.2322e-04 - mse: 1.2322e-04 - mape: 578.2862 - mae: 0.00 - ETA: 3s - loss: 1.2209e-04 - mse: 1.2209e-04 - mape: 537.5520 - mae: 0.00 - ETA: 2s - loss: 1.2030e-04 - mse: 1.2030e-04 - mape: 502.6472 - mae: 0.00 - ETA: 2s - loss: 1.1766e-04 - mse: 1.1766e-04 - mape: 473.0632 - mae: 0.00 - ETA: 1s - loss: 1.1831e-04 - mse: 1.1831e-04 - mape: 447.3688 - mae: 0.00 - ETA: 0s - loss: 1.1644e-04 - mse: 1.1644e-04 - mape: 424.4099 - mae: 0.00 - ETA: 0s - loss: 1.1609e-04 - mse: 1.1609e-04 - mape: 404.8134 - mae: 0.00 - 12s 1ms/sample - loss: 1.1699e-04 - mse: 1.1699e-04 - mape: 400.2857 - mae: 0.0055 - val_loss: 0.0197 - val_mse: 0.0197 - val_mape: 15.6376 - val_mae: 0.1088
+Epoch 10/10
+8820/8820 [==============================] - ETA: 10s - loss: 1.0470e-04 - mse: 1.0470e-04 - mape: 83.8299 - mae: 0.00 - ETA: 9s - loss: 1.1736e-04 - mse: 1.1736e-04 - mape: 80.8328 - mae: 0.0054 - ETA: 9s - loss: 1.1278e-04 - mse: 1.1278e-04 - mape: 85.5834 - mae: 0.005 - ETA: 9s - loss: 1.1408e-04 - mse: 1.1408e-04 - mape: 90.3508 - mae: 0.005 - ETA: 8s - loss: 1.1377e-04 - mse: 1.1377e-04 - mape: 92.5335 - mae: 0.005 - ETA: 7s - loss: 1.1435e-04 - mse: 1.1435e-04 - mape: 91.5287 - mae: 0.005 - ETA: 6s - loss: 1.1724e-04 - mse: 1.1724e-04 - mape: 89.7578 - mae: 0.005 - ETA: 6s - loss: 1.1666e-04 - mse: 1.1666e-04 - mape: 88.8713 - mae: 0.005 - ETA: 5s - loss: 1.1386e-04 - mse: 1.1386e-04 - mape: 89.2629 - mae: 0.005 - ETA: 4s - loss: 1.1218e-04 - mse: 1.1218e-04 - mape: 544.5653 - mae: 0.00 - ETA: 4s - loss: 1.1329e-04 - mse: 1.1329e-04 - mape: 503.3436 - mae: 0.00 - ETA: 3s - loss: 1.1453e-04 - mse: 1.1453e-04 - mape: 469.0462 - mae: 0.00 - ETA: 2s - loss: 1.1321e-04 - mse: 1.1321e-04 - mape: 439.1230 - mae: 0.00 - ETA: 2s - loss: 1.1140e-04 - mse: 1.1140e-04 - mape: 413.9408 - mae: 0.00 - ETA: 1s - loss: 1.1226e-04 - mse: 1.1226e-04 - mape: 391.4864 - mae: 0.00 - ETA: 0s - loss: 1.1140e-04 - mse: 1.1140e-04 - mape: 371.8724 - mae: 0.00 - ETA: 0s - loss: 1.1205e-04 - mse: 1.1205e-04 - mape: 354.5408 - mae: 0.00 - 12s 1ms/sample - loss: 1.1203e-04 - mse: 1.1203e-04 - mape: 350.8074 - mae: 0.0054 - val_loss: 0.0197 - val_mse: 0.0197 - val_mape: 15.6646 - val_mae: 0.1089
+Validation Loss (MSE) from Last Epoch: 0.01968326199115539; Learning Rate:0.0001; Number of Units in each LSTM Layer: 256
+Compilation Time :  0.05338907241821289
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 59s - loss: 0.0157 - mse: 0.0157 - mape: 98.9409 - mae: 0.05 - ETA: 32s - loss: 0.0177 - mse: 0.0177 - mape: 94.9761 - mae: 0.06 - ETA: 23s - loss: 0.0182 - mse: 0.0182 - mape: 91.3692 - mae: 0.06 - ETA: 18s - loss: 0.0172 - mse: 0.0172 - mape: 90.4730 - mae: 0.06 - ETA: 15s - loss: 0.0172 - mse: 0.0172 - mape: 88.5718 - mae: 0.06 - ETA: 13s - loss: 0.0169 - mse: 0.0169 - mape: 87.8993 - mae: 0.06 - ETA: 11s - loss: 0.0164 - mse: 0.0164 - mape: 88.8064 - mae: 0.05 - ETA: 9s - loss: 0.0158 - mse: 0.0158 - mape: 89.8440 - mae: 0.0581 - ETA: 8s - loss: 0.0157 - mse: 0.0157 - mape: 92.9547 - mae: 0.057 - ETA: 7s - loss: 0.0155 - mse: 0.0155 - mape: 95.0145 - mae: 0.057 - ETA: 6s - loss: 0.0153 - mse: 0.0153 - mape: 98.0521 - mae: 0.056 - ETA: 4s - loss: 0.0153 - mse: 0.0153 - mape: 97.7520 - mae: 0.056 - ETA: 3s - loss: 0.0152 - mse: 0.0152 - mape: 98.8477 - mae: 0.056 - ETA: 2s - loss: 0.0150 - mse: 0.0150 - mape: 101.2326 - mae: 0.05 - ETA: 2s - loss: 0.0148 - mse: 0.0148 - mape: 106.0424 - mae: 0.05 - ETA: 1s - loss: 0.0146 - mse: 0.0146 - mape: 109.6330 - mae: 0.05 - ETA: 0s - loss: 0.0146 - mse: 0.0146 - mape: 792.5387 - mae: 0.05 - 17s 2ms/sample - loss: 0.0145 - mse: 0.0145 - mape: 784.8755 - mae: 0.0550 - val_loss: 0.2936 - val_mse: 0.2936 - val_mape: 86.8724 - val_mae: 0.5229
+Epoch 2/10
+8820/8820 [==============================] - ETA: 10s - loss: 0.0107 - mse: 0.0107 - mape: 254.4804 - mae: 0.044 - ETA: 10s - loss: 0.0117 - mse: 0.0117 - mape: 280.9183 - mae: 0.049 - ETA: 9s - loss: 0.0110 - mse: 0.0110 - mape: 295.9317 - mae: 0.048 - ETA: 8s - loss: 0.0106 - mse: 0.0106 - mape: 315.8429 - mae: 0.04 - ETA: 8s - loss: 0.0106 - mse: 0.0106 - mape: 336.9373 - mae: 0.04 - ETA: 7s - loss: 0.0103 - mse: 0.0103 - mape: 373.0688 - mae: 0.04 - ETA: 6s - loss: 0.0100 - mse: 0.0100 - mape: 403.4932 - mae: 0.04 - ETA: 6s - loss: 0.0096 - mse: 0.0096 - mape: 424.7560 - mae: 0.04 - ETA: 5s - loss: 0.0091 - mse: 0.0091 - mape: 475.1329 - mae: 0.04 - ETA: 4s - loss: 0.0087 - mse: 0.0087 - mape: 513.3868 - mae: 0.04 - ETA: 4s - loss: 0.0083 - mse: 0.0083 - mape: 547.0736 - mae: 0.04 - ETA: 3s - loss: 0.0079 - mse: 0.0079 - mape: 579.8777 - mae: 0.04 - ETA: 2s - loss: 0.0075 - mse: 0.0075 - mape: 5563.0674 - mae: 0.044 - ETA: 2s - loss: 0.0071 - mse: 0.0071 - mape: 5283.4224 - mae: 0.044 - ETA: 1s - loss: 0.0068 - mse: 0.0068 - mape: 5022.7671 - mae: 0.044 - ETA: 0s - loss: 0.0065 - mse: 0.0065 - mape: 4828.3257 - mae: 0.044 - ETA: 0s - loss: 0.0063 - mse: 0.0063 - mape: 4654.7617 - mae: 0.044 - 12s 1ms/sample - loss: 0.0062 - mse: 0.0062 - mape: 4619.8291 - mae: 0.0445 - val_loss: 0.0364 - val_mse: 0.0364 - val_mape: 22.2112 - val_mae: 0.1532
+Epoch 3/10
+8820/8820 [==============================] - ETA: 10s - loss: 0.0028 - mse: 0.0028 - mape: 1557.8301 - mae: 0.05 - ETA: 10s - loss: 0.0026 - mse: 0.0026 - mape: 1597.7883 - mae: 0.04 - ETA: 9s - loss: 0.0025 - mse: 0.0025 - mape: 1545.6823 - mae: 0.0485 - ETA: 8s - loss: 0.0023 - mse: 0.0023 - mape: 1568.3494 - mae: 0.046 - ETA: 8s - loss: 0.0021 - mse: 0.0021 - mape: 1509.5194 - mae: 0.044 - ETA: 7s - loss: 0.0019 - mse: 0.0019 - mape: 1446.6486 - mae: 0.042 - ETA: 6s - loss: 0.0018 - mse: 0.0018 - mape: 1375.2316 - mae: 0.039 - ETA: 6s - loss: 0.0017 - mse: 0.0017 - mape: 7059.4116 - mae: 0.037 - ETA: 5s - loss: 0.0016 - mse: 0.0016 - mape: 6380.9028 - mae: 0.036 - ETA: 4s - loss: 0.0015 - mse: 0.0015 - mape: 5809.0908 - mae: 0.034 - ETA: 4s - loss: 0.0014 - mse: 0.0014 - mape: 5334.4209 - mae: 0.033 - ETA: 3s - loss: 0.0014 - mse: 0.0014 - mape: 4956.1558 - mae: 0.032 - ETA: 2s - loss: 0.0013 - mse: 0.0013 - mape: 4624.2837 - mae: 0.031 - ETA: 2s - loss: 0.0013 - mse: 0.0013 - mape: 4332.7607 - mae: 0.030 - ETA: 1s - loss: 0.0012 - mse: 0.0012 - mape: 4082.6875 - mae: 0.029 - ETA: 0s - loss: 0.0012 - mse: 0.0012 - mape: 3856.4072 - mae: 0.028 - ETA: 0s - loss: 0.0011 - mse: 0.0011 - mape: 3656.7761 - mae: 0.027 - 12s 1ms/sample - loss: 0.0011 - mse: 0.0011 - mape: 3614.9280 - mae: 0.0271 - val_loss: 0.0279 - val_mse: 0.0279 - val_mape: 19.6120 - val_mae: 0.1347
+Epoch 4/10
+8820/8820 [==============================] - ETA: 10s - loss: 1.9276e-04 - mse: 1.9276e-04 - mape: 378.3676 - mae: 0.010 - ETA: 10s - loss: 1.9246e-04 - mse: 1.9246e-04 - mape: 376.5423 - mae: 0.010 - ETA: 9s - loss: 2.0310e-04 - mse: 2.0310e-04 - mape: 377.4242 - mae: 0.010 - ETA: 8s - loss: 1.9683e-04 - mse: 1.9683e-04 - mape: 367.1504 - mae: 0.01 - ETA: 8s - loss: 1.9935e-04 - mse: 1.9935e-04 - mape: 345.0797 - mae: 0.00 - ETA: 7s - loss: 2.0607e-04 - mse: 2.0607e-04 - mape: 2663.1487 - mae: 0.009 - ETA: 6s - loss: 2.1664e-04 - mse: 2.1664e-04 - mape: 2311.9868 - mae: 0.009 - ETA: 6s - loss: 2.1254e-04 - mse: 2.1254e-04 - mape: 2045.5895 - mae: 0.009 - ETA: 5s - loss: 2.0648e-04 - mse: 2.0648e-04 - mape: 1834.9264 - mae: 0.009 - ETA: 4s - loss: 1.9657e-04 - mse: 1.9657e-04 - mape: 1668.8405 - mae: 0.008 - ETA: 4s - loss: 1.8746e-04 - mse: 1.8746e-04 - mape: 1526.9091 - mae: 0.008 - ETA: 3s - loss: 1.8189e-04 - mse: 1.8189e-04 - mape: 1406.3297 - mae: 0.008 - ETA: 2s - loss: 1.7702e-04 - mse: 1.7702e-04 - mape: 1303.2085 - mae: 0.008 - ETA: 2s - loss: 1.7685e-04 - mse: 1.7685e-04 - mape: 1214.4700 - mae: 0.007 - ETA: 1s - loss: 1.7662e-04 - mse: 1.7662e-04 - mape: 1136.9518 - mae: 0.007 - ETA: 0s - loss: 1.7631e-04 - mse: 1.7631e-04 - mape: 1068.7888 - mae: 0.007 - ETA: 0s - loss: 1.7638e-04 - mse: 1.7638e-04 - mape: 1008.2565 - mae: 0.007 - 12s 1ms/sample - loss: 1.7635e-04 - mse: 1.7635e-04 - mape: 995.6255 - mae: 0.0077 - val_loss: 0.0207 - val_mse: 0.0207 - val_mape: 16.2917 - val_mae: 0.1129
+Epoch 5/10
+8820/8820 [==============================] - ETA: 11s - loss: 1.3434e-04 - mse: 1.3434e-04 - mape: 53.3153 - mae: 0.00 - ETA: 10s - loss: 1.1760e-04 - mse: 1.1760e-04 - mape: 52.1164 - mae: 0.00 - ETA: 9s - loss: 1.2292e-04 - mse: 1.2292e-04 - mape: 55.3084 - mae: 0.0058 - ETA: 8s - loss: 1.2630e-04 - mse: 1.2630e-04 - mape: 53.5430 - mae: 0.005 - ETA: 8s - loss: 1.2990e-04 - mse: 1.2990e-04 - mape: 54.5880 - mae: 0.005 - ETA: 7s - loss: 1.3603e-04 - mse: 1.3603e-04 - mape: 55.0648 - mae: 0.005 - ETA: 6s - loss: 1.3457e-04 - mse: 1.3457e-04 - mape: 552.9199 - mae: 0.00 - ETA: 6s - loss: 1.3225e-04 - mse: 1.3225e-04 - mape: 489.6085 - mae: 0.00 - ETA: 5s - loss: 1.2872e-04 - mse: 1.2872e-04 - mape: 440.1964 - mae: 0.00 - ETA: 4s - loss: 1.2700e-04 - mse: 1.2700e-04 - mape: 400.9481 - mae: 0.00 - ETA: 4s - loss: 1.2818e-04 - mse: 1.2818e-04 - mape: 369.1401 - mae: 0.00 - ETA: 3s - loss: 1.2772e-04 - mse: 1.2772e-04 - mape: 342.7849 - mae: 0.00 - ETA: 2s - loss: 1.2853e-04 - mse: 1.2853e-04 - mape: 320.7227 - mae: 0.00 - ETA: 2s - loss: 1.2664e-04 - mse: 1.2664e-04 - mape: 301.1037 - mae: 0.00 - ETA: 1s - loss: 1.2572e-04 - mse: 1.2572e-04 - mape: 283.8412 - mae: 0.00 - ETA: 0s - loss: 1.2601e-04 - mse: 1.2601e-04 - mape: 268.9734 - mae: 0.00 - ETA: 0s - loss: 1.2526e-04 - mse: 1.2526e-04 - mape: 256.0298 - mae: 0.00 - 12s 1ms/sample - loss: 1.2556e-04 - mse: 1.2556e-04 - mape: 253.2586 - mae: 0.0057 - val_loss: 0.0198 - val_mse: 0.0198 - val_mape: 15.8115 - val_mae: 0.1098
+Epoch 6/10
+8820/8820 [==============================] - ETA: 11s - loss: 1.1569e-04 - mse: 1.1569e-04 - mape: 51.4376 - mae: 0.00 - ETA: 11s - loss: 1.1195e-04 - mse: 1.1195e-04 - mape: 53.9303 - mae: 0.00 - ETA: 10s - loss: 1.1273e-04 - mse: 1.1273e-04 - mape: 55.6919 - mae: 0.00 - ETA: 9s - loss: 1.1251e-04 - mse: 1.1251e-04 - mape: 53.7336 - mae: 0.0053 - ETA: 8s - loss: 1.2566e-04 - mse: 1.2566e-04 - mape: 58.2047 - mae: 0.005 - ETA: 8s - loss: 1.2153e-04 - mse: 1.2153e-04 - mape: 58.9283 - mae: 0.005 - ETA: 7s - loss: 1.1786e-04 - mse: 1.1786e-04 - mape: 61.5717 - mae: 0.005 - ETA: 6s - loss: 1.1605e-04 - mse: 1.1605e-04 - mape: 64.0407 - mae: 0.005 - ETA: 5s - loss: 1.1688e-04 - mse: 1.1688e-04 - mape: 65.5441 - mae: 0.005 - ETA: 5s - loss: 1.2141e-04 - mse: 1.2141e-04 - mape: 65.5065 - mae: 0.005 - ETA: 4s - loss: 1.2140e-04 - mse: 1.2140e-04 - mape: 66.9311 - mae: 0.005 - ETA: 3s - loss: 1.1933e-04 - mse: 1.1933e-04 - mape: 70.0807 - mae: 0.005 - ETA: 3s - loss: 1.1947e-04 - mse: 1.1947e-04 - mape: 510.2335 - mae: 0.00 - ETA: 2s - loss: 1.1789e-04 - mse: 1.1789e-04 - mape: 480.3069 - mae: 0.00 - ETA: 1s - loss: 1.1688e-04 - mse: 1.1688e-04 - mape: 455.3442 - mae: 0.00 - ETA: 0s - loss: 1.1537e-04 - mse: 1.1537e-04 - mape: 431.7568 - mae: 0.00 - ETA: 0s - loss: 1.1512e-04 - mse: 1.1512e-04 - mape: 411.5443 - mae: 0.00 - 13s 1ms/sample - loss: 1.1542e-04 - mse: 1.1542e-04 - mape: 407.3575 - mae: 0.0053 - val_loss: 0.0196 - val_mse: 0.0196 - val_mape: 15.7049 - val_mae: 0.1090
+Epoch 7/10
+8820/8820 [==============================] - ETA: 11s - loss: 1.0626e-04 - mse: 1.0626e-04 - mape: 99.5103 - mae: 0.00 - ETA: 10s - loss: 1.0289e-04 - mse: 1.0289e-04 - mape: 102.5226 - mae: 0.005 - ETA: 9s - loss: 9.8094e-05 - mse: 9.8094e-05 - mape: 112.4730 - mae: 0.005 - ETA: 9s - loss: 9.4590e-05 - mse: 9.4590e-05 - mape: 106.2571 - mae: 0.00 - ETA: 8s - loss: 9.5897e-05 - mse: 9.5897e-05 - mape: 106.0286 - mae: 0.00 - ETA: 7s - loss: 9.3007e-05 - mse: 9.3007e-05 - mape: 105.6249 - mae: 0.00 - ETA: 7s - loss: 9.3170e-05 - mse: 9.3170e-05 - mape: 108.8036 - mae: 0.00 - ETA: 6s - loss: 9.0924e-05 - mse: 9.0924e-05 - mape: 107.5916 - mae: 0.00 - ETA: 5s - loss: 9.2013e-05 - mse: 9.2013e-05 - mape: 107.9594 - mae: 0.00 - ETA: 4s - loss: 9.1493e-05 - mse: 9.1493e-05 - mape: 108.2303 - mae: 0.00 - ETA: 4s - loss: 9.2153e-05 - mse: 9.2153e-05 - mape: 107.9430 - mae: 0.00 - ETA: 3s - loss: 9.2544e-05 - mse: 9.2544e-05 - mape: 106.7758 - mae: 0.00 - ETA: 2s - loss: 9.2789e-05 - mse: 9.2789e-05 - mape: 105.8909 - mae: 0.00 - ETA: 2s - loss: 9.4212e-05 - mse: 9.4212e-05 - mape: 105.4230 - mae: 0.00 - ETA: 1s - loss: 9.6843e-05 - mse: 9.6843e-05 - mape: 526.5961 - mae: 0.00 - ETA: 0s - loss: 9.9727e-05 - mse: 9.9727e-05 - mape: 498.9604 - mae: 0.00 - ETA: 0s - loss: 1.0107e-04 - mse: 1.0107e-04 - mape: 474.6964 - mae: 0.00 - 12s 1ms/sample - loss: 1.0057e-04 - mse: 1.0057e-04 - mape: 469.9680 - mae: 0.0053 - val_loss: 0.0183 - val_mse: 0.0183 - val_mape: 15.0248 - val_mae: 0.1045
+Epoch 8/10
+8820/8820 [==============================] - ETA: 10s - loss: 1.1475e-04 - mse: 1.1475e-04 - mape: 108.4843 - mae: 0.005 - ETA: 10s - loss: 1.2010e-04 - mse: 1.2010e-04 - mape: 96.7579 - mae: 0.005 - ETA: 9s - loss: 1.2001e-04 - mse: 1.2001e-04 - mape: 93.3475 - mae: 0.0056 - ETA: 8s - loss: 1.1204e-04 - mse: 1.1204e-04 - mape: 91.1482 - mae: 0.005 - ETA: 8s - loss: 1.0430e-04 - mse: 1.0430e-04 - mape: 90.2177 - mae: 0.005 - ETA: 7s - loss: 1.0418e-04 - mse: 1.0418e-04 - mape: 972.1917 - mae: 0.00 - ETA: 6s - loss: 1.0526e-04 - mse: 1.0526e-04 - mape: 845.9269 - mae: 0.00 - ETA: 6s - loss: 1.0523e-04 - mse: 1.0523e-04 - mape: 751.4118 - mae: 0.00 - ETA: 5s - loss: 1.0538e-04 - mse: 1.0538e-04 - mape: 676.4290 - mae: 0.00 - ETA: 4s - loss: 1.0649e-04 - mse: 1.0649e-04 - mape: 615.7494 - mae: 0.00 - ETA: 4s - loss: 1.0673e-04 - mse: 1.0673e-04 - mape: 567.3601 - mae: 0.00 - ETA: 3s - loss: 1.0726e-04 - mse: 1.0726e-04 - mape: 526.8203 - mae: 0.00 - ETA: 2s - loss: 1.0490e-04 - mse: 1.0490e-04 - mape: 493.2299 - mae: 0.00 - ETA: 2s - loss: 1.0409e-04 - mse: 1.0409e-04 - mape: 463.2405 - mae: 0.00 - ETA: 1s - loss: 1.0237e-04 - mse: 1.0237e-04 - mape: 437.2533 - mae: 0.00 - ETA: 0s - loss: 1.0415e-04 - mse: 1.0415e-04 - mape: 413.6624 - mae: 0.00 - ETA: 0s - loss: 1.0549e-04 - mse: 1.0549e-04 - mape: 393.9293 - mae: 0.00 - 12s 1ms/sample - loss: 1.0637e-04 - mse: 1.0637e-04 - mape: 389.6865 - mae: 0.0052 - val_loss: 0.0180 - val_mse: 0.0180 - val_mape: 15.0002 - val_mae: 0.1041
+Epoch 9/10
+8820/8820 [==============================] - ETA: 10s - loss: 7.7843e-05 - mse: 7.7843e-05 - mape: 76.4877 - mae: 0.00 - ETA: 10s - loss: 8.3728e-05 - mse: 8.3728e-05 - mape: 73.4312 - mae: 0.00 - ETA: 9s - loss: 9.7229e-05 - mse: 9.7229e-05 - mape: 74.5760 - mae: 0.0047 - ETA: 8s - loss: 9.8395e-05 - mse: 9.8395e-05 - mape: 74.0042 - mae: 0.004 - ETA: 8s - loss: 1.0103e-04 - mse: 1.0103e-04 - mape: 72.5527 - mae: 0.004 - ETA: 7s - loss: 1.0228e-04 - mse: 1.0228e-04 - mape: 70.3982 - mae: 0.004 - ETA: 6s - loss: 1.0349e-04 - mse: 1.0349e-04 - mape: 71.7980 - mae: 0.004 - ETA: 6s - loss: 1.0223e-04 - mse: 1.0223e-04 - mape: 71.9748 - mae: 0.004 - ETA: 5s - loss: 1.0217e-04 - mse: 1.0217e-04 - mape: 70.4940 - mae: 0.004 - ETA: 4s - loss: 1.0589e-04 - mse: 1.0589e-04 - mape: 70.7219 - mae: 0.004 - ETA: 4s - loss: 1.0647e-04 - mse: 1.0647e-04 - mape: 69.6633 - mae: 0.005 - ETA: 3s - loss: 1.0412e-04 - mse: 1.0412e-04 - mape: 69.4142 - mae: 0.004 - ETA: 2s - loss: 1.0335e-04 - mse: 1.0335e-04 - mape: 69.0473 - mae: 0.004 - ETA: 2s - loss: 1.0328e-04 - mse: 1.0328e-04 - mape: 343.6754 - mae: 0.00 - ETA: 1s - loss: 1.0174e-04 - mse: 1.0174e-04 - mape: 324.9556 - mae: 0.00 - ETA: 0s - loss: 1.0180e-04 - mse: 1.0180e-04 - mape: 308.6616 - mae: 0.00 - ETA: 0s - loss: 1.0260e-04 - mse: 1.0260e-04 - mape: 294.0090 - mae: 0.00 - 12s 1ms/sample - loss: 1.0422e-04 - mse: 1.0422e-04 - mape: 290.9031 - mae: 0.0049 - val_loss: 0.0161 - val_mse: 0.0161 - val_mape: 14.0095 - val_mae: 0.0975
+Epoch 10/10
+8820/8820 [==============================] - ETA: 10s - loss: 1.1447e-04 - mse: 1.1447e-04 - mape: 57.5780 - mae: 0.00 - ETA: 10s - loss: 1.0982e-04 - mse: 1.0982e-04 - mape: 59.2744 - mae: 0.00 - ETA: 9s - loss: 1.0643e-04 - mse: 1.0643e-04 - mape: 65.3539 - mae: 0.0051 - ETA: 8s - loss: 1.0802e-04 - mse: 1.0802e-04 - mape: 65.1731 - mae: 0.005 - ETA: 8s - loss: 1.1066e-04 - mse: 1.1066e-04 - mape: 913.1021 - mae: 0.00 - ETA: 7s - loss: 1.0774e-04 - mse: 1.0774e-04 - mape: 772.2726 - mae: 0.00 - ETA: 6s - loss: 1.0441e-04 - mse: 1.0441e-04 - mape: 672.1864 - mae: 0.00 - ETA: 6s - loss: 1.0192e-04 - mse: 1.0192e-04 - mape: 595.3939 - mae: 0.00 - ETA: 5s - loss: 1.0635e-04 - mse: 1.0635e-04 - mape: 537.2922 - mae: 0.00 - ETA: 4s - loss: 1.0388e-04 - mse: 1.0388e-04 - mape: 489.3034 - mae: 0.00 - ETA: 4s - loss: 1.0108e-04 - mse: 1.0108e-04 - mape: 450.3984 - mae: 0.00 - ETA: 3s - loss: 1.0072e-04 - mse: 1.0072e-04 - mape: 417.1927 - mae: 0.00 - ETA: 2s - loss: 9.9532e-05 - mse: 9.9532e-05 - mape: 390.7736 - mae: 0.00 - ETA: 2s - loss: 9.8890e-05 - mse: 9.8890e-05 - mape: 367.4420 - mae: 0.00 - ETA: 1s - loss: 9.8048e-05 - mse: 9.8048e-05 - mape: 346.8490 - mae: 0.00 - ETA: 0s - loss: 9.8170e-05 - mse: 9.8170e-05 - mape: 329.4087 - mae: 0.00 - ETA: 0s - loss: 9.8257e-05 - mse: 9.8257e-05 - mape: 313.9336 - mae: 0.00 - 12s 1ms/sample - loss: 9.8135e-05 - mse: 9.8135e-05 - mape: 310.7619 - mae: 0.0048 - val_loss: 0.0156 - val_mse: 0.0156 - val_mape: 13.7701 - val_mae: 0.0958
+Validation Loss (MSE) from Last Epoch: 0.015595596086005775; Learning Rate:0.0001; Number of Units in each LSTM Layer: 288
+Compilation Time :  0.048872947692871094
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 57s - loss: 0.0145 - mse: 0.0145 - mape: 99.5600 - mae: 0.05 - ETA: 33s - loss: 0.0159 - mse: 0.0159 - mape: 94.4875 - mae: 0.05 - ETA: 24s - loss: 0.0160 - mse: 0.0160 - mape: 91.0576 - mae: 0.05 - ETA: 19s - loss: 0.0157 - mse: 0.0157 - mape: 88.4068 - mae: 0.05 - ETA: 15s - loss: 0.0157 - mse: 0.0157 - mape: 503.7393 - mae: 0.057 - ETA: 13s - loss: 0.0161 - mse: 0.0161 - mape: 432.9617 - mae: 0.058 - ETA: 11s - loss: 0.0158 - mse: 0.0158 - mape: 383.7020 - mae: 0.057 - ETA: 10s - loss: 0.0158 - mse: 0.0158 - mape: 347.0389 - mae: 0.058 - ETA: 8s - loss: 0.0157 - mse: 0.0157 - mape: 318.6908 - mae: 0.057 - ETA: 7s - loss: 0.0152 - mse: 0.0152 - mape: 299.3094 - mae: 0.05 - ETA: 6s - loss: 0.0153 - mse: 0.0153 - mape: 284.6423 - mae: 0.05 - ETA: 5s - loss: 0.0153 - mse: 0.0153 - mape: 270.4332 - mae: 0.05 - ETA: 4s - loss: 0.0151 - mse: 0.0151 - mape: 259.7731 - mae: 0.05 - ETA: 3s - loss: 0.0149 - mse: 0.0149 - mape: 251.4885 - mae: 0.05 - ETA: 2s - loss: 0.0148 - mse: 0.0148 - mape: 245.9736 - mae: 0.05 - ETA: 1s - loss: 0.0147 - mse: 0.0147 - mape: 245.7049 - mae: 0.05 - ETA: 0s - loss: 0.0146 - mse: 0.0146 - mape: 241.6699 - mae: 0.05 - 17s 2ms/sample - loss: 0.0146 - mse: 0.0146 - mape: 240.8389 - mae: 0.0552 - val_loss: 0.2938 - val_mse: 0.2938 - val_mape: 86.9284 - val_mae: 0.5232
+Epoch 2/10
+8820/8820 [==============================] - ETA: 12s - loss: 0.0129 - mse: 0.0129 - mape: 306.2057 - mae: 0.055 - ETA: 11s - loss: 0.0118 - mse: 0.0118 - mape: 303.2025 - mae: 0.051 - ETA: 10s - loss: 0.0112 - mse: 0.0112 - mape: 317.2952 - mae: 0.049 - ETA: 10s - loss: 0.0110 - mse: 0.0110 - mape: 351.7113 - mae: 0.049 - ETA: 9s - loss: 0.0105 - mse: 0.0105 - mape: 365.4236 - mae: 0.049 - ETA: 8s - loss: 0.0101 - mse: 0.0101 - mape: 383.5992 - mae: 0.04 - ETA: 7s - loss: 0.0098 - mse: 0.0098 - mape: 423.2321 - mae: 0.04 - ETA: 7s - loss: 0.0093 - mse: 0.0093 - mape: 455.7163 - mae: 0.04 - ETA: 6s - loss: 0.0089 - mse: 0.0089 - mape: 484.9651 - mae: 0.04 - ETA: 5s - loss: 0.0084 - mse: 0.0084 - mape: 536.0826 - mae: 0.04 - ETA: 4s - loss: 0.0080 - mse: 0.0080 - mape: 590.3676 - mae: 0.04 - ETA: 4s - loss: 0.0075 - mse: 0.0075 - mape: 648.0212 - mae: 0.04 - ETA: 3s - loss: 0.0071 - mse: 0.0071 - mape: 732.5986 - mae: 0.04 - ETA: 2s - loss: 0.0068 - mse: 0.0068 - mape: 7111.2148 - mae: 0.044 - ETA: 1s - loss: 0.0065 - mse: 0.0065 - mape: 6759.1807 - mae: 0.045 - ETA: 0s - loss: 0.0063 - mse: 0.0063 - mape: 6467.4863 - mae: 0.045 - ETA: 0s - loss: 0.0061 - mse: 0.0061 - mape: 6210.1602 - mae: 0.045 - 14s 2ms/sample - loss: 0.0060 - mse: 0.0060 - mape: 6149.8618 - mae: 0.0459 - val_loss: 0.0295 - val_mse: 0.0295 - val_mape: 19.7822 - val_mae: 0.1363
+Epoch 3/10
+8820/8820 [==============================] - ETA: 13s - loss: 0.0026 - mse: 0.0026 - mape: 1778.6786 - mae: 0.04 - ETA: 12s - loss: 0.0023 - mse: 0.0023 - mape: 1771.0388 - mae: 0.04 - ETA: 11s - loss: 0.0021 - mse: 0.0021 - mape: 1633.0244 - mae: 0.04 - ETA: 10s - loss: 0.0018 - mse: 0.0018 - mape: 1597.2657 - mae: 0.04 - ETA: 9s - loss: 0.0016 - mse: 0.0016 - mape: 1514.9188 - mae: 0.0385 - ETA: 8s - loss: 0.0015 - mse: 0.0015 - mape: 1411.9811 - mae: 0.036 - ETA: 8s - loss: 0.0014 - mse: 0.0014 - mape: 7904.5693 - mae: 0.034 - ETA: 7s - loss: 0.0013 - mse: 0.0013 - mape: 7022.2607 - mae: 0.032 - ETA: 6s - loss: 0.0013 - mse: 0.0013 - mape: 6328.3003 - mae: 0.031 - ETA: 5s - loss: 0.0012 - mse: 0.0012 - mape: 5756.6768 - mae: 0.030 - ETA: 4s - loss: 0.0012 - mse: 0.0012 - mape: 5281.6479 - mae: 0.029 - ETA: 4s - loss: 0.0011 - mse: 0.0011 - mape: 4886.2373 - mae: 0.028 - ETA: 3s - loss: 0.0011 - mse: 0.0011 - mape: 4548.6636 - mae: 0.027 - ETA: 2s - loss: 0.0010 - mse: 0.0010 - mape: 4256.5654 - mae: 0.026 - ETA: 1s - loss: 9.8679e-04 - mse: 9.8679e-04 - mape: 3998.9194 - mae: 0.025 - ETA: 0s - loss: 9.3840e-04 - mse: 9.3840e-04 - mape: 3776.7642 - mae: 0.024 - ETA: 0s - loss: 8.9233e-04 - mse: 8.9233e-04 - mape: 3575.0232 - mae: 0.023 - 14s 2ms/sample - loss: 8.8479e-04 - mse: 8.8479e-04 - mape: 3533.0974 - mae: 0.0235 - val_loss: 0.0183 - val_mse: 0.0183 - val_mape: 14.9113 - val_mae: 0.1034
+Epoch 4/10
+8820/8820 [==============================] - ETA: 12s - loss: 1.4900e-04 - mse: 1.4900e-04 - mape: 295.3554 - mae: 0.008 - ETA: 11s - loss: 1.7926e-04 - mse: 1.7926e-04 - mape: 316.1776 - mae: 0.009 - ETA: 11s - loss: 2.2645e-04 - mse: 2.2645e-04 - mape: 297.7807 - mae: 0.009 - ETA: 10s - loss: 2.4273e-04 - mse: 2.4273e-04 - mape: 279.6142 - mae: 0.009 - ETA: 9s - loss: 2.5291e-04 - mse: 2.5291e-04 - mape: 251.4841 - mae: 0.009 - ETA: 8s - loss: 2.5614e-04 - mse: 2.5614e-04 - mape: 1844.5873 - mae: 0.009 - ETA: 8s - loss: 2.3497e-04 - mse: 2.3497e-04 - mape: 1594.9135 - mae: 0.008 - ETA: 7s - loss: 2.2158e-04 - mse: 2.2158e-04 - mape: 1407.7111 - mae: 0.008 - ETA: 6s - loss: 2.1011e-04 - mse: 2.1011e-04 - mape: 1258.7775 - mae: 0.007 - ETA: 5s - loss: 1.9984e-04 - mse: 1.9984e-04 - mape: 1139.1293 - mae: 0.007 - ETA: 4s - loss: 1.9480e-04 - mse: 1.9480e-04 - mape: 1040.8409 - mae: 0.007 - ETA: 4s - loss: 1.9058e-04 - mse: 1.9058e-04 - mape: 958.9683 - mae: 0.007 - ETA: 3s - loss: 1.9289e-04 - mse: 1.9289e-04 - mape: 888.8756 - mae: 0.00 - ETA: 2s - loss: 1.9820e-04 - mse: 1.9820e-04 - mape: 829.2270 - mae: 0.00 - ETA: 1s - loss: 1.9779e-04 - mse: 1.9779e-04 - mape: 777.4725 - mae: 0.00 - ETA: 0s - loss: 1.9397e-04 - mse: 1.9397e-04 - mape: 732.7393 - mae: 0.00 - ETA: 0s - loss: 1.8823e-04 - mse: 1.8823e-04 - mape: 692.9207 - mae: 0.00 - 14s 2ms/sample - loss: 1.8730e-04 - mse: 1.8730e-04 - mape: 685.5936 - mae: 0.0074 - val_loss: 0.0158 - val_mse: 0.0158 - val_mape: 13.6492 - val_mae: 0.0951
+Epoch 5/10
+8820/8820 [==============================] - ETA: 13s - loss: 1.0837e-04 - mse: 1.0837e-04 - mape: 51.3682 - mae: 0.00 - ETA: 12s - loss: 1.0388e-04 - mse: 1.0388e-04 - mape: 57.0636 - mae: 0.00 - ETA: 11s - loss: 1.3911e-04 - mse: 1.3911e-04 - mape: 59.8165 - mae: 0.00 - ETA: 10s - loss: 1.5351e-04 - mse: 1.5351e-04 - mape: 57.2515 - mae: 0.00 - ETA: 9s - loss: 1.4756e-04 - mse: 1.4756e-04 - mape: 57.3010 - mae: 0.0062 - ETA: 9s - loss: 1.4500e-04 - mse: 1.4500e-04 - mape: 56.2848 - mae: 0.006 - ETA: 8s - loss: 1.3869e-04 - mse: 1.3869e-04 - mape: 56.7782 - mae: 0.006 - ETA: 7s - loss: 1.3599e-04 - mse: 1.3599e-04 - mape: 55.3517 - mae: 0.006 - ETA: 6s - loss: 1.3542e-04 - mse: 1.3542e-04 - mape: 54.3335 - mae: 0.006 - ETA: 5s - loss: 1.3216e-04 - mse: 1.3216e-04 - mape: 460.1312 - mae: 0.00 - ETA: 5s - loss: 1.3163e-04 - mse: 1.3163e-04 - mape: 422.7961 - mae: 0.00 - ETA: 4s - loss: 1.3116e-04 - mse: 1.3116e-04 - mape: 392.6011 - mae: 0.00 - ETA: 3s - loss: 1.2938e-04 - mse: 1.2938e-04 - mape: 366.5211 - mae: 0.00 - ETA: 2s - loss: 1.2556e-04 - mse: 1.2556e-04 - mape: 343.9109 - mae: 0.00 - ETA: 1s - loss: 1.2410e-04 - mse: 1.2410e-04 - mape: 325.4343 - mae: 0.00 - ETA: 0s - loss: 1.2268e-04 - mse: 1.2268e-04 - mape: 309.5518 - mae: 0.00 - ETA: 0s - loss: 1.2192e-04 - mse: 1.2192e-04 - mape: 296.4045 - mae: 0.00 - 15s 2ms/sample - loss: 1.2155e-04 - mse: 1.2155e-04 - mape: 293.3905 - mae: 0.0057 - val_loss: 0.0184 - val_mse: 0.0184 - val_mape: 15.1100 - val_mae: 0.1050
+Epoch 6/10
+8820/8820 [==============================] - ETA: 12s - loss: 1.0486e-04 - mse: 1.0486e-04 - mape: 66.9285 - mae: 0.00 - ETA: 11s - loss: 8.3877e-05 - mse: 8.3877e-05 - mape: 64.9613 - mae: 0.00 - ETA: 11s - loss: 8.3554e-05 - mse: 8.3554e-05 - mape: 70.3119 - mae: 0.00 - ETA: 10s - loss: 9.1315e-05 - mse: 9.1315e-05 - mape: 69.7178 - mae: 0.00 - ETA: 9s - loss: 9.2770e-05 - mse: 9.2770e-05 - mape: 74.1922 - mae: 0.0051 - ETA: 8s - loss: 9.5558e-05 - mse: 9.5558e-05 - mape: 75.6999 - mae: 0.005 - ETA: 8s - loss: 9.4177e-05 - mse: 9.4177e-05 - mape: 77.3578 - mae: 0.005 - ETA: 7s - loss: 9.4462e-05 - mse: 9.4462e-05 - mape: 87.2130 - mae: 0.005 - ETA: 6s - loss: 9.5082e-05 - mse: 9.5082e-05 - mape: 96.0808 - mae: 0.005 - ETA: 5s - loss: 9.6926e-05 - mse: 9.6926e-05 - mape: 97.4696 - mae: 0.005 - ETA: 5s - loss: 9.7578e-05 - mse: 9.7578e-05 - mape: 99.5091 - mae: 0.005 - ETA: 4s - loss: 9.4905e-05 - mse: 9.4905e-05 - mape: 101.2350 - mae: 0.00 - ETA: 3s - loss: 9.6611e-05 - mse: 9.6611e-05 - mape: 101.4447 - mae: 0.00 - ETA: 2s - loss: 9.6248e-05 - mse: 9.6248e-05 - mape: 102.8310 - mae: 0.00 - ETA: 1s - loss: 9.8512e-05 - mse: 9.8512e-05 - mape: 599.0884 - mae: 0.00 - ETA: 0s - loss: 9.9062e-05 - mse: 9.9062e-05 - mape: 568.5261 - mae: 0.00 - ETA: 0s - loss: 9.8683e-05 - mse: 9.8683e-05 - mape: 541.7313 - mae: 0.00 - 14s 2ms/sample - loss: 9.9217e-05 - mse: 9.9217e-05 - mape: 536.8786 - mae: 0.0054 - val_loss: 0.0180 - val_mse: 0.0180 - val_mape: 14.8564 - val_mae: 0.1033
+Epoch 7/10
+8820/8820 [==============================] - ETA: 12s - loss: 1.1557e-04 - mse: 1.1557e-04 - mape: 115.5111 - mae: 0.005 - ETA: 11s - loss: 9.6170e-05 - mse: 9.6170e-05 - mape: 114.4433 - mae: 0.005 - ETA: 10s - loss: 9.5872e-05 - mse: 9.5872e-05 - mape: 126.6540 - mae: 0.005 - ETA: 10s - loss: 9.5127e-05 - mse: 9.5127e-05 - mape: 135.0237 - mae: 0.005 - ETA: 9s - loss: 9.3495e-05 - mse: 9.3495e-05 - mape: 136.1292 - mae: 0.005 - ETA: 8s - loss: 9.6049e-05 - mse: 9.6049e-05 - mape: 1363.7937 - mae: 0.005 - ETA: 7s - loss: 9.5563e-05 - mse: 9.5563e-05 - mape: 1185.8646 - mae: 0.005 - ETA: 7s - loss: 9.2792e-05 - mse: 9.2792e-05 - mape: 1052.9304 - mae: 0.005 - ETA: 6s - loss: 9.1662e-05 - mse: 9.1662e-05 - mape: 947.7625 - mae: 0.005 - ETA: 5s - loss: 8.9424e-05 - mse: 8.9424e-05 - mape: 863.7504 - mae: 0.00 - ETA: 4s - loss: 9.1334e-05 - mse: 9.1334e-05 - mape: 794.5932 - mae: 0.00 - ETA: 4s - loss: 9.3002e-05 - mse: 9.3002e-05 - mape: 736.6680 - mae: 0.00 - ETA: 3s - loss: 9.5220e-05 - mse: 9.5220e-05 - mape: 689.6468 - mae: 0.00 - ETA: 2s - loss: 9.7285e-05 - mse: 9.7285e-05 - mape: 647.2835 - mae: 0.00 - ETA: 1s - loss: 9.8647e-05 - mse: 9.8647e-05 - mape: 610.2335 - mae: 0.00 - ETA: 0s - loss: 9.8999e-05 - mse: 9.8999e-05 - mape: 577.3762 - mae: 0.00 - ETA: 0s - loss: 9.8086e-05 - mse: 9.8086e-05 - mape: 549.0201 - mae: 0.00 - 14s 2ms/sample - loss: 9.7707e-05 - mse: 9.7707e-05 - mape: 543.7760 - mae: 0.0054 - val_loss: 0.0184 - val_mse: 0.0184 - val_mape: 15.2447 - val_mae: 0.1057
+Epoch 8/10
+8820/8820 [==============================] - ETA: 12s - loss: 9.4431e-05 - mse: 9.4431e-05 - mape: 91.2957 - mae: 0.00 - ETA: 12s - loss: 8.8852e-05 - mse: 8.8852e-05 - mape: 109.6854 - mae: 0.004 - ETA: 11s - loss: 9.9959e-05 - mse: 9.9959e-05 - mape: 100.9781 - mae: 0.005 - ETA: 10s - loss: 1.0327e-04 - mse: 1.0327e-04 - mape: 97.7758 - mae: 0.005 - ETA: 9s - loss: 9.5369e-05 - mse: 9.5369e-05 - mape: 99.7951 - mae: 0.0051 - ETA: 8s - loss: 9.4251e-05 - mse: 9.4251e-05 - mape: 98.9023 - mae: 0.005 - ETA: 8s - loss: 9.2741e-05 - mse: 9.2741e-05 - mape: 98.6866 - mae: 0.005 - ETA: 7s - loss: 9.5114e-05 - mse: 9.5114e-05 - mape: 99.1221 - mae: 0.005 - ETA: 6s - loss: 9.4890e-05 - mse: 9.4890e-05 - mape: 100.2615 - mae: 0.00 - ETA: 5s - loss: 9.3714e-05 - mse: 9.3714e-05 - mape: 101.0750 - mae: 0.00 - ETA: 4s - loss: 9.4902e-05 - mse: 9.4902e-05 - mape: 99.3073 - mae: 0.0051 - ETA: 4s - loss: 9.5603e-05 - mse: 9.5603e-05 - mape: 96.7798 - mae: 0.005 - ETA: 3s - loss: 9.6739e-05 - mse: 9.6739e-05 - mape: 95.5351 - mae: 0.005 - ETA: 2s - loss: 9.6398e-05 - mse: 9.6398e-05 - mape: 94.1321 - mae: 0.005 - ETA: 1s - loss: 9.5599e-05 - mse: 9.5599e-05 - mape: 465.6549 - mae: 0.00 - ETA: 0s - loss: 9.4662e-05 - mse: 9.4662e-05 - mape: 440.7627 - mae: 0.00 - ETA: 0s - loss: 9.4008e-05 - mse: 9.4008e-05 - mape: 418.9315 - mae: 0.00 - 14s 2ms/sample - loss: 9.3749e-05 - mse: 9.3749e-05 - mape: 414.2669 - mae: 0.0050 - val_loss: 0.0176 - val_mse: 0.0176 - val_mape: 14.8409 - val_mae: 0.1030
+Epoch 9/10
+8820/8820 [==============================] - ETA: 13s - loss: 8.2440e-05 - mse: 8.2440e-05 - mape: 90.2782 - mae: 0.00 - ETA: 12s - loss: 7.4641e-05 - mse: 7.4641e-05 - mape: 83.0375 - mae: 0.00 - ETA: 11s - loss: 8.4503e-05 - mse: 8.4503e-05 - mape: 88.6288 - mae: 0.00 - ETA: 10s - loss: 9.5527e-05 - mse: 9.5527e-05 - mape: 84.3203 - mae: 0.00 - ETA: 9s - loss: 9.2099e-05 - mse: 9.2099e-05 - mape: 83.6094 - mae: 0.0047 - ETA: 8s - loss: 9.6823e-05 - mse: 9.6823e-05 - mape: 81.6193 - mae: 0.004 - ETA: 8s - loss: 1.0034e-04 - mse: 1.0034e-04 - mape: 83.1467 - mae: 0.004 - ETA: 7s - loss: 9.8426e-05 - mse: 9.8426e-05 - mape: 81.6217 - mae: 0.004 - ETA: 6s - loss: 9.8551e-05 - mse: 9.8551e-05 - mape: 644.5794 - mae: 0.00 - ETA: 5s - loss: 9.7667e-05 - mse: 9.7667e-05 - mape: 586.3576 - mae: 0.00 - ETA: 4s - loss: 9.7916e-05 - mse: 9.7916e-05 - mape: 539.6524 - mae: 0.00 - ETA: 4s - loss: 1.0083e-04 - mse: 1.0083e-04 - mape: 502.2720 - mae: 0.00 - ETA: 3s - loss: 9.7807e-05 - mse: 9.7807e-05 - mape: 468.6195 - mae: 0.00 - ETA: 2s - loss: 9.7091e-05 - mse: 9.7091e-05 - mape: 440.0688 - mae: 0.00 - ETA: 1s - loss: 9.5424e-05 - mse: 9.5424e-05 - mape: 415.0828 - mae: 0.00 - ETA: 0s - loss: 9.5145e-05 - mse: 9.5145e-05 - mape: 393.3421 - mae: 0.00 - ETA: 0s - loss: 9.5564e-05 - mse: 9.5564e-05 - mape: 375.0608 - mae: 0.00 - 14s 2ms/sample - loss: 9.5808e-05 - mse: 9.5808e-05 - mape: 370.9370 - mae: 0.0048 - val_loss: 0.0161 - val_mse: 0.0161 - val_mape: 14.0020 - val_mae: 0.0974
+Epoch 10/10
+8820/8820 [==============================] - ETA: 13s - loss: 1.1622e-04 - mse: 1.1622e-04 - mape: 62.5939 - mae: 0.00 - ETA: 12s - loss: 1.1195e-04 - mse: 1.1195e-04 - mape: 68.2273 - mae: 0.00 - ETA: 11s - loss: 1.1993e-04 - mse: 1.1993e-04 - mape: 1511.1998 - mae: 0.00 - ETA: 10s - loss: 1.0352e-04 - mse: 1.0352e-04 - mape: 1157.1149 - mae: 0.00 - ETA: 9s - loss: 1.0321e-04 - mse: 1.0321e-04 - mape: 941.8128 - mae: 0.0048 - ETA: 9s - loss: 1.0215e-04 - mse: 1.0215e-04 - mape: 796.6863 - mae: 0.00 - ETA: 8s - loss: 1.0512e-04 - mse: 1.0512e-04 - mape: 691.7606 - mae: 0.00 - ETA: 7s - loss: 1.0295e-04 - mse: 1.0295e-04 - mape: 615.0192 - mae: 0.00 - ETA: 6s - loss: 1.0164e-04 - mse: 1.0164e-04 - mape: 553.1006 - mae: 0.00 - ETA: 5s - loss: 1.0611e-04 - mse: 1.0611e-04 - mape: 503.9221 - mae: 0.00 - ETA: 4s - loss: 1.0197e-04 - mse: 1.0197e-04 - mape: 465.4369 - mae: 0.00 - ETA: 4s - loss: 1.0254e-04 - mse: 1.0254e-04 - mape: 431.1369 - mae: 0.00 - ETA: 3s - loss: 1.0285e-04 - mse: 1.0285e-04 - mape: 402.7115 - mae: 0.00 - ETA: 2s - loss: 1.0137e-04 - mse: 1.0137e-04 - mape: 378.3745 - mae: 0.00 - ETA: 1s - loss: 1.0297e-04 - mse: 1.0297e-04 - mape: 357.6714 - mae: 0.00 - ETA: 0s - loss: 1.0232e-04 - mse: 1.0232e-04 - mape: 339.1978 - mae: 0.00 - ETA: 0s - loss: 9.9658e-05 - mse: 9.9658e-05 - mape: 323.3247 - mae: 0.00 - 14s 2ms/sample - loss: 1.0005e-04 - mse: 1.0005e-04 - mape: 319.9124 - mae: 0.0047 - val_loss: 0.0151 - val_mse: 0.0151 - val_mape: 13.5001 - val_mae: 0.0939
+Validation Loss (MSE) from Last Epoch: 0.01509794034063816; Learning Rate:0.0001; Number of Units in each LSTM Layer: 320
+Compilation Time :  0.04363417625427246
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 58s - loss: 0.0192 - mse: 0.0192 - mape: 100.3674 - mae: 0.066 - ETA: 34s - loss: 0.0177 - mse: 0.0177 - mape: 95.8478 - mae: 0.063 - ETA: 25s - loss: 0.0174 - mse: 0.0174 - mape: 92.8293 - mae: 0.06 - ETA: 20s - loss: 0.0168 - mse: 0.0168 - mape: 90.6900 - mae: 0.06 - ETA: 17s - loss: 0.0162 - mse: 0.0162 - mape: 89.5442 - mae: 0.05 - ETA: 15s - loss: 0.0162 - mse: 0.0162 - mape: 87.8816 - mae: 0.05 - ETA: 13s - loss: 0.0162 - mse: 0.0162 - mape: 86.8232 - mae: 0.05 - ETA: 11s - loss: 0.0163 - mse: 0.0163 - mape: 88.0214 - mae: 0.05 - ETA: 9s - loss: 0.0163 - mse: 0.0163 - mape: 89.2485 - mae: 0.0594 - ETA: 8s - loss: 0.0159 - mse: 0.0159 - mape: 90.6775 - mae: 0.058 - ETA: 7s - loss: 0.0156 - mse: 0.0156 - mape: 93.2289 - mae: 0.057 - ETA: 5s - loss: 0.0155 - mse: 0.0155 - mape: 97.8178 - mae: 0.057 - ETA: 4s - loss: 0.0153 - mse: 0.0153 - mape: 693.4735 - mae: 0.05 - ETA: 3s - loss: 0.0154 - mse: 0.0154 - mape: 654.1205 - mae: 0.05 - ETA: 2s - loss: 0.0153 - mse: 0.0153 - mape: 620.5860 - mae: 0.05 - ETA: 1s - loss: 0.0151 - mse: 0.0151 - mape: 592.3828 - mae: 0.05 - ETA: 0s - loss: 0.0148 - mse: 0.0148 - mape: 569.8633 - mae: 0.05 - 20s 2ms/sample - loss: 0.0147 - mse: 0.0147 - mape: 565.9818 - mae: 0.0554 - val_loss: 0.2925 - val_mse: 0.2925 - val_mape: 86.7572 - val_mae: 0.5221
+Epoch 2/10
+8820/8820 [==============================] - ETA: 14s - loss: 0.0132 - mse: 0.0132 - mape: 295.4734 - mae: 0.053 - ETA: 13s - loss: 0.0114 - mse: 0.0114 - mape: 310.1885 - mae: 0.048 - ETA: 12s - loss: 0.0111 - mse: 0.0111 - mape: 6321.0288 - mae: 0.04 - ETA: 11s - loss: 0.0110 - mse: 0.0110 - mape: 4820.5776 - mae: 0.04 - ETA: 11s - loss: 0.0104 - mse: 0.0104 - mape: 3963.4851 - mae: 0.04 - ETA: 10s - loss: 0.0101 - mse: 0.0101 - mape: 3380.4727 - mae: 0.04 - ETA: 9s - loss: 0.0096 - mse: 0.0096 - mape: 2987.4104 - mae: 0.0473 - ETA: 8s - loss: 0.0091 - mse: 0.0091 - mape: 2709.5752 - mae: 0.046 - ETA: 7s - loss: 0.0085 - mse: 0.0085 - mape: 2499.4153 - mae: 0.045 - ETA: 6s - loss: 0.0081 - mse: 0.0081 - mape: 2344.1194 - mae: 0.045 - ETA: 5s - loss: 0.0077 - mse: 0.0077 - mape: 2226.0447 - mae: 0.044 - ETA: 4s - loss: 0.0073 - mse: 0.0073 - mape: 2172.3713 - mae: 0.044 - ETA: 3s - loss: 0.0068 - mse: 0.0068 - mape: 2130.1777 - mae: 0.043 - ETA: 2s - loss: 0.0065 - mse: 0.0065 - mape: 2095.0317 - mae: 0.043 - ETA: 2s - loss: 0.0062 - mse: 0.0062 - mape: 2056.7922 - mae: 0.043 - ETA: 1s - loss: 0.0060 - mse: 0.0060 - mape: 2051.7412 - mae: 0.044 - ETA: 0s - loss: 0.0058 - mse: 0.0058 - mape: 2030.4893 - mae: 0.044 - 17s 2ms/sample - loss: 0.0057 - mse: 0.0057 - mape: 2023.0692 - mae: 0.0445 - val_loss: 0.0262 - val_mse: 0.0262 - val_mape: 18.5439 - val_mae: 0.1276
+Epoch 3/10
+8820/8820 [==============================] - ETA: 14s - loss: 0.0022 - mse: 0.0022 - mape: 1460.7000 - mae: 0.04 - ETA: 14s - loss: 0.0019 - mse: 0.0019 - mape: 1448.5663 - mae: 0.04 - ETA: 13s - loss: 0.0017 - mse: 0.0017 - mape: 1409.2710 - mae: 0.03 - ETA: 12s - loss: 0.0015 - mse: 0.0015 - mape: 1379.9478 - mae: 0.03 - ETA: 11s - loss: 0.0013 - mse: 0.0013 - mape: 11425.0918 - mae: 0.034 - ETA: 10s - loss: 0.0012 - mse: 0.0012 - mape: 9668.3018 - mae: 0.032 - ETA: 9s - loss: 0.0012 - mse: 0.0012 - mape: 8406.5557 - mae: 0.0309 - ETA: 8s - loss: 0.0011 - mse: 0.0011 - mape: 7435.7305 - mae: 0.029 - ETA: 7s - loss: 0.0011 - mse: 0.0011 - mape: 6665.5239 - mae: 0.028 - ETA: 6s - loss: 0.0010 - mse: 0.0010 - mape: 6053.7163 - mae: 0.027 - ETA: 5s - loss: 0.0010 - mse: 0.0010 - mape: 5552.6250 - mae: 0.026 - ETA: 4s - loss: 9.8298e-04 - mse: 9.8298e-04 - mape: 5125.6772 - mae: 0.025 - ETA: 3s - loss: 9.4278e-04 - mse: 9.4278e-04 - mape: 4761.9717 - mae: 0.024 - ETA: 2s - loss: 9.0019e-04 - mse: 9.0019e-04 - mape: 4453.9575 - mae: 0.023 - ETA: 2s - loss: 8.5173e-04 - mse: 8.5173e-04 - mape: 4180.5776 - mae: 0.022 - ETA: 1s - loss: 8.0695e-04 - mse: 8.0695e-04 - mape: 3938.9470 - mae: 0.022 - ETA: 0s - loss: 7.6969e-04 - mse: 7.6969e-04 - mape: 3725.5637 - mae: 0.021 - 17s 2ms/sample - loss: 7.6129e-04 - mse: 7.6129e-04 - mape: 3680.6177 - mae: 0.0211 - val_loss: 0.0147 - val_mse: 0.0147 - val_mape: 13.4770 - val_mae: 0.0920
+Epoch 4/10
+8820/8820 [==============================] - ETA: 15s - loss: 2.5334e-04 - mse: 2.5334e-04 - mape: 206.3213 - mae: 0.009 - ETA: 14s - loss: 2.6377e-04 - mse: 2.6377e-04 - mape: 193.1167 - mae: 0.009 - ETA: 13s - loss: 2.6778e-04 - mse: 2.6778e-04 - mape: 186.3426 - mae: 0.009 - ETA: 12s - loss: 2.5340e-04 - mse: 2.5340e-04 - mape: 169.6909 - mae: 0.008 - ETA: 11s - loss: 2.3057e-04 - mse: 2.3057e-04 - mape: 158.6733 - mae: 0.008 - ETA: 10s - loss: 2.1372e-04 - mse: 2.1372e-04 - mape: 928.7310 - mae: 0.007 - ETA: 9s - loss: 2.0034e-04 - mse: 2.0034e-04 - mape: 804.6959 - mae: 0.007 - ETA: 8s - loss: 1.8635e-04 - mse: 1.8635e-04 - mape: 710.3148 - mae: 0.00 - ETA: 7s - loss: 1.7636e-04 - mse: 1.7636e-04 - mape: 638.0256 - mae: 0.00 - ETA: 6s - loss: 1.6708e-04 - mse: 1.6708e-04 - mape: 579.3541 - mae: 0.00 - ETA: 5s - loss: 1.6887e-04 - mse: 1.6887e-04 - mape: 531.0639 - mae: 0.00 - ETA: 4s - loss: 1.7102e-04 - mse: 1.7102e-04 - mape: 491.2424 - mae: 0.00 - ETA: 3s - loss: 1.7148e-04 - mse: 1.7148e-04 - mape: 457.6896 - mae: 0.00 - ETA: 3s - loss: 1.6957e-04 - mse: 1.6957e-04 - mape: 429.1135 - mae: 0.00 - ETA: 2s - loss: 1.6655e-04 - mse: 1.6655e-04 - mape: 404.0406 - mae: 0.00 - ETA: 1s - loss: 1.6312e-04 - mse: 1.6312e-04 - mape: 381.9446 - mae: 0.00 - ETA: 0s - loss: 1.5952e-04 - mse: 1.5952e-04 - mape: 362.4111 - mae: 0.00 - 17s 2ms/sample - loss: 1.5945e-04 - mse: 1.5945e-04 - mape: 358.1103 - mae: 0.0065 - val_loss: 0.0132 - val_mse: 0.0132 - val_mape: 12.3524 - val_mae: 0.0853
+Epoch 5/10
+8820/8820 [==============================] - ETA: 15s - loss: 1.1407e-04 - mse: 1.1407e-04 - mape: 46.6045 - mae: 0.00 - ETA: 14s - loss: 1.4683e-04 - mse: 1.4683e-04 - mape: 49.1385 - mae: 0.00 - ETA: 13s - loss: 1.4710e-04 - mse: 1.4710e-04 - mape: 50.3140 - mae: 0.00 - ETA: 12s - loss: 1.3882e-04 - mse: 1.3882e-04 - mape: 51.9542 - mae: 0.00 - ETA: 11s - loss: 1.3479e-04 - mse: 1.3479e-04 - mape: 53.2230 - mae: 0.00 - ETA: 10s - loss: 1.3324e-04 - mse: 1.3324e-04 - mape: 53.0332 - mae: 0.00 - ETA: 9s - loss: 1.2523e-04 - mse: 1.2523e-04 - mape: 51.9086 - mae: 0.0059 - ETA: 8s - loss: 1.2313e-04 - mse: 1.2313e-04 - mape: 51.7987 - mae: 0.005 - ETA: 7s - loss: 1.2067e-04 - mse: 1.2067e-04 - mape: 455.5241 - mae: 0.00 - ETA: 6s - loss: 1.1962e-04 - mse: 1.1962e-04 - mape: 414.8504 - mae: 0.00 - ETA: 5s - loss: 1.2210e-04 - mse: 1.2210e-04 - mape: 382.2491 - mae: 0.00 - ETA: 4s - loss: 1.2289e-04 - mse: 1.2289e-04 - mape: 355.1859 - mae: 0.00 - ETA: 3s - loss: 1.2235e-04 - mse: 1.2235e-04 - mape: 331.1381 - mae: 0.00 - ETA: 3s - loss: 1.2023e-04 - mse: 1.2023e-04 - mape: 310.7760 - mae: 0.00 - ETA: 2s - loss: 1.1823e-04 - mse: 1.1823e-04 - mape: 293.2819 - mae: 0.00 - ETA: 1s - loss: 1.1726e-04 - mse: 1.1726e-04 - mape: 278.7327 - mae: 0.00 - ETA: 0s - loss: 1.1606e-04 - mse: 1.1606e-04 - mape: 265.5079 - mae: 0.00 - 17s 2ms/sample - loss: 1.1595e-04 - mse: 1.1595e-04 - mape: 262.4706 - mae: 0.0056 - val_loss: 0.0153 - val_mse: 0.0153 - val_mape: 13.4632 - val_mae: 0.0938
+Epoch 6/10
+8820/8820 [==============================] - ETA: 15s - loss: 1.4789e-04 - mse: 1.4789e-04 - mape: 57.4120 - mae: 0.00 - ETA: 14s - loss: 1.2677e-04 - mse: 1.2677e-04 - mape: 50.2688 - mae: 0.00 - ETA: 13s - loss: 1.2853e-04 - mse: 1.2853e-04 - mape: 61.1193 - mae: 0.00 - ETA: 12s - loss: 1.1544e-04 - mse: 1.1544e-04 - mape: 57.7716 - mae: 0.00 - ETA: 11s - loss: 1.1636e-04 - mse: 1.1636e-04 - mape: 59.9923 - mae: 0.00 - ETA: 10s - loss: 1.1134e-04 - mse: 1.1134e-04 - mape: 62.2070 - mae: 0.00 - ETA: 9s - loss: 1.0859e-04 - mse: 1.0859e-04 - mape: 60.9860 - mae: 0.0046 - ETA: 8s - loss: 1.0845e-04 - mse: 1.0845e-04 - mape: 61.3691 - mae: 0.004 - ETA: 7s - loss: 1.0734e-04 - mse: 1.0734e-04 - mape: 61.6911 - mae: 0.004 - ETA: 6s - loss: 1.0870e-04 - mse: 1.0870e-04 - mape: 62.1662 - mae: 0.004 - ETA: 5s - loss: 1.1135e-04 - mse: 1.1135e-04 - mape: 62.1617 - mae: 0.004 - ETA: 4s - loss: 1.1214e-04 - mse: 1.1214e-04 - mape: 62.7935 - mae: 0.004 - ETA: 4s - loss: 1.1096e-04 - mse: 1.1096e-04 - mape: 63.5088 - mae: 0.004 - ETA: 3s - loss: 1.0766e-04 - mse: 1.0766e-04 - mape: 438.9121 - mae: 0.00 - ETA: 2s - loss: 1.0892e-04 - mse: 1.0892e-04 - mape: 415.4407 - mae: 0.00 - ETA: 1s - loss: 1.0756e-04 - mse: 1.0756e-04 - mape: 393.8902 - mae: 0.00 - ETA: 0s - loss: 1.0685e-04 - mse: 1.0685e-04 - mape: 374.7635 - mae: 0.00 - 17s 2ms/sample - loss: 1.0661e-04 - mse: 1.0661e-04 - mape: 370.9089 - mae: 0.0048 - val_loss: 0.0155 - val_mse: 0.0155 - val_mape: 13.6171 - val_mae: 0.0948
+Epoch 7/10
+8820/8820 [==============================] - ETA: 14s - loss: 1.2896e-04 - mse: 1.2896e-04 - mape: 87.7910 - mae: 0.00 - ETA: 14s - loss: 1.2585e-04 - mse: 1.2585e-04 - mape: 86.4751 - mae: 0.00 - ETA: 13s - loss: 1.1687e-04 - mse: 1.1687e-04 - mape: 88.4834 - mae: 0.00 - ETA: 12s - loss: 1.1818e-04 - mse: 1.1818e-04 - mape: 91.5249 - mae: 0.00 - ETA: 11s - loss: 1.1244e-04 - mse: 1.1244e-04 - mape: 86.6798 - mae: 0.00 - ETA: 10s - loss: 1.0595e-04 - mse: 1.0595e-04 - mape: 87.1333 - mae: 0.00 - ETA: 9s - loss: 1.0625e-04 - mse: 1.0625e-04 - mape: 87.8955 - mae: 0.0051 - ETA: 8s - loss: 1.0830e-04 - mse: 1.0830e-04 - mape: 86.9528 - mae: 0.005 - ETA: 7s - loss: 1.0463e-04 - mse: 1.0463e-04 - mape: 86.0278 - mae: 0.005 - ETA: 6s - loss: 1.0085e-04 - mse: 1.0085e-04 - mape: 87.2040 - mae: 0.005 - ETA: 5s - loss: 1.0012e-04 - mse: 1.0012e-04 - mape: 540.0293 - mae: 0.00 - ETA: 4s - loss: 9.7116e-05 - mse: 9.7116e-05 - mape: 500.9109 - mae: 0.00 - ETA: 3s - loss: 1.0030e-04 - mse: 1.0030e-04 - mape: 467.5887 - mae: 0.00 - ETA: 2s - loss: 9.9407e-05 - mse: 9.9407e-05 - mape: 439.6515 - mae: 0.00 - ETA: 2s - loss: 9.6211e-05 - mse: 9.6211e-05 - mape: 414.7815 - mae: 0.00 - ETA: 1s - loss: 9.5226e-05 - mse: 9.5225e-05 - mape: 393.5281 - mae: 0.00 - ETA: 0s - loss: 9.5377e-05 - mse: 9.5377e-05 - mape: 374.6079 - mae: 0.00 - 17s 2ms/sample - loss: 9.5565e-05 - mse: 9.5565e-05 - mape: 370.5586 - mae: 0.0049 - val_loss: 0.0153 - val_mse: 0.0153 - val_mape: 13.5907 - val_mae: 0.0946
+Epoch 8/10
+8820/8820 [==============================] - ETA: 14s - loss: 1.2164e-04 - mse: 1.2164e-04 - mape: 88.9171 - mae: 0.00 - ETA: 14s - loss: 1.0268e-04 - mse: 1.0268e-04 - mape: 76.9041 - mae: 0.00 - ETA: 13s - loss: 1.0788e-04 - mse: 1.0788e-04 - mape: 74.0147 - mae: 0.00 - ETA: 12s - loss: 1.0126e-04 - mse: 1.0126e-04 - mape: 71.3469 - mae: 0.00 - ETA: 11s - loss: 1.0381e-04 - mse: 1.0381e-04 - mape: 67.7294 - mae: 0.00 - ETA: 10s - loss: 1.0061e-04 - mse: 1.0061e-04 - mape: 67.5618 - mae: 0.00 - ETA: 9s - loss: 9.9359e-05 - mse: 9.9359e-05 - mape: 71.2371 - mae: 0.0048 - ETA: 8s - loss: 9.7653e-05 - mse: 9.7653e-05 - mape: 70.3555 - mae: 0.004 - ETA: 7s - loss: 9.8121e-05 - mse: 9.8121e-05 - mape: 70.5809 - mae: 0.004 - ETA: 6s - loss: 9.4847e-05 - mse: 9.4847e-05 - mape: 70.2211 - mae: 0.004 - ETA: 5s - loss: 9.6365e-05 - mse: 9.6365e-05 - mape: 69.5736 - mae: 0.004 - ETA: 4s - loss: 9.6254e-05 - mse: 9.6254e-05 - mape: 70.1561 - mae: 0.004 - ETA: 3s - loss: 9.5932e-05 - mse: 9.5932e-05 - mape: 70.3516 - mae: 0.004 - ETA: 2s - loss: 9.5927e-05 - mse: 9.5927e-05 - mape: 69.9812 - mae: 0.004 - ETA: 2s - loss: 9.7498e-05 - mse: 9.7498e-05 - mape: 363.1992 - mae: 0.00 - ETA: 1s - loss: 9.6404e-05 - mse: 9.6404e-05 - mape: 344.0167 - mae: 0.00 - ETA: 0s - loss: 9.5045e-05 - mse: 9.5045e-05 - mape: 327.8469 - mae: 0.00 - 17s 2ms/sample - loss: 9.4727e-05 - mse: 9.4727e-05 - mape: 324.2334 - mae: 0.0046 - val_loss: 0.0152 - val_mse: 0.0152 - val_mape: 13.6400 - val_mae: 0.0948
+Epoch 9/10
+8820/8820 [==============================] - ETA: 15s - loss: 9.6693e-05 - mse: 9.6693e-05 - mape: 56.9213 - mae: 0.00 - ETA: 14s - loss: 9.7657e-05 - mse: 9.7657e-05 - mape: 57.3899 - mae: 0.00 - ETA: 13s - loss: 9.1172e-05 - mse: 9.1172e-05 - mape: 1560.0128 - mae: 0.00 - ETA: 12s - loss: 8.9524e-05 - mse: 8.9524e-05 - mape: 1185.4805 - mae: 0.00 - ETA: 11s - loss: 9.0400e-05 - mse: 9.0400e-05 - mape: 961.6727 - mae: 0.0044 - ETA: 10s - loss: 9.5613e-05 - mse: 9.5613e-05 - mape: 812.6497 - mae: 0.004 - ETA: 9s - loss: 9.5581e-05 - mse: 9.5581e-05 - mape: 705.8797 - mae: 0.004 - ETA: 8s - loss: 9.4612e-05 - mse: 9.4612e-05 - mape: 624.6708 - mae: 0.00 - ETA: 7s - loss: 9.2637e-05 - mse: 9.2637e-05 - mape: 562.7350 - mae: 0.00 - ETA: 6s - loss: 9.1458e-05 - mse: 9.1458e-05 - mape: 512.4324 - mae: 0.00 - ETA: 5s - loss: 9.0899e-05 - mse: 9.0899e-05 - mape: 471.9927 - mae: 0.00 - ETA: 4s - loss: 9.1283e-05 - mse: 9.1283e-05 - mape: 438.2430 - mae: 0.00 - ETA: 4s - loss: 8.9303e-05 - mse: 8.9303e-05 - mape: 410.3555 - mae: 0.00 - ETA: 3s - loss: 8.8908e-05 - mse: 8.8908e-05 - mape: 385.1997 - mae: 0.00 - ETA: 2s - loss: 8.7007e-05 - mse: 8.7007e-05 - mape: 363.7836 - mae: 0.00 - ETA: 1s - loss: 8.9661e-05 - mse: 8.9661e-05 - mape: 346.4094 - mae: 0.00 - ETA: 0s - loss: 9.0112e-05 - mse: 9.0112e-05 - mape: 330.3075 - mae: 0.00 - 17s 2ms/sample - loss: 8.9975e-05 - mse: 8.9975e-05 - mape: 326.6172 - mae: 0.0045 - val_loss: 0.0129 - val_mse: 0.0129 - val_mape: 12.2132 - val_mae: 0.0851
+Epoch 10/10
+8820/8820 [==============================] - ETA: 15s - loss: 1.2217e-04 - mse: 1.2217e-04 - mape: 61.9785 - mae: 0.00 - ETA: 14s - loss: 1.1059e-04 - mse: 1.1059e-04 - mape: 71.2766 - mae: 0.00 - ETA: 13s - loss: 1.1122e-04 - mse: 1.1122e-04 - mape: 76.9356 - mae: 0.00 - ETA: 12s - loss: 1.1747e-04 - mse: 1.1747e-04 - mape: 74.0133 - mae: 0.00 - ETA: 11s - loss: 1.1522e-04 - mse: 1.1522e-04 - mape: 70.3475 - mae: 0.00 - ETA: 10s - loss: 1.0881e-04 - mse: 1.0881e-04 - mape: 69.9712 - mae: 0.00 - ETA: 9s - loss: 1.0529e-04 - mse: 1.0529e-04 - mape: 68.8752 - mae: 0.0047 - ETA: 8s - loss: 1.0374e-04 - mse: 1.0374e-04 - mape: 68.6704 - mae: 0.004 - ETA: 7s - loss: 1.0155e-04 - mse: 1.0155e-04 - mape: 66.9100 - mae: 0.004 - ETA: 6s - loss: 1.0221e-04 - mse: 1.0221e-04 - mape: 65.6664 - mae: 0.004 - ETA: 5s - loss: 1.0178e-04 - mse: 1.0178e-04 - mape: 64.5209 - mae: 0.004 - ETA: 4s - loss: 9.8744e-05 - mse: 9.8744e-05 - mape: 65.3549 - mae: 0.004 - ETA: 3s - loss: 9.8537e-05 - mse: 9.8537e-05 - mape: 65.7251 - mae: 0.004 - ETA: 3s - loss: 9.7694e-05 - mse: 9.7694e-05 - mape: 365.0316 - mae: 0.00 - ETA: 2s - loss: 9.8344e-05 - mse: 9.8344e-05 - mape: 345.2210 - mae: 0.00 - ETA: 1s - loss: 9.7808e-05 - mse: 9.7808e-05 - mape: 327.6182 - mae: 0.00 - ETA: 0s - loss: 9.8410e-05 - mse: 9.8410e-05 - mape: 312.0099 - mae: 0.00 - 17s 2ms/sample - loss: 9.7929e-05 - mse: 9.7929e-05 - mape: 308.8166 - mae: 0.0047 - val_loss: 0.0131 - val_mse: 0.0131 - val_mape: 12.3661 - val_mae: 0.0861
+Validation Loss (MSE) from Last Epoch: 0.013072207828565519; Learning Rate:0.0001; Number of Units in each LSTM Layer: 352
+Compilation Time :  0.04820609092712402
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 2:28 - loss: 0.0144 - mse: 0.0144 - mape: 117.8627 - mae: 0.05 - ETA: 1:17 - loss: 0.0160 - mse: 0.0160 - mape: 104.8962 - mae: 0.05 - ETA: 52s - loss: 0.0156 - mse: 0.0156 - mape: 99.2664 - mae: 0.0563 - ETA: 40s - loss: 0.0156 - mse: 0.0156 - mape: 95.8295 - mae: 0.05 - ETA: 32s - loss: 0.0156 - mse: 0.0156 - mape: 93.4938 - mae: 0.05 - ETA: 26s - loss: 0.0150 - mse: 0.0150 - mape: 92.8459 - mae: 0.05 - ETA: 21s - loss: 0.0151 - mse: 0.0151 - mape: 92.4545 - mae: 0.05 - ETA: 18s - loss: 0.0150 - mse: 0.0150 - mape: 91.7346 - mae: 0.05 - ETA: 15s - loss: 0.0150 - mse: 0.0150 - mape: 93.0748 - mae: 0.05 - ETA: 12s - loss: 0.0152 - mse: 0.0152 - mape: 95.1208 - mae: 0.05 - ETA: 10s - loss: 0.0150 - mse: 0.0150 - mape: 98.1006 - mae: 0.05 - ETA: 8s - loss: 0.0149 - mse: 0.0149 - mape: 103.0427 - mae: 0.05 - ETA: 6s - loss: 0.0148 - mse: 0.0148 - mape: 106.1266 - mae: 0.05 - ETA: 5s - loss: 0.0145 - mse: 0.0145 - mape: 111.1598 - mae: 0.05 - ETA: 3s - loss: 0.0144 - mse: 0.0144 - mape: 117.2114 - mae: 0.05 - ETA: 1s - loss: 0.0143 - mse: 0.0143 - mape: 123.8181 - mae: 0.05 - ETA: 0s - loss: 0.0141 - mse: 0.0141 - mape: 134.7382 - mae: 0.05 - 26s 3ms/sample - loss: 0.0141 - mse: 0.0141 - mape: 136.8865 - mae: 0.0543 - val_loss: 0.2514 - val_mse: 0.2514 - val_mape: 80.2075 - val_mae: 0.4834
+Epoch 2/10
+8820/8820 [==============================] - ETA: 15s - loss: 0.0090 - mse: 0.0090 - mape: 338.6979 - mae: 0.045 - ETA: 14s - loss: 0.0085 - mse: 0.0085 - mape: 12369.5537 - mae: 0.044 - ETA: 13s - loss: 0.0079 - mse: 0.0079 - mape: 8388.6602 - mae: 0.043 - ETA: 12s - loss: 0.0078 - mse: 0.0078 - mape: 6459.8677 - mae: 0.04 - ETA: 11s - loss: 0.0073 - mse: 0.0073 - mape: 5311.0713 - mae: 0.04 - ETA: 10s - loss: 0.0071 - mse: 0.0071 - mape: 4546.6636 - mae: 0.04 - ETA: 9s - loss: 0.0066 - mse: 0.0066 - mape: 4044.0835 - mae: 0.0425 - ETA: 8s - loss: 0.0061 - mse: 0.0061 - mape: 3674.8787 - mae: 0.042 - ETA: 8s - loss: 0.0057 - mse: 0.0057 - mape: 3401.3071 - mae: 0.041 - ETA: 7s - loss: 0.0053 - mse: 0.0053 - mape: 3287.1633 - mae: 0.041 - ETA: 6s - loss: 0.0050 - mse: 0.0050 - mape: 3148.4124 - mae: 0.041 - ETA: 5s - loss: 0.0048 - mse: 0.0048 - mape: 3048.4651 - mae: 0.042 - ETA: 4s - loss: 0.0046 - mse: 0.0046 - mape: 2962.7004 - mae: 0.043 - ETA: 3s - loss: 0.0045 - mse: 0.0045 - mape: 2877.6216 - mae: 0.043 - ETA: 2s - loss: 0.0044 - mse: 0.0044 - mape: 2818.1592 - mae: 0.044 - ETA: 1s - loss: 0.0042 - mse: 0.0042 - mape: 2729.2534 - mae: 0.043 - ETA: 0s - loss: 0.0040 - mse: 0.0040 - mape: 2645.0352 - mae: 0.043 - 18s 2ms/sample - loss: 0.0040 - mse: 0.0040 - mape: 2625.6458 - mae: 0.0432 - val_loss: 0.0368 - val_mse: 0.0368 - val_mape: 24.3306 - val_mae: 0.1625
+Epoch 3/10
+8820/8820 [==============================] - ETA: 16s - loss: 8.2094e-04 - mse: 8.2094e-04 - mape: 1124.7665 - mae: 0.02 - ETA: 15s - loss: 8.1335e-04 - mse: 8.1335e-04 - mape: 1012.9968 - mae: 0.02 - ETA: 14s - loss: 7.7619e-04 - mse: 7.7619e-04 - mape: 940.9578 - mae: 0.0238 - ETA: 13s - loss: 7.6540e-04 - mse: 7.6540e-04 - mape: 861.6839 - mae: 0.023 - ETA: 12s - loss: 7.9775e-04 - mse: 7.9775e-04 - mape: 806.9451 - mae: 0.022 - ETA: 11s - loss: 8.1999e-04 - mse: 8.1999e-04 - mape: 789.1788 - mae: 0.022 - ETA: 10s - loss: 8.4774e-04 - mse: 8.4774e-04 - mape: 767.8215 - mae: 0.022 - ETA: 9s - loss: 8.4333e-04 - mse: 8.4333e-04 - mape: 731.2485 - mae: 0.021 - ETA: 8s - loss: 8.1182e-04 - mse: 8.1182e-04 - mape: 702.9214 - mae: 0.02 - ETA: 7s - loss: 7.8275e-04 - mse: 7.8275e-04 - mape: 677.8905 - mae: 0.02 - ETA: 6s - loss: 7.3946e-04 - mse: 7.3946e-04 - mape: 656.2437 - mae: 0.01 - ETA: 5s - loss: 7.0014e-04 - mse: 7.0014e-04 - mape: 636.0495 - mae: 0.01 - ETA: 4s - loss: 6.5943e-04 - mse: 6.5943e-04 - mape: 614.9924 - mae: 0.01 - ETA: 3s - loss: 6.2283e-04 - mse: 6.2283e-04 - mape: 1994.6024 - mae: 0.017 - ETA: 2s - loss: 5.9392e-04 - mse: 5.9392e-04 - mape: 1880.7734 - mae: 0.017 - ETA: 1s - loss: 5.7787e-04 - mse: 5.7787e-04 - mape: 1778.8723 - mae: 0.016 - ETA: 0s - loss: 5.6162e-04 - mse: 5.6162e-04 - mape: 1691.2538 - mae: 0.016 - 18s 2ms/sample - loss: 5.5786e-04 - mse: 5.5786e-04 - mape: 1674.7461 - mae: 0.0164 - val_loss: 0.0127 - val_mse: 0.0127 - val_mape: 12.8354 - val_mae: 0.0855
+Epoch 4/10
+8820/8820 [==============================] - ETA: 16s - loss: 3.1185e-04 - mse: 3.1185e-04 - mape: 213.3528 - mae: 0.009 - ETA: 15s - loss: 2.7641e-04 - mse: 2.7641e-04 - mape: 171.6851 - mae: 0.008 - ETA: 14s - loss: 2.3291e-04 - mse: 2.3291e-04 - mape: 152.5291 - mae: 0.007 - ETA: 13s - loss: 2.0175e-04 - mse: 2.0175e-04 - mape: 1575.5507 - mae: 0.00 - ETA: 12s - loss: 1.8076e-04 - mse: 1.8076e-04 - mape: 1271.9973 - mae: 0.00 - ETA: 11s - loss: 1.7257e-04 - mse: 1.7257e-04 - mape: 1067.0719 - mae: 0.00 - ETA: 10s - loss: 1.7233e-04 - mse: 1.7233e-04 - mape: 920.2120 - mae: 0.0065 - ETA: 9s - loss: 1.7111e-04 - mse: 1.7111e-04 - mape: 810.0421 - mae: 0.006 - ETA: 8s - loss: 1.6578e-04 - mse: 1.6578e-04 - mape: 725.2167 - mae: 0.00 - ETA: 7s - loss: 1.6652e-04 - mse: 1.6652e-04 - mape: 657.5809 - mae: 0.00 - ETA: 6s - loss: 1.6800e-04 - mse: 1.6800e-04 - mape: 602.1360 - mae: 0.00 - ETA: 5s - loss: 1.6927e-04 - mse: 1.6927e-04 - mape: 556.1501 - mae: 0.00 - ETA: 4s - loss: 1.6666e-04 - mse: 1.6666e-04 - mape: 517.1821 - mae: 0.00 - ETA: 3s - loss: 1.6502e-04 - mse: 1.6502e-04 - mape: 483.5786 - mae: 0.00 - ETA: 2s - loss: 1.6223e-04 - mse: 1.6223e-04 - mape: 454.4735 - mae: 0.00 - ETA: 1s - loss: 1.5780e-04 - mse: 1.5780e-04 - mape: 429.2898 - mae: 0.00 - ETA: 0s - loss: 1.5713e-04 - mse: 1.5713e-04 - mape: 406.7620 - mae: 0.00 - 18s 2ms/sample - loss: 1.5723e-04 - mse: 1.5723e-04 - mape: 402.0088 - mae: 0.0065 - val_loss: 0.0130 - val_mse: 0.0130 - val_mape: 12.3886 - val_mae: 0.0850
+Epoch 5/10
+8820/8820 [==============================] - ETA: 16s - loss: 1.4655e-04 - mse: 1.4655e-04 - mape: 42.3296 - mae: 0.00 - ETA: 15s - loss: 1.3528e-04 - mse: 1.3528e-04 - mape: 43.1514 - mae: 0.00 - ETA: 14s - loss: 1.4172e-04 - mse: 1.4172e-04 - mape: 43.5509 - mae: 0.00 - ETA: 13s - loss: 1.3834e-04 - mse: 1.3834e-04 - mape: 44.8576 - mae: 0.00 - ETA: 12s - loss: 1.3565e-04 - mse: 1.3565e-04 - mape: 43.9333 - mae: 0.00 - ETA: 11s - loss: 1.3136e-04 - mse: 1.3136e-04 - mape: 43.9482 - mae: 0.00 - ETA: 10s - loss: 1.2488e-04 - mse: 1.2488e-04 - mape: 44.9356 - mae: 0.00 - ETA: 9s - loss: 1.2656e-04 - mse: 1.2656e-04 - mape: 44.0500 - mae: 0.0059 - ETA: 8s - loss: 1.2547e-04 - mse: 1.2547e-04 - mape: 44.5873 - mae: 0.005 - ETA: 7s - loss: 1.2508e-04 - mse: 1.2508e-04 - mape: 43.9690 - mae: 0.005 - ETA: 6s - loss: 1.2155e-04 - mse: 1.2155e-04 - mape: 43.8648 - mae: 0.005 - ETA: 5s - loss: 1.2090e-04 - mse: 1.2090e-04 - mape: 43.7496 - mae: 0.005 - ETA: 4s - loss: 1.1904e-04 - mse: 1.1904e-04 - mape: 44.2515 - mae: 0.005 - ETA: 3s - loss: 1.1890e-04 - mse: 1.1890e-04 - mape: 43.2419 - mae: 0.005 - ETA: 2s - loss: 1.1639e-04 - mse: 1.1639e-04 - mape: 280.3773 - mae: 0.00 - ETA: 1s - loss: 1.1455e-04 - mse: 1.1455e-04 - mape: 265.5998 - mae: 0.00 - ETA: 0s - loss: 1.1339e-04 - mse: 1.1339e-04 - mape: 253.8189 - mae: 0.00 - 18s 2ms/sample - loss: 1.1378e-04 - mse: 1.1378e-04 - mape: 251.9329 - mae: 0.0054 - val_loss: 0.0149 - val_mse: 0.0149 - val_mape: 13.2553 - val_mae: 0.0922
+Epoch 6/10
+8820/8820 [==============================] - ETA: 16s - loss: 8.0068e-05 - mse: 8.0068e-05 - mape: 60.7091 - mae: 0.00 - ETA: 15s - loss: 8.9952e-05 - mse: 8.9952e-05 - mape: 68.3279 - mae: 0.00 - ETA: 14s - loss: 9.9129e-05 - mse: 9.9129e-05 - mape: 73.5671 - mae: 0.00 - ETA: 13s - loss: 1.0526e-04 - mse: 1.0526e-04 - mape: 71.8543 - mae: 0.00 - ETA: 12s - loss: 1.0761e-04 - mse: 1.0761e-04 - mape: 1112.9641 - mae: 0.00 - ETA: 11s - loss: 1.0757e-04 - mse: 1.0757e-04 - mape: 939.1161 - mae: 0.0048 - ETA: 10s - loss: 1.0437e-04 - mse: 1.0437e-04 - mape: 816.0524 - mae: 0.004 - ETA: 9s - loss: 1.0219e-04 - mse: 1.0219e-04 - mape: 721.6850 - mae: 0.004 - ETA: 8s - loss: 1.0363e-04 - mse: 1.0363e-04 - mape: 651.0700 - mae: 0.00 - ETA: 7s - loss: 1.0134e-04 - mse: 1.0134e-04 - mape: 592.7871 - mae: 0.00 - ETA: 6s - loss: 1.0226e-04 - mse: 1.0226e-04 - mape: 545.9585 - mae: 0.00 - ETA: 5s - loss: 1.0248e-04 - mse: 1.0248e-04 - mape: 506.6294 - mae: 0.00 - ETA: 4s - loss: 1.0160e-04 - mse: 1.0160e-04 - mape: 473.4789 - mae: 0.00 - ETA: 3s - loss: 9.9392e-05 - mse: 9.9392e-05 - mape: 445.7011 - mae: 0.00 - ETA: 2s - loss: 9.8190e-05 - mse: 9.8190e-05 - mape: 421.5790 - mae: 0.00 - ETA: 1s - loss: 9.7600e-05 - mse: 9.7600e-05 - mape: 399.7098 - mae: 0.00 - ETA: 0s - loss: 9.6510e-05 - mse: 9.6510e-05 - mape: 381.5697 - mae: 0.00 - 18s 2ms/sample - loss: 9.6614e-05 - mse: 9.6614e-05 - mape: 377.5333 - mae: 0.0048 - val_loss: 0.0155 - val_mse: 0.0155 - val_mape: 13.7224 - val_mae: 0.0954
+Epoch 7/10
+8820/8820 [==============================] - ETA: 16s - loss: 1.0037e-04 - mse: 1.0037e-04 - mape: 102.2183 - mae: 0.005 - ETA: 15s - loss: 9.9101e-05 - mse: 9.9101e-05 - mape: 89.9370 - mae: 0.005 - ETA: 14s - loss: 1.0323e-04 - mse: 1.0323e-04 - mape: 1962.4923 - mae: 0.00 - ETA: 13s - loss: 9.8012e-05 - mse: 9.8012e-05 - mape: 1493.2423 - mae: 0.00 - ETA: 12s - loss: 9.6328e-05 - mse: 9.6328e-05 - mape: 1212.0760 - mae: 0.00 - ETA: 11s - loss: 9.4506e-05 - mse: 9.4506e-05 - mape: 1029.5494 - mae: 0.00 - ETA: 10s - loss: 9.3906e-05 - mse: 9.3906e-05 - mape: 895.8845 - mae: 0.0050 - ETA: 9s - loss: 9.2920e-05 - mse: 9.2920e-05 - mape: 793.9245 - mae: 0.004 - ETA: 8s - loss: 9.2195e-05 - mse: 9.2195e-05 - mape: 713.5000 - mae: 0.00 - ETA: 7s - loss: 9.1706e-05 - mse: 9.1706e-05 - mape: 651.0673 - mae: 0.00 - ETA: 6s - loss: 9.1274e-05 - mse: 9.1274e-05 - mape: 597.8404 - mae: 0.00 - ETA: 5s - loss: 8.9479e-05 - mse: 8.9479e-05 - mape: 553.8591 - mae: 0.00 - ETA: 4s - loss: 8.8550e-05 - mse: 8.8550e-05 - mape: 517.6233 - mae: 0.00 - ETA: 3s - loss: 8.8242e-05 - mse: 8.8242e-05 - mape: 485.9431 - mae: 0.00 - ETA: 2s - loss: 8.9134e-05 - mse: 8.9134e-05 - mape: 459.0251 - mae: 0.00 - ETA: 1s - loss: 8.7880e-05 - mse: 8.7880e-05 - mape: 436.1091 - mae: 0.00 - ETA: 0s - loss: 8.9898e-05 - mse: 8.9898e-05 - mape: 414.6863 - mae: 0.00 - 18s 2ms/sample - loss: 8.9410e-05 - mse: 8.9410e-05 - mape: 409.9870 - mae: 0.0048 - val_loss: 0.0155 - val_mse: 0.0155 - val_mape: 13.7864 - val_mae: 0.0957
+Epoch 8/10
+8820/8820 [==============================] - ETA: 16s - loss: 8.6309e-05 - mse: 8.6309e-05 - mape: 67.3011 - mae: 0.00 - ETA: 15s - loss: 8.0270e-05 - mse: 8.0270e-05 - mape: 63.3873 - mae: 0.00 - ETA: 14s - loss: 8.3428e-05 - mse: 8.3428e-05 - mape: 62.5433 - mae: 0.00 - ETA: 13s - loss: 8.1597e-05 - mse: 8.1597e-05 - mape: 63.1676 - mae: 0.00 - ETA: 12s - loss: 8.1212e-05 - mse: 8.1212e-05 - mape: 63.8423 - mae: 0.00 - ETA: 11s - loss: 8.4047e-05 - mse: 8.4047e-05 - mape: 67.7495 - mae: 0.00 - ETA: 10s - loss: 8.2336e-05 - mse: 8.2336e-05 - mape: 625.7160 - mae: 0.004 - ETA: 9s - loss: 8.6870e-05 - mse: 8.6870e-05 - mape: 554.4412 - mae: 0.004 - ETA: 8s - loss: 8.4457e-05 - mse: 8.4457e-05 - mape: 499.7026 - mae: 0.00 - ETA: 7s - loss: 8.5610e-05 - mse: 8.5610e-05 - mape: 456.5303 - mae: 0.00 - ETA: 6s - loss: 8.6060e-05 - mse: 8.6060e-05 - mape: 420.1785 - mae: 0.00 - ETA: 5s - loss: 8.8578e-05 - mse: 8.8578e-05 - mape: 390.2589 - mae: 0.00 - ETA: 4s - loss: 8.9227e-05 - mse: 8.9227e-05 - mape: 364.0977 - mae: 0.00 - ETA: 3s - loss: 9.1059e-05 - mse: 9.1059e-05 - mape: 341.7365 - mae: 0.00 - ETA: 2s - loss: 8.9866e-05 - mse: 8.9866e-05 - mape: 322.9955 - mae: 0.00 - ETA: 1s - loss: 8.8708e-05 - mse: 8.8708e-05 - mape: 306.3375 - mae: 0.00 - ETA: 0s - loss: 8.7753e-05 - mse: 8.7753e-05 - mape: 291.4569 - mae: 0.00 - 18s 2ms/sample - loss: 8.8379e-05 - mse: 8.8379e-05 - mape: 288.4445 - mae: 0.0045 - val_loss: 0.0144 - val_mse: 0.0144 - val_mape: 13.2091 - val_mae: 0.0918
+Epoch 9/10
+8820/8820 [==============================] - ETA: 16s - loss: 9.9618e-05 - mse: 9.9618e-05 - mape: 44.9503 - mae: 0.00 - ETA: 15s - loss: 7.7473e-05 - mse: 7.7473e-05 - mape: 50.6946 - mae: 0.00 - ETA: 14s - loss: 7.9151e-05 - mse: 7.9151e-05 - mape: 52.9326 - mae: 0.00 - ETA: 13s - loss: 8.3531e-05 - mse: 8.3531e-05 - mape: 52.7188 - mae: 0.00 - ETA: 12s - loss: 9.0556e-05 - mse: 9.0556e-05 - mape: 53.9802 - mae: 0.00 - ETA: 11s - loss: 8.5463e-05 - mse: 8.5463e-05 - mape: 54.0236 - mae: 0.00 - ETA: 10s - loss: 8.1937e-05 - mse: 8.1937e-05 - mape: 55.1779 - mae: 0.00 - ETA: 9s - loss: 8.1104e-05 - mse: 8.1104e-05 - mape: 54.5098 - mae: 0.0043 - ETA: 8s - loss: 8.2173e-05 - mse: 8.2173e-05 - mape: 55.1322 - mae: 0.004 - ETA: 7s - loss: 8.2777e-05 - mse: 8.2777e-05 - mape: 431.4591 - mae: 0.00 - ETA: 6s - loss: 8.6113e-05 - mse: 8.6113e-05 - mape: 397.1053 - mae: 0.00 - ETA: 5s - loss: 8.6712e-05 - mse: 8.6712e-05 - mape: 368.7931 - mae: 0.00 - ETA: 4s - loss: 8.7498e-05 - mse: 8.7498e-05 - mape: 345.3172 - mae: 0.00 - ETA: 3s - loss: 8.8128e-05 - mse: 8.8128e-05 - mape: 324.3125 - mae: 0.00 - ETA: 2s - loss: 8.6550e-05 - mse: 8.6550e-05 - mape: 308.0795 - mae: 0.00 - ETA: 1s - loss: 8.6027e-05 - mse: 8.6027e-05 - mape: 292.2529 - mae: 0.00 - ETA: 0s - loss: 8.5534e-05 - mse: 8.5534e-05 - mape: 278.4364 - mae: 0.00 - 18s 2ms/sample - loss: 8.5615e-05 - mse: 8.5615e-05 - mape: 275.5850 - mae: 0.0044 - val_loss: 0.0133 - val_mse: 0.0133 - val_mape: 12.5609 - val_mae: 0.0874
+Epoch 10/10
+8820/8820 [==============================] - ETA: 16s - loss: 7.7023e-05 - mse: 7.7023e-05 - mape: 49.6715 - mae: 0.00 - ETA: 15s - loss: 8.8644e-05 - mse: 8.8644e-05 - mape: 51.2201 - mae: 0.00 - ETA: 14s - loss: 8.5717e-05 - mse: 8.5717e-05 - mape: 50.7501 - mae: 0.00 - ETA: 13s - loss: 9.1228e-05 - mse: 9.1228e-05 - mape: 941.4152 - mae: 0.004 - ETA: 12s - loss: 8.6039e-05 - mse: 8.6039e-05 - mape: 766.9930 - mae: 0.004 - ETA: 11s - loss: 8.8061e-05 - mse: 8.8061e-05 - mape: 646.6876 - mae: 0.004 - ETA: 10s - loss: 8.6628e-05 - mse: 8.6628e-05 - mape: 560.8080 - mae: 0.004 - ETA: 9s - loss: 8.7229e-05 - mse: 8.7229e-05 - mape: 496.8976 - mae: 0.004 - ETA: 8s - loss: 8.5630e-05 - mse: 8.5630e-05 - mape: 448.0550 - mae: 0.00 - ETA: 7s - loss: 8.5516e-05 - mse: 8.5516e-05 - mape: 408.4289 - mae: 0.00 - ETA: 6s - loss: 8.4069e-05 - mse: 8.4069e-05 - mape: 377.1361 - mae: 0.00 - ETA: 5s - loss: 8.2896e-05 - mse: 8.2896e-05 - mape: 349.8486 - mae: 0.00 - ETA: 4s - loss: 8.2052e-05 - mse: 8.2052e-05 - mape: 328.1053 - mae: 0.00 - ETA: 3s - loss: 8.1722e-05 - mse: 8.1722e-05 - mape: 308.7613 - mae: 0.00 - ETA: 2s - loss: 8.0821e-05 - mse: 8.0821e-05 - mape: 291.5257 - mae: 0.00 - ETA: 1s - loss: 8.0480e-05 - mse: 8.0480e-05 - mape: 276.8086 - mae: 0.00 - ETA: 0s - loss: 8.0830e-05 - mse: 8.0830e-05 - mape: 264.2302 - mae: 0.00 - 18s 2ms/sample - loss: 8.1324e-05 - mse: 8.1324e-05 - mape: 261.5904 - mae: 0.0042 - val_loss: 0.0129 - val_mse: 0.0129 - val_mape: 12.4246 - val_mae: 0.0863
+Validation Loss (MSE) from Last Epoch: 0.012941777987443672; Learning Rate:0.0001; Number of Units in each LSTM Layer: 384
+Compilation Time :  0.04714798927307129
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 1:02 - loss: 0.0175 - mse: 0.0175 - mape: 100.0171 - mae: 0.06 - ETA: 37s - loss: 0.0145 - mse: 0.0145 - mape: 95.0959 - mae: 0.0548 - ETA: 27s - loss: 0.0150 - mse: 0.0150 - mape: 92.2398 - mae: 0.05 - ETA: 22s - loss: 0.0142 - mse: 0.0142 - mape: 90.4829 - mae: 0.05 - ETA: 19s - loss: 0.0146 - mse: 0.0146 - mape: 89.2150 - mae: 0.05 - ETA: 16s - loss: 0.0147 - mse: 0.0147 - mape: 87.5408 - mae: 0.05 - ETA: 14s - loss: 0.0151 - mse: 0.0151 - mape: 87.4928 - mae: 0.05 - ETA: 12s - loss: 0.0151 - mse: 0.0151 - mape: 87.9799 - mae: 0.05 - ETA: 11s - loss: 0.0154 - mse: 0.0154 - mape: 89.0093 - mae: 0.05 - ETA: 9s - loss: 0.0153 - mse: 0.0153 - mape: 89.9282 - mae: 0.0572 - ETA: 8s - loss: 0.0152 - mse: 0.0152 - mape: 91.7313 - mae: 0.056 - ETA: 6s - loss: 0.0153 - mse: 0.0153 - mape: 643.3624 - mae: 0.05 - ETA: 5s - loss: 0.0153 - mse: 0.0153 - mape: 602.3897 - mae: 0.05 - ETA: 4s - loss: 0.0151 - mse: 0.0151 - mape: 569.4954 - mae: 0.05 - ETA: 2s - loss: 0.0149 - mse: 0.0149 - mape: 541.5934 - mae: 0.05 - ETA: 1s - loss: 0.0148 - mse: 0.0148 - mape: 517.6671 - mae: 0.05 - ETA: 0s - loss: 0.0147 - mse: 0.0147 - mape: 500.6924 - mae: 0.05 - 23s 3ms/sample - loss: 0.0146 - mse: 0.0146 - mape: 497.2094 - mae: 0.0553 - val_loss: 0.2882 - val_mse: 0.2882 - val_mape: 86.0601 - val_mae: 0.5180
+Epoch 2/10
+8820/8820 [==============================] - ETA: 17s - loss: 0.0129 - mse: 0.0129 - mape: 310.9594 - mae: 0.054 - ETA: 16s - loss: 0.0117 - mse: 0.0117 - mape: 326.4897 - mae: 0.052 - ETA: 15s - loss: 0.0112 - mse: 0.0112 - mape: 349.1528 - mae: 0.050 - ETA: 14s - loss: 0.0103 - mse: 0.0103 - mape: 393.6675 - mae: 0.048 - ETA: 13s - loss: 0.0099 - mse: 0.0099 - mape: 415.9765 - mae: 0.048 - ETA: 12s - loss: 0.0095 - mse: 0.0095 - mape: 455.6089 - mae: 0.047 - ETA: 11s - loss: 0.0090 - mse: 0.0090 - mape: 504.6331 - mae: 0.047 - ETA: 10s - loss: 0.0085 - mse: 0.0085 - mape: 544.7534 - mae: 0.046 - ETA: 9s - loss: 0.0080 - mse: 0.0080 - mape: 647.2174 - mae: 0.046 - ETA: 8s - loss: 0.0075 - mse: 0.0075 - mape: 701.8394 - mae: 0.04 - ETA: 6s - loss: 0.0070 - mse: 0.0070 - mape: 775.3604 - mae: 0.04 - ETA: 5s - loss: 0.0067 - mse: 0.0067 - mape: 864.5154 - mae: 0.04 - ETA: 4s - loss: 0.0064 - mse: 0.0064 - mape: 8031.6685 - mae: 0.046 - ETA: 3s - loss: 0.0062 - mse: 0.0062 - mape: 7603.1274 - mae: 0.047 - ETA: 2s - loss: 0.0060 - mse: 0.0060 - mape: 7256.5254 - mae: 0.047 - ETA: 1s - loss: 0.0058 - mse: 0.0058 - mape: 6910.0952 - mae: 0.048 - ETA: 0s - loss: 0.0056 - mse: 0.0056 - mape: 6616.4956 - mae: 0.048 - 20s 2ms/sample - loss: 0.0055 - mse: 0.0055 - mape: 6547.7588 - mae: 0.0480 - val_loss: 0.0414 - val_mse: 0.0414 - val_mape: 25.4830 - val_mae: 0.1712
+Epoch 3/10
+8820/8820 [==============================] - ETA: 17s - loss: 0.0013 - mse: 0.0013 - mape: 1470.9791 - mae: 0.03 - ETA: 16s - loss: 0.0012 - mse: 0.0012 - mape: 1335.5376 - mae: 0.03 - ETA: 15s - loss: 0.0011 - mse: 0.0011 - mape: 1242.7426 - mae: 0.02 - ETA: 14s - loss: 0.0011 - mse: 0.0011 - mape: 12280.6396 - mae: 0.029 - ETA: 13s - loss: 0.0011 - mse: 0.0011 - mape: 9966.1514 - mae: 0.028 - ETA: 12s - loss: 0.0011 - mse: 0.0011 - mape: 8462.4414 - mae: 0.02 - ETA: 11s - loss: 0.0011 - mse: 0.0011 - mape: 7336.2549 - mae: 0.02 - ETA: 10s - loss: 0.0010 - mse: 0.0010 - mape: 6491.4253 - mae: 0.02 - ETA: 8s - loss: 0.0010 - mse: 0.0010 - mape: 5844.1670 - mae: 0.0248 - ETA: 7s - loss: 9.7823e-04 - mse: 9.7823e-04 - mape: 5307.5625 - mae: 0.024 - ETA: 6s - loss: 9.1674e-04 - mse: 9.1674e-04 - mape: 4864.7310 - mae: 0.023 - ETA: 5s - loss: 8.5669e-04 - mse: 8.5669e-04 - mape: 4495.8174 - mae: 0.022 - ETA: 4s - loss: 8.0357e-04 - mse: 8.0357e-04 - mape: 4182.8960 - mae: 0.021 - ETA: 3s - loss: 7.6225e-04 - mse: 7.6225e-04 - mape: 3910.0188 - mae: 0.020 - ETA: 2s - loss: 7.2945e-04 - mse: 7.2945e-04 - mape: 3669.5205 - mae: 0.020 - ETA: 1s - loss: 7.0206e-04 - mse: 7.0206e-04 - mape: 3455.6821 - mae: 0.019 - ETA: 0s - loss: 6.7940e-04 - mse: 6.7940e-04 - mape: 3267.6711 - mae: 0.019 - 20s 2ms/sample - loss: 6.7360e-04 - mse: 6.7360e-04 - mape: 3227.0049 - mae: 0.0189 - val_loss: 0.0138 - val_mse: 0.0138 - val_mape: 13.0396 - val_mae: 0.0885
+Epoch 4/10
+8820/8820 [==============================] - ETA: 17s - loss: 2.2969e-04 - mse: 2.2969e-04 - mape: 160.6410 - mae: 0.008 - ETA: 16s - loss: 1.5734e-04 - mse: 1.5734e-04 - mape: 158.3153 - mae: 0.006 - ETA: 15s - loss: 1.3913e-04 - mse: 1.3913e-04 - mape: 142.6502 - mae: 0.006 - ETA: 14s - loss: 1.3348e-04 - mse: 1.3348e-04 - mape: 121.5910 - mae: 0.005 - ETA: 13s - loss: 1.3225e-04 - mse: 1.3225e-04 - mape: 107.4535 - mae: 0.005 - ETA: 12s - loss: 1.4154e-04 - mse: 1.4154e-04 - mape: 99.0505 - mae: 0.006 - ETA: 11s - loss: 1.4266e-04 - mse: 1.4266e-04 - mape: 92.1897 - mae: 0.00 - ETA: 10s - loss: 1.4789e-04 - mse: 1.4789e-04 - mape: 87.9051 - mae: 0.00 - ETA: 9s - loss: 1.5017e-04 - mse: 1.5017e-04 - mape: 83.9197 - mae: 0.0063 - ETA: 7s - loss: 1.4738e-04 - mse: 1.4738e-04 - mape: 81.4175 - mae: 0.006 - ETA: 6s - loss: 1.4405e-04 - mse: 1.4405e-04 - mape: 80.3785 - mae: 0.006 - ETA: 5s - loss: 1.4068e-04 - mse: 1.4068e-04 - mape: 78.0269 - mae: 0.006 - ETA: 4s - loss: 1.3938e-04 - mse: 1.3938e-04 - mape: 76.6107 - mae: 0.006 - ETA: 3s - loss: 1.3854e-04 - mse: 1.3854e-04 - mape: 75.0586 - mae: 0.006 - ETA: 2s - loss: 1.3756e-04 - mse: 1.3756e-04 - mape: 290.7965 - mae: 0.00 - ETA: 1s - loss: 1.3858e-04 - mse: 1.3858e-04 - mape: 276.0691 - mae: 0.00 - ETA: 0s - loss: 1.3899e-04 - mse: 1.3899e-04 - mape: 262.8535 - mae: 0.00 - 20s 2ms/sample - loss: 1.3869e-04 - mse: 1.3869e-04 - mape: 260.1057 - mae: 0.0062 - val_loss: 0.0136 - val_mse: 0.0136 - val_mape: 12.4759 - val_mae: 0.0867
+Epoch 5/10
+8820/8820 [==============================] - ETA: 18s - loss: 1.7232e-04 - mse: 1.7232e-04 - mape: 46.8898 - mae: 0.00 - ETA: 17s - loss: 1.5418e-04 - mse: 1.5418e-04 - mape: 51.1321 - mae: 0.00 - ETA: 16s - loss: 1.3491e-04 - mse: 1.3491e-04 - mape: 1080.0120 - mae: 0.00 - ETA: 15s - loss: 1.2539e-04 - mse: 1.2539e-04 - mape: 822.9560 - mae: 0.0063 - ETA: 14s - loss: 1.2156e-04 - mse: 1.2156e-04 - mape: 669.2921 - mae: 0.006 - ETA: 12s - loss: 1.2233e-04 - mse: 1.2233e-04 - mape: 569.0570 - mae: 0.006 - ETA: 11s - loss: 1.2235e-04 - mse: 1.2235e-04 - mape: 496.1657 - mae: 0.006 - ETA: 10s - loss: 1.1949e-04 - mse: 1.1949e-04 - mape: 440.7769 - mae: 0.006 - ETA: 9s - loss: 1.1562e-04 - mse: 1.1562e-04 - mape: 400.9906 - mae: 0.006 - ETA: 8s - loss: 1.1481e-04 - mse: 1.1481e-04 - mape: 365.3355 - mae: 0.00 - ETA: 7s - loss: 1.1169e-04 - mse: 1.1169e-04 - mape: 337.2137 - mae: 0.00 - ETA: 5s - loss: 1.1195e-04 - mse: 1.1195e-04 - mape: 313.7311 - mae: 0.00 - ETA: 4s - loss: 1.1168e-04 - mse: 1.1168e-04 - mape: 293.4020 - mae: 0.00 - ETA: 3s - loss: 1.0894e-04 - mse: 1.0894e-04 - mape: 278.2617 - mae: 0.00 - ETA: 2s - loss: 1.0973e-04 - mse: 1.0973e-04 - mape: 262.8609 - mae: 0.00 - ETA: 1s - loss: 1.0927e-04 - mse: 1.0927e-04 - mape: 249.5370 - mae: 0.00 - ETA: 0s - loss: 1.0770e-04 - mse: 1.0770e-04 - mape: 238.4340 - mae: 0.00 - 20s 2ms/sample - loss: 1.0696e-04 - mse: 1.0696e-04 - mape: 236.2650 - mae: 0.0055 - val_loss: 0.0164 - val_mse: 0.0164 - val_mape: 14.0490 - val_mae: 0.0978
+Epoch 6/10
+8820/8820 [==============================] - ETA: 18s - loss: 9.8008e-05 - mse: 9.8008e-05 - mape: 4798.3408 - mae: 0.00 - ETA: 17s - loss: 8.1110e-05 - mse: 8.1110e-05 - mape: 2429.2844 - mae: 0.00 - ETA: 15s - loss: 8.5407e-05 - mse: 8.5407e-05 - mape: 1640.4727 - mae: 0.00 - ETA: 14s - loss: 8.4842e-05 - mse: 8.4842e-05 - mape: 1246.8964 - mae: 0.00 - ETA: 13s - loss: 9.1662e-05 - mse: 9.1662e-05 - mape: 1007.8392 - mae: 0.00 - ETA: 12s - loss: 9.7161e-05 - mse: 9.7161e-05 - mape: 849.9119 - mae: 0.0046 - ETA: 11s - loss: 9.9722e-05 - mse: 9.9722e-05 - mape: 740.8362 - mae: 0.004 - ETA: 10s - loss: 9.8857e-05 - mse: 9.8857e-05 - mape: 656.5186 - mae: 0.004 - ETA: 9s - loss: 9.5328e-05 - mse: 9.5328e-05 - mape: 590.5377 - mae: 0.004 - ETA: 8s - loss: 9.6454e-05 - mse: 9.6454e-05 - mape: 541.6705 - mae: 0.00 - ETA: 6s - loss: 9.5543e-05 - mse: 9.5543e-05 - mape: 498.6505 - mae: 0.00 - ETA: 5s - loss: 9.4284e-05 - mse: 9.4284e-05 - mape: 464.2195 - mae: 0.00 - ETA: 4s - loss: 9.3974e-05 - mse: 9.3974e-05 - mape: 435.8539 - mae: 0.00 - ETA: 3s - loss: 9.1643e-05 - mse: 9.1643e-05 - mape: 410.7621 - mae: 0.00 - ETA: 2s - loss: 9.1476e-05 - mse: 9.1476e-05 - mape: 388.4536 - mae: 0.00 - ETA: 1s - loss: 9.0951e-05 - mse: 9.0951e-05 - mape: 368.8886 - mae: 0.00 - ETA: 0s - loss: 9.0996e-05 - mse: 9.0996e-05 - mape: 351.7193 - mae: 0.00 - 20s 2ms/sample - loss: 9.1657e-05 - mse: 9.1657e-05 - mape: 348.2566 - mae: 0.0047 - val_loss: 0.0177 - val_mse: 0.0177 - val_mape: 14.9032 - val_mae: 0.1034
+Epoch 7/10
+8820/8820 [==============================] - ETA: 17s - loss: 7.9937e-05 - mse: 7.9937e-05 - mape: 82.4433 - mae: 0.00 - ETA: 16s - loss: 9.4200e-05 - mse: 9.4200e-05 - mape: 81.7984 - mae: 0.00 - ETA: 15s - loss: 9.6148e-05 - mse: 9.6148e-05 - mape: 85.4883 - mae: 0.00 - ETA: 14s - loss: 9.7853e-05 - mse: 9.7853e-05 - mape: 85.7288 - mae: 0.00 - ETA: 13s - loss: 9.4625e-05 - mse: 9.4625e-05 - mape: 1027.3293 - mae: 0.00 - ETA: 12s - loss: 9.3121e-05 - mse: 9.3121e-05 - mape: 868.2969 - mae: 0.0048 - ETA: 11s - loss: 9.1543e-05 - mse: 9.1543e-05 - mape: 755.6373 - mae: 0.004 - ETA: 10s - loss: 8.8395e-05 - mse: 8.8395e-05 - mape: 671.8948 - mae: 0.004 - ETA: 9s - loss: 8.8451e-05 - mse: 8.8451e-05 - mape: 605.2919 - mae: 0.004 - ETA: 8s - loss: 8.9444e-05 - mse: 8.9444e-05 - mape: 555.8326 - mae: 0.00 - ETA: 6s - loss: 8.9714e-05 - mse: 8.9714e-05 - mape: 513.6636 - mae: 0.00 - ETA: 5s - loss: 9.0191e-05 - mse: 9.0191e-05 - mape: 476.4052 - mae: 0.00 - ETA: 4s - loss: 9.0448e-05 - mse: 9.0448e-05 - mape: 445.2469 - mae: 0.00 - ETA: 3s - loss: 9.1525e-05 - mse: 9.1525e-05 - mape: 418.4475 - mae: 0.00 - ETA: 2s - loss: 9.0290e-05 - mse: 9.0290e-05 - mape: 395.0283 - mae: 0.00 - ETA: 1s - loss: 9.0070e-05 - mse: 9.0070e-05 - mape: 375.2462 - mae: 0.00 - ETA: 0s - loss: 9.0493e-05 - mse: 9.0493e-05 - mape: 357.1985 - mae: 0.00 - 20s 2ms/sample - loss: 9.0330e-05 - mse: 9.0330e-05 - mape: 353.4277 - mae: 0.0048 - val_loss: 0.0152 - val_mse: 0.0152 - val_mape: 13.4671 - val_mae: 0.0937
+Epoch 8/10
+8820/8820 [==============================] - ETA: 18s - loss: 8.7924e-05 - mse: 8.7924e-05 - mape: 57.9333 - mae: 0.00 - ETA: 17s - loss: 8.3802e-05 - mse: 8.3802e-05 - mape: 56.5337 - mae: 0.00 - ETA: 15s - loss: 8.2984e-05 - mse: 8.2984e-05 - mape: 65.0176 - mae: 0.00 - ETA: 14s - loss: 8.3791e-05 - mse: 8.3791e-05 - mape: 65.2659 - mae: 0.00 - ETA: 13s - loss: 8.4272e-05 - mse: 8.4272e-05 - mape: 63.1782 - mae: 0.00 - ETA: 12s - loss: 8.2539e-05 - mse: 8.2539e-05 - mape: 62.9382 - mae: 0.00 - ETA: 11s - loss: 8.2490e-05 - mse: 8.2490e-05 - mape: 706.1690 - mae: 0.004 - ETA: 10s - loss: 8.2504e-05 - mse: 8.2504e-05 - mape: 629.4867 - mae: 0.004 - ETA: 9s - loss: 8.4986e-05 - mse: 8.4986e-05 - mape: 567.7722 - mae: 0.004 - ETA: 8s - loss: 8.2848e-05 - mse: 8.2848e-05 - mape: 516.9197 - mae: 0.00 - ETA: 6s - loss: 8.1736e-05 - mse: 8.1736e-05 - mape: 475.8098 - mae: 0.00 - ETA: 5s - loss: 8.0661e-05 - mse: 8.0661e-05 - mape: 440.3784 - mae: 0.00 - ETA: 4s - loss: 8.0219e-05 - mse: 8.0219e-05 - mape: 412.7072 - mae: 0.00 - ETA: 3s - loss: 8.0230e-05 - mse: 8.0230e-05 - mape: 387.6989 - mae: 0.00 - ETA: 2s - loss: 8.3239e-05 - mse: 8.3239e-05 - mape: 365.6260 - mae: 0.00 - ETA: 1s - loss: 8.3484e-05 - mse: 8.3484e-05 - mape: 346.6623 - mae: 0.00 - ETA: 0s - loss: 8.2769e-05 - mse: 8.2769e-05 - mape: 329.6559 - mae: 0.00 - 20s 2ms/sample - loss: 8.2507e-05 - mse: 8.2507e-05 - mape: 326.1356 - mae: 0.0044 - val_loss: 0.0152 - val_mse: 0.0152 - val_mape: 13.5338 - val_mae: 0.0941
+Epoch 9/10
+8820/8820 [==============================] - ETA: 18s - loss: 6.6791e-05 - mse: 6.6791e-05 - mape: 52.1175 - mae: 0.00 - ETA: 17s - loss: 6.7619e-05 - mse: 6.7619e-05 - mape: 60.8357 - mae: 0.00 - ETA: 15s - loss: 7.8030e-05 - mse: 7.8030e-05 - mape: 62.5724 - mae: 0.00 - ETA: 14s - loss: 7.8787e-05 - mse: 7.8787e-05 - mape: 62.1942 - mae: 0.00 - ETA: 13s - loss: 8.3914e-05 - mse: 8.3914e-05 - mape: 62.8984 - mae: 0.00 - ETA: 12s - loss: 8.2130e-05 - mse: 8.2130e-05 - mape: 67.5461 - mae: 0.00 - ETA: 11s - loss: 8.2414e-05 - mse: 8.2414e-05 - mape: 67.9221 - mae: 0.00 - ETA: 10s - loss: 8.2090e-05 - mse: 8.2090e-05 - mape: 66.4732 - mae: 0.00 - ETA: 9s - loss: 8.5318e-05 - mse: 8.5318e-05 - mape: 66.3125 - mae: 0.0044 - ETA: 8s - loss: 8.6139e-05 - mse: 8.6139e-05 - mape: 66.1699 - mae: 0.004 - ETA: 6s - loss: 8.5901e-05 - mse: 8.5901e-05 - mape: 65.1634 - mae: 0.004 - ETA: 5s - loss: 8.7911e-05 - mse: 8.7911e-05 - mape: 64.7312 - mae: 0.004 - ETA: 4s - loss: 9.0687e-05 - mse: 9.0687e-05 - mape: 64.5878 - mae: 0.004 - ETA: 3s - loss: 9.0753e-05 - mse: 9.0753e-05 - mape: 64.0038 - mae: 0.004 - ETA: 2s - loss: 9.1529e-05 - mse: 9.1529e-05 - mape: 64.7196 - mae: 0.004 - ETA: 1s - loss: 9.1533e-05 - mse: 9.1533e-05 - mape: 316.9044 - mae: 0.00 - ETA: 0s - loss: 9.0727e-05 - mse: 9.0727e-05 - mape: 301.6812 - mae: 0.00 - 20s 2ms/sample - loss: 9.1327e-05 - mse: 9.1327e-05 - mape: 298.6189 - mae: 0.0045 - val_loss: 0.0148 - val_mse: 0.0148 - val_mape: 13.3846 - val_mae: 0.0930
+Epoch 10/10
+8820/8820 [==============================] - ETA: 18s - loss: 7.3872e-05 - mse: 7.3872e-05 - mape: 58.8433 - mae: 0.00 - ETA: 17s - loss: 8.9373e-05 - mse: 8.9373e-05 - mape: 62.7943 - mae: 0.00 - ETA: 16s - loss: 9.7546e-05 - mse: 9.7546e-05 - mape: 72.3232 - mae: 0.00 - ETA: 15s - loss: 9.7580e-05 - mse: 9.7580e-05 - mape: 71.1048 - mae: 0.00 - ETA: 13s - loss: 9.4422e-05 - mse: 9.4422e-05 - mape: 67.7703 - mae: 0.00 - ETA: 12s - loss: 9.3556e-05 - mse: 9.3556e-05 - mape: 728.0704 - mae: 0.004 - ETA: 11s - loss: 9.0682e-05 - mse: 9.0682e-05 - mape: 633.9450 - mae: 0.004 - ETA: 10s - loss: 9.0072e-05 - mse: 9.0072e-05 - mape: 561.4622 - mae: 0.004 - ETA: 9s - loss: 9.1724e-05 - mse: 9.1724e-05 - mape: 505.8351 - mae: 0.004 - ETA: 8s - loss: 9.0621e-05 - mse: 9.0622e-05 - mape: 461.7839 - mae: 0.00 - ETA: 7s - loss: 8.7880e-05 - mse: 8.7881e-05 - mape: 425.1534 - mae: 0.00 - ETA: 5s - loss: 8.7096e-05 - mse: 8.7096e-05 - mape: 393.7825 - mae: 0.00 - ETA: 4s - loss: 8.8393e-05 - mse: 8.8393e-05 - mape: 366.9278 - mae: 0.00 - ETA: 3s - loss: 8.7035e-05 - mse: 8.7035e-05 - mape: 344.9365 - mae: 0.00 - ETA: 2s - loss: 8.6466e-05 - mse: 8.6466e-05 - mape: 325.4847 - mae: 0.00 - ETA: 1s - loss: 8.7284e-05 - mse: 8.7284e-05 - mape: 308.8397 - mae: 0.00 - ETA: 0s - loss: 8.6992e-05 - mse: 8.6992e-05 - mape: 294.3769 - mae: 0.00 - 20s 2ms/sample - loss: 8.6303e-05 - mse: 8.6303e-05 - mape: 291.2168 - mae: 0.0043 - val_loss: 0.0136 - val_mse: 0.0136 - val_mape: 12.6698 - val_mae: 0.0882
+Validation Loss (MSE) from Last Epoch: 0.013628288122768305; Learning Rate:0.0001; Number of Units in each LSTM Layer: 416
+Compilation Time :  0.0505070686340332
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 1:04 - loss: 0.0179 - mse: 0.0179 - mape: 100.3483 - mae: 0.06 - ETA: 38s - loss: 0.0170 - mse: 0.0170 - mape: 95.7935 - mae: 0.0610 - ETA: 29s - loss: 0.0158 - mse: 0.0158 - mape: 92.6009 - mae: 0.05 - ETA: 24s - loss: 0.0154 - mse: 0.0154 - mape: 90.1788 - mae: 0.05 - ETA: 21s - loss: 0.0153 - mse: 0.0153 - mape: 503.1737 - mae: 0.057 - ETA: 18s - loss: 0.0153 - mse: 0.0153 - mape: 434.7450 - mae: 0.057 - ETA: 16s - loss: 0.0152 - mse: 0.0152 - mape: 385.2976 - mae: 0.057 - ETA: 14s - loss: 0.0150 - mse: 0.0150 - mape: 349.0055 - mae: 0.056 - ETA: 12s - loss: 0.0148 - mse: 0.0148 - mape: 322.5011 - mae: 0.055 - ETA: 10s - loss: 0.0149 - mse: 0.0149 - mape: 300.6207 - mae: 0.055 - ETA: 9s - loss: 0.0149 - mse: 0.0149 - mape: 285.0357 - mae: 0.056 - ETA: 7s - loss: 0.0148 - mse: 0.0148 - mape: 271.8647 - mae: 0.05 - ETA: 6s - loss: 0.0148 - mse: 0.0148 - mape: 262.2336 - mae: 0.05 - ETA: 4s - loss: 0.0147 - mse: 0.0147 - mape: 253.4528 - mae: 0.05 - ETA: 3s - loss: 0.0145 - mse: 0.0145 - mape: 249.1087 - mae: 0.05 - ETA: 1s - loss: 0.0143 - mse: 0.0143 - mape: 246.7004 - mae: 0.05 - ETA: 0s - loss: 0.0142 - mse: 0.0142 - mape: 247.0886 - mae: 0.05 - 26s 3ms/sample - loss: 0.0142 - mse: 0.0142 - mape: 246.3475 - mae: 0.0545 - val_loss: 0.2543 - val_mse: 0.2543 - val_mape: 80.6248 - val_mae: 0.4860
+Epoch 2/10
+8820/8820 [==============================] - ETA: 18s - loss: 0.0095 - mse: 0.0095 - mape: 305.0540 - mae: 0.046 - ETA: 17s - loss: 0.0090 - mse: 0.0090 - mape: 389.4402 - mae: 0.044 - ETA: 16s - loss: 0.0089 - mse: 0.0089 - mape: 478.4420 - mae: 0.045 - ETA: 15s - loss: 0.0087 - mse: 0.0087 - mape: 490.8201 - mae: 0.046 - ETA: 14s - loss: 0.0081 - mse: 0.0081 - mape: 539.7224 - mae: 0.045 - ETA: 13s - loss: 0.0076 - mse: 0.0076 - mape: 589.5131 - mae: 0.044 - ETA: 12s - loss: 0.0071 - mse: 0.0071 - mape: 674.2934 - mae: 0.044 - ETA: 11s - loss: 0.0065 - mse: 0.0065 - mape: 748.1182 - mae: 0.043 - ETA: 9s - loss: 0.0060 - mse: 0.0060 - mape: 9066.7949 - mae: 0.043 - ETA: 8s - loss: 0.0057 - mse: 0.0057 - mape: 8338.7627 - mae: 0.043 - ETA: 7s - loss: 0.0054 - mse: 0.0054 - mape: 7761.8955 - mae: 0.044 - ETA: 6s - loss: 0.0052 - mse: 0.0052 - mape: 7274.5063 - mae: 0.045 - ETA: 5s - loss: 0.0051 - mse: 0.0051 - mape: 6920.0244 - mae: 0.046 - ETA: 3s - loss: 0.0049 - mse: 0.0049 - mape: 6563.2158 - mae: 0.047 - ETA: 2s - loss: 0.0048 - mse: 0.0048 - mape: 6225.8682 - mae: 0.046 - ETA: 1s - loss: 0.0046 - mse: 0.0046 - mape: 5919.1182 - mae: 0.046 - ETA: 0s - loss: 0.0044 - mse: 0.0044 - mape: 5649.2856 - mae: 0.045 - 22s 2ms/sample - loss: 0.0043 - mse: 0.0043 - mape: 5586.1494 - mae: 0.0452 - val_loss: 0.0533 - val_mse: 0.0533 - val_mape: 30.9298 - val_mae: 0.2021
+Epoch 3/10
+8820/8820 [==============================] - ETA: 19s - loss: 9.2675e-04 - mse: 9.2675e-04 - mape: 860.0542 - mae: 0.024 - ETA: 18s - loss: 8.6548e-04 - mse: 8.6548e-04 - mape: 850.7645 - mae: 0.023 - ETA: 17s - loss: 9.8695e-04 - mse: 9.8695e-04 - mape: 767.7277 - mae: 0.023 - ETA: 16s - loss: 9.8184e-04 - mse: 9.8184e-04 - mape: 739.3207 - mae: 0.022 - ETA: 14s - loss: 0.0010 - mse: 0.0010 - mape: 692.5291 - mae: 0.0222        - ETA: 13s - loss: 9.8082e-04 - mse: 9.8082e-04 - mape: 680.9438 - mae: 0.021 - ETA: 12s - loss: 9.7943e-04 - mse: 9.7943e-04 - mape: 657.6210 - mae: 0.021 - ETA: 11s - loss: 9.2452e-04 - mse: 9.2452e-04 - mape: 3443.7515 - mae: 0.02 - ETA: 10s - loss: 8.5786e-04 - mse: 8.5786e-04 - mape: 3099.9570 - mae: 0.01 - ETA: 8s - loss: 7.9645e-04 - mse: 7.9645e-04 - mape: 2827.4600 - mae: 0.0184 - ETA: 7s - loss: 7.3914e-04 - mse: 7.3914e-04 - mape: 2597.0720 - mae: 0.017 - ETA: 6s - loss: 6.9007e-04 - mse: 6.9007e-04 - mape: 2405.5540 - mae: 0.016 - ETA: 5s - loss: 6.4959e-04 - mse: 6.4959e-04 - mape: 2237.7495 - mae: 0.016 - ETA: 3s - loss: 6.2226e-04 - mse: 6.2226e-04 - mape: 2095.6609 - mae: 0.015 - ETA: 2s - loss: 5.9716e-04 - mse: 5.9716e-04 - mape: 1970.9197 - mae: 0.015 - ETA: 1s - loss: 5.7818e-04 - mse: 5.7818e-04 - mape: 1862.4474 - mae: 0.014 - ETA: 0s - loss: 5.6244e-04 - mse: 5.6244e-04 - mape: 1761.5016 - mae: 0.014 - 22s 3ms/sample - loss: 5.5752e-04 - mse: 5.5752e-04 - mape: 1739.6825 - mae: 0.0144 - val_loss: 0.0196 - val_mse: 0.0196 - val_mape: 15.6134 - val_mae: 0.1079
+Epoch 4/10
+8820/8820 [==============================] - ETA: 21s - loss: 1.8647e-04 - mse: 1.8647e-04 - mape: 81.6843 - mae: 0.00 - ETA: 19s - loss: 1.5901e-04 - mse: 1.5901e-04 - mape: 82.0202 - mae: 0.00 - ETA: 18s - loss: 1.4955e-04 - mse: 1.4955e-04 - mape: 76.9260 - mae: 0.00 - ETA: 16s - loss: 1.5426e-04 - mse: 1.5426e-04 - mape: 69.3451 - mae: 0.00 - ETA: 15s - loss: 1.5119e-04 - mse: 1.5119e-04 - mape: 66.0587 - mae: 0.00 - ETA: 14s - loss: 1.5738e-04 - mse: 1.5738e-04 - mape: 680.9236 - mae: 0.006 - ETA: 12s - loss: 1.6483e-04 - mse: 1.6483e-04 - mape: 590.6221 - mae: 0.006 - ETA: 11s - loss: 1.6749e-04 - mse: 1.6749e-04 - mape: 523.9622 - mae: 0.006 - ETA: 10s - loss: 1.6794e-04 - mse: 1.6794e-04 - mape: 472.3996 - mae: 0.006 - ETA: 9s - loss: 1.6253e-04 - mse: 1.6253e-04 - mape: 430.9516 - mae: 0.006 - ETA: 7s - loss: 1.5874e-04 - mse: 1.5874e-04 - mape: 397.3250 - mae: 0.00 - ETA: 6s - loss: 1.5463e-04 - mse: 1.5463e-04 - mape: 369.0358 - mae: 0.00 - ETA: 5s - loss: 1.5255e-04 - mse: 1.5255e-04 - mape: 346.3241 - mae: 0.00 - ETA: 4s - loss: 1.5083e-04 - mse: 1.5083e-04 - mape: 325.6982 - mae: 0.00 - ETA: 2s - loss: 1.4959e-04 - mse: 1.4959e-04 - mape: 308.8198 - mae: 0.00 - ETA: 1s - loss: 1.5128e-04 - mse: 1.5128e-04 - mape: 292.3391 - mae: 0.00 - ETA: 0s - loss: 1.5062e-04 - mse: 1.5062e-04 - mape: 278.5484 - mae: 0.00 - 22s 3ms/sample - loss: 1.5021e-04 - mse: 1.5021e-04 - mape: 275.6973 - mae: 0.0066 - val_loss: 0.0180 - val_mse: 0.0180 - val_mape: 14.8126 - val_mae: 0.1027
+Epoch 5/10
+8820/8820 [==============================] - ETA: 20s - loss: 1.1557e-04 - mse: 1.1557e-04 - mape: 51.8209 - mae: 0.00 - ETA: 18s - loss: 1.3574e-04 - mse: 1.3574e-04 - mape: 55.5880 - mae: 0.00 - ETA: 17s - loss: 1.3112e-04 - mse: 1.3112e-04 - mape: 1277.8655 - mae: 0.00 - ETA: 16s - loss: 1.2845e-04 - mse: 1.2845e-04 - mape: 973.0470 - mae: 0.0061 - ETA: 15s - loss: 1.2666e-04 - mse: 1.2666e-04 - mape: 790.7715 - mae: 0.006 - ETA: 13s - loss: 1.2311e-04 - mse: 1.2311e-04 - mape: 668.7509 - mae: 0.006 - ETA: 12s - loss: 1.2707e-04 - mse: 1.2707e-04 - mape: 581.4400 - mae: 0.006 - ETA: 11s - loss: 1.2332e-04 - mse: 1.2332e-04 - mape: 514.5903 - mae: 0.006 - ETA: 10s - loss: 1.2121e-04 - mse: 1.2121e-04 - mape: 463.1339 - mae: 0.006 - ETA: 8s - loss: 1.1962e-04 - mse: 1.1962e-04 - mape: 423.0571 - mae: 0.005 - ETA: 7s - loss: 1.1895e-04 - mse: 1.1895e-04 - mape: 388.6598 - mae: 0.00 - ETA: 6s - loss: 1.1737e-04 - mse: 1.1737e-04 - mape: 361.8275 - mae: 0.00 - ETA: 5s - loss: 1.1604e-04 - mse: 1.1604e-04 - mape: 338.4085 - mae: 0.00 - ETA: 3s - loss: 1.1447e-04 - mse: 1.1447e-04 - mape: 320.3425 - mae: 0.00 - ETA: 2s - loss: 1.1456e-04 - mse: 1.1456e-04 - mape: 303.7859 - mae: 0.00 - ETA: 1s - loss: 1.1346e-04 - mse: 1.1346e-04 - mape: 288.7633 - mae: 0.00 - ETA: 0s - loss: 1.1405e-04 - mse: 1.1405e-04 - mape: 276.2764 - mae: 0.00 - 22s 3ms/sample - loss: 1.1421e-04 - mse: 1.1421e-04 - mape: 273.5199 - mae: 0.0057 - val_loss: 0.0181 - val_mse: 0.0181 - val_mape: 14.8697 - val_mae: 0.1033
+Epoch 6/10
+8820/8820 [==============================] - ETA: 20s - loss: 1.1159e-04 - mse: 1.1159e-04 - mape: 81.8743 - mae: 0.00 - ETA: 19s - loss: 1.0636e-04 - mse: 1.0636e-04 - mape: 81.8706 - mae: 0.00 - ETA: 17s - loss: 1.0800e-04 - mse: 1.0800e-04 - mape: 86.2461 - mae: 0.00 - ETA: 16s - loss: 1.0316e-04 - mse: 1.0316e-04 - mape: 86.2723 - mae: 0.00 - ETA: 15s - loss: 1.0051e-04 - mse: 1.0051e-04 - mape: 89.4481 - mae: 0.00 - ETA: 14s - loss: 1.0148e-04 - mse: 1.0148e-04 - mape: 88.8438 - mae: 0.00 - ETA: 12s - loss: 9.9463e-05 - mse: 9.9463e-05 - mape: 95.5891 - mae: 0.00 - ETA: 11s - loss: 1.0438e-04 - mse: 1.0438e-04 - mape: 94.2342 - mae: 0.00 - ETA: 10s - loss: 1.0527e-04 - mse: 1.0527e-04 - mape: 900.1028 - mae: 0.005 - ETA: 9s - loss: 1.0630e-04 - mse: 1.0630e-04 - mape: 818.7468 - mae: 0.005 - ETA: 7s - loss: 1.0831e-04 - mse: 1.0831e-04 - mape: 754.9376 - mae: 0.00 - ETA: 6s - loss: 1.0488e-04 - mse: 1.0488e-04 - mape: 704.0342 - mae: 0.00 - ETA: 5s - loss: 1.0459e-04 - mse: 1.0459e-04 - mape: 658.5296 - mae: 0.00 - ETA: 4s - loss: 1.0359e-04 - mse: 1.0359e-04 - mape: 621.3437 - mae: 0.00 - ETA: 2s - loss: 1.0203e-04 - mse: 1.0203e-04 - mape: 588.3805 - mae: 0.00 - ETA: 1s - loss: 1.0082e-04 - mse: 1.0082e-04 - mape: 561.6879 - mae: 0.00 - ETA: 0s - loss: 9.9735e-05 - mse: 9.9735e-05 - mape: 535.4999 - mae: 0.00 - 23s 3ms/sample - loss: 9.9201e-05 - mse: 9.9201e-05 - mape: 530.1712 - mae: 0.0054 - val_loss: 0.0174 - val_mse: 0.0174 - val_mape: 14.5980 - val_mae: 0.1015
+Epoch 7/10
+8820/8820 [==============================] - ETA: 23s - loss: 1.0543e-04 - mse: 1.0543e-04 - mape: 128.2299 - mae: 0.005 - ETA: 21s - loss: 9.3838e-05 - mse: 9.3838e-05 - mape: 133.1617 - mae: 0.005 - ETA: 20s - loss: 9.6872e-05 - mse: 9.6872e-05 - mape: 132.1226 - mae: 0.005 - ETA: 18s - loss: 1.0270e-04 - mse: 1.0270e-04 - mape: 125.6960 - mae: 0.005 - ETA: 16s - loss: 1.0132e-04 - mse: 1.0132e-04 - mape: 128.6763 - mae: 0.005 - ETA: 15s - loss: 1.0220e-04 - mse: 1.0220e-04 - mape: 121.7040 - mae: 0.005 - ETA: 14s - loss: 1.0051e-04 - mse: 1.0051e-04 - mape: 117.0781 - mae: 0.005 - ETA: 12s - loss: 9.9506e-05 - mse: 9.9506e-05 - mape: 116.1985 - mae: 0.005 - ETA: 11s - loss: 1.0284e-04 - mse: 1.0284e-04 - mape: 113.7206 - mae: 0.005 - ETA: 9s - loss: 9.9923e-05 - mse: 9.9923e-05 - mape: 114.8192 - mae: 0.005 - ETA: 8s - loss: 9.8162e-05 - mse: 9.8162e-05 - mape: 115.0570 - mae: 0.00 - ETA: 7s - loss: 9.8733e-05 - mse: 9.8733e-05 - mape: 115.0929 - mae: 0.00 - ETA: 5s - loss: 9.7943e-05 - mse: 9.7943e-05 - mape: 114.3196 - mae: 0.00 - ETA: 4s - loss: 9.6340e-05 - mse: 9.6340e-05 - mape: 114.0869 - mae: 0.00 - ETA: 2s - loss: 9.4901e-05 - mse: 9.4901e-05 - mape: 619.3813 - mae: 0.00 - ETA: 1s - loss: 9.4385e-05 - mse: 9.4385e-05 - mape: 589.6243 - mae: 0.00 - ETA: 0s - loss: 9.3883e-05 - mse: 9.3883e-05 - mape: 560.5783 - mae: 0.00 - 24s 3ms/sample - loss: 9.3878e-05 - mse: 9.3878e-05 - mape: 554.8434 - mae: 0.0053 - val_loss: 0.0169 - val_mse: 0.0169 - val_mape: 14.4218 - val_mae: 0.1002
+Epoch 8/10
+8820/8820 [==============================] - ETA: 20s - loss: 1.0217e-04 - mse: 1.0217e-04 - mape: 101.1551 - mae: 0.005 - ETA: 19s - loss: 9.7621e-05 - mse: 9.7621e-05 - mape: 3372.3691 - mae: 0.00 - ETA: 18s - loss: 9.9391e-05 - mse: 9.9391e-05 - mape: 2274.9138 - mae: 0.00 - ETA: 16s - loss: 9.4390e-05 - mse: 9.4390e-05 - mape: 1729.7900 - mae: 0.00 - ETA: 15s - loss: 9.4662e-05 - mse: 9.4662e-05 - mape: 1404.9821 - mae: 0.00 - ETA: 14s - loss: 9.3852e-05 - mse: 9.3852e-05 - mape: 1186.1744 - mae: 0.00 - ETA: 12s - loss: 9.6583e-05 - mse: 9.6583e-05 - mape: 1029.2716 - mae: 0.00 - ETA: 11s - loss: 9.5353e-05 - mse: 9.5353e-05 - mape: 914.5016 - mae: 0.0052 - ETA: 10s - loss: 9.1384e-05 - mse: 9.1384e-05 - mape: 823.5170 - mae: 0.005 - ETA: 9s - loss: 9.2718e-05 - mse: 9.2718e-05 - mape: 749.4463 - mae: 0.005 - ETA: 7s - loss: 9.1711e-05 - mse: 9.1711e-05 - mape: 688.9860 - mae: 0.00 - ETA: 6s - loss: 9.1312e-05 - mse: 9.1312e-05 - mape: 639.7089 - mae: 0.00 - ETA: 5s - loss: 9.0115e-05 - mse: 9.0115e-05 - mape: 597.9185 - mae: 0.00 - ETA: 4s - loss: 8.9591e-05 - mse: 8.9591e-05 - mape: 561.7136 - mae: 0.00 - ETA: 2s - loss: 8.9236e-05 - mse: 8.9236e-05 - mape: 529.9270 - mae: 0.00 - ETA: 1s - loss: 8.7325e-05 - mse: 8.7324e-05 - mape: 504.4046 - mae: 0.00 - ETA: 0s - loss: 8.7584e-05 - mse: 8.7584e-05 - mape: 480.4342 - mae: 0.00 - 22s 3ms/sample - loss: 8.7498e-05 - mse: 8.7498e-05 - mape: 475.3518 - mae: 0.0050 - val_loss: 0.0166 - val_mse: 0.0166 - val_mape: 14.3142 - val_mae: 0.0994
+Epoch 9/10
+8820/8820 [==============================] - ETA: 20s - loss: 7.3581e-05 - mse: 7.3581e-05 - mape: 83.2512 - mae: 0.00 - ETA: 18s - loss: 8.1695e-05 - mse: 8.1695e-05 - mape: 83.8347 - mae: 0.00 - ETA: 17s - loss: 8.0759e-05 - mse: 8.0759e-05 - mape: 84.8478 - mae: 0.00 - ETA: 16s - loss: 7.9793e-05 - mse: 7.9793e-05 - mape: 78.7529 - mae: 0.00 - ETA: 15s - loss: 8.5652e-05 - mse: 8.5652e-05 - mape: 80.7357 - mae: 0.00 - ETA: 14s - loss: 8.2656e-05 - mse: 8.2656e-05 - mape: 81.1158 - mae: 0.00 - ETA: 12s - loss: 8.5653e-05 - mse: 8.5653e-05 - mape: 83.8996 - mae: 0.00 - ETA: 11s - loss: 8.5498e-05 - mse: 8.5498e-05 - mape: 86.1078 - mae: 0.00 - ETA: 10s - loss: 8.5992e-05 - mse: 8.5992e-05 - mape: 721.5856 - mae: 0.004 - ETA: 9s - loss: 8.5104e-05 - mse: 8.5104e-05 - mape: 659.1932 - mae: 0.004 - ETA: 7s - loss: 8.5267e-05 - mse: 8.5267e-05 - mape: 607.0311 - mae: 0.00 - ETA: 6s - loss: 8.6006e-05 - mse: 8.6006e-05 - mape: 563.1786 - mae: 0.00 - ETA: 5s - loss: 8.7767e-05 - mse: 8.7767e-05 - mape: 527.0582 - mae: 0.00 - ETA: 4s - loss: 8.8788e-05 - mse: 8.8788e-05 - mape: 495.8971 - mae: 0.00 - ETA: 2s - loss: 8.7753e-05 - mse: 8.7753e-05 - mape: 469.1039 - mae: 0.00 - ETA: 1s - loss: 8.7159e-05 - mse: 8.7159e-05 - mape: 445.5353 - mae: 0.00 - ETA: 0s - loss: 8.5499e-05 - mse: 8.5499e-05 - mape: 425.0542 - mae: 0.00 - 22s 3ms/sample - loss: 8.5873e-05 - mse: 8.5873e-05 - mape: 420.4409 - mae: 0.0048 - val_loss: 0.0163 - val_mse: 0.0163 - val_mape: 14.2581 - val_mae: 0.0989
+Epoch 10/10
+8820/8820 [==============================] - ETA: 19s - loss: 9.9411e-05 - mse: 9.9411e-05 - mape: 100.6783 - mae: 0.004 - ETA: 18s - loss: 9.2198e-05 - mse: 9.2198e-05 - mape: 86.1863 - mae: 0.004 - ETA: 17s - loss: 8.2157e-05 - mse: 8.2157e-05 - mape: 82.3939 - mae: 0.00 - ETA: 16s - loss: 8.3258e-05 - mse: 8.3258e-05 - mape: 77.7662 - mae: 0.00 - ETA: 15s - loss: 8.5648e-05 - mse: 8.5648e-05 - mape: 77.4440 - mae: 0.00 - ETA: 13s - loss: 8.8403e-05 - mse: 8.8403e-05 - mape: 75.0792 - mae: 0.00 - ETA: 12s - loss: 8.9200e-05 - mse: 8.9200e-05 - mape: 78.5939 - mae: 0.00 - ETA: 11s - loss: 9.0713e-05 - mse: 9.0713e-05 - mape: 80.1940 - mae: 0.00 - ETA: 10s - loss: 8.8287e-05 - mse: 8.8287e-05 - mape: 80.3571 - mae: 0.00 - ETA: 8s - loss: 8.8137e-05 - mse: 8.8137e-05 - mape: 80.9552 - mae: 0.0047 - ETA: 7s - loss: 8.8579e-05 - mse: 8.8579e-05 - mape: 80.3621 - mae: 0.004 - ETA: 6s - loss: 8.8007e-05 - mse: 8.8007e-05 - mape: 79.3908 - mae: 0.004 - ETA: 5s - loss: 8.7213e-05 - mse: 8.7213e-05 - mape: 463.6008 - mae: 0.00 - ETA: 4s - loss: 8.5110e-05 - mse: 8.5110e-05 - mape: 437.0296 - mae: 0.00 - ETA: 2s - loss: 8.5055e-05 - mse: 8.5055e-05 - mape: 411.9791 - mae: 0.00 - ETA: 1s - loss: 8.6054e-05 - mse: 8.6054e-05 - mape: 391.5498 - mae: 0.00 - ETA: 0s - loss: 8.5712e-05 - mse: 8.5712e-05 - mape: 372.3928 - mae: 0.00 - 22s 3ms/sample - loss: 8.5788e-05 - mse: 8.5788e-05 - mape: 368.4070 - mae: 0.0046 - val_loss: 0.0152 - val_mse: 0.0152 - val_mape: 13.6121 - val_mae: 0.0945
+Validation Loss (MSE) from Last Epoch: 0.015161463336981073; Learning Rate:0.0001; Number of Units in each LSTM Layer: 448
+Compilation Time :  0.04506206512451172
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 1:03 - loss: 0.0167 - mse: 0.0167 - mape: 100.6666 - mae: 0.05 - ETA: 39s - loss: 0.0168 - mse: 0.0168 - mape: 95.7933 - mae: 0.0605 - ETA: 30s - loss: 0.0173 - mse: 0.0173 - mape: 92.7141 - mae: 0.06 - ETA: 25s - loss: 0.0173 - mse: 0.0173 - mape: 90.7618 - mae: 0.06 - ETA: 21s - loss: 0.0176 - mse: 0.0176 - mape: 88.7427 - mae: 0.06 - ETA: 19s - loss: 0.0175 - mse: 0.0175 - mape: 486.3360 - mae: 0.063 - ETA: 16s - loss: 0.0172 - mse: 0.0172 - mape: 428.9775 - mae: 0.062 - ETA: 14s - loss: 0.0169 - mse: 0.0169 - mape: 386.7177 - mae: 0.061 - ETA: 13s - loss: 0.0166 - mse: 0.0166 - mape: 357.1338 - mae: 0.060 - ETA: 11s - loss: 0.0164 - mse: 0.0164 - mape: 331.7199 - mae: 0.059 - ETA: 9s - loss: 0.0164 - mse: 0.0164 - mape: 310.2394 - mae: 0.059 - ETA: 8s - loss: 0.0162 - mse: 0.0162 - mape: 292.8750 - mae: 0.05 - ETA: 6s - loss: 0.0158 - mse: 0.0158 - mape: 279.7252 - mae: 0.05 - ETA: 4s - loss: 0.0154 - mse: 0.0154 - mape: 269.5062 - mae: 0.05 - ETA: 3s - loss: 0.0151 - mse: 0.0151 - mape: 266.0832 - mae: 0.05 - ETA: 1s - loss: 0.0149 - mse: 0.0149 - mape: 263.2198 - mae: 0.05 - ETA: 0s - loss: 0.0147 - mse: 0.0147 - mape: 263.8534 - mae: 0.05 - 27s 3ms/sample - loss: 0.0146 - mse: 0.0146 - mape: 264.3711 - mae: 0.0552 - val_loss: 0.2717 - val_mse: 0.2717 - val_mape: 83.4337 - val_mae: 0.5026
+Epoch 2/10
+8820/8820 [==============================] - ETA: 20s - loss: 0.0101 - mse: 0.0101 - mape: 419.1941 - mae: 0.045 - ETA: 19s - loss: 0.0095 - mse: 0.0095 - mape: 421.0375 - mae: 0.043 - ETA: 18s - loss: 0.0098 - mse: 0.0098 - mape: 413.1206 - mae: 0.046 - ETA: 17s - loss: 0.0094 - mse: 0.0094 - mape: 446.0650 - mae: 0.046 - ETA: 15s - loss: 0.0090 - mse: 0.0090 - mape: 7355.6860 - mae: 0.04 - ETA: 14s - loss: 0.0085 - mse: 0.0085 - mape: 6255.6641 - mae: 0.04 - ETA: 13s - loss: 0.0079 - mse: 0.0079 - mape: 5512.6514 - mae: 0.04 - ETA: 12s - loss: 0.0072 - mse: 0.0072 - mape: 4993.5654 - mae: 0.04 - ETA: 10s - loss: 0.0066 - mse: 0.0066 - mape: 4623.3135 - mae: 0.04 - ETA: 9s - loss: 0.0062 - mse: 0.0062 - mape: 4297.2568 - mae: 0.0443 - ETA: 8s - loss: 0.0059 - mse: 0.0059 - mape: 4116.1450 - mae: 0.045 - ETA: 6s - loss: 0.0057 - mse: 0.0057 - mape: 3902.8291 - mae: 0.046 - ETA: 5s - loss: 0.0055 - mse: 0.0055 - mape: 3756.4341 - mae: 0.046 - ETA: 4s - loss: 0.0053 - mse: 0.0053 - mape: 3624.8855 - mae: 0.047 - ETA: 2s - loss: 0.0051 - mse: 0.0051 - mape: 3485.6226 - mae: 0.046 - ETA: 1s - loss: 0.0049 - mse: 0.0049 - mape: 3350.3049 - mae: 0.046 - ETA: 0s - loss: 0.0046 - mse: 0.0046 - mape: 3231.1501 - mae: 0.045 - 24s 3ms/sample - loss: 0.0046 - mse: 0.0046 - mape: 3204.5229 - mae: 0.0452 - val_loss: 0.0546 - val_mse: 0.0546 - val_mape: 32.2057 - val_mae: 0.2078
+Epoch 3/10
+8820/8820 [==============================] - ETA: 21s - loss: 9.2388e-04 - mse: 9.2388e-04 - mape: 1006.6251 - mae: 0.02 - ETA: 20s - loss: 0.0011 - mse: 0.0011 - mape: 913.5847 - mae: 0.0252         - ETA: 18s - loss: 0.0010 - mse: 0.0010 - mape: 824.5638 - mae: 0.024 - ETA: 17s - loss: 0.0011 - mse: 0.0011 - mape: 754.4003 - mae: 0.024 - ETA: 16s - loss: 0.0011 - mse: 0.0011 - mape: 726.7819 - mae: 0.023 - ETA: 14s - loss: 0.0010 - mse: 0.0010 - mape: 701.8516 - mae: 0.022 - ETA: 13s - loss: 9.8569e-04 - mse: 9.8569e-04 - mape: 656.3877 - mae: 0.022 - ETA: 12s - loss: 9.2170e-04 - mse: 9.2170e-04 - mape: 617.2505 - mae: 0.021 - ETA: 10s - loss: 8.5572e-04 - mse: 8.5572e-04 - mape: 610.3132 - mae: 0.020 - ETA: 9s - loss: 7.9450e-04 - mse: 7.9450e-04 - mape: 591.7335 - mae: 0.019 - ETA: 8s - loss: 7.3652e-04 - mse: 7.3652e-04 - mape: 568.5087 - mae: 0.01 - ETA: 7s - loss: 6.9356e-04 - mse: 6.9356e-04 - mape: 1723.8087 - mae: 0.017 - ETA: 5s - loss: 6.6998e-04 - mse: 6.6998e-04 - mape: 1608.9968 - mae: 0.017 - ETA: 4s - loss: 6.4712e-04 - mse: 6.4712e-04 - mape: 1512.1980 - mae: 0.017 - ETA: 3s - loss: 6.2401e-04 - mse: 6.2401e-04 - mape: 1423.8644 - mae: 0.016 - ETA: 1s - loss: 5.9917e-04 - mse: 5.9917e-04 - mape: 1343.9147 - mae: 0.016 - ETA: 0s - loss: 5.7270e-04 - mse: 5.7270e-04 - mape: 1270.4188 - mae: 0.015 - 24s 3ms/sample - loss: 5.6597e-04 - mse: 5.6597e-04 - mape: 1254.4276 - mae: 0.0154 - val_loss: 0.0173 - val_mse: 0.0173 - val_mape: 14.5735 - val_mae: 0.1013
+Epoch 4/10
+8820/8820 [==============================] - ETA: 22s - loss: 9.2392e-05 - mse: 9.2392e-05 - mape: 48.4301 - mae: 0.00 - ETA: 20s - loss: 9.7188e-05 - mse: 9.7188e-05 - mape: 43.7693 - mae: 0.00 - ETA: 19s - loss: 1.1884e-04 - mse: 1.1884e-04 - mape: 43.6349 - mae: 0.00 - ETA: 18s - loss: 1.3721e-04 - mse: 1.3721e-04 - mape: 42.2859 - mae: 0.00 - ETA: 16s - loss: 1.4184e-04 - mse: 1.4184e-04 - mape: 42.2972 - mae: 0.00 - ETA: 15s - loss: 1.4418e-04 - mse: 1.4418e-04 - mape: 43.2699 - mae: 0.00 - ETA: 14s - loss: 1.4578e-04 - mse: 1.4578e-04 - mape: 43.0646 - mae: 0.00 - ETA: 12s - loss: 1.4650e-04 - mse: 1.4650e-04 - mape: 42.5913 - mae: 0.00 - ETA: 11s - loss: 1.4099e-04 - mse: 1.4099e-04 - mape: 191.8712 - mae: 0.006 - ETA: 9s - loss: 1.3703e-04 - mse: 1.3703e-04 - mape: 177.6522 - mae: 0.006 - ETA: 8s - loss: 1.3294e-04 - mse: 1.3294e-04 - mape: 165.3613 - mae: 0.00 - ETA: 7s - loss: 1.3100e-04 - mse: 1.3100e-04 - mape: 155.0063 - mae: 0.00 - ETA: 5s - loss: 1.3135e-04 - mse: 1.3135e-04 - mape: 146.7736 - mae: 0.00 - ETA: 4s - loss: 1.3364e-04 - mse: 1.3364e-04 - mape: 139.3332 - mae: 0.00 - ETA: 3s - loss: 1.3274e-04 - mse: 1.3274e-04 - mape: 132.7169 - mae: 0.00 - ETA: 1s - loss: 1.3119e-04 - mse: 1.3119e-04 - mape: 127.0401 - mae: 0.00 - ETA: 0s - loss: 1.3055e-04 - mse: 1.3055e-04 - mape: 122.1179 - mae: 0.00 - 24s 3ms/sample - loss: 1.3141e-04 - mse: 1.3141e-04 - mape: 121.1877 - mae: 0.0060 - val_loss: 0.0159 - val_mse: 0.0159 - val_mape: 13.9021 - val_mae: 0.0966
+Epoch 5/10
+8820/8820 [==============================] - ETA: 21s - loss: 7.1867e-05 - mse: 7.1867e-05 - mape: 821.9236 - mae: 0.005 - ETA: 20s - loss: 8.1445e-05 - mse: 8.1445e-05 - mape: 432.4896 - mae: 0.005 - ETA: 18s - loss: 8.4963e-05 - mse: 8.4963e-05 - mape: 303.4179 - mae: 0.005 - ETA: 17s - loss: 8.8609e-05 - mse: 8.8609e-05 - mape: 238.9340 - mae: 0.005 - ETA: 16s - loss: 9.1522e-05 - mse: 9.1522e-05 - mape: 199.1896 - mae: 0.005 - ETA: 14s - loss: 8.7427e-05 - mse: 8.7427e-05 - mape: 173.1802 - mae: 0.005 - ETA: 13s - loss: 8.7825e-05 - mse: 8.7825e-05 - mape: 154.4944 - mae: 0.005 - ETA: 12s - loss: 9.1735e-05 - mse: 9.1735e-05 - mape: 140.7292 - mae: 0.005 - ETA: 10s - loss: 9.3822e-05 - mse: 9.3822e-05 - mape: 129.6606 - mae: 0.005 - ETA: 9s - loss: 9.5149e-05 - mse: 9.5149e-05 - mape: 122.7367 - mae: 0.005 - ETA: 8s - loss: 9.5530e-05 - mse: 9.5530e-05 - mape: 115.4887 - mae: 0.00 - ETA: 6s - loss: 9.6223e-05 - mse: 9.6223e-05 - mape: 110.3409 - mae: 0.00 - ETA: 5s - loss: 9.7752e-05 - mse: 9.7752e-05 - mape: 105.1399 - mae: 0.00 - ETA: 4s - loss: 9.7319e-05 - mse: 9.7319e-05 - mape: 101.3852 - mae: 0.00 - ETA: 2s - loss: 9.8304e-05 - mse: 9.8304e-05 - mape: 97.5821 - mae: 0.0054 - ETA: 1s - loss: 9.8737e-05 - mse: 9.8737e-05 - mape: 94.4003 - mae: 0.005 - ETA: 0s - loss: 9.8768e-05 - mse: 9.8768e-05 - mape: 92.2516 - mae: 0.005 - 24s 3ms/sample - loss: 9.9064e-05 - mse: 9.9064e-05 - mape: 91.6125 - mae: 0.0054 - val_loss: 0.0160 - val_mse: 0.0160 - val_mape: 13.9925 - val_mae: 0.0972
+Epoch 6/10
+8820/8820 [==============================] - ETA: 21s - loss: 1.0032e-04 - mse: 1.0032e-04 - mape: 48.4551 - mae: 0.00 - ETA: 20s - loss: 1.0727e-04 - mse: 1.0727e-04 - mape: 49.2015 - mae: 0.00 - ETA: 18s - loss: 1.0623e-04 - mse: 1.0623e-04 - mape: 47.0167 - mae: 0.00 - ETA: 17s - loss: 9.9545e-05 - mse: 9.9545e-05 - mape: 47.3535 - mae: 0.00 - ETA: 16s - loss: 9.6177e-05 - mse: 9.6177e-05 - mape: 48.7526 - mae: 0.00 - ETA: 14s - loss: 9.3284e-05 - mse: 9.3284e-05 - mape: 47.5213 - mae: 0.00 - ETA: 13s - loss: 9.2570e-05 - mse: 9.2570e-05 - mape: 47.5952 - mae: 0.00 - ETA: 12s - loss: 9.2217e-05 - mse: 9.2217e-05 - mape: 523.0750 - mae: 0.004 - ETA: 10s - loss: 9.1144e-05 - mse: 9.1144e-05 - mape: 470.7612 - mae: 0.004 - ETA: 9s - loss: 9.0002e-05 - mse: 9.0002e-05 - mape: 428.9701 - mae: 0.004 - ETA: 8s - loss: 9.1908e-05 - mse: 9.1908e-05 - mape: 393.9292 - mae: 0.00 - ETA: 6s - loss: 8.9975e-05 - mse: 8.9975e-05 - mape: 367.8310 - mae: 0.00 - ETA: 5s - loss: 8.8979e-05 - mse: 8.8979e-05 - mape: 344.4599 - mae: 0.00 - ETA: 4s - loss: 8.8963e-05 - mse: 8.8963e-05 - mape: 324.0429 - mae: 0.00 - ETA: 2s - loss: 8.7477e-05 - mse: 8.7477e-05 - mape: 308.8435 - mae: 0.00 - ETA: 1s - loss: 8.7079e-05 - mse: 8.7079e-05 - mape: 292.8565 - mae: 0.00 - ETA: 0s - loss: 8.7672e-05 - mse: 8.7672e-05 - mape: 280.2893 - mae: 0.00 - 24s 3ms/sample - loss: 8.7908e-05 - mse: 8.7908e-05 - mape: 277.5094 - mae: 0.0043 - val_loss: 0.0162 - val_mse: 0.0162 - val_mape: 14.2005 - val_mae: 0.0985
+Epoch 7/10
+8820/8820 [==============================] - ETA: 21s - loss: 6.5947e-05 - mse: 6.5947e-05 - mape: 62.9621 - mae: 0.00 - ETA: 20s - loss: 7.4073e-05 - mse: 7.4073e-05 - mape: 73.9440 - mae: 0.00 - ETA: 18s - loss: 7.9804e-05 - mse: 7.9804e-05 - mape: 70.0964 - mae: 0.00 - ETA: 17s - loss: 8.0882e-05 - mse: 8.0882e-05 - mape: 68.1052 - mae: 0.00 - ETA: 16s - loss: 7.7862e-05 - mse: 7.7862e-05 - mape: 67.3529 - mae: 0.00 - ETA: 14s - loss: 7.6347e-05 - mse: 7.6347e-05 - mape: 68.8218 - mae: 0.00 - ETA: 13s - loss: 7.5274e-05 - mse: 7.5274e-05 - mape: 72.3061 - mae: 0.00 - ETA: 12s - loss: 7.8197e-05 - mse: 7.8197e-05 - mape: 71.8341 - mae: 0.00 - ETA: 10s - loss: 7.9026e-05 - mse: 7.9026e-05 - mape: 71.2234 - mae: 0.00 - ETA: 9s - loss: 8.0907e-05 - mse: 8.0907e-05 - mape: 70.7332 - mae: 0.0042 - ETA: 8s - loss: 8.1490e-05 - mse: 8.1490e-05 - mape: 464.0869 - mae: 0.00 - ETA: 6s - loss: 8.2130e-05 - mse: 8.2130e-05 - mape: 429.6801 - mae: 0.00 - ETA: 5s - loss: 8.1652e-05 - mse: 8.1652e-05 - mape: 401.8101 - mae: 0.00 - ETA: 4s - loss: 8.2050e-05 - mse: 8.2050e-05 - mape: 377.9363 - mae: 0.00 - ETA: 2s - loss: 8.3362e-05 - mse: 8.3362e-05 - mape: 356.7921 - mae: 0.00 - ETA: 1s - loss: 8.3065e-05 - mse: 8.3065e-05 - mape: 338.2395 - mae: 0.00 - ETA: 0s - loss: 8.2447e-05 - mse: 8.2447e-05 - mape: 322.5321 - mae: 0.00 - 24s 3ms/sample - loss: 8.2194e-05 - mse: 8.2194e-05 - mape: 319.2673 - mae: 0.0043 - val_loss: 0.0140 - val_mse: 0.0140 - val_mape: 12.9249 - val_mae: 0.0899
+Epoch 8/10
+8820/8820 [==============================] - ETA: 21s - loss: 1.0266e-04 - mse: 1.0266e-04 - mape: 75.8829 - mae: 0.00 - ETA: 20s - loss: 9.1809e-05 - mse: 9.1809e-05 - mape: 72.4958 - mae: 0.00 - ETA: 19s - loss: 9.0513e-05 - mse: 9.0513e-05 - mape: 68.2567 - mae: 0.00 - ETA: 18s - loss: 8.5061e-05 - mse: 8.5061e-05 - mape: 65.3666 - mae: 0.00 - ETA: 16s - loss: 8.5652e-05 - mse: 8.5652e-05 - mape: 66.6928 - mae: 0.00 - ETA: 15s - loss: 8.3397e-05 - mse: 8.3397e-05 - mape: 66.6554 - mae: 0.00 - ETA: 13s - loss: 8.3592e-05 - mse: 8.3592e-05 - mape: 66.6070 - mae: 0.00 - ETA: 12s - loss: 8.1312e-05 - mse: 8.1312e-05 - mape: 65.5579 - mae: 0.00 - ETA: 11s - loss: 8.2191e-05 - mse: 8.2191e-05 - mape: 63.3144 - mae: 0.00 - ETA: 9s - loss: 8.2526e-05 - mse: 8.2526e-05 - mape: 504.5861 - mae: 0.00 - ETA: 8s - loss: 8.1755e-05 - mse: 8.1755e-05 - mape: 465.2937 - mae: 0.00 - ETA: 7s - loss: 8.1449e-05 - mse: 8.1449e-05 - mape: 430.2121 - mae: 0.00 - ETA: 5s - loss: 8.4814e-05 - mse: 8.4814e-05 - mape: 401.0731 - mae: 0.00 - ETA: 4s - loss: 8.6698e-05 - mse: 8.6698e-05 - mape: 376.7836 - mae: 0.00 - ETA: 2s - loss: 8.5905e-05 - mse: 8.5905e-05 - mape: 356.6970 - mae: 0.00 - ETA: 1s - loss: 8.4814e-05 - mse: 8.4814e-05 - mape: 339.6623 - mae: 0.00 - ETA: 0s - loss: 8.5241e-05 - mse: 8.5241e-05 - mape: 323.0108 - mae: 0.00 - 24s 3ms/sample - loss: 8.5149e-05 - mse: 8.5149e-05 - mape: 319.6103 - mae: 0.0043 - val_loss: 0.0130 - val_mse: 0.0130 - val_mape: 12.3744 - val_mae: 0.0861
+Epoch 9/10
+8820/8820 [==============================] - ETA: 22s - loss: 8.4523e-05 - mse: 8.4523e-05 - mape: 69.5577 - mae: 0.00 - ETA: 21s - loss: 6.9323e-05 - mse: 6.9323e-05 - mape: 2239.4312 - mae: 0.00 - ETA: 20s - loss: 7.4509e-05 - mse: 7.4509e-05 - mape: 1508.8418 - mae: 0.00 - ETA: 18s - loss: 7.8156e-05 - mse: 7.8156e-05 - mape: 1146.7399 - mae: 0.00 - ETA: 17s - loss: 7.6261e-05 - mse: 7.6261e-05 - mape: 927.9137 - mae: 0.0040 - ETA: 15s - loss: 7.8497e-05 - mse: 7.8497e-05 - mape: 787.1879 - mae: 0.004 - ETA: 14s - loss: 8.1506e-05 - mse: 8.1506e-05 - mape: 684.6306 - mae: 0.004 - ETA: 12s - loss: 8.0903e-05 - mse: 8.0903e-05 - mape: 605.5715 - mae: 0.004 - ETA: 11s - loss: 8.1077e-05 - mse: 8.1077e-05 - mape: 544.9812 - mae: 0.004 - ETA: 9s - loss: 8.1070e-05 - mse: 8.1070e-05 - mape: 495.4897 - mae: 0.004 - ETA: 8s - loss: 8.2199e-05 - mse: 8.2199e-05 - mape: 456.8322 - mae: 0.00 - ETA: 7s - loss: 8.2547e-05 - mse: 8.2547e-05 - mape: 423.8984 - mae: 0.00 - ETA: 5s - loss: 8.4887e-05 - mse: 8.4887e-05 - mape: 396.5024 - mae: 0.00 - ETA: 4s - loss: 8.2739e-05 - mse: 8.2739e-05 - mape: 371.6078 - mae: 0.00 - ETA: 3s - loss: 8.4102e-05 - mse: 8.4102e-05 - mape: 351.1284 - mae: 0.00 - ETA: 1s - loss: 8.5015e-05 - mse: 8.5015e-05 - mape: 332.3518 - mae: 0.00 - ETA: 0s - loss: 8.5837e-05 - mse: 8.5837e-05 - mape: 316.0906 - mae: 0.00 - 24s 3ms/sample - loss: 8.5381e-05 - mse: 8.5381e-05 - mape: 312.6704 - mae: 0.0042 - val_loss: 0.0131 - val_mse: 0.0131 - val_mape: 12.5026 - val_mae: 0.0869
+Epoch 10/10
+8820/8820 [==============================] - ETA: 21s - loss: 9.3796e-05 - mse: 9.3796e-05 - mape: 52.4788 - mae: 0.00 - ETA: 20s - loss: 8.5351e-05 - mse: 8.5351e-05 - mape: 48.7725 - mae: 0.00 - ETA: 18s - loss: 8.8205e-05 - mse: 8.8205e-05 - mape: 53.0819 - mae: 0.00 - ETA: 17s - loss: 8.7867e-05 - mse: 8.7867e-05 - mape: 53.2228 - mae: 0.00 - ETA: 16s - loss: 8.7877e-05 - mse: 8.7877e-05 - mape: 52.7748 - mae: 0.00 - ETA: 14s - loss: 8.3610e-05 - mse: 8.3610e-05 - mape: 55.4022 - mae: 0.00 - ETA: 13s - loss: 8.1436e-05 - mse: 8.1436e-05 - mape: 55.2238 - mae: 0.00 - ETA: 12s - loss: 7.8228e-05 - mse: 7.8228e-05 - mape: 54.0032 - mae: 0.00 - ETA: 11s - loss: 7.7861e-05 - mse: 7.7861e-05 - mape: 510.8005 - mae: 0.004 - ETA: 9s - loss: 8.0971e-05 - mse: 8.0971e-05 - mape: 465.6909 - mae: 0.004 - ETA: 8s - loss: 7.8440e-05 - mse: 7.8440e-05 - mape: 428.6728 - mae: 0.00 - ETA: 7s - loss: 7.7608e-05 - mse: 7.7608e-05 - mape: 397.3369 - mae: 0.00 - ETA: 5s - loss: 7.6685e-05 - mse: 7.6685e-05 - mape: 371.6765 - mae: 0.00 - ETA: 4s - loss: 7.7365e-05 - mse: 7.7365e-05 - mape: 349.0520 - mae: 0.00 - ETA: 2s - loss: 7.6550e-05 - mse: 7.6550e-05 - mape: 329.8550 - mae: 0.00 - ETA: 1s - loss: 7.6932e-05 - mse: 7.6932e-05 - mape: 312.7161 - mae: 0.00 - ETA: 0s - loss: 7.8736e-05 - mse: 7.8736e-05 - mape: 299.2663 - mae: 0.00 - 24s 3ms/sample - loss: 7.8690e-05 - mse: 7.8690e-05 - mape: 295.9595 - mae: 0.0041 - val_loss: 0.0132 - val_mse: 0.0132 - val_mape: 12.6201 - val_mae: 0.0876
+Validation Loss (MSE) from Last Epoch: 0.013208326294409985; Learning Rate:0.0001; Number of Units in each LSTM Layer: 480
+Compilation Time :  0.048727989196777344
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 1:08 - loss: 0.0159 - mse: 0.0159 - mape: 102.0972 - mae: 0.05 - ETA: 42s - loss: 0.0159 - mse: 0.0159 - mape: 98.4132 - mae: 0.0571 - ETA: 33s - loss: 0.0154 - mse: 0.0154 - mape: 95.3167 - mae: 0.05 - ETA: 28s - loss: 0.0154 - mse: 0.0154 - mape: 93.0860 - mae: 0.05 - ETA: 24s - loss: 0.0162 - mse: 0.0162 - mape: 321.0358 - mae: 0.058 - ETA: 21s - loss: 0.0158 - mse: 0.0158 - mape: 282.2469 - mae: 0.057 - ETA: 19s - loss: 0.0159 - mse: 0.0159 - mape: 253.4824 - mae: 0.057 - ETA: 16s - loss: 0.0159 - mse: 0.0159 - mape: 232.5436 - mae: 0.057 - ETA: 14s - loss: 0.0157 - mse: 0.0157 - mape: 215.9570 - mae: 0.057 - ETA: 12s - loss: 0.0158 - mse: 0.0158 - mape: 203.0752 - mae: 0.057 - ETA: 10s - loss: 0.0159 - mse: 0.0159 - mape: 192.4146 - mae: 0.057 - ETA: 9s - loss: 0.0157 - mse: 0.0157 - mape: 183.6657 - mae: 0.057 - ETA: 7s - loss: 0.0157 - mse: 0.0157 - mape: 181.4107 - mae: 0.05 - ETA: 5s - loss: 0.0157 - mse: 0.0157 - mape: 174.8296 - mae: 0.05 - ETA: 3s - loss: 0.0154 - mse: 0.0154 - mape: 170.2315 - mae: 0.05 - ETA: 2s - loss: 0.0155 - mse: 0.0155 - mape: 165.7865 - mae: 0.05 - ETA: 0s - loss: 0.0155 - mse: 0.0155 - mape: 163.0853 - mae: 0.05 - 31s 3ms/sample - loss: 0.0153 - mse: 0.0153 - mape: 162.8758 - mae: 0.0568 - val_loss: 0.3346 - val_mse: 0.3346 - val_mape: 92.9653 - val_mae: 0.5589
+Epoch 2/10
+8820/8820 [==============================] - ETA: 23s - loss: 0.0140 - mse: 0.0140 - mape: 161.2316 - mae: 0.054 - ETA: 22s - loss: 0.0131 - mse: 0.0131 - mape: 5294.8330 - mae: 0.05 - ETA: 20s - loss: 0.0137 - mse: 0.0137 - mape: 3601.7180 - mae: 0.05 - ETA: 19s - loss: 0.0137 - mse: 0.0137 - mape: 2766.6069 - mae: 0.05 - ETA: 18s - loss: 0.0132 - mse: 0.0132 - mape: 2255.7593 - mae: 0.05 - ETA: 16s - loss: 0.0130 - mse: 0.0130 - mape: 1930.1517 - mae: 0.05 - ETA: 15s - loss: 0.0128 - mse: 0.0128 - mape: 1713.4886 - mae: 0.05 - ETA: 13s - loss: 0.0122 - mse: 0.0122 - mape: 1557.0179 - mae: 0.05 - ETA: 12s - loss: 0.0116 - mse: 0.0116 - mape: 1449.9291 - mae: 0.05 - ETA: 10s - loss: 0.0112 - mse: 0.0112 - mape: 1383.8059 - mae: 0.05 - ETA: 9s - loss: 0.0107 - mse: 0.0107 - mape: 1316.9240 - mae: 0.0497 - ETA: 7s - loss: 0.0102 - mse: 0.0102 - mape: 1317.0009 - mae: 0.049 - ETA: 6s - loss: 0.0097 - mse: 0.0097 - mape: 1323.7878 - mae: 0.048 - ETA: 4s - loss: 0.0092 - mse: 0.0092 - mape: 1328.4701 - mae: 0.048 - ETA: 3s - loss: 0.0088 - mse: 0.0088 - mape: 1367.8082 - mae: 0.048 - ETA: 1s - loss: 0.0085 - mse: 0.0085 - mape: 1423.6726 - mae: 0.049 - ETA: 0s - loss: 0.0082 - mse: 0.0082 - mape: 1473.7679 - mae: 0.050 - 27s 3ms/sample - loss: 0.0082 - mse: 0.0082 - mape: 1478.6262 - mae: 0.0501 - val_loss: 0.0802 - val_mse: 0.0802 - val_mape: 36.9380 - val_mae: 0.2448
+Epoch 3/10
+8820/8820 [==============================] - ETA: 24s - loss: 0.0033 - mse: 0.0033 - mape: 2009.0367 - mae: 0.05 - ETA: 22s - loss: 0.0031 - mse: 0.0031 - mape: 1873.5684 - mae: 0.05 - ETA: 21s - loss: 0.0027 - mse: 0.0027 - mape: 1730.4937 - mae: 0.04 - ETA: 19s - loss: 0.0024 - mse: 0.0024 - mape: 1643.4686 - mae: 0.04 - ETA: 18s - loss: 0.0021 - mse: 0.0021 - mape: 1522.0004 - mae: 0.04 - ETA: 16s - loss: 0.0019 - mse: 0.0019 - mape: 1405.6445 - mae: 0.03 - ETA: 15s - loss: 0.0018 - mse: 0.0018 - mape: 1334.0690 - mae: 0.03 - ETA: 13s - loss: 0.0017 - mse: 0.0017 - mape: 1237.2012 - mae: 0.03 - ETA: 12s - loss: 0.0016 - mse: 0.0016 - mape: 1160.3568 - mae: 0.03 - ETA: 10s - loss: 0.0015 - mse: 0.0015 - mape: 1097.3748 - mae: 0.03 - ETA: 9s - loss: 0.0014 - mse: 0.0014 - mape: 1029.0861 - mae: 0.0298 - ETA: 7s - loss: 0.0014 - mse: 0.0014 - mape: 972.7996 - mae: 0.028 - ETA: 6s - loss: 0.0013 - mse: 0.0013 - mape: 924.7763 - mae: 0.02 - ETA: 4s - loss: 0.0012 - mse: 0.0012 - mape: 879.3312 - mae: 0.02 - ETA: 3s - loss: 0.0011 - mse: 0.0011 - mape: 842.4085 - mae: 0.02 - ETA: 1s - loss: 0.0011 - mse: 0.0011 - mape: 1705.8691 - mae: 0.023 - ETA: 0s - loss: 0.0010 - mse: 0.0010 - mape: 1619.9092 - mae: 0.022 - 27s 3ms/sample - loss: 0.0010 - mse: 0.0010 - mape: 1600.9667 - mae: 0.0227 - val_loss: 0.0263 - val_mse: 0.0263 - val_mape: 19.1001 - val_mae: 0.1288
+Epoch 4/10
+8820/8820 [==============================] - ETA: 25s - loss: 3.2294e-04 - mse: 3.2294e-04 - mape: 152.9678 - mae: 0.008 - ETA: 23s - loss: 3.2394e-04 - mse: 3.2394e-04 - mape: 139.7062 - mae: 0.008 - ETA: 22s - loss: 2.8434e-04 - mse: 2.8434e-04 - mape: 129.3694 - mae: 0.008 - ETA: 20s - loss: 2.5346e-04 - mse: 2.5346e-04 - mape: 116.1566 - mae: 0.007 - ETA: 19s - loss: 2.3402e-04 - mse: 2.3402e-04 - mape: 108.5498 - mae: 0.007 - ETA: 17s - loss: 2.2674e-04 - mse: 2.2674e-04 - mape: 101.3408 - mae: 0.007 - ETA: 15s - loss: 2.2391e-04 - mse: 2.2391e-04 - mape: 96.8870 - mae: 0.007 - ETA: 14s - loss: 2.3443e-04 - mse: 2.3443e-04 - mape: 92.7145 - mae: 0.00 - ETA: 12s - loss: 2.3945e-04 - mse: 2.3945e-04 - mape: 89.3302 - mae: 0.00 - ETA: 11s - loss: 2.3718e-04 - mse: 2.3718e-04 - mape: 86.3751 - mae: 0.00 - ETA: 9s - loss: 2.2898e-04 - mse: 2.2898e-04 - mape: 83.7023 - mae: 0.0081 - ETA: 7s - loss: 2.2460e-04 - mse: 2.2460e-04 - mape: 81.2683 - mae: 0.008 - ETA: 6s - loss: 2.1984e-04 - mse: 2.1984e-04 - mape: 79.6122 - mae: 0.008 - ETA: 4s - loss: 2.1854e-04 - mse: 2.1854e-04 - mape: 77.3915 - mae: 0.008 - ETA: 3s - loss: 2.1989e-04 - mse: 2.1989e-04 - mape: 76.8439 - mae: 0.008 - ETA: 1s - loss: 2.2152e-04 - mse: 2.2152e-04 - mape: 291.0874 - mae: 0.00 - ETA: 0s - loss: 2.2292e-04 - mse: 2.2292e-04 - mape: 278.0324 - mae: 0.00 - 27s 3ms/sample - loss: 2.2198e-04 - mse: 2.2198e-04 - mape: 274.9882 - mae: 0.0080 - val_loss: 0.0254 - val_mse: 0.0254 - val_mape: 17.7810 - val_mae: 0.1237
+Epoch 5/10
+8820/8820 [==============================] - ETA: 24s - loss: 1.6124e-04 - mse: 1.6124e-04 - mape: 54.6531 - mae: 0.00 - ETA: 23s - loss: 1.6909e-04 - mse: 1.6909e-04 - mape: 56.7027 - mae: 0.00 - ETA: 21s - loss: 1.7470e-04 - mse: 1.7470e-04 - mape: 60.3642 - mae: 0.00 - ETA: 20s - loss: 1.7516e-04 - mse: 1.7516e-04 - mape: 60.2569 - mae: 0.00 - ETA: 18s - loss: 1.8589e-04 - mse: 1.8589e-04 - mape: 59.4853 - mae: 0.00 - ETA: 17s - loss: 1.7800e-04 - mse: 1.7800e-04 - mape: 63.7622 - mae: 0.00 - ETA: 15s - loss: 1.7088e-04 - mse: 1.7088e-04 - mape: 63.5457 - mae: 0.00 - ETA: 14s - loss: 1.6797e-04 - mse: 1.6797e-04 - mape: 63.5634 - mae: 0.00 - ETA: 12s - loss: 1.6369e-04 - mse: 1.6369e-04 - mape: 65.1766 - mae: 0.00 - ETA: 10s - loss: 1.6199e-04 - mse: 1.6199e-04 - mape: 66.2414 - mae: 0.00 - ETA: 9s - loss: 1.5990e-04 - mse: 1.5990e-04 - mape: 66.4543 - mae: 0.0069 - ETA: 7s - loss: 1.5463e-04 - mse: 1.5463e-04 - mape: 514.2661 - mae: 0.00 - ETA: 6s - loss: 1.5210e-04 - mse: 1.5210e-04 - mape: 481.5203 - mae: 0.00 - ETA: 4s - loss: 1.5131e-04 - mse: 1.5131e-04 - mape: 454.7852 - mae: 0.00 - ETA: 3s - loss: 1.4928e-04 - mse: 1.4928e-04 - mape: 429.6197 - mae: 0.00 - ETA: 1s - loss: 1.4750e-04 - mse: 1.4750e-04 - mape: 408.9322 - mae: 0.00 - ETA: 0s - loss: 1.4597e-04 - mse: 1.4597e-04 - mape: 390.6031 - mae: 0.00 - 27s 3ms/sample - loss: 1.4622e-04 - mse: 1.4622e-04 - mape: 386.9707 - mae: 0.0066 - val_loss: 0.0284 - val_mse: 0.0284 - val_mape: 19.0944 - val_mae: 0.1326
+Epoch 6/10
+8820/8820 [==============================] - ETA: 24s - loss: 1.0829e-04 - mse: 1.0829e-04 - mape: 139.3934 - mae: 0.006 - ETA: 22s - loss: 1.1529e-04 - mse: 1.1529e-04 - mape: 130.4315 - mae: 0.006 - ETA: 21s - loss: 1.1801e-04 - mse: 1.1801e-04 - mape: 126.6704 - mae: 0.006 - ETA: 19s - loss: 1.2312e-04 - mse: 1.2312e-04 - mape: 123.9814 - mae: 0.006 - ETA: 18s - loss: 1.3297e-04 - mse: 1.3297e-04 - mape: 123.9067 - mae: 0.006 - ETA: 16s - loss: 1.2682e-04 - mse: 1.2682e-04 - mape: 127.7855 - mae: 0.006 - ETA: 15s - loss: 1.2312e-04 - mse: 1.2312e-04 - mape: 130.1399 - mae: 0.006 - ETA: 14s - loss: 1.2366e-04 - mse: 1.2366e-04 - mape: 130.8864 - mae: 0.006 - ETA: 12s - loss: 1.2292e-04 - mse: 1.2292e-04 - mape: 131.1123 - mae: 0.006 - ETA: 11s - loss: 1.2209e-04 - mse: 1.2209e-04 - mape: 132.4427 - mae: 0.006 - ETA: 9s - loss: 1.1808e-04 - mse: 1.1808e-04 - mape: 133.9710 - mae: 0.006 - ETA: 7s - loss: 1.1672e-04 - mse: 1.1672e-04 - mape: 134.3196 - mae: 0.00 - ETA: 6s - loss: 1.1564e-04 - mse: 1.1564e-04 - mape: 135.2191 - mae: 0.00 - ETA: 4s - loss: 1.1685e-04 - mse: 1.1685e-04 - mape: 806.5831 - mae: 0.00 - ETA: 3s - loss: 1.1608e-04 - mse: 1.1608e-04 - mape: 763.4258 - mae: 0.00 - ETA: 1s - loss: 1.1579e-04 - mse: 1.1579e-04 - mape: 725.9580 - mae: 0.00 - ETA: 0s - loss: 1.1678e-04 - mse: 1.1678e-04 - mape: 692.6735 - mae: 0.00 - 27s 3ms/sample - loss: 1.1586e-04 - mse: 1.1586e-04 - mape: 685.6678 - mae: 0.0063 - val_loss: 0.0273 - val_mse: 0.0273 - val_mape: 18.6672 - val_mae: 0.1296
+Epoch 7/10
+8820/8820 [==============================] - ETA: 24s - loss: 1.1492e-04 - mse: 1.1492e-04 - mape: 205.6122 - mae: 0.006 - ETA: 23s - loss: 1.0119e-04 - mse: 1.0119e-04 - mape: 193.3040 - mae: 0.006 - ETA: 21s - loss: 1.1433e-04 - mse: 1.1433e-04 - mape: 173.0103 - mae: 0.006 - ETA: 20s - loss: 1.1147e-04 - mse: 1.1147e-04 - mape: 165.2559 - mae: 0.006 - ETA: 18s - loss: 1.1895e-04 - mse: 1.1895e-04 - mape: 159.3941 - mae: 0.006 - ETA: 17s - loss: 1.1394e-04 - mse: 1.1394e-04 - mape: 158.5637 - mae: 0.006 - ETA: 15s - loss: 1.1470e-04 - mse: 1.1470e-04 - mape: 1451.5129 - mae: 0.00 - ETA: 14s - loss: 1.1269e-04 - mse: 1.1269e-04 - mape: 1285.2156 - mae: 0.00 - ETA: 12s - loss: 1.1081e-04 - mse: 1.1081e-04 - mape: 1159.6655 - mae: 0.00 - ETA: 11s - loss: 1.1294e-04 - mse: 1.1294e-04 - mape: 1056.9819 - mae: 0.00 - ETA: 9s - loss: 1.1271e-04 - mse: 1.1271e-04 - mape: 975.2250 - mae: 0.0064 - ETA: 7s - loss: 1.1156e-04 - mse: 1.1156e-04 - mape: 906.9729 - mae: 0.00 - ETA: 6s - loss: 1.1180e-04 - mse: 1.1180e-04 - mape: 847.8456 - mae: 0.00 - ETA: 4s - loss: 1.1247e-04 - mse: 1.1247e-04 - mape: 795.7487 - mae: 0.00 - ETA: 3s - loss: 1.1255e-04 - mse: 1.1255e-04 - mape: 752.2794 - mae: 0.00 - ETA: 1s - loss: 1.1170e-04 - mse: 1.1170e-04 - mape: 713.5858 - mae: 0.00 - ETA: 0s - loss: 1.0858e-04 - mse: 1.0858e-04 - mape: 678.9973 - mae: 0.00 - 27s 3ms/sample - loss: 1.0798e-04 - mse: 1.0798e-04 - mape: 675.9655 - mae: 0.0062 - val_loss: 0.0242 - val_mse: 0.0242 - val_mape: 17.3866 - val_mae: 0.1209
+Epoch 8/10
+8820/8820 [==============================] - ETA: 25s - loss: 1.0227e-04 - mse: 1.0227e-04 - mape: 137.5922 - mae: 0.006 - ETA: 23s - loss: 9.7696e-05 - mse: 9.7696e-05 - mape: 135.5907 - mae: 0.005 - ETA: 22s - loss: 9.3796e-05 - mse: 9.3796e-05 - mape: 134.0399 - mae: 0.005 - ETA: 20s - loss: 9.8383e-05 - mse: 9.8383e-05 - mape: 137.6749 - mae: 0.005 - ETA: 18s - loss: 9.8209e-05 - mse: 9.8209e-05 - mape: 133.3984 - mae: 0.005 - ETA: 17s - loss: 9.6421e-05 - mse: 9.6421e-05 - mape: 134.1519 - mae: 0.005 - ETA: 15s - loss: 9.6572e-05 - mse: 9.6572e-05 - mape: 136.0658 - mae: 0.005 - ETA: 14s - loss: 9.5977e-05 - mse: 9.5977e-05 - mape: 133.5779 - mae: 0.005 - ETA: 12s - loss: 9.9484e-05 - mse: 9.9484e-05 - mape: 131.5711 - mae: 0.005 - ETA: 11s - loss: 9.9002e-05 - mse: 9.9002e-05 - mape: 132.1357 - mae: 0.005 - ETA: 9s - loss: 9.8314e-05 - mse: 9.8314e-05 - mape: 789.7766 - mae: 0.005 - ETA: 7s - loss: 9.8368e-05 - mse: 9.8368e-05 - mape: 733.2722 - mae: 0.00 - ETA: 6s - loss: 1.0016e-04 - mse: 1.0016e-04 - mape: 686.1314 - mae: 0.00 - ETA: 4s - loss: 9.9213e-05 - mse: 9.9213e-05 - mape: 645.2921 - mae: 0.00 - ETA: 3s - loss: 9.9291e-05 - mse: 9.9291e-05 - mape: 608.7068 - mae: 0.00 - ETA: 1s - loss: 9.7168e-05 - mse: 9.7168e-05 - mape: 577.2209 - mae: 0.00 - ETA: 0s - loss: 9.8304e-05 - mse: 9.8304e-05 - mape: 549.9630 - mae: 0.00 - 27s 3ms/sample - loss: 9.7731e-05 - mse: 9.7731e-05 - mape: 544.1821 - mae: 0.0057 - val_loss: 0.0235 - val_mse: 0.0235 - val_mape: 17.1157 - val_mae: 0.1191
+Epoch 9/10
+8820/8820 [==============================] - ETA: 25s - loss: 1.0026e-04 - mse: 1.0026e-04 - mape: 129.2934 - mae: 0.005 - ETA: 23s - loss: 1.1197e-04 - mse: 1.1197e-04 - mape: 107.3251 - mae: 0.005 - ETA: 22s - loss: 1.0638e-04 - mse: 1.0638e-04 - mape: 109.5320 - mae: 0.005 - ETA: 20s - loss: 1.0455e-04 - mse: 1.0455e-04 - mape: 112.1016 - mae: 0.005 - ETA: 18s - loss: 1.0447e-04 - mse: 1.0447e-04 - mape: 112.0722 - mae: 0.005 - ETA: 17s - loss: 1.0804e-04 - mse: 1.0804e-04 - mape: 107.3431 - mae: 0.005 - ETA: 15s - loss: 1.0596e-04 - mse: 1.0596e-04 - mape: 106.8353 - mae: 0.005 - ETA: 14s - loss: 1.0477e-04 - mse: 1.0477e-04 - mape: 105.8221 - mae: 0.005 - ETA: 12s - loss: 1.0466e-04 - mse: 1.0466e-04 - mape: 106.3768 - mae: 0.005 - ETA: 11s - loss: 1.0242e-04 - mse: 1.0242e-04 - mape: 106.4017 - mae: 0.005 - ETA: 9s - loss: 1.0051e-04 - mse: 1.0051e-04 - mape: 105.9628 - mae: 0.005 - ETA: 7s - loss: 9.8470e-05 - mse: 9.8470e-05 - mape: 596.8515 - mae: 0.00 - ETA: 6s - loss: 9.7374e-05 - mse: 9.7374e-05 - mape: 560.0509 - mae: 0.00 - ETA: 4s - loss: 9.7323e-05 - mse: 9.7323e-05 - mape: 526.3448 - mae: 0.00 - ETA: 3s - loss: 9.7321e-05 - mse: 9.7321e-05 - mape: 499.3923 - mae: 0.00 - ETA: 1s - loss: 9.6924e-05 - mse: 9.6924e-05 - mape: 474.8564 - mae: 0.00 - ETA: 0s - loss: 9.6982e-05 - mse: 9.6982e-05 - mape: 452.6801 - mae: 0.00 - 28s 3ms/sample - loss: 9.6344e-05 - mse: 9.6344e-05 - mape: 448.1779 - mae: 0.0054 - val_loss: 0.0214 - val_mse: 0.0214 - val_mape: 16.2313 - val_mae: 0.1130
+Epoch 10/10
+8820/8820 [==============================] - ETA: 25s - loss: 8.9027e-05 - mse: 8.9027e-05 - mape: 89.9443 - mae: 0.00 - ETA: 24s - loss: 8.0462e-05 - mse: 8.0462e-05 - mape: 87.0069 - mae: 0.00 - ETA: 22s - loss: 8.0984e-05 - mse: 8.0984e-05 - mape: 90.6346 - mae: 0.00 - ETA: 21s - loss: 9.1060e-05 - mse: 9.1060e-05 - mape: 93.2347 - mae: 0.00 - ETA: 19s - loss: 9.2000e-05 - mse: 9.2000e-05 - mape: 92.3955 - mae: 0.00 - ETA: 17s - loss: 9.5822e-05 - mse: 9.5822e-05 - mape: 1003.8364 - mae: 0.00 - ETA: 16s - loss: 9.4123e-05 - mse: 9.4123e-05 - mape: 875.6857 - mae: 0.0053 - ETA: 14s - loss: 9.6702e-05 - mse: 9.6702e-05 - mape: 781.5188 - mae: 0.005 - ETA: 12s - loss: 9.4269e-05 - mse: 9.4269e-05 - mape: 704.1068 - mae: 0.005 - ETA: 11s - loss: 9.6741e-05 - mse: 9.6741e-05 - mape: 641.9727 - mae: 0.005 - ETA: 9s - loss: 9.4776e-05 - mse: 9.4776e-05 - mape: 592.8839 - mae: 0.005 - ETA: 8s - loss: 9.3467e-05 - mse: 9.3467e-05 - mape: 549.6856 - mae: 0.00 - ETA: 6s - loss: 9.6651e-05 - mse: 9.6651e-05 - mape: 514.3627 - mae: 0.00 - ETA: 5s - loss: 9.4994e-05 - mse: 9.4994e-05 - mape: 484.3184 - mae: 0.00 - ETA: 3s - loss: 9.4342e-05 - mse: 9.4342e-05 - mape: 459.3018 - mae: 0.00 - ETA: 1s - loss: 9.3180e-05 - mse: 9.3180e-05 - mape: 436.5267 - mae: 0.00 - ETA: 0s - loss: 9.2540e-05 - mse: 9.2540e-05 - mape: 416.5175 - mae: 0.00 - 28s 3ms/sample - loss: 9.2340e-05 - mse: 9.2340e-05 - mape: 411.9674 - mae: 0.0052 - val_loss: 0.0205 - val_mse: 0.0205 - val_mape: 15.8149 - val_mae: 0.1101
+Validation Loss (MSE) from Last Epoch: 0.020471276951079465; Learning Rate:0.0001; Number of Units in each LSTM Layer: 512
+CPU times: user 8h 29min 50s, sys: 6h 22min 2s, total: 14h 51min 52s
+Wall time: 1h 58min 54s
+
+
+
+ +
+
+ +
+
+
+
In [725]:
+
+
+
grid_search_results_df = pd.DataFrame(grid_search_results)
+idx_min_loss = np.where(grid_search_results['Validation Loss'] == min(grid_search_results['Validation Loss']))[0][0]
+grid_search_results_df.iloc[idx_min_loss]
+
+ +
+
+
+ +
+
+ + +
+ +
Out[725]:
+ + + + +
+
Validation Loss      0.0048
+Learning Rate        0.0010
+Units              480.0000
+Name: 30, dtype: float64
+
+ +
+ +
+
+ +
+
+
+
In [737]:
+
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+
GS_df_lr1 = grid_search_results_df[:16]
+GS_df_lr2 = grid_search_results_df[16:32]
+GS_df_lr3 = grid_search_results_df[32:]
+
+ +
+
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+ +
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+
In [746]:
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+
plt.figure(figsize=(8, 6))
+plt.plot(GS_df_lr1['Units'], GS_df_lr1['Validation Loss'], label = 'Learning Rate = 0.01')
+plt.plot(GS_df_lr2['Units'], GS_df_lr2['Validation Loss'], label = 'Learning Rate = 0.001')
+plt.plot(GS_df_lr3['Units'], GS_df_lr3['Validation Loss'], label = 'Learning Rate = 0.0001')
+plt.xlabel("Units")
+plt.ylabel("MSE (Val.)")
+plt.legend(loc='upper left')
+plt.savefig("Figure_7")
+plt.show()
+
+ +
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In [736]:
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GS_df_lr2
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Out[736]:
+ + + +
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+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Validation LossLearning RateUnits
160.0205040.00132
170.0154310.00164
180.0095560.00196
190.0094830.001128
200.0089910.001160
210.0072140.001192
220.0100470.001224
230.0072920.001256
240.0058450.001288
250.0072960.001320
260.0065940.001352
270.0073550.001384
280.0068270.001416
290.0087630.001448
300.0048000.001480
310.0072630.001512
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In [603]:
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+
from kerastuner.engine.hyperparameters import HyperParameters
+
+# hp_ = HyperParameters()
+
+# model  = build_model(hp_, layers_ = [5, window, 1])
+
+ +
+
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+ +
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In [ ]:
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In [604]:
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+
%%time
+
+random_tuner3 = RandomSearch(
+    build_model,
+    objective = 'val_loss',
+    max_trials = 10,
+    seed=10,
+    project_name='stock price prediction3_10')
+
+
+random_tuner3.search(X_train, y_train,
+                epochs = 10,
+                batch_size = 512,
+                validation_data = (X_test, y_test),
+                verbose=1)
+
+# random_params = random_tuner.get_best_hyperparameters()[0]
+
+# random_model = random_tuner.model.build(random_params)
+
+# random_model.fit(X_train, y_train, epochs=15)
+
+# random_accuracy_df = pd.DataFrame(random_model.history.history)
+
+# random_accuracy_df[['loss']].plot()
+# plt.title('Loss and Accuracy per Epoch for Random Model')
+# plt.xlabel('EPOCH')
+# plt.ylabel('Accuracy')
+# plt.show()
+
+ +
+
+
+ +
+
+ + +
+ +
+ + +
+
Compilation Time :  0.03760385513305664
+Compilation Time :  0.04779791831970215
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 50s - loss: 0.0135 - mse: 0.0135 - mape: 99.7140 - mae: 0.05 - ETA: 29s - loss: 0.0146 - mse: 0.0146 - mape: 94.6557 - mae: 0.05 - ETA: 21s - loss: 0.0147 - mse: 0.0147 - mape: 141.4615 - mae: 0.056 - ETA: 17s - loss: 0.0132 - mse: 0.0132 - mape: 235.7218 - mae: 0.053 - ETA: 14s - loss: 0.0111 - mse: 0.0111 - mape: 463.1507 - mae: 0.051 - ETA: 12s - loss: 0.0108 - mse: 0.0108 - mape: 950.8474 - mae: 0.058 - ETA: 10s - loss: 0.0096 - mse: 0.0096 - mape: 1037.0450 - mae: 0.05 - ETA: 9s - loss: 0.0087 - mse: 0.0087 - mape: 1056.2240 - mae: 0.0537 - ETA: 8s - loss: 0.0081 - mse: 0.0081 - mape: 1002.9915 - mae: 0.051 - ETA: 7s - loss: 0.0076 - mse: 0.0076 - mape: 935.6415 - mae: 0.049 - ETA: 5s - loss: 0.0073 - mse: 0.0073 - mape: 868.0477 - mae: 0.04 - ETA: 4s - loss: 0.0068 - mse: 0.0068 - mape: 806.1172 - mae: 0.04 - ETA: 3s - loss: 0.0063 - mse: 0.0063 - mape: 753.7994 - mae: 0.04 - ETA: 2s - loss: 0.0059 - mse: 0.0059 - mape: 1106.0986 - mae: 0.040 - ETA: 2s - loss: 0.0057 - mse: 0.0057 - mape: 1037.7854 - mae: 0.038 - ETA: 1s - loss: 0.0055 - mse: 0.0055 - mape: 977.4293 - mae: 0.037 - ETA: 0s - loss: 0.0052 - mse: 0.0052 - mape: 924.2958 - mae: 0.03 - 16s 2ms/sample - loss: 0.0051 - mse: 0.0051 - mape: 912.9117 - mae: 0.0360 - val_loss: 0.0677 - val_mse: 0.0677 - val_mape: 35.9175 - val_mae: 0.2318
+Epoch 2/10
+8820/8820 [==============================] - ETA: 11s - loss: 7.9647e-04 - mse: 7.9647e-04 - mape: 70.1806 - mae: 0.01 - ETA: 11s - loss: 0.0011 - mse: 0.0011 - mape: 90.0394 - mae: 0.0171       - ETA: 11s - loss: 0.0015 - mse: 0.0015 - mape: 89.5702 - mae: 0.01 - ETA: 10s - loss: 0.0015 - mse: 0.0015 - mape: 1725.7725 - mae: 0.01 - ETA: 9s - loss: 0.0015 - mse: 0.0015 - mape: 1397.9148 - mae: 0.0194 - ETA: 8s - loss: 0.0013 - mse: 0.0013 - mape: 1179.2988 - mae: 0.017 - ETA: 7s - loss: 0.0012 - mse: 0.0012 - mape: 1023.5542 - mae: 0.016 - ETA: 6s - loss: 0.0011 - mse: 0.0011 - mape: 907.9834 - mae: 0.016 - ETA: 6s - loss: 0.0011 - mse: 0.0011 - mape: 817.6519 - mae: 0.01 - ETA: 5s - loss: 0.0011 - mse: 0.0011 - mape: 748.8981 - mae: 0.01 - ETA: 4s - loss: 0.0010 - mse: 0.0010 - mape: 689.4475 - mae: 0.01 - ETA: 3s - loss: 9.9427e-04 - mse: 9.9427e-04 - mape: 642.5929 - mae: 0.01 - ETA: 3s - loss: 9.4727e-04 - mse: 9.4727e-04 - mape: 604.4405 - mae: 0.01 - ETA: 2s - loss: 9.0628e-04 - mse: 9.0628e-04 - mape: 572.6885 - mae: 0.01 - ETA: 1s - loss: 8.8326e-04 - mse: 8.8326e-04 - mape: 548.2935 - mae: 0.01 - ETA: 0s - loss: 8.6969e-04 - mse: 8.6969e-04 - mape: 524.2290 - mae: 0.01 - ETA: 0s - loss: 8.5891e-04 - mse: 8.5891e-04 - mape: 502.2186 - mae: 0.01 - 14s 2ms/sample - loss: 8.5148e-04 - mse: 8.5148e-04 - mape: 497.5302 - mae: 0.0140 - val_loss: 0.0551 - val_mse: 0.0551 - val_mape: 29.9199 - val_mae: 0.1999
+Epoch 3/10
+8820/8820 [==============================] - ETA: 13s - loss: 3.5846e-04 - mse: 3.5846e-04 - mape: 172.0107 - mae: 0.009 - ETA: 11s - loss: 2.7199e-04 - mse: 2.7199e-04 - mape: 6721.1606 - mae: 0.00 - ETA: 10s - loss: 3.0021e-04 - mse: 3.0021e-04 - mape: 4543.4087 - mae: 0.00 - ETA: 9s - loss: 3.2664e-04 - mse: 3.2664e-04 - mape: 3451.3440 - mae: 0.0094 - ETA: 9s - loss: 3.3528e-04 - mse: 3.3528e-04 - mape: 2800.2861 - mae: 0.009 - ETA: 8s - loss: 3.3422e-04 - mse: 3.3422e-04 - mape: 2360.2786 - mae: 0.009 - ETA: 7s - loss: 3.1870e-04 - mse: 3.1870e-04 - mape: 2050.3237 - mae: 0.009 - ETA: 6s - loss: 3.0191e-04 - mse: 3.0191e-04 - mape: 1818.8911 - mae: 0.009 - ETA: 6s - loss: 2.8940e-04 - mse: 2.8940e-04 - mape: 1644.6030 - mae: 0.009 - ETA: 5s - loss: 2.8348e-04 - mse: 2.8348e-04 - mape: 1505.2576 - mae: 0.008 - ETA: 4s - loss: 2.7448e-04 - mse: 2.7448e-04 - mape: 1381.4191 - mae: 0.008 - ETA: 3s - loss: 2.7225e-04 - mse: 2.7225e-04 - mape: 1280.3467 - mae: 0.008 - ETA: 3s - loss: 2.6773e-04 - mse: 2.6773e-04 - mape: 1193.1088 - mae: 0.008 - ETA: 2s - loss: 2.6069e-04 - mse: 2.6069e-04 - mape: 1119.0560 - mae: 0.008 - ETA: 1s - loss: 2.5179e-04 - mse: 2.5179e-04 - mape: 1052.7367 - mae: 0.008 - ETA: 0s - loss: 2.4524e-04 - mse: 2.4524e-04 - mape: 995.5830 - mae: 0.008 - ETA: 0s - loss: 2.3837e-04 - mse: 2.3837e-04 - mape: 945.9556 - mae: 0.00 - 13s 1ms/sample - loss: 2.3672e-04 - mse: 2.3672e-04 - mape: 935.3428 - mae: 0.0082 - val_loss: 0.0235 - val_mse: 0.0235 - val_mape: 17.0631 - val_mae: 0.1190
+Epoch 4/10
+8820/8820 [==============================] - ETA: 11s - loss: 1.1090e-04 - mse: 1.1090e-04 - mape: 143.5407 - mae: 0.005 - ETA: 10s - loss: 1.2276e-04 - mse: 1.2276e-04 - mape: 141.6008 - mae: 0.005 - ETA: 9s - loss: 1.2321e-04 - mse: 1.2321e-04 - mape: 137.1144 - mae: 0.005 - ETA: 9s - loss: 1.2647e-04 - mse: 1.2647e-04 - mape: 132.5000 - mae: 0.00 - ETA: 8s - loss: 1.2696e-04 - mse: 1.2696e-04 - mape: 139.9978 - mae: 0.00 - ETA: 7s - loss: 1.2304e-04 - mse: 1.2304e-04 - mape: 133.5988 - mae: 0.00 - ETA: 7s - loss: 1.1937e-04 - mse: 1.1937e-04 - mape: 132.2034 - mae: 0.00 - ETA: 6s - loss: 1.2300e-04 - mse: 1.2300e-04 - mape: 129.2944 - mae: 0.00 - ETA: 5s - loss: 1.1830e-04 - mse: 1.1830e-04 - mape: 124.6884 - mae: 0.00 - ETA: 5s - loss: 1.1534e-04 - mse: 1.1534e-04 - mape: 122.2912 - mae: 0.00 - ETA: 4s - loss: 1.1438e-04 - mse: 1.1438e-04 - mape: 120.3852 - mae: 0.00 - ETA: 3s - loss: 1.1235e-04 - mse: 1.1235e-04 - mape: 117.6379 - mae: 0.00 - ETA: 2s - loss: 1.1241e-04 - mse: 1.1241e-04 - mape: 116.3479 - mae: 0.00 - ETA: 2s - loss: 1.1234e-04 - mse: 1.1234e-04 - mape: 113.2883 - mae: 0.00 - ETA: 1s - loss: 1.1092e-04 - mse: 1.1092e-04 - mape: 465.5302 - mae: 0.00 - ETA: 0s - loss: 1.0889e-04 - mse: 1.0889e-04 - mape: 442.1197 - mae: 0.00 - ETA: 0s - loss: 1.0683e-04 - mse: 1.0683e-04 - mape: 420.4183 - mae: 0.00 - 13s 1ms/sample - loss: 1.0673e-04 - mse: 1.0673e-04 - mape: 415.5455 - mae: 0.0052 - val_loss: 0.0153 - val_mse: 0.0153 - val_mape: 13.3497 - val_mae: 0.0936
+Epoch 5/10
+8820/8820 [==============================] - ETA: 13s - loss: 8.1884e-05 - mse: 8.1884e-05 - mape: 53.3790 - mae: 0.00 - ETA: 11s - loss: 7.7108e-05 - mse: 7.7108e-05 - mape: 55.8920 - mae: 0.00 - ETA: 10s - loss: 7.3452e-05 - mse: 7.3452e-05 - mape: 49.8136 - mae: 0.00 - ETA: 9s - loss: 7.3586e-05 - mse: 7.3586e-05 - mape: 815.7152 - mae: 0.00 - ETA: 9s - loss: 7.7863e-05 - mse: 7.7863e-05 - mape: 657.3884 - mae: 0.00 - ETA: 8s - loss: 8.0747e-05 - mse: 8.0747e-05 - mape: 552.2487 - mae: 0.00 - ETA: 7s - loss: 7.9531e-05 - mse: 7.9531e-05 - mape: 476.8834 - mae: 0.00 - ETA: 6s - loss: 7.8016e-05 - mse: 7.8016e-05 - mape: 420.4171 - mae: 0.00 - ETA: 6s - loss: 8.1089e-05 - mse: 8.1089e-05 - mape: 377.0157 - mae: 0.00 - ETA: 5s - loss: 8.0524e-05 - mse: 8.0524e-05 - mape: 342.1109 - mae: 0.00 - ETA: 4s - loss: 7.9327e-05 - mse: 7.9327e-05 - mape: 313.6134 - mae: 0.00 - ETA: 3s - loss: 7.7123e-05 - mse: 7.7123e-05 - mape: 289.9865 - mae: 0.00 - ETA: 3s - loss: 8.0856e-05 - mse: 8.0856e-05 - mape: 270.3002 - mae: 0.00 - ETA: 2s - loss: 8.1231e-05 - mse: 8.1231e-05 - mape: 253.3370 - mae: 0.00 - ETA: 1s - loss: 8.1501e-05 - mse: 8.1501e-05 - mape: 238.4899 - mae: 0.00 - ETA: 0s - loss: 8.2081e-05 - mse: 8.2081e-05 - mape: 225.7802 - mae: 0.00 - ETA: 0s - loss: 8.2677e-05 - mse: 8.2677e-05 - mape: 214.6429 - mae: 0.00 - 14s 2ms/sample - loss: 8.2354e-05 - mse: 8.2354e-05 - mape: 212.1980 - mae: 0.0041 - val_loss: 0.0139 - val_mse: 0.0139 - val_mape: 12.7668 - val_mae: 0.0893
+Epoch 6/10
+8820/8820 [==============================] - ETA: 11s - loss: 7.0639e-05 - mse: 7.0639e-05 - mape: 35.5199 - mae: 0.00 - ETA: 10s - loss: 7.0173e-05 - mse: 7.0173e-05 - mape: 38.3033 - mae: 0.00 - ETA: 9s - loss: 7.8340e-05 - mse: 7.8340e-05 - mape: 36.3311 - mae: 0.0042 - ETA: 9s - loss: 7.7532e-05 - mse: 7.7532e-05 - mape: 36.5805 - mae: 0.004 - ETA: 8s - loss: 8.1750e-05 - mse: 8.1750e-05 - mape: 35.8898 - mae: 0.004 - ETA: 7s - loss: 8.6030e-05 - mse: 8.6030e-05 - mape: 36.0206 - mae: 0.004 - ETA: 7s - loss: 8.5722e-05 - mse: 8.5722e-05 - mape: 36.1494 - mae: 0.004 - ETA: 6s - loss: 8.5610e-05 - mse: 8.5610e-05 - mape: 36.5703 - mae: 0.004 - ETA: 5s - loss: 8.7085e-05 - mse: 8.7085e-05 - mape: 35.9170 - mae: 0.004 - ETA: 5s - loss: 8.9878e-05 - mse: 8.9878e-05 - mape: 34.8819 - mae: 0.004 - ETA: 4s - loss: 8.9319e-05 - mse: 8.9319e-05 - mape: 34.2968 - mae: 0.004 - ETA: 3s - loss: 8.8000e-05 - mse: 8.8000e-05 - mape: 33.5263 - mae: 0.004 - ETA: 2s - loss: 8.7086e-05 - mse: 8.7086e-05 - mape: 32.8851 - mae: 0.004 - ETA: 2s - loss: 8.7702e-05 - mse: 8.7702e-05 - mape: 32.2585 - mae: 0.004 - ETA: 1s - loss: 8.6943e-05 - mse: 8.6943e-05 - mape: 31.9382 - mae: 0.004 - ETA: 0s - loss: 8.7162e-05 - mse: 8.7162e-05 - mape: 31.6115 - mae: 0.004 - ETA: 0s - loss: 8.5662e-05 - mse: 8.5662e-05 - mape: 173.3353 - mae: 0.00 - 13s 1ms/sample - loss: 8.5740e-05 - mse: 8.5740e-05 - mape: 171.3298 - mae: 0.0041 - val_loss: 0.0130 - val_mse: 0.0130 - val_mape: 12.3070 - val_mae: 0.0861
+Epoch 7/10
+8820/8820 [==============================] - ETA: 11s - loss: 8.1173e-05 - mse: 8.1173e-05 - mape: 22.0343 - mae: 0.00 - ETA: 10s - loss: 7.8966e-05 - mse: 7.8966e-05 - mape: 23.5465 - mae: 0.00 - ETA: 10s - loss: 8.5701e-05 - mse: 8.5701e-05 - mape: 24.9423 - mae: 0.00 - ETA: 9s - loss: 8.0759e-05 - mse: 8.0759e-05 - mape: 26.7266 - mae: 0.0039 - ETA: 8s - loss: 8.1409e-05 - mse: 8.1409e-05 - mape: 27.1214 - mae: 0.003 - ETA: 8s - loss: 7.8102e-05 - mse: 7.8102e-05 - mape: 27.2417 - mae: 0.003 - ETA: 7s - loss: 7.6592e-05 - mse: 7.6592e-05 - mape: 116.5074 - mae: 0.00 - ETA: 6s - loss: 7.6887e-05 - mse: 7.6887e-05 - mape: 106.0937 - mae: 0.00 - ETA: 6s - loss: 7.7894e-05 - mse: 7.7894e-05 - mape: 97.0430 - mae: 0.0038 - ETA: 5s - loss: 8.1263e-05 - mse: 8.1263e-05 - mape: 89.9788 - mae: 0.003 - ETA: 4s - loss: 8.0799e-05 - mse: 8.0799e-05 - mape: 84.4566 - mae: 0.003 - ETA: 3s - loss: 8.1692e-05 - mse: 8.1692e-05 - mape: 80.1108 - mae: 0.003 - ETA: 3s - loss: 8.2468e-05 - mse: 8.2468e-05 - mape: 76.2928 - mae: 0.003 - ETA: 2s - loss: 8.3856e-05 - mse: 8.3856e-05 - mape: 72.7533 - mae: 0.003 - ETA: 1s - loss: 8.2223e-05 - mse: 8.2223e-05 - mape: 69.6942 - mae: 0.003 - ETA: 0s - loss: 8.1291e-05 - mse: 8.1291e-05 - mape: 67.2808 - mae: 0.003 - ETA: 0s - loss: 7.9664e-05 - mse: 7.9664e-05 - mape: 64.7433 - mae: 0.003 - 14s 2ms/sample - loss: 7.9766e-05 - mse: 7.9766e-05 - mape: 64.4053 - mae: 0.0039 - val_loss: 0.0114 - val_mse: 0.0114 - val_mape: 11.3590 - val_mae: 0.0796
+Epoch 8/10
+8820/8820 [==============================] - ETA: 12s - loss: 5.5104e-05 - mse: 5.5104e-05 - mape: 2638.5498 - mae: 0.00 - ETA: 11s - loss: 6.4186e-05 - mse: 6.4186e-05 - mape: 1336.3972 - mae: 0.00 - ETA: 10s - loss: 7.0444e-05 - mse: 7.0444e-05 - mape: 901.5806 - mae: 0.0036 - ETA: 9s - loss: 6.7168e-05 - mse: 6.7168e-05 - mape: 682.4815 - mae: 0.003 - ETA: 9s - loss: 6.6547e-05 - mse: 6.6547e-05 - mape: 554.0731 - mae: 0.00 - ETA: 8s - loss: 6.8474e-05 - mse: 6.8474e-05 - mape: 466.7699 - mae: 0.00 - ETA: 7s - loss: 6.7965e-05 - mse: 6.7965e-05 - mape: 404.4470 - mae: 0.00 - ETA: 6s - loss: 6.8575e-05 - mse: 6.8575e-05 - mape: 357.3948 - mae: 0.00 - ETA: 6s - loss: 7.1825e-05 - mse: 7.1825e-05 - mape: 321.1053 - mae: 0.00 - ETA: 5s - loss: 7.2866e-05 - mse: 7.2866e-05 - mape: 291.4774 - mae: 0.00 - ETA: 4s - loss: 7.3598e-05 - mse: 7.3598e-05 - mape: 267.5302 - mae: 0.00 - ETA: 3s - loss: 7.2666e-05 - mse: 7.2666e-05 - mape: 247.6631 - mae: 0.00 - ETA: 3s - loss: 7.2508e-05 - mse: 7.2508e-05 - mape: 230.4023 - mae: 0.00 - ETA: 2s - loss: 7.3216e-05 - mse: 7.3216e-05 - mape: 215.8763 - mae: 0.00 - ETA: 1s - loss: 7.3627e-05 - mse: 7.3627e-05 - mape: 203.4298 - mae: 0.00 - ETA: 0s - loss: 7.3164e-05 - mse: 7.3164e-05 - mape: 193.1949 - mae: 0.00 - ETA: 0s - loss: 7.2551e-05 - mse: 7.2551e-05 - mape: 183.8314 - mae: 0.00 - 13s 2ms/sample - loss: 7.3322e-05 - mse: 7.3322e-05 - mape: 181.7765 - mae: 0.0037 - val_loss: 0.0105 - val_mse: 0.0105 - val_mape: 10.9335 - val_mae: 0.0765
+Epoch 9/10
+8820/8820 [==============================] - ETA: 11s - loss: 5.4596e-05 - mse: 5.4596e-05 - mape: 30.1739 - mae: 0.00 - ETA: 11s - loss: 6.7072e-05 - mse: 6.7072e-05 - mape: 28.6729 - mae: 0.00 - ETA: 10s - loss: 7.2803e-05 - mse: 7.2803e-05 - mape: 28.1536 - mae: 0.00 - ETA: 9s - loss: 7.0685e-05 - mse: 7.0685e-05 - mape: 30.3714 - mae: 0.0035 - ETA: 8s - loss: 7.4874e-05 - mse: 7.4874e-05 - mape: 30.6727 - mae: 0.003 - ETA: 8s - loss: 7.2540e-05 - mse: 7.2540e-05 - mape: 30.3264 - mae: 0.003 - ETA: 7s - loss: 7.0482e-05 - mse: 7.0482e-05 - mape: 30.2863 - mae: 0.003 - ETA: 6s - loss: 6.9676e-05 - mse: 6.9676e-05 - mape: 30.9001 - mae: 0.003 - ETA: 6s - loss: 7.0321e-05 - mse: 7.0321e-05 - mape: 31.2520 - mae: 0.003 - ETA: 5s - loss: 7.0728e-05 - mse: 7.0728e-05 - mape: 31.2218 - mae: 0.003 - ETA: 4s - loss: 7.0894e-05 - mse: 7.0894e-05 - mape: 230.8611 - mae: 0.00 - ETA: 3s - loss: 7.0135e-05 - mse: 7.0135e-05 - mape: 213.6779 - mae: 0.00 - ETA: 3s - loss: 7.1952e-05 - mse: 7.1952e-05 - mape: 199.2194 - mae: 0.00 - ETA: 2s - loss: 7.1348e-05 - mse: 7.1348e-05 - mape: 187.7584 - mae: 0.00 - ETA: 1s - loss: 7.1120e-05 - mse: 7.1120e-05 - mape: 177.5788 - mae: 0.00 - ETA: 0s - loss: 7.1628e-05 - mse: 7.1628e-05 - mape: 169.0977 - mae: 0.00 - ETA: 0s - loss: 7.1779e-05 - mse: 7.1779e-05 - mape: 161.1302 - mae: 0.00 - 13s 1ms/sample - loss: 7.1489e-05 - mse: 7.1489e-05 - mape: 159.6358 - mae: 0.0037 - val_loss: 0.0085 - val_mse: 0.0085 - val_mape: 9.5049 - val_mae: 0.0667
+Epoch 10/10
+8820/8820 [==============================] - ETA: 11s - loss: 7.4916e-05 - mse: 7.4916e-05 - mape: 38.6337 - mae: 0.00 - ETA: 11s - loss: 6.5090e-05 - mse: 6.5090e-05 - mape: 33.6766 - mae: 0.00 - ETA: 10s - loss: 6.8387e-05 - mse: 6.8387e-05 - mape: 31.6802 - mae: 0.00 - ETA: 9s - loss: 7.1190e-05 - mse: 7.1190e-05 - mape: 33.7505 - mae: 0.0036 - ETA: 8s - loss: 6.9639e-05 - mse: 6.9639e-05 - mape: 193.3718 - mae: 0.00 - ETA: 8s - loss: 6.8772e-05 - mse: 6.8772e-05 - mape: 165.4950 - mae: 0.00 - ETA: 7s - loss: 7.0073e-05 - mse: 7.0073e-05 - mape: 146.1654 - mae: 0.00 - ETA: 6s - loss: 6.8126e-05 - mse: 6.8126e-05 - mape: 131.5875 - mae: 0.00 - ETA: 6s - loss: 6.9552e-05 - mse: 6.9552e-05 - mape: 120.3885 - mae: 0.00 - ETA: 5s - loss: 7.1991e-05 - mse: 7.1991e-05 - mape: 110.9358 - mae: 0.00 - ETA: 4s - loss: 7.1803e-05 - mse: 7.1803e-05 - mape: 103.3702 - mae: 0.00 - ETA: 3s - loss: 7.3527e-05 - mse: 7.3527e-05 - mape: 98.1182 - mae: 0.0037 - ETA: 3s - loss: 7.1544e-05 - mse: 7.1544e-05 - mape: 94.1447 - mae: 0.003 - ETA: 2s - loss: 7.1392e-05 - mse: 7.1392e-05 - mape: 90.2321 - mae: 0.003 - ETA: 1s - loss: 7.0304e-05 - mse: 7.0304e-05 - mape: 85.9456 - mae: 0.003 - ETA: 0s - loss: 7.0076e-05 - mse: 7.0076e-05 - mape: 82.9544 - mae: 0.003 - ETA: 0s - loss: 6.9794e-05 - mse: 6.9794e-05 - mape: 80.0825 - mae: 0.003 - 13s 2ms/sample - loss: 6.9847e-05 - mse: 6.9847e-05 - mape: 79.4216 - mae: 0.0036 - val_loss: 0.0082 - val_mse: 0.0082 - val_mape: 9.4930 - val_mae: 0.0664
+
+
+
+ +
+ +
+ + + +
+

Trial complete

 +
+ +
+ +
+ +
+ + + +
+

Trial summary

 +
+ +
+ +
+ +
+ + + +
+

Hp values:

 +
+ +
+ +
+ +
+ + + +
+ |-learning_rate: 0.001 +
+ +
+ +
+ +
+ + + +
+ |-units: 320 +
+ +
+ +
+ +
+ + + +
+ |-Score: 0.008181398133842313 +
+ +
+ +
+ +
+ + + +
+ |-Best step: 0 +
+ +
+ +
+ +
+ + +
+
Compilation Time :  0.03809618949890137
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 49s - loss: 0.0175 - mse: 0.0175 - mape: 98.9445 - mae: 0.06 - ETA: 27s - loss: 0.0165 - mse: 0.0165 - mape: 98.1173 - mae: 0.05 - ETA: 20s - loss: 0.0158 - mse: 0.0158 - mape: 123.4006 - mae: 0.058 - ETA: 16s - loss: 0.0148 - mse: 0.0148 - mape: 199.7800 - mae: 0.057 - ETA: 13s - loss: 0.0134 - mse: 0.0134 - mape: 295.6405 - mae: 0.055 - ETA: 11s - loss: 0.0117 - mse: 0.0117 - mape: 507.8650 - mae: 0.054 - ETA: 9s - loss: 0.0111 - mse: 0.0111 - mape: 864.7667 - mae: 0.058 - ETA: 8s - loss: 0.0101 - mse: 0.0101 - mape: 14864.2812 - mae: 0.05 - ETA: 7s - loss: 0.0092 - mse: 0.0092 - mape: 13359.3428 - mae: 0.05 - ETA: 6s - loss: 0.0085 - mse: 0.0085 - mape: 12107.9902 - mae: 0.05 - ETA: 5s - loss: 0.0079 - mse: 0.0079 - mape: 11050.2080 - mae: 0.05 - ETA: 4s - loss: 0.0073 - mse: 0.0073 - mape: 10152.6592 - mae: 0.04 - ETA: 3s - loss: 0.0068 - mse: 0.0068 - mape: 9381.8604 - mae: 0.0451 - ETA: 2s - loss: 0.0064 - mse: 0.0064 - mape: 8720.8311 - mae: 0.042 - ETA: 1s - loss: 0.0060 - mse: 0.0060 - mape: 8145.5688 - mae: 0.040 - ETA: 0s - loss: 0.0057 - mse: 0.0057 - mape: 7642.1548 - mae: 0.038 - ETA: 0s - loss: 0.0054 - mse: 0.0054 - mape: 7197.7803 - mae: 0.037 - 14s 2ms/sample - loss: 0.0053 - mse: 0.0053 - mape: 7105.4243 - mae: 0.0369 - val_loss: 0.0403 - val_mse: 0.0403 - val_mape: 26.2490 - val_mae: 0.1728
+Epoch 2/10
+8820/8820 [==============================] - ETA: 9s - loss: 7.4032e-04 - mse: 7.4032e-04 - mape: 79.3106 - mae: 0.015 - ETA: 9s - loss: 8.3525e-04 - mse: 8.3525e-04 - mape: 2974.1555 - mae: 0.015 - ETA: 8s - loss: 8.3588e-04 - mse: 8.3588e-04 - mape: 2012.5112 - mae: 0.015 - ETA: 7s - loss: 7.1624e-04 - mse: 7.1624e-04 - mape: 1532.6833 - mae: 0.014 - ETA: 7s - loss: 6.2591e-04 - mse: 6.2591e-04 - mape: 1242.7850 - mae: 0.013 - ETA: 6s - loss: 6.1718e-04 - mse: 6.1718e-04 - mape: 1047.7435 - mae: 0.013 - ETA: 6s - loss: 6.0831e-04 - mse: 6.0831e-04 - mape: 912.3071 - mae: 0.013 - ETA: 5s - loss: 5.8205e-04 - mse: 5.8205e-04 - mape: 810.2885 - mae: 0.01 - ETA: 4s - loss: 5.4308e-04 - mse: 5.4308e-04 - mape: 733.6174 - mae: 0.01 - ETA: 4s - loss: 5.1566e-04 - mse: 5.1566e-04 - mape: 673.7427 - mae: 0.01 - ETA: 3s - loss: 5.0540e-04 - mse: 5.0540e-04 - mape: 627.3228 - mae: 0.01 - ETA: 3s - loss: 4.8922e-04 - mse: 4.8922e-04 - mape: 591.8431 - mae: 0.01 - ETA: 2s - loss: 4.7340e-04 - mse: 4.7340e-04 - mape: 563.1387 - mae: 0.01 - ETA: 1s - loss: 4.5609e-04 - mse: 4.5609e-04 - mape: 537.4344 - mae: 0.01 - ETA: 1s - loss: 4.3928e-04 - mse: 4.3928e-04 - mape: 513.9355 - mae: 0.01 - ETA: 0s - loss: 4.2815e-04 - mse: 4.2815e-04 - mape: 493.5039 - mae: 0.01 - ETA: 0s - loss: 4.1473e-04 - mse: 4.1473e-04 - mape: 473.7568 - mae: 0.01 - 10s 1ms/sample - loss: 4.1321e-04 - mse: 4.1321e-04 - mape: 469.3449 - mae: 0.0110 - val_loss: 0.0338 - val_mse: 0.0338 - val_mape: 21.2697 - val_mae: 0.1471
+Epoch 3/10
+8820/8820 [==============================] - ETA: 9s - loss: 2.2283e-04 - mse: 2.2283e-04 - mape: 215.9261 - mae: 0.00 - ETA: 8s - loss: 2.3071e-04 - mse: 2.3071e-04 - mape: 231.9283 - mae: 0.00 - ETA: 8s - loss: 2.3374e-04 - mse: 2.3374e-04 - mape: 225.1523 - mae: 0.00 - ETA: 7s - loss: 2.2113e-04 - mse: 2.2113e-04 - mape: 225.9030 - mae: 0.00 - ETA: 6s - loss: 2.0921e-04 - mse: 2.0921e-04 - mape: 224.7116 - mae: 0.00 - ETA: 6s - loss: 2.0464e-04 - mse: 2.0464e-04 - mape: 220.2232 - mae: 0.00 - ETA: 5s - loss: 1.9775e-04 - mse: 1.9775e-04 - mape: 216.5327 - mae: 0.00 - ETA: 5s - loss: 2.0154e-04 - mse: 2.0154e-04 - mape: 212.8691 - mae: 0.00 - ETA: 4s - loss: 1.9158e-04 - mse: 1.9158e-04 - mape: 209.7328 - mae: 0.00 - ETA: 4s - loss: 1.9043e-04 - mse: 1.9043e-04 - mape: 206.3136 - mae: 0.00 - ETA: 3s - loss: 1.8469e-04 - mse: 1.8469e-04 - mape: 203.0728 - mae: 0.00 - ETA: 2s - loss: 1.8141e-04 - mse: 1.8141e-04 - mape: 1073.6343 - mae: 0.007 - ETA: 2s - loss: 1.8046e-04 - mse: 1.8046e-04 - mape: 1002.6455 - mae: 0.007 - ETA: 1s - loss: 1.7441e-04 - mse: 1.7441e-04 - mape: 940.0381 - mae: 0.007 - ETA: 1s - loss: 1.6954e-04 - mse: 1.6954e-04 - mape: 887.4475 - mae: 0.00 - ETA: 0s - loss: 1.6526e-04 - mse: 1.6526e-04 - mape: 840.9294 - mae: 0.00 - ETA: 0s - loss: 1.6017e-04 - mse: 1.6017e-04 - mape: 798.6233 - mae: 0.00 - 10s 1ms/sample - loss: 1.5976e-04 - mse: 1.5976e-04 - mape: 789.5513 - mae: 0.0068 - val_loss: 0.0170 - val_mse: 0.0170 - val_mape: 14.0793 - val_mae: 0.0986
+Epoch 4/10
+8820/8820 [==============================] - ETA: 9s - loss: 6.5398e-05 - mse: 6.5398e-05 - mape: 100.3982 - mae: 0.00 - ETA: 8s - loss: 7.6771e-05 - mse: 7.6771e-05 - mape: 97.1195 - mae: 0.0045 - ETA: 8s - loss: 8.5811e-05 - mse: 8.5811e-05 - mape: 97.4185 - mae: 0.004 - ETA: 7s - loss: 8.6239e-05 - mse: 8.6239e-05 - mape: 1362.4316 - mae: 0.004 - ETA: 6s - loss: 9.7034e-05 - mse: 9.7034e-05 - mape: 1101.8782 - mae: 0.004 - ETA: 6s - loss: 9.2154e-05 - mse: 9.2154e-05 - mape: 928.4059 - mae: 0.004 - ETA: 5s - loss: 8.8972e-05 - mse: 8.8972e-05 - mape: 806.4164 - mae: 0.00 - ETA: 5s - loss: 9.1700e-05 - mse: 9.1700e-05 - mape: 712.3985 - mae: 0.00 - ETA: 4s - loss: 9.2401e-05 - mse: 9.2401e-05 - mape: 637.7723 - mae: 0.00 - ETA: 4s - loss: 9.4412e-05 - mse: 9.4412e-05 - mape: 577.8974 - mae: 0.00 - ETA: 3s - loss: 9.6717e-05 - mse: 9.6717e-05 - mape: 528.5067 - mae: 0.00 - ETA: 2s - loss: 9.6447e-05 - mse: 9.6447e-05 - mape: 487.5711 - mae: 0.00 - ETA: 2s - loss: 9.5185e-05 - mse: 9.5185e-05 - mape: 453.8168 - mae: 0.00 - ETA: 1s - loss: 9.4148e-05 - mse: 9.4148e-05 - mape: 423.9903 - mae: 0.00 - ETA: 1s - loss: 9.4240e-05 - mse: 9.4240e-05 - mape: 397.7725 - mae: 0.00 - ETA: 0s - loss: 9.4327e-05 - mse: 9.4327e-05 - mape: 374.7172 - mae: 0.00 - ETA: 0s - loss: 9.3902e-05 - mse: 9.3902e-05 - mape: 354.3922 - mae: 0.00 - 10s 1ms/sample - loss: 9.3221e-05 - mse: 9.3221e-05 - mape: 350.0892 - mae: 0.0044 - val_loss: 0.0132 - val_mse: 0.0132 - val_mape: 12.3345 - val_mae: 0.0864
+Epoch 5/10
+8820/8820 [==============================] - ETA: 9s - loss: 9.3359e-05 - mse: 9.3359e-05 - mape: 26.5538 - mae: 0.004 - ETA: 8s - loss: 9.9676e-05 - mse: 9.9676e-05 - mape: 28.8750 - mae: 0.004 - ETA: 7s - loss: 9.6712e-05 - mse: 9.6712e-05 - mape: 29.7429 - mae: 0.004 - ETA: 7s - loss: 8.9939e-05 - mse: 8.9939e-05 - mape: 29.8250 - mae: 0.004 - ETA: 6s - loss: 8.6461e-05 - mse: 8.6461e-05 - mape: 30.1049 - mae: 0.004 - ETA: 6s - loss: 9.4417e-05 - mse: 9.4417e-05 - mape: 29.6458 - mae: 0.004 - ETA: 5s - loss: 9.1243e-05 - mse: 9.1243e-05 - mape: 30.5446 - mae: 0.004 - ETA: 5s - loss: 8.8226e-05 - mse: 8.8226e-05 - mape: 31.1561 - mae: 0.004 - ETA: 4s - loss: 8.5833e-05 - mse: 8.5833e-05 - mape: 157.6667 - mae: 0.00 - ETA: 4s - loss: 8.4885e-05 - mse: 8.4885e-05 - mape: 144.8393 - mae: 0.00 - ETA: 3s - loss: 8.3800e-05 - mse: 8.3800e-05 - mape: 135.1299 - mae: 0.00 - ETA: 2s - loss: 8.5038e-05 - mse: 8.5038e-05 - mape: 126.3236 - mae: 0.00 - ETA: 2s - loss: 8.3566e-05 - mse: 8.3566e-05 - mape: 119.9828 - mae: 0.00 - ETA: 1s - loss: 8.3356e-05 - mse: 8.3356e-05 - mape: 114.3258 - mae: 0.00 - ETA: 1s - loss: 8.2362e-05 - mse: 8.2362e-05 - mape: 109.5395 - mae: 0.00 - ETA: 0s - loss: 8.1152e-05 - mse: 8.1152e-05 - mape: 104.8174 - mae: 0.00 - ETA: 0s - loss: 8.0025e-05 - mse: 8.0025e-05 - mape: 100.5656 - mae: 0.00 - 10s 1ms/sample - loss: 8.0016e-05 - mse: 8.0016e-05 - mape: 99.6181 - mae: 0.0042 - val_loss: 0.0108 - val_mse: 0.0108 - val_mape: 10.9423 - val_mae: 0.0768
+Epoch 6/10
+8820/8820 [==============================] - ETA: 8s - loss: 9.9758e-05 - mse: 9.9758e-05 - mape: 25.5829 - mae: 0.004 - ETA: 8s - loss: 9.4874e-05 - mse: 9.4874e-05 - mape: 26.7056 - mae: 0.004 - ETA: 7s - loss: 9.0372e-05 - mse: 9.0372e-05 - mape: 27.6646 - mae: 0.004 - ETA: 7s - loss: 8.8708e-05 - mse: 8.8708e-05 - mape: 28.1406 - mae: 0.004 - ETA: 6s - loss: 9.2137e-05 - mse: 9.2137e-05 - mape: 220.1333 - mae: 0.00 - ETA: 6s - loss: 8.9657e-05 - mse: 8.9657e-05 - mape: 187.8005 - mae: 0.00 - ETA: 5s - loss: 9.1298e-05 - mse: 9.1298e-05 - mape: 165.2547 - mae: 0.00 - ETA: 5s - loss: 9.0526e-05 - mse: 9.0526e-05 - mape: 147.9941 - mae: 0.00 - ETA: 4s - loss: 9.2116e-05 - mse: 9.2116e-05 - mape: 134.0576 - mae: 0.00 - ETA: 4s - loss: 9.0415e-05 - mse: 9.0415e-05 - mape: 122.6866 - mae: 0.00 - ETA: 3s - loss: 9.1349e-05 - mse: 9.1349e-05 - mape: 114.3393 - mae: 0.00 - ETA: 2s - loss: 9.0130e-05 - mse: 9.0130e-05 - mape: 106.7356 - mae: 0.00 - ETA: 2s - loss: 8.7588e-05 - mse: 8.7588e-05 - mape: 100.3978 - mae: 0.00 - ETA: 1s - loss: 8.9680e-05 - mse: 8.9680e-05 - mape: 94.8940 - mae: 0.0041 - ETA: 1s - loss: 9.1834e-05 - mse: 9.1834e-05 - mape: 90.2763 - mae: 0.004 - ETA: 0s - loss: 8.9977e-05 - mse: 8.9977e-05 - mape: 86.2284 - mae: 0.004 - ETA: 0s - loss: 8.7953e-05 - mse: 8.7953e-05 - mape: 82.8561 - mae: 0.004 - 10s 1ms/sample - loss: 8.7180e-05 - mse: 8.7180e-05 - mape: 82.2519 - mae: 0.0040 - val_loss: 0.0129 - val_mse: 0.0129 - val_mape: 12.9310 - val_mae: 0.0888
+Epoch 7/10
+8820/8820 [==============================] - ETA: 8s - loss: 9.5704e-05 - mse: 9.5704e-05 - mape: 31.0099 - mae: 0.004 - ETA: 8s - loss: 9.1226e-05 - mse: 9.1226e-05 - mape: 28.8573 - mae: 0.004 - ETA: 7s - loss: 8.4386e-05 - mse: 8.4386e-05 - mape: 30.5120 - mae: 0.003 - ETA: 7s - loss: 9.2606e-05 - mse: 9.2606e-05 - mape: 31.4134 - mae: 0.004 - ETA: 6s - loss: 8.8511e-05 - mse: 8.8511e-05 - mape: 31.5345 - mae: 0.004 - ETA: 6s - loss: 9.6466e-05 - mse: 9.6466e-05 - mape: 31.0008 - mae: 0.004 - ETA: 5s - loss: 9.3472e-05 - mse: 9.3472e-05 - mape: 30.1223 - mae: 0.004 - ETA: 5s - loss: 8.8790e-05 - mse: 8.8790e-05 - mape: 29.8885 - mae: 0.003 - ETA: 4s - loss: 8.6954e-05 - mse: 8.6954e-05 - mape: 29.3660 - mae: 0.003 - ETA: 4s - loss: 8.7293e-05 - mse: 8.7293e-05 - mape: 29.2674 - mae: 0.003 - ETA: 3s - loss: 8.6727e-05 - mse: 8.6727e-05 - mape: 103.4182 - mae: 0.00 - ETA: 2s - loss: 8.2969e-05 - mse: 8.2969e-05 - mape: 97.2389 - mae: 0.0038 - ETA: 2s - loss: 8.2741e-05 - mse: 8.2741e-05 - mape: 91.5600 - mae: 0.003 - ETA: 1s - loss: 8.1587e-05 - mse: 8.1587e-05 - mape: 88.3464 - mae: 0.003 - ETA: 1s - loss: 8.0512e-05 - mse: 8.0512e-05 - mape: 84.6600 - mae: 0.003 - ETA: 0s - loss: 8.0506e-05 - mse: 8.0506e-05 - mape: 81.0367 - mae: 0.003 - ETA: 0s - loss: 8.1400e-05 - mse: 8.1400e-05 - mape: 78.4685 - mae: 0.003 - 10s 1ms/sample - loss: 8.1072e-05 - mse: 8.1072e-05 - mape: 78.1268 - mae: 0.0038 - val_loss: 0.0094 - val_mse: 0.0094 - val_mape: 10.4140 - val_mae: 0.0725
+Epoch 8/10
+8820/8820 [==============================] - ETA: 9s - loss: 8.9984e-05 - mse: 8.9984e-05 - mape: 35.9831 - mae: 0.004 - ETA: 8s - loss: 8.5514e-05 - mse: 8.5514e-05 - mape: 34.9312 - mae: 0.004 - ETA: 8s - loss: 7.8171e-05 - mse: 7.8171e-05 - mape: 32.1094 - mae: 0.003 - ETA: 7s - loss: 7.9711e-05 - mse: 7.9711e-05 - mape: 30.3992 - mae: 0.003 - ETA: 6s - loss: 7.4090e-05 - mse: 7.4090e-05 - mape: 408.8026 - mae: 0.00 - ETA: 6s - loss: 7.3496e-05 - mse: 7.3496e-05 - mape: 348.8297 - mae: 0.00 - ETA: 5s - loss: 7.3457e-05 - mse: 7.3457e-05 - mape: 303.8257 - mae: 0.00 - ETA: 5s - loss: 7.5754e-05 - mse: 7.5754e-05 - mape: 268.5552 - mae: 0.00 - ETA: 4s - loss: 7.4079e-05 - mse: 7.4079e-05 - mape: 241.2967 - mae: 0.00 - ETA: 4s - loss: 7.5099e-05 - mse: 7.5099e-05 - mape: 219.9804 - mae: 0.00 - ETA: 3s - loss: 7.2665e-05 - mse: 7.2665e-05 - mape: 202.3976 - mae: 0.00 - ETA: 2s - loss: 7.3954e-05 - mse: 7.3954e-05 - mape: 188.1590 - mae: 0.00 - ETA: 2s - loss: 7.2725e-05 - mse: 7.2725e-05 - mape: 175.7309 - mae: 0.00 - ETA: 1s - loss: 7.2983e-05 - mse: 7.2983e-05 - mape: 165.0447 - mae: 0.00 - ETA: 1s - loss: 7.2957e-05 - mse: 7.2957e-05 - mape: 156.1413 - mae: 0.00 - ETA: 0s - loss: 7.3059e-05 - mse: 7.3059e-05 - mape: 147.7066 - mae: 0.00 - ETA: 0s - loss: 7.3562e-05 - mse: 7.3562e-05 - mape: 140.2532 - mae: 0.00 - 10s 1ms/sample - loss: 7.3245e-05 - mse: 7.3245e-05 - mape: 138.7195 - mae: 0.0036 - val_loss: 0.0077 - val_mse: 0.0077 - val_mape: 9.0802 - val_mae: 0.0636
+Epoch 9/10
+8820/8820 [==============================] - ETA: 9s - loss: 9.1294e-05 - mse: 9.1294e-05 - mape: 21.4096 - mae: 0.004 - ETA: 8s - loss: 8.2117e-05 - mse: 8.2117e-05 - mape: 27.1509 - mae: 0.003 - ETA: 7s - loss: 8.6150e-05 - mse: 8.6150e-05 - mape: 25.6208 - mae: 0.004 - ETA: 7s - loss: 8.4726e-05 - mse: 8.4726e-05 - mape: 25.6709 - mae: 0.003 - ETA: 6s - loss: 8.3812e-05 - mse: 8.3812e-05 - mape: 25.3628 - mae: 0.003 - ETA: 6s - loss: 8.4283e-05 - mse: 8.4283e-05 - mape: 25.6338 - mae: 0.003 - ETA: 5s - loss: 8.1161e-05 - mse: 8.1161e-05 - mape: 25.1984 - mae: 0.003 - ETA: 5s - loss: 8.0031e-05 - mse: 8.0031e-05 - mape: 25.0473 - mae: 0.003 - ETA: 4s - loss: 8.0213e-05 - mse: 8.0213e-05 - mape: 49.3574 - mae: 0.003 - ETA: 4s - loss: 8.0604e-05 - mse: 8.0604e-05 - mape: 47.2607 - mae: 0.003 - ETA: 3s - loss: 8.0867e-05 - mse: 8.0867e-05 - mape: 46.1436 - mae: 0.003 - ETA: 2s - loss: 8.1095e-05 - mse: 8.1095e-05 - mape: 45.1839 - mae: 0.003 - ETA: 2s - loss: 8.3961e-05 - mse: 8.3961e-05 - mape: 44.5811 - mae: 0.003 - ETA: 1s - loss: 8.3063e-05 - mse: 8.3063e-05 - mape: 43.8062 - mae: 0.003 - ETA: 1s - loss: 8.1480e-05 - mse: 8.1480e-05 - mape: 43.0987 - mae: 0.003 - ETA: 0s - loss: 8.2660e-05 - mse: 8.2660e-05 - mape: 42.2185 - mae: 0.003 - ETA: 0s - loss: 8.1013e-05 - mse: 8.1013e-05 - mape: 41.1190 - mae: 0.003 - 10s 1ms/sample - loss: 8.0527e-05 - mse: 8.0527e-05 - mape: 40.9132 - mae: 0.0037 - val_loss: 0.0066 - val_mse: 0.0066 - val_mape: 8.2331 - val_mae: 0.0577
+Epoch 10/10
+8820/8820 [==============================] - ETA: 8s - loss: 8.8091e-05 - mse: 8.8091e-05 - mape: 26.7176 - mae: 0.003 - ETA: 8s - loss: 7.2567e-05 - mse: 7.2567e-05 - mape: 25.1609 - mae: 0.003 - ETA: 7s - loss: 6.7216e-05 - mse: 6.7216e-05 - mape: 24.1424 - mae: 0.003 - ETA: 7s - loss: 6.3776e-05 - mse: 6.3776e-05 - mape: 760.7130 - mae: 0.00 - ETA: 6s - loss: 6.8835e-05 - mse: 6.8835e-05 - mape: 615.2029 - mae: 0.00 - ETA: 6s - loss: 6.7787e-05 - mse: 6.7787e-05 - mape: 517.4326 - mae: 0.00 - ETA: 5s - loss: 6.6841e-05 - mse: 6.6841e-05 - mape: 447.7205 - mae: 0.00 - ETA: 5s - loss: 6.5386e-05 - mse: 6.5386e-05 - mape: 395.8290 - mae: 0.00 - ETA: 4s - loss: 6.5875e-05 - mse: 6.5875e-05 - mape: 354.5719 - mae: 0.00 - ETA: 4s - loss: 6.5851e-05 - mse: 6.5851e-05 - mape: 322.0044 - mae: 0.00 - ETA: 3s - loss: 6.5156e-05 - mse: 6.5156e-05 - mape: 295.1658 - mae: 0.00 - ETA: 2s - loss: 6.6740e-05 - mse: 6.6740e-05 - mape: 272.4513 - mae: 0.00 - ETA: 2s - loss: 6.9317e-05 - mse: 6.9317e-05 - mape: 253.8796 - mae: 0.00 - ETA: 1s - loss: 7.3038e-05 - mse: 7.3038e-05 - mape: 237.7089 - mae: 0.00 - ETA: 1s - loss: 7.3444e-05 - mse: 7.3444e-05 - mape: 223.7073 - mae: 0.00 - ETA: 0s - loss: 7.4063e-05 - mse: 7.4063e-05 - mape: 211.5269 - mae: 0.00 - ETA: 0s - loss: 7.3960e-05 - mse: 7.3960e-05 - mape: 200.5100 - mae: 0.00 - 10s 1ms/sample - loss: 7.3542e-05 - mse: 7.3542e-05 - mape: 198.3827 - mae: 0.0036 - val_loss: 0.0059 - val_mse: 0.0059 - val_mape: 7.7393 - val_mae: 0.0542
+
+
+
+ +
+ +
+ + + +
+

Trial complete

 +
+ +
+ +
+ +
+ + + +
+

Trial summary

 +
+ +
+ +
+ +
+ + + +
+

Hp values:

 +
+ +
+ +
+ +
+ + + +
+ |-learning_rate: 0.001 +
+ +
+ +
+ +
+ + + +
+ |-units: 256 +
+ +
+ +
+ +
+ + + +
+ |-Score: 0.005898778402835739 +
+ +
+ +
+ +
+ + + +
+ |-Best step: 0 +
+ +
+ +
+ +
+ + +
+
Compilation Time :  0.03946709632873535
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 43s - loss: 0.0183 - mse: 0.0183 - mape: 100.0127 - mae: 0.065 - ETA: 22s - loss: 0.0161 - mse: 0.0161 - mape: 348.5159 - mae: 0.063 - ETA: 14s - loss: 0.0183 - mse: 0.0183 - mape: 2153.9836 - mae: 0.09 - ETA: 11s - loss: 0.0161 - mse: 0.0161 - mape: 1931.9310 - mae: 0.08 - ETA: 8s - loss: 0.0155 - mse: 0.0155 - mape: 1739.4558 - mae: 0.0778 - ETA: 7s - loss: 0.0148 - mse: 0.0148 - mape: 8434.1914 - mae: 0.073 - ETA: 5s - loss: 0.0146 - mse: 0.0146 - mape: 7354.1953 - mae: 0.072 - ETA: 4s - loss: 0.0140 - mse: 0.0140 - mape: 6554.1753 - mae: 0.069 - ETA: 4s - loss: 0.0129 - mse: 0.0129 - mape: 5967.7720 - mae: 0.066 - ETA: 3s - loss: 0.0119 - mse: 0.0119 - mape: 5473.6826 - mae: 0.063 - ETA: 2s - loss: 0.0112 - mse: 0.0112 - mape: 5081.4229 - mae: 0.061 - ETA: 2s - loss: 0.0104 - mse: 0.0104 - mape: 4687.2642 - mae: 0.058 - ETA: 1s - loss: 0.0098 - mse: 0.0098 - mape: 4343.0991 - mae: 0.055 - ETA: 1s - loss: 0.0093 - mse: 0.0093 - mape: 4043.5950 - mae: 0.053 - ETA: 0s - loss: 0.0088 - mse: 0.0088 - mape: 3805.9297 - mae: 0.051 - ETA: 0s - loss: 0.0083 - mse: 0.0083 - mape: 3613.5374 - mae: 0.050 - ETA: 0s - loss: 0.0079 - mse: 0.0079 - mape: 3446.5305 - mae: 0.049 - 7s 808us/sample - loss: 0.0078 - mse: 0.0078 - mape: 3408.2334 - mae: 0.0488 - val_loss: 0.0755 - val_mse: 0.0755 - val_mape: 37.1915 - val_mae: 0.2421
+Epoch 2/10
+8820/8820 [==============================] - ETA: 3s - loss: 0.0013 - mse: 0.0013 - mape: 799.7340 - mae: 0.02 - ETA: 3s - loss: 0.0012 - mse: 0.0012 - mape: 622.9139 - mae: 0.02 - ETA: 3s - loss: 0.0010 - mse: 0.0010 - mape: 478.5916 - mae: 0.01 - ETA: 3s - loss: 0.0010 - mse: 0.0010 - mape: 394.2282 - mae: 0.01 - ETA: 2s - loss: 9.5994e-04 - mse: 9.5994e-04 - mape: 367.9632 - mae: 0.01 - ETA: 2s - loss: 9.2752e-04 - mse: 9.2752e-04 - mape: 407.1731 - mae: 0.01 - ETA: 2s - loss: 8.9740e-04 - mse: 8.9740e-04 - mape: 450.1543 - mae: 0.01 - ETA: 2s - loss: 8.5498e-04 - mse: 8.5498e-04 - mape: 467.1285 - mae: 0.01 - ETA: 1s - loss: 8.1492e-04 - mse: 8.1492e-04 - mape: 464.1490 - mae: 0.01 - ETA: 1s - loss: 7.7935e-04 - mse: 7.7935e-04 - mape: 435.2259 - mae: 0.01 - ETA: 1s - loss: 7.3412e-04 - mse: 7.3412e-04 - mape: 415.5273 - mae: 0.01 - ETA: 1s - loss: 6.9799e-04 - mse: 6.9799e-04 - mape: 1409.4146 - mae: 0.016 - ETA: 0s - loss: 6.6641e-04 - mse: 6.6641e-04 - mape: 1315.1674 - mae: 0.016 - ETA: 0s - loss: 6.4465e-04 - mse: 6.4465e-04 - mape: 1236.4105 - mae: 0.015 - ETA: 0s - loss: 6.1696e-04 - mse: 6.1696e-04 - mape: 1176.4174 - mae: 0.015 - ETA: 0s - loss: 5.9395e-04 - mse: 5.9395e-04 - mape: 1112.7554 - mae: 0.014 - ETA: 0s - loss: 5.7487e-04 - mse: 5.7487e-04 - mape: 1064.3823 - mae: 0.014 - 4s 466us/sample - loss: 5.7051e-04 - mse: 5.7051e-04 - mape: 1052.5402 - mae: 0.0145 - val_loss: 0.0225 - val_mse: 0.0225 - val_mape: 17.9128 - val_mae: 0.1207
+Epoch 3/10
+8820/8820 [==============================] - ETA: 3s - loss: 3.4098e-04 - mse: 3.4098e-04 - mape: 279.4517 - mae: 0.01 - ETA: 3s - loss: 2.9209e-04 - mse: 2.9209e-04 - mape: 230.7271 - mae: 0.01 - ETA: 3s - loss: 3.0281e-04 - mse: 3.0281e-04 - mape: 316.3266 - mae: 0.01 - ETA: 2s - loss: 3.1177e-04 - mse: 3.1177e-04 - mape: 3813.8831 - mae: 0.011 - ETA: 2s - loss: 3.1101e-04 - mse: 3.1101e-04 - mape: 3124.2017 - mae: 0.011 - ETA: 2s - loss: 2.9865e-04 - mse: 2.9865e-04 - mape: 2634.9165 - mae: 0.011 - ETA: 2s - loss: 2.9350e-04 - mse: 2.9350e-04 - mape: 2316.3489 - mae: 0.011 - ETA: 2s - loss: 2.9759e-04 - mse: 2.9759e-04 - mape: 2053.2878 - mae: 0.011 - ETA: 1s - loss: 2.8138e-04 - mse: 2.8138e-04 - mape: 1849.8335 - mae: 0.010 - ETA: 1s - loss: 2.7521e-04 - mse: 2.7521e-04 - mape: 1703.9512 - mae: 0.010 - ETA: 1s - loss: 2.8245e-04 - mse: 2.8245e-04 - mape: 1575.4181 - mae: 0.010 - ETA: 1s - loss: 2.6894e-04 - mse: 2.6894e-04 - mape: 1456.1132 - mae: 0.010 - ETA: 0s - loss: 2.7893e-04 - mse: 2.7893e-04 - mape: 1358.5222 - mae: 0.010 - ETA: 0s - loss: 2.7182e-04 - mse: 2.7182e-04 - mape: 1275.0740 - mae: 0.010 - ETA: 0s - loss: 2.7491e-04 - mse: 2.7491e-04 - mape: 1203.1918 - mae: 0.010 - ETA: 0s - loss: 2.7244e-04 - mse: 2.7244e-04 - mape: 1144.4869 - mae: 0.010 - ETA: 0s - loss: 2.7146e-04 - mse: 2.7146e-04 - mape: 1091.3018 - mae: 0.010 - 4s 462us/sample - loss: 2.7080e-04 - mse: 2.7080e-04 - mape: 1079.2498 - mae: 0.0102 - val_loss: 0.0255 - val_mse: 0.0255 - val_mape: 17.3577 - val_mae: 0.1223
+Epoch 4/10
+8820/8820 [==============================] - ETA: 3s - loss: 1.4833e-04 - mse: 1.4833e-04 - mape: 151.0746 - mae: 0.00 - ETA: 3s - loss: 2.3249e-04 - mse: 2.3249e-04 - mape: 153.8722 - mae: 0.00 - ETA: 3s - loss: 2.3908e-04 - mse: 2.3908e-04 - mape: 155.2879 - mae: 0.00 - ETA: 2s - loss: 2.1172e-04 - mse: 2.1172e-04 - mape: 155.3419 - mae: 0.00 - ETA: 2s - loss: 2.5694e-04 - mse: 2.5694e-04 - mape: 152.6198 - mae: 0.00 - ETA: 2s - loss: 2.2988e-04 - mse: 2.2988e-04 - mape: 153.1883 - mae: 0.00 - ETA: 2s - loss: 2.8298e-04 - mse: 2.8298e-04 - mape: 159.5010 - mae: 0.00 - ETA: 2s - loss: 2.7977e-04 - mse: 2.7977e-04 - mape: 155.4960 - mae: 0.00 - ETA: 1s - loss: 2.7545e-04 - mse: 2.7545e-04 - mape: 576.5588 - mae: 0.00 - ETA: 1s - loss: 2.7707e-04 - mse: 2.7707e-04 - mape: 538.6885 - mae: 0.00 - ETA: 1s - loss: 2.6105e-04 - mse: 2.6105e-04 - mape: 502.4292 - mae: 0.00 - ETA: 1s - loss: 2.6524e-04 - mse: 2.6524e-04 - mape: 478.0334 - mae: 0.00 - ETA: 0s - loss: 2.6475e-04 - mse: 2.6475e-04 - mape: 454.4746 - mae: 0.00 - ETA: 0s - loss: 2.5490e-04 - mse: 2.5490e-04 - mape: 433.1726 - mae: 0.00 - ETA: 0s - loss: 2.5975e-04 - mse: 2.5975e-04 - mape: 410.7597 - mae: 0.00 - ETA: 0s - loss: 2.4981e-04 - mse: 2.4981e-04 - mape: 392.5707 - mae: 0.00 - ETA: 0s - loss: 2.5074e-04 - mse: 2.5074e-04 - mape: 376.1081 - mae: 0.00 - 4s 461us/sample - loss: 2.5036e-04 - mse: 2.5036e-04 - mape: 372.4419 - mae: 0.0080 - val_loss: 0.0204 - val_mse: 0.0204 - val_mape: 15.2818 - val_mae: 0.1080
+Epoch 5/10
+8820/8820 [==============================] - ETA: 3s - loss: 1.2679e-04 - mse: 1.2679e-04 - mape: 143.2471 - mae: 0.00 - ETA: 3s - loss: 1.6026e-04 - mse: 1.6026e-04 - mape: 141.6731 - mae: 0.00 - ETA: 3s - loss: 1.6154e-04 - mse: 1.6154e-04 - mape: 146.3717 - mae: 0.00 - ETA: 3s - loss: 1.5562e-04 - mse: 1.5562e-04 - mape: 150.5546 - mae: 0.00 - ETA: 2s - loss: 1.5288e-04 - mse: 1.5288e-04 - mape: 152.7438 - mae: 0.00 - ETA: 2s - loss: 1.5742e-04 - mse: 1.5742e-04 - mape: 149.2974 - mae: 0.00 - ETA: 2s - loss: 1.5653e-04 - mse: 1.5653e-04 - mape: 145.0985 - mae: 0.00 - ETA: 2s - loss: 1.6842e-04 - mse: 1.6842e-04 - mape: 143.1319 - mae: 0.00 - ETA: 1s - loss: 1.6307e-04 - mse: 1.6307e-04 - mape: 1307.7041 - mae: 0.006 - ETA: 1s - loss: 1.6563e-04 - mse: 1.6563e-04 - mape: 1188.3035 - mae: 0.006 - ETA: 1s - loss: 1.6627e-04 - mse: 1.6627e-04 - mape: 1092.3712 - mae: 0.006 - ETA: 1s - loss: 1.6112e-04 - mse: 1.6112e-04 - mape: 1013.2971 - mae: 0.006 - ETA: 0s - loss: 1.6846e-04 - mse: 1.6846e-04 - mape: 946.4735 - mae: 0.006 - ETA: 0s - loss: 1.6464e-04 - mse: 1.6464e-04 - mape: 887.4283 - mae: 0.00 - ETA: 0s - loss: 1.6119e-04 - mse: 1.6119e-04 - mape: 836.2150 - mae: 0.00 - ETA: 0s - loss: 1.6364e-04 - mse: 1.6364e-04 - mape: 792.0313 - mae: 0.00 - ETA: 0s - loss: 1.6206e-04 - mse: 1.6206e-04 - mape: 752.6476 - mae: 0.00 - 4s 462us/sample - loss: 1.6317e-04 - mse: 1.6317e-04 - mape: 744.6602 - mae: 0.0068 - val_loss: 0.0134 - val_mse: 0.0134 - val_mape: 11.7165 - val_mae: 0.0830
+Epoch 6/10
+8820/8820 [==============================] - ETA: 3s - loss: 1.0639e-04 - mse: 1.0639e-04 - mape: 443.5402 - mae: 0.00 - ETA: 3s - loss: 1.1854e-04 - mse: 1.1854e-04 - mape: 278.4718 - mae: 0.00 - ETA: 3s - loss: 1.2511e-04 - mse: 1.2511e-04 - mape: 225.7482 - mae: 0.00 - ETA: 2s - loss: 1.2599e-04 - mse: 1.2599e-04 - mape: 200.7415 - mae: 0.00 - ETA: 2s - loss: 1.3088e-04 - mse: 1.3088e-04 - mape: 198.6549 - mae: 0.00 - ETA: 2s - loss: 1.3063e-04 - mse: 1.3063e-04 - mape: 183.3986 - mae: 0.00 - ETA: 2s - loss: 1.2964e-04 - mse: 1.2964e-04 - mape: 171.8009 - mae: 0.00 - ETA: 2s - loss: 1.2718e-04 - mse: 1.2718e-04 - mape: 165.9889 - mae: 0.00 - ETA: 1s - loss: 1.2388e-04 - mse: 1.2388e-04 - mape: 161.4907 - mae: 0.00 - ETA: 1s - loss: 1.2861e-04 - mse: 1.2861e-04 - mape: 158.6106 - mae: 0.00 - ETA: 1s - loss: 1.2688e-04 - mse: 1.2688e-04 - mape: 154.3112 - mae: 0.00 - ETA: 1s - loss: 1.2363e-04 - mse: 1.2363e-04 - mape: 149.8906 - mae: 0.00 - ETA: 0s - loss: 1.2745e-04 - mse: 1.2745e-04 - mape: 148.3611 - mae: 0.00 - ETA: 0s - loss: 1.2566e-04 - mse: 1.2566e-04 - mape: 146.5329 - mae: 0.00 - ETA: 0s - loss: 1.2437e-04 - mse: 1.2437e-04 - mape: 144.8454 - mae: 0.00 - ETA: 0s - loss: 1.2545e-04 - mse: 1.2545e-04 - mape: 142.2903 - mae: 0.00 - ETA: 0s - loss: 1.2457e-04 - mse: 1.2457e-04 - mape: 141.6569 - mae: 0.00 - 4s 459us/sample - loss: 1.2352e-04 - mse: 1.2352e-04 - mape: 141.5139 - mae: 0.0060 - val_loss: 0.0181 - val_mse: 0.0181 - val_mape: 14.4831 - val_mae: 0.1019
+Epoch 7/10
+8820/8820 [==============================] - ETA: 3s - loss: 1.1317e-04 - mse: 1.1317e-04 - mape: 102.6085 - mae: 0.00 - ETA: 3s - loss: 1.1593e-04 - mse: 1.1593e-04 - mape: 103.5765 - mae: 0.00 - ETA: 3s - loss: 1.0939e-04 - mse: 1.0939e-04 - mape: 106.6384 - mae: 0.00 - ETA: 2s - loss: 1.0702e-04 - mse: 1.0702e-04 - mape: 107.7008 - mae: 0.00 - ETA: 2s - loss: 1.0036e-04 - mse: 1.0036e-04 - mape: 109.2702 - mae: 0.00 - ETA: 2s - loss: 1.1626e-04 - mse: 1.1626e-04 - mape: 112.8307 - mae: 0.00 - ETA: 2s - loss: 1.0989e-04 - mse: 1.0989e-04 - mape: 115.6549 - mae: 0.00 - ETA: 2s - loss: 1.1002e-04 - mse: 1.1002e-04 - mape: 115.0164 - mae: 0.00 - ETA: 1s - loss: 1.0947e-04 - mse: 1.0947e-04 - mape: 118.0088 - mae: 0.00 - ETA: 1s - loss: 1.0650e-04 - mse: 1.0650e-04 - mape: 118.8671 - mae: 0.00 - ETA: 1s - loss: 1.0795e-04 - mse: 1.0795e-04 - mape: 120.3817 - mae: 0.00 - ETA: 1s - loss: 1.0635e-04 - mse: 1.0635e-04 - mape: 118.6968 - mae: 0.00 - ETA: 0s - loss: 1.0919e-04 - mse: 1.0919e-04 - mape: 117.8876 - mae: 0.00 - ETA: 0s - loss: 1.1050e-04 - mse: 1.1050e-04 - mape: 117.0725 - mae: 0.00 - ETA: 0s - loss: 1.0850e-04 - mse: 1.0850e-04 - mape: 133.1179 - mae: 0.00 - ETA: 0s - loss: 1.0647e-04 - mse: 1.0647e-04 - mape: 135.1982 - mae: 0.00 - ETA: 0s - loss: 1.0671e-04 - mse: 1.0671e-04 - mape: 133.4738 - mae: 0.00 - 4s 459us/sample - loss: 1.0644e-04 - mse: 1.0644e-04 - mape: 133.2055 - mae: 0.0056 - val_loss: 0.0149 - val_mse: 0.0149 - val_mape: 12.3138 - val_mae: 0.0880
+Epoch 8/10
+8820/8820 [==============================] - ETA: 3s - loss: 1.0509e-04 - mse: 1.0509e-04 - mape: 98.0185 - mae: 0.005 - ETA: 3s - loss: 1.1093e-04 - mse: 1.1093e-04 - mape: 418.1879 - mae: 0.00 - ETA: 3s - loss: 1.0110e-04 - mse: 1.0110e-04 - mape: 324.8449 - mae: 0.00 - ETA: 2s - loss: 1.1157e-04 - mse: 1.1157e-04 - mape: 272.4861 - mae: 0.00 - ETA: 2s - loss: 1.0756e-04 - mse: 1.0756e-04 - mape: 238.9165 - mae: 0.00 - ETA: 2s - loss: 1.0348e-04 - mse: 1.0348e-04 - mape: 217.0323 - mae: 0.00 - ETA: 2s - loss: 1.0196e-04 - mse: 1.0196e-04 - mape: 197.6939 - mae: 0.00 - ETA: 2s - loss: 9.8449e-05 - mse: 9.8449e-05 - mape: 189.0125 - mae: 0.00 - ETA: 1s - loss: 9.7523e-05 - mse: 9.7523e-05 - mape: 181.8761 - mae: 0.00 - ETA: 1s - loss: 9.9738e-05 - mse: 9.9738e-05 - mape: 174.3958 - mae: 0.00 - ETA: 1s - loss: 9.7947e-05 - mse: 9.7947e-05 - mape: 167.6723 - mae: 0.00 - ETA: 1s - loss: 1.0026e-04 - mse: 1.0026e-04 - mape: 162.6050 - mae: 0.00 - ETA: 0s - loss: 1.0193e-04 - mse: 1.0193e-04 - mape: 157.5330 - mae: 0.00 - ETA: 0s - loss: 1.0068e-04 - mse: 1.0068e-04 - mape: 153.0762 - mae: 0.00 - ETA: 0s - loss: 1.0155e-04 - mse: 1.0155e-04 - mape: 149.7835 - mae: 0.00 - ETA: 0s - loss: 1.0152e-04 - mse: 1.0152e-04 - mape: 146.7261 - mae: 0.00 - ETA: 0s - loss: 9.9595e-05 - mse: 9.9595e-05 - mape: 142.7386 - mae: 0.00 - 4s 465us/sample - loss: 9.9186e-05 - mse: 9.9186e-05 - mape: 141.8031 - mae: 0.0052 - val_loss: 0.0114 - val_mse: 0.0114 - val_mape: 10.8681 - val_mae: 0.0755
+Epoch 9/10
+8820/8820 [==============================] - ETA: 3s - loss: 1.3573e-04 - mse: 1.3573e-04 - mape: 145.4109 - mae: 0.00 - ETA: 3s - loss: 1.2463e-04 - mse: 1.2463e-04 - mape: 141.0270 - mae: 0.00 - ETA: 3s - loss: 1.2060e-04 - mse: 1.2060e-04 - mape: 125.1962 - mae: 0.00 - ETA: 3s - loss: 1.2309e-04 - mse: 1.2309e-04 - mape: 118.1832 - mae: 0.00 - ETA: 2s - loss: 1.2652e-04 - mse: 1.2652e-04 - mape: 113.2244 - mae: 0.00 - ETA: 2s - loss: 1.1924e-04 - mse: 1.1924e-04 - mape: 817.4998 - mae: 0.00 - ETA: 2s - loss: 1.2109e-04 - mse: 1.2109e-04 - mape: 716.4575 - mae: 0.00 - ETA: 2s - loss: 1.1666e-04 - mse: 1.1666e-04 - mape: 638.7170 - mae: 0.00 - ETA: 1s - loss: 1.1520e-04 - mse: 1.1520e-04 - mape: 580.8435 - mae: 0.00 - ETA: 1s - loss: 1.1330e-04 - mse: 1.1330e-04 - mape: 532.7544 - mae: 0.00 - ETA: 1s - loss: 1.1413e-04 - mse: 1.1413e-04 - mape: 493.1254 - mae: 0.00 - ETA: 1s - loss: 1.1052e-04 - mse: 1.1052e-04 - mape: 461.9680 - mae: 0.00 - ETA: 1s - loss: 1.0953e-04 - mse: 1.0953e-04 - mape: 433.2622 - mae: 0.00 - ETA: 0s - loss: 1.1099e-04 - mse: 1.1099e-04 - mape: 409.4054 - mae: 0.00 - ETA: 0s - loss: 1.1143e-04 - mse: 1.1143e-04 - mape: 389.3674 - mae: 0.00 - ETA: 0s - loss: 1.1206e-04 - mse: 1.1206e-04 - mape: 372.8129 - mae: 0.00 - ETA: 0s - loss: 1.0933e-04 - mse: 1.0933e-04 - mape: 356.7148 - mae: 0.00 - 4s 508us/sample - loss: 1.0918e-04 - mse: 1.0918e-04 - mape: 353.1880 - mae: 0.0054 - val_loss: 0.0115 - val_mse: 0.0115 - val_mape: 10.4469 - val_mae: 0.0751
+Epoch 10/10
+8820/8820 [==============================] - ETA: 3s - loss: 9.4585e-05 - mse: 9.4585e-05 - mape: 3131.8989 - mae: 0.005 - ETA: 3s - loss: 1.3675e-04 - mse: 1.3675e-04 - mape: 1623.8370 - mae: 0.005 - ETA: 3s - loss: 1.1707e-04 - mse: 1.1707e-04 - mape: 1113.8135 - mae: 0.005 - ETA: 3s - loss: 1.1438e-04 - mse: 1.1438e-04 - mape: 859.6436 - mae: 0.005 - ETA: 3s - loss: 1.0876e-04 - mse: 1.0876e-04 - mape: 704.2151 - mae: 0.00 - ETA: 2s - loss: 1.0990e-04 - mse: 1.0990e-04 - mape: 602.4147 - mae: 0.00 - ETA: 2s - loss: 1.0455e-04 - mse: 1.0455e-04 - mape: 530.3857 - mae: 0.00 - ETA: 2s - loss: 1.0480e-04 - mse: 1.0480e-04 - mape: 480.8937 - mae: 0.00 - ETA: 2s - loss: 1.0717e-04 - mse: 1.0717e-04 - mape: 437.8185 - mae: 0.00 - ETA: 1s - loss: 1.0818e-04 - mse: 1.0818e-04 - mape: 406.1099 - mae: 0.00 - ETA: 1s - loss: 1.0928e-04 - mse: 1.0928e-04 - mape: 379.2959 - mae: 0.00 - ETA: 1s - loss: 1.0484e-04 - mse: 1.0484e-04 - mape: 355.2392 - mae: 0.00 - ETA: 1s - loss: 1.0523e-04 - mse: 1.0523e-04 - mape: 334.1249 - mae: 0.00 - ETA: 0s - loss: 1.0288e-04 - mse: 1.0288e-04 - mape: 317.3313 - mae: 0.00 - ETA: 0s - loss: 1.0838e-04 - mse: 1.0838e-04 - mape: 303.0800 - mae: 0.00 - ETA: 0s - loss: 1.0536e-04 - mse: 1.0536e-04 - mape: 289.2947 - mae: 0.00 - ETA: 0s - loss: 1.0778e-04 - mse: 1.0778e-04 - mape: 277.3719 - mae: 0.00 - 4s 487us/sample - loss: 1.0772e-04 - mse: 1.0772e-04 - mape: 274.8547 - mae: 0.0053 - val_loss: 0.0173 - val_mse: 0.0173 - val_mape: 15.2798 - val_mae: 0.1044
+
+
+
+ +
+ +
+ + + +
+

Trial complete

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+ +
+ +
+ +
+ + + +
+

Trial summary

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+ +
+ +
+ +
+ + + +
+

Hp values:

 +
+ +
+ +
+ +
+ + + +
+ |-learning_rate: 0.01 +
+ +
+ +
+ +
+ + + +
+ |-units: 96 +
+ +
+ +
+ +
+ + + +
+ |-Score: 0.011373264296930663 +
+ +
+ +
+ +
+ + + +
+ |-Best step: 0 +
+ +
+ +
+ +
+ + +
+
Compilation Time :  0.03632187843322754
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 48s - loss: 0.0190 - mse: 0.0190 - mape: 96.7931 - mae: 0.06 - ETA: 25s - loss: 0.0174 - mse: 0.0174 - mape: 93.2908 - mae: 0.06 - ETA: 18s - loss: 0.0160 - mse: 0.0160 - mape: 91.4517 - mae: 0.05 - ETA: 14s - loss: 0.0156 - mse: 0.0156 - mape: 90.0198 - mae: 0.05 - ETA: 11s - loss: 0.0161 - mse: 0.0161 - mape: 87.6966 - mae: 0.05 - ETA: 9s - loss: 0.0154 - mse: 0.0154 - mape: 89.1391 - mae: 0.0571 - ETA: 7s - loss: 0.0152 - mse: 0.0152 - mape: 87.7717 - mae: 0.056 - ETA: 6s - loss: 0.0150 - mse: 0.0150 - mape: 483.6180 - mae: 0.05 - ETA: 5s - loss: 0.0153 - mse: 0.0153 - mape: 442.1217 - mae: 0.05 - ETA: 4s - loss: 0.0152 - mse: 0.0152 - mape: 408.5470 - mae: 0.05 - ETA: 3s - loss: 0.0152 - mse: 0.0152 - mape: 380.2303 - mae: 0.05 - ETA: 3s - loss: 0.0153 - mse: 0.0153 - mape: 356.8617 - mae: 0.05 - ETA: 2s - loss: 0.0153 - mse: 0.0153 - mape: 338.0159 - mae: 0.05 - ETA: 1s - loss: 0.0152 - mse: 0.0152 - mape: 323.0612 - mae: 0.05 - ETA: 1s - loss: 0.0151 - mse: 0.0151 - mape: 310.1206 - mae: 0.05 - ETA: 0s - loss: 0.0151 - mse: 0.0151 - mape: 299.2566 - mae: 0.05 - ETA: 0s - loss: 0.0149 - mse: 0.0149 - mape: 289.0715 - mae: 0.05 - 10s 1ms/sample - loss: 0.0149 - mse: 0.0149 - mape: 287.6378 - mae: 0.0558 - val_loss: 0.3323 - val_mse: 0.3323 - val_mape: 92.6169 - val_mae: 0.5569
+Epoch 2/10
+8820/8820 [==============================] - ETA: 6s - loss: 0.0170 - mse: 0.0170 - mape: 257.4393 - mae: 0.06 - ETA: 6s - loss: 0.0164 - mse: 0.0164 - mape: 224.7500 - mae: 0.06 - ETA: 5s - loss: 0.0153 - mse: 0.0153 - mape: 219.4434 - mae: 0.05 - ETA: 5s - loss: 0.0144 - mse: 0.0144 - mape: 225.9699 - mae: 0.05 - ETA: 4s - loss: 0.0138 - mse: 0.0138 - mape: 228.6483 - mae: 0.05 - ETA: 4s - loss: 0.0135 - mse: 0.0135 - mape: 238.5634 - mae: 0.05 - ETA: 4s - loss: 0.0134 - mse: 0.0134 - mape: 245.6468 - mae: 0.05 - ETA: 3s - loss: 0.0133 - mse: 0.0133 - mape: 253.2279 - mae: 0.05 - ETA: 3s - loss: 0.0131 - mse: 0.0131 - mape: 266.4200 - mae: 0.05 - ETA: 2s - loss: 0.0128 - mse: 0.0128 - mape: 2161.9255 - mae: 0.053 - ETA: 2s - loss: 0.0125 - mse: 0.0125 - mape: 2005.1465 - mae: 0.052 - ETA: 2s - loss: 0.0121 - mse: 0.0121 - mape: 1874.6704 - mae: 0.051 - ETA: 1s - loss: 0.0117 - mse: 0.0117 - mape: 1777.5117 - mae: 0.050 - ETA: 1s - loss: 0.0114 - mse: 0.0114 - mape: 1692.3269 - mae: 0.050 - ETA: 0s - loss: 0.0112 - mse: 0.0112 - mape: 1623.6510 - mae: 0.050 - ETA: 0s - loss: 0.0110 - mse: 0.0110 - mape: 1569.9674 - mae: 0.050 - ETA: 0s - loss: 0.0108 - mse: 0.0108 - mape: 1518.8696 - mae: 0.049 - 7s 830us/sample - loss: 0.0108 - mse: 0.0108 - mape: 1508.6952 - mae: 0.0498 - val_loss: 0.1733 - val_mse: 0.1733 - val_mape: 64.7905 - val_mae: 0.3960
+Epoch 3/10
+8820/8820 [==============================] - ETA: 6s - loss: 0.0067 - mse: 0.0067 - mape: 903.9587 - mae: 0.04 - ETA: 6s - loss: 0.0055 - mse: 0.0055 - mape: 942.7249 - mae: 0.04 - ETA: 5s - loss: 0.0052 - mse: 0.0052 - mape: 1010.1642 - mae: 0.045 - ETA: 5s - loss: 0.0049 - mse: 0.0049 - mape: 1040.8716 - mae: 0.045 - ETA: 4s - loss: 0.0044 - mse: 0.0044 - mape: 1129.3909 - mae: 0.044 - ETA: 4s - loss: 0.0041 - mse: 0.0041 - mape: 14693.9775 - mae: 0.04 - ETA: 4s - loss: 0.0039 - mse: 0.0039 - mape: 12812.1035 - mae: 0.04 - ETA: 3s - loss: 0.0037 - mse: 0.0037 - mape: 11462.7734 - mae: 0.04 - ETA: 3s - loss: 0.0036 - mse: 0.0036 - mape: 10426.8447 - mae: 0.04 - ETA: 2s - loss: 0.0035 - mse: 0.0035 - mape: 9586.3926 - mae: 0.0451 - ETA: 2s - loss: 0.0034 - mse: 0.0034 - mape: 8920.6924 - mae: 0.045 - ETA: 2s - loss: 0.0033 - mse: 0.0033 - mape: 8337.8779 - mae: 0.045 - ETA: 1s - loss: 0.0033 - mse: 0.0033 - mape: 7828.7559 - mae: 0.045 - ETA: 1s - loss: 0.0032 - mse: 0.0032 - mape: 7388.7329 - mae: 0.045 - ETA: 0s - loss: 0.0031 - mse: 0.0031 - mape: 7026.3745 - mae: 0.045 - ETA: 0s - loss: 0.0030 - mse: 0.0030 - mape: 6665.7861 - mae: 0.045 - ETA: 0s - loss: 0.0029 - mse: 0.0029 - mape: 6362.5713 - mae: 0.044 - 7s 811us/sample - loss: 0.0029 - mse: 0.0029 - mape: 6295.0356 - mae: 0.0443 - val_loss: 0.0511 - val_mse: 0.0511 - val_mape: 28.7203 - val_mae: 0.1920
+Epoch 4/10
+8820/8820 [==============================] - ETA: 6s - loss: 9.6412e-04 - mse: 9.6412e-04 - mape: 1122.3274 - mae: 0.028 - ETA: 5s - loss: 8.9717e-04 - mse: 8.9717e-04 - mape: 1099.2174 - mae: 0.027 - ETA: 5s - loss: 9.2195e-04 - mse: 9.2195e-04 - mape: 1038.0815 - mae: 0.026 - ETA: 5s - loss: 8.7677e-04 - mse: 8.7677e-04 - mape: 1037.0654 - mae: 0.025 - ETA: 4s - loss: 8.4782e-04 - mse: 8.4782e-04 - mape: 970.3734 - mae: 0.024 - ETA: 4s - loss: 8.1535e-04 - mse: 8.1535e-04 - mape: 914.8735 - mae: 0.02 - ETA: 3s - loss: 8.0004e-04 - mse: 8.0004e-04 - mape: 864.0324 - mae: 0.02 - ETA: 3s - loss: 7.8785e-04 - mse: 7.8785e-04 - mape: 818.5872 - mae: 0.02 - ETA: 3s - loss: 7.4786e-04 - mse: 7.4786e-04 - mape: 785.4407 - mae: 0.02 - ETA: 2s - loss: 7.0917e-04 - mse: 7.0917e-04 - mape: 764.8513 - mae: 0.02 - ETA: 2s - loss: 6.7681e-04 - mse: 6.7681e-04 - mape: 744.9698 - mae: 0.02 - ETA: 2s - loss: 6.4825e-04 - mse: 6.4825e-04 - mape: 731.1718 - mae: 0.01 - ETA: 1s - loss: 6.1726e-04 - mse: 6.1726e-04 - mape: 710.8743 - mae: 0.01 - ETA: 1s - loss: 5.8829e-04 - mse: 5.8829e-04 - mape: 691.5671 - mae: 0.01 - ETA: 0s - loss: 5.6265e-04 - mse: 5.6265e-04 - mape: 676.6630 - mae: 0.01 - ETA: 0s - loss: 5.3986e-04 - mse: 5.3986e-04 - mape: 1935.9858 - mae: 0.017 - ETA: 0s - loss: 5.1883e-04 - mse: 5.1883e-04 - mape: 1845.9630 - mae: 0.017 - 7s 801us/sample - loss: 5.1611e-04 - mse: 5.1611e-04 - mape: 1827.3667 - mae: 0.0172 - val_loss: 0.0226 - val_mse: 0.0226 - val_mape: 16.7597 - val_mae: 0.1160
+Epoch 5/10
+8820/8820 [==============================] - ETA: 6s - loss: 2.3198e-04 - mse: 2.3198e-04 - mape: 17931.3984 - mae: 0.01 - ETA: 5s - loss: 2.0051e-04 - mse: 2.0051e-04 - mape: 9094.5361 - mae: 0.0096 - ETA: 5s - loss: 1.9092e-04 - mse: 1.9092e-04 - mape: 6143.0278 - mae: 0.009 - ETA: 5s - loss: 1.7798e-04 - mse: 1.7798e-04 - mape: 4663.0962 - mae: 0.008 - ETA: 4s - loss: 1.6988e-04 - mse: 1.6988e-04 - mape: 3770.9712 - mae: 0.008 - ETA: 4s - loss: 1.6608e-04 - mse: 1.6608e-04 - mape: 3179.9944 - mae: 0.008 - ETA: 4s - loss: 1.6422e-04 - mse: 1.6422e-04 - mape: 2748.4902 - mae: 0.008 - ETA: 3s - loss: 1.5833e-04 - mse: 1.5833e-04 - mape: 2426.2087 - mae: 0.008 - ETA: 3s - loss: 1.5818e-04 - mse: 1.5818e-04 - mape: 2176.6416 - mae: 0.008 - ETA: 2s - loss: 1.5958e-04 - mse: 1.5958e-04 - mape: 1971.2656 - mae: 0.008 - ETA: 2s - loss: 1.5879e-04 - mse: 1.5879e-04 - mape: 1804.5519 - mae: 0.007 - ETA: 2s - loss: 1.5725e-04 - mse: 1.5725e-04 - mape: 1664.4012 - mae: 0.007 - ETA: 1s - loss: 1.5717e-04 - mse: 1.5717e-04 - mape: 1543.3361 - mae: 0.007 - ETA: 1s - loss: 1.5796e-04 - mse: 1.5796e-04 - mape: 1442.7845 - mae: 0.007 - ETA: 0s - loss: 1.5524e-04 - mse: 1.5524e-04 - mape: 1352.3523 - mae: 0.007 - ETA: 0s - loss: 1.5597e-04 - mse: 1.5597e-04 - mape: 1274.4686 - mae: 0.007 - ETA: 0s - loss: 1.5566e-04 - mse: 1.5566e-04 - mape: 1205.1620 - mae: 0.007 - 7s 802us/sample - loss: 1.5515e-04 - mse: 1.5515e-04 - mape: 1190.5469 - mae: 0.0074 - val_loss: 0.0210 - val_mse: 0.0210 - val_mape: 15.9074 - val_mae: 0.1109
+Epoch 6/10
+8820/8820 [==============================] - ETA: 6s - loss: 1.9424e-04 - mse: 1.9424e-04 - mape: 108.1128 - mae: 0.00 - ETA: 5s - loss: 1.7671e-04 - mse: 1.7671e-04 - mape: 103.6792 - mae: 0.00 - ETA: 5s - loss: 1.6414e-04 - mse: 1.6414e-04 - mape: 97.1952 - mae: 0.0064 - ETA: 5s - loss: 1.6146e-04 - mse: 1.6146e-04 - mape: 89.1515 - mae: 0.006 - ETA: 4s - loss: 1.6637e-04 - mse: 1.6637e-04 - mape: 89.3974 - mae: 0.006 - ETA: 4s - loss: 1.5812e-04 - mse: 1.5812e-04 - mape: 990.8389 - mae: 0.00 - ETA: 4s - loss: 1.5791e-04 - mse: 1.5791e-04 - mape: 858.7656 - mae: 0.00 - ETA: 3s - loss: 1.5490e-04 - mse: 1.5490e-04 - mape: 764.0114 - mae: 0.00 - ETA: 3s - loss: 1.5164e-04 - mse: 1.5164e-04 - mape: 687.2346 - mae: 0.00 - ETA: 2s - loss: 1.5458e-04 - mse: 1.5458e-04 - mape: 627.6583 - mae: 0.00 - ETA: 2s - loss: 1.5432e-04 - mse: 1.5432e-04 - mape: 576.5040 - mae: 0.00 - ETA: 2s - loss: 1.5507e-04 - mse: 1.5507e-04 - mape: 535.2844 - mae: 0.00 - ETA: 1s - loss: 1.5627e-04 - mse: 1.5627e-04 - mape: 500.8114 - mae: 0.00 - ETA: 1s - loss: 1.5568e-04 - mse: 1.5568e-04 - mape: 473.3013 - mae: 0.00 - ETA: 0s - loss: 1.5506e-04 - mse: 1.5506e-04 - mape: 447.0475 - mae: 0.00 - ETA: 0s - loss: 1.5283e-04 - mse: 1.5283e-04 - mape: 424.2966 - mae: 0.00 - ETA: 0s - loss: 1.5325e-04 - mse: 1.5325e-04 - mape: 405.1228 - mae: 0.00 - 7s 845us/sample - loss: 1.5260e-04 - mse: 1.5260e-04 - mape: 401.1841 - mae: 0.0063 - val_loss: 0.0217 - val_mse: 0.0217 - val_mape: 16.2759 - val_mae: 0.1134
+Epoch 7/10
+8820/8820 [==============================] - ETA: 6s - loss: 1.3921e-04 - mse: 1.3921e-04 - mape: 88.7400 - mae: 0.006 - ETA: 5s - loss: 1.3615e-04 - mse: 1.3615e-04 - mape: 3501.7776 - mae: 0.006 - ETA: 6s - loss: 1.2349e-04 - mse: 1.2349e-04 - mape: 2373.9646 - mae: 0.005 - ETA: 5s - loss: 1.3552e-04 - mse: 1.3552e-04 - mape: 1807.0408 - mae: 0.006 - ETA: 5s - loss: 1.3581e-04 - mse: 1.3581e-04 - mape: 1468.7712 - mae: 0.006 - ETA: 4s - loss: 1.3550e-04 - mse: 1.3550e-04 - mape: 1244.2875 - mae: 0.006 - ETA: 4s - loss: 1.3987e-04 - mse: 1.3987e-04 - mape: 1081.3805 - mae: 0.006 - ETA: 4s - loss: 1.4092e-04 - mse: 1.4092e-04 - mape: 965.3833 - mae: 0.006 - ETA: 3s - loss: 1.4399e-04 - mse: 1.4399e-04 - mape: 868.3080 - mae: 0.00 - ETA: 3s - loss: 1.4115e-04 - mse: 1.4115e-04 - mape: 793.0658 - mae: 0.00 - ETA: 2s - loss: 1.4088e-04 - mse: 1.4088e-04 - mape: 730.5966 - mae: 0.00 - ETA: 2s - loss: 1.3889e-04 - mse: 1.3889e-04 - mape: 681.9559 - mae: 0.00 - ETA: 1s - loss: 1.4021e-04 - mse: 1.4021e-04 - mape: 639.2015 - mae: 0.00 - ETA: 1s - loss: 1.4137e-04 - mse: 1.4137e-04 - mape: 599.8799 - mae: 0.00 - ETA: 0s - loss: 1.3795e-04 - mse: 1.3795e-04 - mape: 568.3113 - mae: 0.00 - ETA: 0s - loss: 1.3934e-04 - mse: 1.3934e-04 - mape: 539.5919 - mae: 0.00 - ETA: 0s - loss: 1.3949e-04 - mse: 1.3949e-04 - mape: 514.4348 - mae: 0.00 - 8s 882us/sample - loss: 1.3901e-04 - mse: 1.3901e-04 - mape: 509.0142 - mae: 0.0063 - val_loss: 0.0228 - val_mse: 0.0228 - val_mape: 16.8608 - val_mae: 0.1174
+Epoch 8/10
+8820/8820 [==============================] - ETA: 6s - loss: 1.9096e-04 - mse: 1.9096e-04 - mape: 121.8597 - mae: 0.00 - ETA: 6s - loss: 1.5123e-04 - mse: 1.5123e-04 - mape: 116.4644 - mae: 0.00 - ETA: 5s - loss: 1.4354e-04 - mse: 1.4354e-04 - mape: 120.2741 - mae: 0.00 - ETA: 5s - loss: 1.4233e-04 - mse: 1.4233e-04 - mape: 124.5025 - mae: 0.00 - ETA: 4s - loss: 1.3567e-04 - mse: 1.3567e-04 - mape: 127.3362 - mae: 0.00 - ETA: 4s - loss: 1.3091e-04 - mse: 1.3091e-04 - mape: 130.6874 - mae: 0.00 - ETA: 4s - loss: 1.3304e-04 - mse: 1.3304e-04 - mape: 127.6554 - mae: 0.00 - ETA: 3s - loss: 1.3046e-04 - mse: 1.3046e-04 - mape: 130.4124 - mae: 0.00 - ETA: 3s - loss: 1.3130e-04 - mse: 1.3130e-04 - mape: 983.4742 - mae: 0.00 - ETA: 2s - loss: 1.2862e-04 - mse: 1.2862e-04 - mape: 895.8853 - mae: 0.00 - ETA: 2s - loss: 1.3041e-04 - mse: 1.3041e-04 - mape: 826.8750 - mae: 0.00 - ETA: 2s - loss: 1.2957e-04 - mse: 1.2957e-04 - mape: 767.6339 - mae: 0.00 - ETA: 1s - loss: 1.2949e-04 - mse: 1.2949e-04 - mape: 718.5188 - mae: 0.00 - ETA: 1s - loss: 1.3050e-04 - mse: 1.3050e-04 - mape: 675.4516 - mae: 0.00 - ETA: 0s - loss: 1.3139e-04 - mse: 1.3139e-04 - mape: 637.5935 - mae: 0.00 - ETA: 0s - loss: 1.3294e-04 - mse: 1.3294e-04 - mape: 606.2707 - mae: 0.00 - ETA: 0s - loss: 1.3301e-04 - mse: 1.3301e-04 - mape: 578.5406 - mae: 0.00 - 7s 789us/sample - loss: 1.3267e-04 - mse: 1.3267e-04 - mape: 572.5888 - mae: 0.0063 - val_loss: 0.0215 - val_mse: 0.0215 - val_mape: 16.2470 - val_mae: 0.1132
+Epoch 9/10
+8820/8820 [==============================] - ETA: 5s - loss: 8.4071e-05 - mse: 8.4071e-05 - mape: 137.9026 - mae: 0.00 - ETA: 5s - loss: 1.1010e-04 - mse: 1.1010e-04 - mape: 123.6749 - mae: 0.00 - ETA: 5s - loss: 9.9860e-05 - mse: 9.9860e-05 - mape: 125.5532 - mae: 0.00 - ETA: 4s - loss: 1.0839e-04 - mse: 1.0839e-04 - mape: 121.9707 - mae: 0.00 - ETA: 4s - loss: 1.0648e-04 - mse: 1.0648e-04 - mape: 122.6520 - mae: 0.00 - ETA: 4s - loss: 1.1413e-04 - mse: 1.1413e-04 - mape: 119.0299 - mae: 0.00 - ETA: 3s - loss: 1.1490e-04 - mse: 1.1490e-04 - mape: 1021.8014 - mae: 0.005 - ETA: 3s - loss: 1.1975e-04 - mse: 1.1975e-04 - mape: 906.4485 - mae: 0.005 - ETA: 2s - loss: 1.1696e-04 - mse: 1.1696e-04 - mape: 817.1572 - mae: 0.00 - ETA: 2s - loss: 1.1707e-04 - mse: 1.1707e-04 - mape: 743.5790 - mae: 0.00 - ETA: 2s - loss: 1.1586e-04 - mse: 1.1586e-04 - mape: 686.8720 - mae: 0.00 - ETA: 1s - loss: 1.1741e-04 - mse: 1.1741e-04 - mape: 637.3940 - mae: 0.00 - ETA: 1s - loss: 1.1889e-04 - mse: 1.1889e-04 - mape: 596.5853 - mae: 0.00 - ETA: 1s - loss: 1.2516e-04 - mse: 1.2516e-04 - mape: 561.7962 - mae: 0.00 - ETA: 0s - loss: 1.2511e-04 - mse: 1.2511e-04 - mape: 531.6968 - mae: 0.00 - ETA: 0s - loss: 1.2411e-04 - mse: 1.2411e-04 - mape: 504.7823 - mae: 0.00 - ETA: 0s - loss: 1.2514e-04 - mse: 1.2514e-04 - mape: 480.1909 - mae: 0.00 - 7s 752us/sample - loss: 1.2483e-04 - mse: 1.2483e-04 - mape: 475.0419 - mae: 0.0059 - val_loss: 0.0212 - val_mse: 0.0212 - val_mape: 16.1369 - val_mae: 0.1124
+Epoch 10/10
+8820/8820 [==============================] - ETA: 6s - loss: 1.5806e-04 - mse: 1.5806e-04 - mape: 96.6993 - mae: 0.006 - ETA: 5s - loss: 1.5378e-04 - mse: 1.5378e-04 - mape: 94.1788 - mae: 0.006 - ETA: 5s - loss: 1.3482e-04 - mse: 1.3482e-04 - mape: 97.0827 - mae: 0.006 - ETA: 4s - loss: 1.4201e-04 - mse: 1.4201e-04 - mape: 94.2172 - mae: 0.006 - ETA: 4s - loss: 1.3907e-04 - mse: 1.3907e-04 - mape: 91.1120 - mae: 0.006 - ETA: 4s - loss: 1.3773e-04 - mse: 1.3773e-04 - mape: 89.2677 - mae: 0.006 - ETA: 3s - loss: 1.3258e-04 - mse: 1.3258e-04 - mape: 88.5285 - mae: 0.005 - ETA: 3s - loss: 1.2842e-04 - mse: 1.2842e-04 - mape: 742.7108 - mae: 0.00 - ETA: 3s - loss: 1.2645e-04 - mse: 1.2645e-04 - mape: 670.7202 - mae: 0.00 - ETA: 2s - loss: 1.2362e-04 - mse: 1.2362e-04 - mape: 612.5891 - mae: 0.00 - ETA: 2s - loss: 1.2503e-04 - mse: 1.2503e-04 - mape: 565.4045 - mae: 0.00 - ETA: 1s - loss: 1.2466e-04 - mse: 1.2466e-04 - mape: 525.1358 - mae: 0.00 - ETA: 1s - loss: 1.2520e-04 - mse: 1.2520e-04 - mape: 491.9638 - mae: 0.00 - ETA: 1s - loss: 1.2332e-04 - mse: 1.2332e-04 - mape: 464.4119 - mae: 0.00 - ETA: 0s - loss: 1.2385e-04 - mse: 1.2385e-04 - mape: 439.8937 - mae: 0.00 - ETA: 0s - loss: 1.2368e-04 - mse: 1.2368e-04 - mape: 417.2507 - mae: 0.00 - ETA: 0s - loss: 1.2249e-04 - mse: 1.2249e-04 - mape: 397.5906 - mae: 0.00 - 7s 754us/sample - loss: 1.2354e-04 - mse: 1.2354e-04 - mape: 393.4814 - mae: 0.0056 - val_loss: 0.0208 - val_mse: 0.0208 - val_mape: 16.0286 - val_mae: 0.1116
+
+
+
+ +
+ +
+ + + +
+

Trial complete

 +
+ +
+ +
+ +
+ + + +
+

Trial summary

 +
+ +
+ +
+ +
+ + + +
+

Hp values:

 +
+ +
+ +
+ +
+ + + +
+ |-learning_rate: 0.0001 +
+ +
+ +
+ +
+ + + +
+ |-units: 192 +
+ +
+ +
+ +
+ + + +
+ |-Score: 0.020783480028716887 +
+ +
+ +
+ +
+ + + +
+ |-Best step: 0 +
+ +
+ +
+ +
+ + +
+
Compilation Time :  0.04129385948181152
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 45s - loss: 0.0158 - mse: 0.0158 - mape: 97.0187 - mae: 0.06 - ETA: 23s - loss: 0.0160 - mse: 0.0160 - mape: 93.9180 - mae: 0.06 - ETA: 16s - loss: 0.0149 - mse: 0.0149 - mape: 91.1008 - mae: 0.05 - ETA: 12s - loss: 0.0156 - mse: 0.0156 - mape: 89.1301 - mae: 0.05 - ETA: 9s - loss: 0.0160 - mse: 0.0160 - mape: 87.6853 - mae: 0.0588 - ETA: 7s - loss: 0.0162 - mse: 0.0162 - mape: 87.1619 - mae: 0.059 - ETA: 6s - loss: 0.0162 - mse: 0.0162 - mape: 86.1513 - mae: 0.059 - ETA: 5s - loss: 0.0160 - mse: 0.0160 - mape: 86.5423 - mae: 0.058 - ETA: 4s - loss: 0.0159 - mse: 0.0159 - mape: 404.9454 - mae: 0.05 - ETA: 3s - loss: 0.0157 - mse: 0.0157 - mape: 372.9602 - mae: 0.05 - ETA: 3s - loss: 0.0157 - mse: 0.0157 - mape: 346.9891 - mae: 0.05 - ETA: 2s - loss: 0.0159 - mse: 0.0159 - mape: 325.5145 - mae: 0.05 - ETA: 2s - loss: 0.0158 - mse: 0.0158 - mape: 308.8509 - mae: 0.05 - ETA: 1s - loss: 0.0158 - mse: 0.0158 - mape: 294.9642 - mae: 0.05 - ETA: 1s - loss: 0.0156 - mse: 0.0156 - mape: 283.2598 - mae: 0.05 - ETA: 0s - loss: 0.0156 - mse: 0.0156 - mape: 272.0149 - mae: 0.05 - ETA: 0s - loss: 0.0155 - mse: 0.0155 - mape: 262.0854 - mae: 0.05 - 8s 951us/sample - loss: 0.0155 - mse: 0.0155 - mape: 260.2903 - mae: 0.0571 - val_loss: 0.3644 - val_mse: 0.3644 - val_mape: 97.0989 - val_mae: 0.5835
+Epoch 2/10
+8820/8820 [==============================] - ETA: 4s - loss: 0.0126 - mse: 0.0126 - mape: 132.0286 - mae: 0.05 - ETA: 4s - loss: 0.0133 - mse: 0.0133 - mape: 130.0397 - mae: 0.05 - ETA: 4s - loss: 0.0135 - mse: 0.0135 - mape: 2835.2527 - mae: 0.051 - ETA: 3s - loss: 0.0136 - mse: 0.0136 - mape: 2171.4602 - mae: 0.051 - ETA: 3s - loss: 0.0139 - mse: 0.0139 - mape: 1774.3718 - mae: 0.052 - ETA: 3s - loss: 0.0144 - mse: 0.0144 - mape: 1504.6191 - mae: 0.053 - ETA: 2s - loss: 0.0142 - mse: 0.0142 - mape: 1314.4862 - mae: 0.052 - ETA: 2s - loss: 0.0140 - mse: 0.0140 - mape: 1180.0090 - mae: 0.052 - ETA: 2s - loss: 0.0141 - mse: 0.0141 - mape: 1068.3750 - mae: 0.052 - ETA: 2s - loss: 0.0140 - mse: 0.0140 - mape: 985.8932 - mae: 0.052 - ETA: 1s - loss: 0.0141 - mse: 0.0141 - mape: 913.9848 - mae: 0.05 - ETA: 1s - loss: 0.0143 - mse: 0.0143 - mape: 856.2243 - mae: 0.05 - ETA: 1s - loss: 0.0143 - mse: 0.0143 - mape: 810.1605 - mae: 0.05 - ETA: 0s - loss: 0.0141 - mse: 0.0141 - mape: 771.5709 - mae: 0.05 - ETA: 0s - loss: 0.0140 - mse: 0.0140 - mape: 737.0129 - mae: 0.05 - ETA: 0s - loss: 0.0140 - mse: 0.0140 - mape: 707.9712 - mae: 0.05 - ETA: 0s - loss: 0.0139 - mse: 0.0139 - mape: 686.3101 - mae: 0.05 - 5s 600us/sample - loss: 0.0139 - mse: 0.0139 - mape: 681.4133 - mae: 0.0539 - val_loss: 0.3114 - val_mse: 0.3114 - val_mape: 89.3959 - val_mae: 0.5383
+Epoch 3/10
+8820/8820 [==============================] - ETA: 4s - loss: 0.0109 - mse: 0.0109 - mape: 426.7183 - mae: 0.04 - ETA: 4s - loss: 0.0111 - mse: 0.0111 - mape: 413.6808 - mae: 0.05 - ETA: 4s - loss: 0.0105 - mse: 0.0105 - mape: 8840.3057 - mae: 0.047 - ETA: 3s - loss: 0.0107 - mse: 0.0107 - mape: 6730.5239 - mae: 0.048 - ETA: 3s - loss: 0.0107 - mse: 0.0107 - mape: 5473.3779 - mae: 0.049 - ETA: 3s - loss: 0.0107 - mse: 0.0107 - mape: 4651.0469 - mae: 0.049 - ETA: 2s - loss: 0.0105 - mse: 0.0105 - mape: 4057.8667 - mae: 0.048 - ETA: 2s - loss: 0.0106 - mse: 0.0106 - mape: 3620.5452 - mae: 0.049 - ETA: 2s - loss: 0.0105 - mse: 0.0105 - mape: 3281.2920 - mae: 0.049 - ETA: 2s - loss: 0.0103 - mse: 0.0103 - mape: 3039.9756 - mae: 0.049 - ETA: 1s - loss: 0.0102 - mse: 0.0102 - mape: 2824.4155 - mae: 0.049 - ETA: 1s - loss: 0.0100 - mse: 0.0100 - mape: 2643.3547 - mae: 0.049 - ETA: 1s - loss: 0.0099 - mse: 0.0099 - mape: 2496.4111 - mae: 0.050 - ETA: 0s - loss: 0.0097 - mse: 0.0097 - mape: 2415.9084 - mae: 0.050 - ETA: 0s - loss: 0.0094 - mse: 0.0094 - mape: 2324.5620 - mae: 0.049 - ETA: 0s - loss: 0.0093 - mse: 0.0093 - mape: 2260.9802 - mae: 0.050 - ETA: 0s - loss: 0.0091 - mse: 0.0091 - mape: 2204.6506 - mae: 0.050 - 5s 593us/sample - loss: 0.0091 - mse: 0.0091 - mape: 2189.1523 - mae: 0.0500 - val_loss: 0.1590 - val_mse: 0.1590 - val_mape: 60.6335 - val_mae: 0.3748
+Epoch 4/10
+8820/8820 [==============================] - ETA: 4s - loss: 0.0048 - mse: 0.0048 - mape: 1504.8408 - mae: 0.048 - ETA: 4s - loss: 0.0045 - mse: 0.0045 - mape: 1433.8599 - mae: 0.048 - ETA: 4s - loss: 0.0042 - mse: 0.0042 - mape: 1426.6852 - mae: 0.048 - ETA: 3s - loss: 0.0040 - mse: 0.0040 - mape: 1506.1827 - mae: 0.048 - ETA: 3s - loss: 0.0040 - mse: 0.0040 - mape: 20077.7773 - mae: 0.04 - ETA: 3s - loss: 0.0038 - mse: 0.0038 - mape: 17027.8438 - mae: 0.04 - ETA: 2s - loss: 0.0038 - mse: 0.0038 - mape: 14886.6904 - mae: 0.04 - ETA: 2s - loss: 0.0037 - mse: 0.0037 - mape: 13334.4609 - mae: 0.04 - ETA: 2s - loss: 0.0036 - mse: 0.0036 - mape: 12094.7793 - mae: 0.05 - ETA: 2s - loss: 0.0035 - mse: 0.0035 - mape: 11088.8857 - mae: 0.05 - ETA: 1s - loss: 0.0035 - mse: 0.0035 - mape: 10227.7275 - mae: 0.05 - ETA: 1s - loss: 0.0034 - mse: 0.0034 - mape: 9566.0234 - mae: 0.0499 - ETA: 1s - loss: 0.0033 - mse: 0.0033 - mape: 8964.6396 - mae: 0.049 - ETA: 0s - loss: 0.0032 - mse: 0.0032 - mape: 8449.8340 - mae: 0.049 - ETA: 0s - loss: 0.0031 - mse: 0.0031 - mape: 7995.2656 - mae: 0.048 - ETA: 0s - loss: 0.0031 - mse: 0.0031 - mape: 7584.0508 - mae: 0.048 - ETA: 0s - loss: 0.0030 - mse: 0.0030 - mape: 7212.8984 - mae: 0.047 - 5s 590us/sample - loss: 0.0030 - mse: 0.0030 - mape: 7134.5977 - mae: 0.0471 - val_loss: 0.0669 - val_mse: 0.0669 - val_mape: 33.7834 - val_mae: 0.2235
+Epoch 5/10
+8820/8820 [==============================] - ETA: 4s - loss: 0.0014 - mse: 0.0014 - mape: 1116.0197 - mae: 0.031 - ETA: 4s - loss: 0.0013 - mse: 0.0013 - mape: 1177.4138 - mae: 0.030 - ETA: 4s - loss: 0.0011 - mse: 0.0011 - mape: 1166.9535 - mae: 0.029 - ETA: 3s - loss: 0.0010 - mse: 0.0010 - mape: 1160.2826 - mae: 0.027 - ETA: 3s - loss: 9.5330e-04 - mse: 9.5330e-04 - mape: 1103.4130 - mae: 0.026 - ETA: 3s - loss: 9.1670e-04 - mse: 9.1670e-04 - mape: 1048.4651 - mae: 0.026 - ETA: 2s - loss: 8.6171e-04 - mse: 8.6171e-04 - mape: 1017.2909 - mae: 0.025 - ETA: 2s - loss: 8.4845e-04 - mse: 8.4845e-04 - mape: 976.3193 - mae: 0.024 - ETA: 2s - loss: 8.2116e-04 - mse: 8.2116e-04 - mape: 944.0480 - mae: 0.02 - ETA: 2s - loss: 7.8219e-04 - mse: 7.8219e-04 - mape: 916.2250 - mae: 0.02 - ETA: 1s - loss: 7.5832e-04 - mse: 7.5832e-04 - mape: 885.3373 - mae: 0.02 - ETA: 1s - loss: 7.3280e-04 - mse: 7.3280e-04 - mape: 863.8465 - mae: 0.02 - ETA: 1s - loss: 7.0044e-04 - mse: 7.0044e-04 - mape: 852.4677 - mae: 0.02 - ETA: 0s - loss: 6.7208e-04 - mse: 6.7208e-04 - mape: 832.8895 - mae: 0.02 - ETA: 0s - loss: 6.4951e-04 - mse: 6.4951e-04 - mape: 809.3962 - mae: 0.02 - ETA: 0s - loss: 6.2665e-04 - mse: 6.2665e-04 - mape: 796.9208 - mae: 0.02 - ETA: 0s - loss: 6.0613e-04 - mse: 6.0613e-04 - mape: 2285.4160 - mae: 0.019 - 5s 621us/sample - loss: 6.0165e-04 - mse: 6.0165e-04 - mape: 2262.3091 - mae: 0.0197 - val_loss: 0.0339 - val_mse: 0.0339 - val_mape: 20.9771 - val_mae: 0.1456
+Epoch 6/10
+8820/8820 [==============================] - ETA: 4s - loss: 2.1761e-04 - mse: 2.1761e-04 - mape: 432.5849 - mae: 0.01 - ETA: 5s - loss: 2.3737e-04 - mse: 2.3737e-04 - mape: 11418.3770 - mae: 0.01 - ETA: 4s - loss: 2.4279e-04 - mse: 2.4279e-04 - mape: 7739.3823 - mae: 0.0117 - ETA: 4s - loss: 2.4383e-04 - mse: 2.4383e-04 - mape: 5907.7065 - mae: 0.011 - ETA: 3s - loss: 2.5274e-04 - mse: 2.5274e-04 - mape: 4790.2300 - mae: 0.011 - ETA: 3s - loss: 2.4167e-04 - mse: 2.4167e-04 - mape: 4041.0820 - mae: 0.011 - ETA: 3s - loss: 2.3774e-04 - mse: 2.3774e-04 - mape: 3508.5308 - mae: 0.011 - ETA: 2s - loss: 2.3174e-04 - mse: 2.3174e-04 - mape: 3105.1980 - mae: 0.010 - ETA: 2s - loss: 2.2818e-04 - mse: 2.2818e-04 - mape: 2789.5422 - mae: 0.010 - ETA: 2s - loss: 2.2903e-04 - mse: 2.2903e-04 - mape: 2540.5422 - mae: 0.010 - ETA: 1s - loss: 2.2478e-04 - mse: 2.2478e-04 - mape: 2333.9209 - mae: 0.010 - ETA: 1s - loss: 2.2318e-04 - mse: 2.2318e-04 - mape: 2157.9475 - mae: 0.010 - ETA: 1s - loss: 2.1848e-04 - mse: 2.1848e-04 - mape: 2009.9656 - mae: 0.010 - ETA: 0s - loss: 2.1853e-04 - mse: 2.1853e-04 - mape: 1880.2234 - mae: 0.010 - ETA: 0s - loss: 2.1761e-04 - mse: 2.1761e-04 - mape: 1768.6639 - mae: 0.010 - ETA: 0s - loss: 2.1514e-04 - mse: 2.1514e-04 - mape: 1671.9933 - mae: 0.009 - ETA: 0s - loss: 2.1766e-04 - mse: 2.1766e-04 - mape: 1582.5099 - mae: 0.009 - 5s 611us/sample - loss: 2.1752e-04 - mse: 2.1752e-04 - mape: 1563.4497 - mae: 0.0098 - val_loss: 0.0294 - val_mse: 0.0294 - val_mape: 19.2787 - val_mae: 0.1342
+Epoch 7/10
+8820/8820 [==============================] - ETA: 4s - loss: 1.1846e-04 - mse: 1.1846e-04 - mape: 197.2046 - mae: 0.00 - ETA: 4s - loss: 1.4274e-04 - mse: 1.4274e-04 - mape: 176.9453 - mae: 0.00 - ETA: 4s - loss: 1.5731e-04 - mse: 1.5731e-04 - mape: 176.8759 - mae: 0.00 - ETA: 3s - loss: 1.6113e-04 - mse: 1.6113e-04 - mape: 172.0640 - mae: 0.00 - ETA: 3s - loss: 1.6333e-04 - mse: 1.6333e-04 - mape: 179.1389 - mae: 0.00 - ETA: 3s - loss: 1.7290e-04 - mse: 1.7290e-04 - mape: 171.9305 - mae: 0.00 - ETA: 2s - loss: 1.6961e-04 - mse: 1.6961e-04 - mape: 171.0947 - mae: 0.00 - ETA: 2s - loss: 1.6937e-04 - mse: 1.6937e-04 - mape: 168.8774 - mae: 0.00 - ETA: 2s - loss: 1.7003e-04 - mse: 1.7003e-04 - mape: 166.1644 - mae: 0.00 - ETA: 2s - loss: 1.7021e-04 - mse: 1.7021e-04 - mape: 1114.7185 - mae: 0.007 - ETA: 1s - loss: 1.7426e-04 - mse: 1.7426e-04 - mape: 1028.5070 - mae: 0.007 - ETA: 1s - loss: 1.7381e-04 - mse: 1.7381e-04 - mape: 955.5480 - mae: 0.007 - ETA: 1s - loss: 1.7588e-04 - mse: 1.7588e-04 - mape: 895.7112 - mae: 0.00 - ETA: 0s - loss: 1.7804e-04 - mse: 1.7804e-04 - mape: 842.0021 - mae: 0.00 - ETA: 0s - loss: 1.7947e-04 - mse: 1.7947e-04 - mape: 795.8923 - mae: 0.00 - ETA: 0s - loss: 1.8068e-04 - mse: 1.8068e-04 - mape: 755.7898 - mae: 0.00 - ETA: 0s - loss: 1.8313e-04 - mse: 1.8313e-04 - mape: 720.7288 - mae: 0.00 - 5s 615us/sample - loss: 1.8331e-04 - mse: 1.8331e-04 - mape: 712.8000 - mae: 0.0079 - val_loss: 0.0276 - val_mse: 0.0276 - val_mape: 18.5612 - val_mae: 0.1292
+Epoch 8/10
+8820/8820 [==============================] - ETA: 4s - loss: 1.7492e-04 - mse: 1.7492e-04 - mape: 180.0446 - mae: 0.00 - ETA: 4s - loss: 1.7157e-04 - mse: 1.7157e-04 - mape: 176.0262 - mae: 0.00 - ETA: 4s - loss: 1.6847e-04 - mse: 1.6847e-04 - mape: 169.1430 - mae: 0.00 - ETA: 3s - loss: 1.7374e-04 - mse: 1.7374e-04 - mape: 158.1409 - mae: 0.00 - ETA: 3s - loss: 1.7764e-04 - mse: 1.7764e-04 - mape: 162.2552 - mae: 0.00 - ETA: 3s - loss: 1.7466e-04 - mse: 1.7466e-04 - mape: 158.9764 - mae: 0.00 - ETA: 3s - loss: 1.8287e-04 - mse: 1.8287e-04 - mape: 157.8551 - mae: 0.00 - ETA: 2s - loss: 1.8399e-04 - mse: 1.8399e-04 - mape: 1398.5435 - mae: 0.007 - ETA: 2s - loss: 1.8785e-04 - mse: 1.8785e-04 - mape: 1261.5745 - mae: 0.007 - ETA: 2s - loss: 1.8534e-04 - mse: 1.8534e-04 - mape: 1150.2698 - mae: 0.007 - ETA: 1s - loss: 1.8507e-04 - mse: 1.8507e-04 - mape: 1060.5806 - mae: 0.007 - ETA: 1s - loss: 1.8367e-04 - mse: 1.8367e-04 - mape: 985.8328 - mae: 0.007 - ETA: 1s - loss: 1.8460e-04 - mse: 1.8460e-04 - mape: 924.1437 - mae: 0.00 - ETA: 0s - loss: 1.8422e-04 - mse: 1.8422e-04 - mape: 871.7171 - mae: 0.00 - ETA: 0s - loss: 1.8456e-04 - mse: 1.8456e-04 - mape: 824.1955 - mae: 0.00 - ETA: 0s - loss: 1.8488e-04 - mse: 1.8488e-04 - mape: 782.0677 - mae: 0.00 - ETA: 0s - loss: 1.8267e-04 - mse: 1.8267e-04 - mape: 748.1206 - mae: 0.00 - 5s 609us/sample - loss: 1.8247e-04 - mse: 1.8247e-04 - mape: 741.2431 - mae: 0.0078 - val_loss: 0.0277 - val_mse: 0.0277 - val_mape: 18.6148 - val_mae: 0.1296
+Epoch 9/10
+8820/8820 [==============================] - ETA: 4s - loss: 2.0506e-04 - mse: 2.0506e-04 - mape: 175.6270 - mae: 0.00 - ETA: 5s - loss: 1.7789e-04 - mse: 1.7789e-04 - mape: 174.0484 - mae: 0.00 - ETA: 4s - loss: 1.7622e-04 - mse: 1.7622e-04 - mape: 182.1657 - mae: 0.00 - ETA: 4s - loss: 1.7303e-04 - mse: 1.7303e-04 - mape: 173.3901 - mae: 0.00 - ETA: 4s - loss: 1.7255e-04 - mse: 1.7255e-04 - mape: 166.8013 - mae: 0.00 - ETA: 3s - loss: 1.6238e-04 - mse: 1.6238e-04 - mape: 1807.9316 - mae: 0.007 - ETA: 3s - loss: 1.6230e-04 - mse: 1.6230e-04 - mape: 1570.8497 - mae: 0.007 - ETA: 2s - loss: 1.6546e-04 - mse: 1.6546e-04 - mape: 1399.7616 - mae: 0.007 - ETA: 2s - loss: 1.6760e-04 - mse: 1.6760e-04 - mape: 1266.9271 - mae: 0.007 - ETA: 2s - loss: 1.6866e-04 - mse: 1.6866e-04 - mape: 1155.0293 - mae: 0.007 - ETA: 2s - loss: 1.6991e-04 - mse: 1.6991e-04 - mape: 1067.3912 - mae: 0.007 - ETA: 1s - loss: 1.7199e-04 - mse: 1.7199e-04 - mape: 993.2709 - mae: 0.007 - ETA: 1s - loss: 1.7287e-04 - mse: 1.7287e-04 - mape: 928.0450 - mae: 0.00 - ETA: 1s - loss: 1.7590e-04 - mse: 1.7590e-04 - mape: 870.6284 - mae: 0.00 - ETA: 0s - loss: 1.7708e-04 - mse: 1.7708e-04 - mape: 823.2522 - mae: 0.00 - ETA: 0s - loss: 1.7412e-04 - mse: 1.7412e-04 - mape: 783.3234 - mae: 0.00 - ETA: 0s - loss: 1.7429e-04 - mse: 1.7429e-04 - mape: 746.5443 - mae: 0.00 - 6s 652us/sample - loss: 1.7354e-04 - mse: 1.7354e-04 - mape: 738.8563 - mae: 0.0077 - val_loss: 0.0277 - val_mse: 0.0277 - val_mape: 18.6279 - val_mae: 0.1297
+Epoch 10/10
+8820/8820 [==============================] - ETA: 5s - loss: 1.8751e-04 - mse: 1.8751e-04 - mape: 164.5406 - mae: 0.00 - ETA: 5s - loss: 1.8458e-04 - mse: 1.8458e-04 - mape: 152.7264 - mae: 0.00 - ETA: 4s - loss: 1.8029e-04 - mse: 1.8029e-04 - mape: 155.0022 - mae: 0.00 - ETA: 4s - loss: 1.7773e-04 - mse: 1.7773e-04 - mape: 155.0528 - mae: 0.00 - ETA: 3s - loss: 1.7639e-04 - mse: 1.7639e-04 - mape: 149.8121 - mae: 0.00 - ETA: 3s - loss: 1.8345e-04 - mse: 1.8345e-04 - mape: 1496.9956 - mae: 0.007 - ETA: 3s - loss: 1.7823e-04 - mse: 1.7823e-04 - mape: 1303.3292 - mae: 0.007 - ETA: 2s - loss: 1.7961e-04 - mse: 1.7961e-04 - mape: 1155.6993 - mae: 0.007 - ETA: 2s - loss: 1.7773e-04 - mse: 1.7773e-04 - mape: 1045.7168 - mae: 0.007 - ETA: 2s - loss: 1.7672e-04 - mse: 1.7672e-04 - mape: 956.8707 - mae: 0.007 - ETA: 1s - loss: 1.7292e-04 - mse: 1.7292e-04 - mape: 886.0676 - mae: 0.00 - ETA: 1s - loss: 1.7827e-04 - mse: 1.7827e-04 - mape: 823.1627 - mae: 0.00 - ETA: 1s - loss: 1.7596e-04 - mse: 1.7596e-04 - mape: 771.2252 - mae: 0.00 - ETA: 0s - loss: 1.7336e-04 - mse: 1.7336e-04 - mape: 728.2158 - mae: 0.00 - ETA: 0s - loss: 1.7574e-04 - mse: 1.7574e-04 - mape: 690.5568 - mae: 0.00 - ETA: 0s - loss: 1.7441e-04 - mse: 1.7441e-04 - mape: 657.4152 - mae: 0.00 - ETA: 0s - loss: 1.7011e-04 - mse: 1.7011e-04 - mape: 626.9980 - mae: 0.00 - 5s 605us/sample - loss: 1.6964e-04 - mse: 1.6964e-04 - mape: 620.9784 - mae: 0.0074 - val_loss: 0.0272 - val_mse: 0.0272 - val_mape: 18.4750 - val_mae: 0.1286
+
+
+
+ +
+ +
+ + + +
+

Trial complete

 +
+ +
+ +
+ +
+ + + +
+

Trial summary

 +
+ +
+ +
+ +
+ + + +
+

Hp values:

 +
+ +
+ +
+ +
+ + + +
+ |-learning_rate: 0.0001 +
+ +
+ +
+ +
+ + + +
+ |-units: 128 +
+ +
+ +
+ +
+ + + +
+ |-Score: 0.027214199152528023 +
+ +
+ +
+ +
+ + + +
+ |-Best step: 0 +
+ +
+ +
+ +
+ + +
+
Compilation Time :  0.033577919006347656
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 1:05 - loss: 0.0171 - mse: 0.0171 - mape: 101.0971 - mae: 0.06 - ETA: 40s - loss: 0.0114 - mse: 0.0114 - mape: 689.7454 - mae: 0.0572 - ETA: 30s - loss: 1.4494 - mse: 1.4494 - mape: 28097.1797 - mae: 0.729 - ETA: 25s - loss: 1.0949 - mse: 1.0949 - mape: 23300.1895 - mae: 0.589 - ETA: 22s - loss: 0.8784 - mse: 0.8784 - mape: 18679.3926 - mae: 0.481 - ETA: 19s - loss: 0.7347 - mse: 0.7347 - mape: 15584.5283 - mae: 0.410 - ETA: 17s - loss: 0.6314 - mse: 0.6314 - mape: 13446.2031 - mae: 0.359 - ETA: 15s - loss: 0.5539 - mse: 0.5539 - mape: 12127.3262 - mae: 0.324 - ETA: 13s - loss: 0.4938 - mse: 0.4938 - mape: 11165.1104 - mae: 0.298 - ETA: 11s - loss: 0.4456 - mse: 0.4456 - mape: 10269.4404 - mae: 0.276 - ETA: 9s - loss: 0.4065 - mse: 0.4065 - mape: 9436.9648 - mae: 0.2577  - ETA: 8s - loss: 0.3738 - mse: 0.3738 - mape: 12759.0342 - mae: 0.24 - ETA: 6s - loss: 0.3461 - mse: 0.3461 - mape: 11909.0566 - mae: 0.22 - ETA: 4s - loss: 0.3224 - mse: 0.3224 - mape: 11220.6191 - mae: 0.21 - ETA: 3s - loss: 0.3019 - mse: 0.3019 - mape: 10678.4404 - mae: 0.21 - ETA: 1s - loss: 0.2838 - mse: 0.2838 - mape: 10183.6152 - mae: 0.20 - ETA: 0s - loss: 0.2679 - mse: 0.2679 - mape: 9704.3906 - mae: 0.1958 - 27s 3ms/sample - loss: 0.2645 - mse: 0.2645 - mape: 9602.5215 - mae: 0.1942 - val_loss: 0.3445 - val_mse: 0.3445 - val_mape: 93.6766 - val_mae: 0.5653
+Epoch 2/10
+8820/8820 [==============================] - ETA: 20s - loss: 0.0175 - mse: 0.0175 - mape: 1272.3496 - mae: 0.07 - ETA: 19s - loss: 0.0152 - mse: 0.0152 - mape: 1496.0789 - mae: 0.07 - ETA: 18s - loss: 0.0148 - mse: 0.0148 - mape: 1864.2533 - mae: 0.07 - ETA: 16s - loss: 0.0146 - mse: 0.0146 - mape: 2125.8318 - mae: 0.08 - ETA: 15s - loss: 0.0145 - mse: 0.0145 - mape: 2317.6509 - mae: 0.08 - ETA: 14s - loss: 0.0143 - mse: 0.0143 - mape: 2305.5696 - mae: 0.08 - ETA: 12s - loss: 0.0138 - mse: 0.0138 - mape: 2277.0623 - mae: 0.08 - ETA: 11s - loss: 0.0138 - mse: 0.0138 - mape: 2200.7227 - mae: 0.08 - ETA: 10s - loss: 0.0135 - mse: 0.0135 - mape: 2153.4031 - mae: 0.08 - ETA: 8s - loss: 0.0133 - mse: 0.0133 - mape: 2146.1440 - mae: 0.0791 - ETA: 7s - loss: 0.0130 - mse: 0.0130 - mape: 2135.4316 - mae: 0.078 - ETA: 6s - loss: 0.0129 - mse: 0.0129 - mape: 2145.5503 - mae: 0.078 - ETA: 5s - loss: 0.0128 - mse: 0.0128 - mape: 2191.4277 - mae: 0.078 - ETA: 3s - loss: 0.0127 - mse: 0.0127 - mape: 2195.6912 - mae: 0.077 - ETA: 2s - loss: 0.0127 - mse: 0.0127 - mape: 9153.5225 - mae: 0.077 - ETA: 1s - loss: 0.0126 - mse: 0.0126 - mape: 8703.2949 - mae: 0.077 - ETA: 0s - loss: 0.0128 - mse: 0.0128 - mape: 8302.4990 - mae: 0.077 - 22s 3ms/sample - loss: 0.0128 - mse: 0.0128 - mape: 8214.4619 - mae: 0.0776 - val_loss: 0.3035 - val_mse: 0.3035 - val_mape: 86.9476 - val_mae: 0.5278
+Epoch 3/10
+8820/8820 [==============================] - ETA: 20s - loss: 0.0121 - mse: 0.0121 - mape: 3515.6631 - mae: 0.08 - ETA: 18s - loss: 0.0110 - mse: 0.0110 - mape: 3104.3474 - mae: 0.08 - ETA: 17s - loss: 0.0123 - mse: 0.0123 - mape: 2730.3264 - mae: 0.08 - ETA: 16s - loss: 0.0124 - mse: 0.0124 - mape: 2418.9597 - mae: 0.07 - ETA: 15s - loss: 0.0125 - mse: 0.0125 - mape: 2263.6809 - mae: 0.07 - ETA: 14s - loss: 0.0125 - mse: 0.0125 - mape: 2277.7993 - mae: 0.07 - ETA: 12s - loss: 0.0123 - mse: 0.0123 - mape: 2295.2048 - mae: 0.07 - ETA: 11s - loss: 0.0123 - mse: 0.0123 - mape: 2384.7073 - mae: 0.07 - ETA: 10s - loss: 0.0125 - mse: 0.0125 - mape: 2373.8916 - mae: 0.07 - ETA: 9s - loss: 0.0125 - mse: 0.0125 - mape: 2399.1216 - mae: 0.0790 - ETA: 7s - loss: 0.0123 - mse: 0.0123 - mape: 2389.8818 - mae: 0.078 - ETA: 6s - loss: 0.0125 - mse: 0.0125 - mape: 2340.5813 - mae: 0.078 - ETA: 5s - loss: 0.0125 - mse: 0.0125 - mape: 2319.2776 - mae: 0.078 - ETA: 4s - loss: 0.0125 - mse: 0.0125 - mape: 2303.0205 - mae: 0.078 - ETA: 2s - loss: 0.0124 - mse: 0.0124 - mape: 2305.9146 - mae: 0.078 - ETA: 1s - loss: 0.0126 - mse: 0.0126 - mape: 9914.7480 - mae: 0.078 - ETA: 0s - loss: 0.0127 - mse: 0.0127 - mape: 9461.3828 - mae: 0.079 - 23s 3ms/sample - loss: 0.0127 - mse: 0.0127 - mape: 9368.5156 - mae: 0.0793 - val_loss: 0.3001 - val_mse: 0.3001 - val_mape: 86.3689 - val_mae: 0.5246
+Epoch 4/10
+8820/8820 [==============================] - ETA: 21s - loss: 0.0128 - mse: 0.0128 - mape: 2937.5352 - mae: 0.08 - ETA: 19s - loss: 0.0129 - mse: 0.0129 - mape: 2903.2944 - mae: 0.09 - ETA: 18s - loss: 0.0127 - mse: 0.0127 - mape: 2854.3262 - mae: 0.08 - ETA: 16s - loss: 0.0125 - mse: 0.0125 - mape: 2666.6099 - mae: 0.08 - ETA: 15s - loss: 0.0125 - mse: 0.0125 - mape: 2427.1990 - mae: 0.08 - ETA: 14s - loss: 0.0128 - mse: 0.0128 - mape: 2291.5549 - mae: 0.08 - ETA: 13s - loss: 0.0130 - mse: 0.0130 - mape: 2232.0994 - mae: 0.07 - ETA: 11s - loss: 0.0127 - mse: 0.0127 - mape: 18734.1270 - mae: 0.079 - ETA: 10s - loss: 0.0129 - mse: 0.0129 - mape: 16971.5742 - mae: 0.080 - ETA: 9s - loss: 0.0127 - mse: 0.0127 - mape: 15710.9316 - mae: 0.081 - ETA: 8s - loss: 0.0129 - mse: 0.0129 - mape: 14507.7471 - mae: 0.08 - ETA: 6s - loss: 0.0131 - mse: 0.0131 - mape: 13451.5557 - mae: 0.08 - ETA: 5s - loss: 0.0130 - mse: 0.0130 - mape: 12566.0840 - mae: 0.08 - ETA: 4s - loss: 0.0130 - mse: 0.0130 - mape: 11791.3701 - mae: 0.08 - ETA: 2s - loss: 0.0131 - mse: 0.0131 - mape: 11132.0127 - mae: 0.08 - ETA: 1s - loss: 0.0129 - mse: 0.0129 - mape: 10575.2451 - mae: 0.07 - ETA: 0s - loss: 0.0128 - mse: 0.0128 - mape: 10075.6963 - mae: 0.07 - 23s 3ms/sample - loss: 0.0128 - mse: 0.0128 - mape: 9966.9268 - mae: 0.0796 - val_loss: 0.3236 - val_mse: 0.3236 - val_mape: 90.3012 - val_mae: 0.5465
+Epoch 5/10
+8820/8820 [==============================] - ETA: 20s - loss: 0.0118 - mse: 0.0118 - mape: 2282.9292 - mae: 0.07 - ETA: 19s - loss: 0.0119 - mse: 0.0119 - mape: 2101.7598 - mae: 0.07 - ETA: 18s - loss: 0.0123 - mse: 0.0123 - mape: 2268.5417 - mae: 0.07 - ETA: 17s - loss: 0.0122 - mse: 0.0122 - mape: 2225.5476 - mae: 0.07 - ETA: 15s - loss: 0.0125 - mse: 0.0125 - mape: 2282.7661 - mae: 0.07 - ETA: 14s - loss: 0.0126 - mse: 0.0126 - mape: 2338.2805 - mae: 0.07 - ETA: 13s - loss: 0.0127 - mse: 0.0127 - mape: 2330.4849 - mae: 0.07 - ETA: 11s - loss: 0.0126 - mse: 0.0126 - mape: 2357.0020 - mae: 0.07 - ETA: 10s - loss: 0.0123 - mse: 0.0123 - mape: 2372.8999 - mae: 0.07 - ETA: 9s - loss: 0.0125 - mse: 0.0125 - mape: 14619.4814 - mae: 0.07 - ETA: 7s - loss: 0.0126 - mse: 0.0126 - mape: 13464.5498 - mae: 0.07 - ETA: 6s - loss: 0.0127 - mse: 0.0127 - mape: 12552.4922 - mae: 0.07 - ETA: 5s - loss: 0.0127 - mse: 0.0127 - mape: 11760.9414 - mae: 0.07 - ETA: 4s - loss: 0.0126 - mse: 0.0126 - mape: 11077.0293 - mae: 0.07 - ETA: 2s - loss: 0.0126 - mse: 0.0126 - mape: 10483.5127 - mae: 0.07 - ETA: 1s - loss: 0.0126 - mse: 0.0126 - mape: 9949.3086 - mae: 0.0788 - ETA: 0s - loss: 0.0126 - mse: 0.0126 - mape: 9486.5107 - mae: 0.078 - 23s 3ms/sample - loss: 0.0127 - mse: 0.0127 - mape: 9387.5967 - mae: 0.0787 - val_loss: 0.3138 - val_mse: 0.3138 - val_mape: 88.6725 - val_mae: 0.5374
+Epoch 6/10
+8820/8820 [==============================] - ETA: 20s - loss: 0.0128 - mse: 0.0128 - mape: 2162.5967 - mae: 0.08 - ETA: 19s - loss: 0.0122 - mse: 0.0122 - mape: 2695.5095 - mae: 0.08 - ETA: 18s - loss: 0.0120 - mse: 0.0120 - mape: 2712.7917 - mae: 0.08 - ETA: 17s - loss: 0.0123 - mse: 0.0123 - mape: 2500.8167 - mae: 0.08 - ETA: 15s - loss: 0.0121 - mse: 0.0121 - mape: 2345.8940 - mae: 0.07 - ETA: 14s - loss: 0.0122 - mse: 0.0122 - mape: 2253.7158 - mae: 0.07 - ETA: 13s - loss: 0.0120 - mse: 0.0120 - mape: 2232.8198 - mae: 0.07 - ETA: 12s - loss: 0.0119 - mse: 0.0119 - mape: 2241.9509 - mae: 0.07 - ETA: 10s - loss: 0.0124 - mse: 0.0124 - mape: 2228.9485 - mae: 0.07 - ETA: 9s - loss: 0.0124 - mse: 0.0124 - mape: 2251.4475 - mae: 0.0785 - ETA: 8s - loss: 0.0124 - mse: 0.0124 - mape: 17835.1230 - mae: 0.07 - ETA: 6s - loss: 0.0123 - mse: 0.0123 - mape: 16549.9590 - mae: 0.07 - ETA: 5s - loss: 0.0123 - mse: 0.0123 - mape: 15410.5557 - mae: 0.07 - ETA: 4s - loss: 0.0124 - mse: 0.0124 - mape: 14434.4160 - mae: 0.07 - ETA: 2s - loss: 0.0123 - mse: 0.0123 - mape: 13591.6787 - mae: 0.07 - ETA: 1s - loss: 0.0125 - mse: 0.0125 - mape: 12858.6084 - mae: 0.07 - ETA: 0s - loss: 0.0127 - mse: 0.0127 - mape: 12264.4658 - mae: 0.07 - 23s 3ms/sample - loss: 0.0128 - mse: 0.0128 - mape: 12141.7002 - mae: 0.0786 - val_loss: 0.2903 - val_mse: 0.2903 - val_mape: 84.6610 - val_mae: 0.5151
+Epoch 7/10
+8820/8820 [==============================] - ETA: 21s - loss: 0.0136 - mse: 0.0136 - mape: 3233.1150 - mae: 0.09 - ETA: 20s - loss: 0.0129 - mse: 0.0129 - mape: 3047.9517 - mae: 0.08 - ETA: 19s - loss: 0.0124 - mse: 0.0124 - mape: 2633.4697 - mae: 0.08 - ETA: 17s - loss: 0.0130 - mse: 0.0130 - mape: 2375.4165 - mae: 0.08 - ETA: 16s - loss: 0.0128 - mse: 0.0128 - mape: 2129.7729 - mae: 0.07 - ETA: 15s - loss: 0.0126 - mse: 0.0126 - mape: 2026.5250 - mae: 0.07 - ETA: 14s - loss: 0.0126 - mse: 0.0126 - mape: 2061.6003 - mae: 0.07 - ETA: 12s - loss: 0.0126 - mse: 0.0126 - mape: 2123.6187 - mae: 0.07 - ETA: 11s - loss: 0.0128 - mse: 0.0128 - mape: 2222.8850 - mae: 0.07 - ETA: 9s - loss: 0.0129 - mse: 0.0129 - mape: 15458.4902 - mae: 0.07 - ETA: 8s - loss: 0.0131 - mse: 0.0131 - mape: 14326.0059 - mae: 0.08 - ETA: 7s - loss: 0.0130 - mse: 0.0130 - mape: 13291.7461 - mae: 0.08 - ETA: 5s - loss: 0.0129 - mse: 0.0129 - mape: 12423.8711 - mae: 0.07 - ETA: 4s - loss: 0.0130 - mse: 0.0130 - mape: 11664.5518 - mae: 0.07 - ETA: 3s - loss: 0.0130 - mse: 0.0130 - mape: 11010.4834 - mae: 0.07 - ETA: 1s - loss: 0.0130 - mse: 0.0130 - mape: 10488.5986 - mae: 0.07 - ETA: 0s - loss: 0.0128 - mse: 0.0128 - mape: 10007.0107 - mae: 0.07 - 26s 3ms/sample - loss: 0.0128 - mse: 0.0128 - mape: 9904.5645 - mae: 0.0790 - val_loss: 0.3142 - val_mse: 0.3142 - val_mape: 88.7406 - val_mae: 0.5378
+Epoch 8/10
+8820/8820 [==============================] - ETA: 23s - loss: 0.0135 - mse: 0.0135 - mape: 2314.2625 - mae: 0.08 - ETA: 21s - loss: 0.0127 - mse: 0.0127 - mape: 2845.0474 - mae: 0.08 - ETA: 19s - loss: 0.0139 - mse: 0.0139 - mape: 2553.4939 - mae: 0.08 - ETA: 17s - loss: 0.0137 - mse: 0.0137 - mape: 2398.6265 - mae: 0.08 - ETA: 16s - loss: 0.0132 - mse: 0.0132 - mape: 2331.4441 - mae: 0.08 - ETA: 15s - loss: 0.0127 - mse: 0.0127 - mape: 2352.8323 - mae: 0.07 - ETA: 13s - loss: 0.0129 - mse: 0.0129 - mape: 2388.1140 - mae: 0.08 - ETA: 12s - loss: 0.0129 - mse: 0.0129 - mape: 13654.6680 - mae: 0.080 - ETA: 11s - loss: 0.0130 - mse: 0.0130 - mape: 12392.7471 - mae: 0.080 - ETA: 9s - loss: 0.0129 - mse: 0.0129 - mape: 11345.3809 - mae: 0.079 - ETA: 8s - loss: 0.0127 - mse: 0.0127 - mape: 10552.2002 - mae: 0.07 - ETA: 7s - loss: 0.0127 - mse: 0.0127 - mape: 9835.5771 - mae: 0.0791 - ETA: 5s - loss: 0.0128 - mse: 0.0128 - mape: 9208.0000 - mae: 0.079 - ETA: 4s - loss: 0.0127 - mse: 0.0127 - mape: 8698.6006 - mae: 0.078 - ETA: 3s - loss: 0.0126 - mse: 0.0126 - mape: 8275.0723 - mae: 0.078 - ETA: 1s - loss: 0.0126 - mse: 0.0126 - mape: 7896.0713 - mae: 0.078 - ETA: 0s - loss: 0.0126 - mse: 0.0126 - mape: 7579.2627 - mae: 0.078 - 24s 3ms/sample - loss: 0.0126 - mse: 0.0126 - mape: 7506.5508 - mae: 0.0788 - val_loss: 0.3007 - val_mse: 0.3007 - val_mape: 86.4708 - val_mae: 0.5252
+Epoch 9/10
+8820/8820 [==============================] - ETA: 21s - loss: 0.0131 - mse: 0.0131 - mape: 2822.7222 - mae: 0.09 - ETA: 20s - loss: 0.0122 - mse: 0.0122 - mape: 3138.5664 - mae: 0.08 - ETA: 19s - loss: 0.0120 - mse: 0.0120 - mape: 2783.7383 - mae: 0.08 - ETA: 18s - loss: 0.0123 - mse: 0.0123 - mape: 2527.1621 - mae: 0.08 - ETA: 16s - loss: 0.0123 - mse: 0.0123 - mape: 2313.5623 - mae: 0.07 - ETA: 15s - loss: 0.0124 - mse: 0.0124 - mape: 2136.6863 - mae: 0.07 - ETA: 13s - loss: 0.0126 - mse: 0.0126 - mape: 2047.1129 - mae: 0.07 - ETA: 12s - loss: 0.0125 - mse: 0.0125 - mape: 2122.7058 - mae: 0.07 - ETA: 11s - loss: 0.0123 - mse: 0.0123 - mape: 2263.3777 - mae: 0.07 - ETA: 9s - loss: 0.0123 - mse: 0.0123 - mape: 19513.8379 - mae: 0.07 - ETA: 8s - loss: 0.0125 - mse: 0.0125 - mape: 17944.1348 - mae: 0.07 - ETA: 7s - loss: 0.0126 - mse: 0.0126 - mape: 16595.3086 - mae: 0.07 - ETA: 5s - loss: 0.0127 - mse: 0.0127 - mape: 15477.3232 - mae: 0.07 - ETA: 4s - loss: 0.0128 - mse: 0.0128 - mape: 14541.4609 - mae: 0.07 - ETA: 3s - loss: 0.0128 - mse: 0.0128 - mape: 13724.9844 - mae: 0.07 - ETA: 1s - loss: 0.0128 - mse: 0.0128 - mape: 13020.5205 - mae: 0.07 - ETA: 0s - loss: 0.0129 - mse: 0.0129 - mape: 12417.1074 - mae: 0.07 - 24s 3ms/sample - loss: 0.0128 - mse: 0.0128 - mape: 12293.3018 - mae: 0.0797 - val_loss: 0.3296 - val_mse: 0.3296 - val_mape: 91.2770 - val_mae: 0.5519
+Epoch 10/10
+8820/8820 [==============================] - ETA: 21s - loss: 0.0131 - mse: 0.0131 - mape: 1796.3748 - mae: 0.07 - ETA: 20s - loss: 0.0122 - mse: 0.0122 - mape: 1711.7389 - mae: 0.07 - ETA: 19s - loss: 0.0119 - mse: 0.0119 - mape: 1566.9996 - mae: 0.06 - ETA: 17s - loss: 0.0124 - mse: 0.0124 - mape: 1576.8578 - mae: 0.06 - ETA: 16s - loss: 0.0125 - mse: 0.0125 - mape: 1654.6051 - mae: 0.07 - ETA: 15s - loss: 0.0125 - mse: 0.0125 - mape: 1984.6392 - mae: 0.07 - ETA: 13s - loss: 0.0124 - mse: 0.0124 - mape: 2103.0510 - mae: 0.07 - ETA: 12s - loss: 0.0126 - mse: 0.0126 - mape: 2113.6221 - mae: 0.07 - ETA: 11s - loss: 0.0125 - mse: 0.0125 - mape: 2100.3931 - mae: 0.07 - ETA: 9s - loss: 0.0127 - mse: 0.0127 - mape: 2041.9797 - mae: 0.0758 - ETA: 8s - loss: 0.0127 - mse: 0.0127 - mape: 10168.5059 - mae: 0.07 - ETA: 7s - loss: 0.0127 - mse: 0.0127 - mape: 9493.4395 - mae: 0.0756 - ETA: 5s - loss: 0.0128 - mse: 0.0128 - mape: 9026.2910 - mae: 0.076 - ETA: 4s - loss: 0.0129 - mse: 0.0129 - mape: 8573.7256 - mae: 0.077 - ETA: 2s - loss: 0.0128 - mse: 0.0128 - mape: 8208.9502 - mae: 0.077 - ETA: 1s - loss: 0.0129 - mse: 0.0129 - mape: 7855.8687 - mae: 0.078 - ETA: 0s - loss: 0.0129 - mse: 0.0129 - mape: 7509.0752 - mae: 0.078 - 24s 3ms/sample - loss: 0.0128 - mse: 0.0128 - mape: 7430.3008 - mae: 0.0782 - val_loss: 0.3437 - val_mse: 0.3437 - val_mape: 93.5507 - val_mae: 0.5646
+
+
+
+ +
+ +
+ + + +
+

Trial complete

 +
+ +
+ +
+ +
+ + + +
+

Trial summary

 +
+ +
+ +
+ +
+ + + +
+

Hp values:

 +
+ +
+ +
+ +
+ + + +
+ |-learning_rate: 0.01 +
+ +
+ +
+ +
+ + + +
+ |-units: 480 +
+ +
+ +
+ +
+ + + +
+ |-Score: 0.29025989174842837 +
+ +
+ +
+ +
+ + + +
+ |-Best step: 0 +
+ +
+ +
+ +
+ + +
+
Compilation Time :  0.04045915603637695
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 1:04 - loss: 0.0176 - mse: 0.0176 - mape: 102.8666 - mae: 0.06 - ETA: 39s - loss: 0.0162 - mse: 0.0162 - mape: 97.9566 - mae: 0.0576 - ETA: 31s - loss: 0.0151 - mse: 0.0151 - mape: 125.4854 - mae: 0.056 - ETA: 26s - loss: 0.0136 - mse: 0.0136 - mape: 230.5448 - mae: 0.053 - ETA: 23s - loss: 0.0114 - mse: 0.0114 - mape: 559.0866 - mae: 0.052 - ETA: 20s - loss: 0.0115 - mse: 0.0115 - mape: 1025.4938 - mae: 0.06 - ETA: 17s - loss: 0.0101 - mse: 0.0101 - mape: 1063.5273 - mae: 0.05 - ETA: 15s - loss: 0.0094 - mse: 0.0094 - mape: 994.7583 - mae: 0.0548 - ETA: 13s - loss: 0.0090 - mse: 0.0090 - mape: 918.2401 - mae: 0.052 - ETA: 11s - loss: 0.0088 - mse: 0.0088 - mape: 841.5610 - mae: 0.051 - ETA: 10s - loss: 0.0083 - mse: 0.0083 - mape: 775.1060 - mae: 0.049 - ETA: 8s - loss: 0.0078 - mse: 0.0078 - mape: 717.8178 - mae: 0.046 - ETA: 6s - loss: 0.0072 - mse: 0.0072 - mape: 823.8604 - mae: 0.04 - ETA: 4s - loss: 0.0068 - mse: 0.0068 - mape: 778.6197 - mae: 0.04 - ETA: 3s - loss: 0.0066 - mse: 0.0066 - mape: 745.3105 - mae: 0.04 - ETA: 1s - loss: 0.0062 - mse: 0.0062 - mape: 712.5571 - mae: 0.04 - ETA: 0s - loss: 0.0059 - mse: 0.0059 - mape: 678.1943 - mae: 0.03 - 28s 3ms/sample - loss: 0.0058 - mse: 0.0058 - mape: 670.1553 - mae: 0.0382 - val_loss: 0.1014 - val_mse: 0.1014 - val_mape: 45.5131 - val_mae: 0.2895
+Epoch 2/10
+8820/8820 [==============================] - ETA: 23s - loss: 0.0018 - mse: 0.0018 - mape: 70.9883 - mae: 0.02 - ETA: 20s - loss: 0.0017 - mse: 0.0017 - mape: 124.7981 - mae: 0.019 - ETA: 18s - loss: 0.0017 - mse: 0.0017 - mape: 131.7274 - mae: 0.018 - ETA: 17s - loss: 0.0015 - mse: 0.0015 - mape: 4100.7837 - mae: 0.01 - ETA: 15s - loss: 0.0013 - mse: 0.0013 - mape: 3331.4890 - mae: 0.01 - ETA: 14s - loss: 0.0012 - mse: 0.0012 - mape: 2830.6267 - mae: 0.01 - ETA: 13s - loss: 0.0011 - mse: 0.0011 - mape: 2470.2012 - mae: 0.01 - ETA: 12s - loss: 0.0011 - mse: 0.0011 - mape: 2188.5747 - mae: 0.01 - ETA: 10s - loss: 0.0010 - mse: 0.0010 - mape: 1973.9948 - mae: 0.01 - ETA: 9s - loss: 9.7578e-04 - mse: 9.7578e-04 - mape: 1798.4226 - mae: 0.015 - ETA: 8s - loss: 9.2532e-04 - mse: 9.2532e-04 - mape: 1653.9847 - mae: 0.015 - ETA: 6s - loss: 8.7871e-04 - mse: 8.7871e-04 - mape: 1532.3876 - mae: 0.014 - ETA: 5s - loss: 8.4931e-04 - mse: 8.4931e-04 - mape: 1428.0527 - mae: 0.014 - ETA: 4s - loss: 8.2476e-04 - mse: 8.2476e-04 - mape: 1337.0006 - mae: 0.014 - ETA: 2s - loss: 7.9147e-04 - mse: 7.9147e-04 - mape: 1255.7870 - mae: 0.013 - ETA: 1s - loss: 7.6135e-04 - mse: 7.6135e-04 - mape: 1183.9839 - mae: 0.013 - ETA: 0s - loss: 7.2657e-04 - mse: 7.2657e-04 - mape: 1117.8188 - mae: 0.013 - 24s 3ms/sample - loss: 7.2181e-04 - mse: 7.2181e-04 - mape: 1104.3125 - mae: 0.0131 - val_loss: 0.0296 - val_mse: 0.0296 - val_mape: 19.5218 - val_mae: 0.1352
+Epoch 3/10
+8820/8820 [==============================] - ETA: 22s - loss: 2.7376e-04 - mse: 2.7376e-04 - mape: 68.9088 - mae: 0.00 - ETA: 20s - loss: 2.4306e-04 - mse: 2.4306e-04 - mape: 73.6770 - mae: 0.00 - ETA: 18s - loss: 2.1826e-04 - mse: 2.1826e-04 - mape: 77.2479 - mae: 0.00 - ETA: 17s - loss: 2.0271e-04 - mse: 2.0271e-04 - mape: 83.1387 - mae: 0.00 - ETA: 16s - loss: 1.9290e-04 - mse: 1.9290e-04 - mape: 92.4011 - mae: 0.00 - ETA: 14s - loss: 1.8017e-04 - mse: 1.8017e-04 - mape: 108.1698 - mae: 0.007 - ETA: 13s - loss: 1.7901e-04 - mse: 1.7901e-04 - mape: 117.0495 - mae: 0.007 - ETA: 12s - loss: 1.7724e-04 - mse: 1.7724e-04 - mape: 123.3064 - mae: 0.007 - ETA: 10s - loss: 1.6882e-04 - mse: 1.6882e-04 - mape: 124.7525 - mae: 0.007 - ETA: 9s - loss: 1.6374e-04 - mse: 1.6374e-04 - mape: 1047.9537 - mae: 0.007 - ETA: 8s - loss: 1.5886e-04 - mse: 1.5886e-04 - mape: 968.7141 - mae: 0.007 - ETA: 7s - loss: 1.5259e-04 - mse: 1.5259e-04 - mape: 903.7683 - mae: 0.00 - ETA: 5s - loss: 1.4662e-04 - mse: 1.4662e-04 - mape: 848.8975 - mae: 0.00 - ETA: 4s - loss: 1.4418e-04 - mse: 1.4418e-04 - mape: 801.5793 - mae: 0.00 - ETA: 3s - loss: 1.4118e-04 - mse: 1.4118e-04 - mape: 765.0259 - mae: 0.00 - ETA: 1s - loss: 1.3762e-04 - mse: 1.3762e-04 - mape: 728.1445 - mae: 0.00 - ETA: 0s - loss: 1.3499e-04 - mse: 1.3499e-04 - mape: 696.2485 - mae: 0.00 - 25s 3ms/sample - loss: 1.3418e-04 - mse: 1.3418e-04 - mape: 689.0943 - mae: 0.0068 - val_loss: 0.0135 - val_mse: 0.0135 - val_mape: 12.3018 - val_mae: 0.0858
+Epoch 4/10
+8820/8820 [==============================] - ETA: 25s - loss: 9.7680e-05 - mse: 9.7680e-05 - mape: 121.2979 - mae: 0.005 - ETA: 23s - loss: 1.1358e-04 - mse: 1.1358e-04 - mape: 113.5777 - mae: 0.005 - ETA: 21s - loss: 1.0316e-04 - mse: 1.0316e-04 - mape: 106.8553 - mae: 0.005 - ETA: 20s - loss: 1.0493e-04 - mse: 1.0493e-04 - mape: 102.6622 - mae: 0.005 - ETA: 18s - loss: 9.6041e-05 - mse: 9.6041e-05 - mape: 95.7048 - mae: 0.004 - ETA: 16s - loss: 9.1208e-05 - mse: 9.1208e-05 - mape: 85.4675 - mae: 0.00 - ETA: 15s - loss: 8.8364e-05 - mse: 8.8364e-05 - mape: 76.5706 - mae: 0.00 - ETA: 13s - loss: 8.7783e-05 - mse: 8.7783e-05 - mape: 70.9333 - mae: 0.00 - ETA: 12s - loss: 8.7920e-05 - mse: 8.7920e-05 - mape: 67.0820 - mae: 0.00 - ETA: 10s - loss: 8.7841e-05 - mse: 8.7841e-05 - mape: 63.7003 - mae: 0.00 - ETA: 9s - loss: 8.9115e-05 - mse: 8.9115e-05 - mape: 60.2455 - mae: 0.0044 - ETA: 7s - loss: 8.9849e-05 - mse: 8.9849e-05 - mape: 57.3759 - mae: 0.004 - ETA: 6s - loss: 8.7821e-05 - mse: 8.7821e-05 - mape: 55.2761 - mae: 0.004 - ETA: 4s - loss: 8.6815e-05 - mse: 8.6815e-05 - mape: 126.6876 - mae: 0.00 - ETA: 3s - loss: 8.7664e-05 - mse: 8.7664e-05 - mape: 120.2898 - mae: 0.00 - ETA: 1s - loss: 8.6469e-05 - mse: 8.6469e-05 - mape: 114.5021 - mae: 0.00 - ETA: 0s - loss: 8.5389e-05 - mse: 8.5389e-05 - mape: 110.2027 - mae: 0.00 - 26s 3ms/sample - loss: 8.5039e-05 - mse: 8.5039e-05 - mape: 109.2352 - mae: 0.0043 - val_loss: 0.0123 - val_mse: 0.0123 - val_mape: 12.0410 - val_mae: 0.0840
+Epoch 5/10
+8820/8820 [==============================] - ETA: 20s - loss: 5.1497e-05 - mse: 5.1497e-05 - mape: 36.6061 - mae: 0.00 - ETA: 19s - loss: 5.7174e-05 - mse: 5.7174e-05 - mape: 31.0902 - mae: 0.00 - ETA: 17s - loss: 6.3086e-05 - mse: 6.3086e-05 - mape: 29.9101 - mae: 0.00 - ETA: 17s - loss: 6.7310e-05 - mse: 6.7310e-05 - mape: 30.4793 - mae: 0.00 - ETA: 15s - loss: 6.7774e-05 - mse: 6.7774e-05 - mape: 30.3544 - mae: 0.00 - ETA: 14s - loss: 6.9234e-05 - mse: 6.9234e-05 - mape: 29.6426 - mae: 0.00 - ETA: 13s - loss: 7.0742e-05 - mse: 7.0742e-05 - mape: 29.5169 - mae: 0.00 - ETA: 12s - loss: 7.1767e-05 - mse: 7.1767e-05 - mape: 117.7017 - mae: 0.003 - ETA: 10s - loss: 7.0216e-05 - mse: 7.0216e-05 - mape: 107.3818 - mae: 0.003 - ETA: 9s - loss: 6.9608e-05 - mse: 6.9608e-05 - mape: 99.3314 - mae: 0.0039  - ETA: 8s - loss: 6.9196e-05 - mse: 6.9196e-05 - mape: 92.4898 - mae: 0.003 - ETA: 7s - loss: 6.8276e-05 - mse: 6.8276e-05 - mape: 86.8469 - mae: 0.003 - ETA: 5s - loss: 6.7178e-05 - mse: 6.7178e-05 - mape: 82.1905 - mae: 0.003 - ETA: 4s - loss: 6.6409e-05 - mse: 6.6409e-05 - mape: 78.7129 - mae: 0.003 - ETA: 2s - loss: 6.5867e-05 - mse: 6.5867e-05 - mape: 75.6182 - mae: 0.003 - ETA: 1s - loss: 6.6380e-05 - mse: 6.6380e-05 - mape: 73.3007 - mae: 0.003 - ETA: 0s - loss: 6.7257e-05 - mse: 6.7257e-05 - mape: 70.9231 - mae: 0.003 - 24s 3ms/sample - loss: 6.6801e-05 - mse: 6.6801e-05 - mape: 70.3905 - mae: 0.0037 - val_loss: 0.0091 - val_mse: 0.0091 - val_mape: 9.6821 - val_mae: 0.0680
+Epoch 6/10
+8820/8820 [==============================] - ETA: 22s - loss: 5.6383e-05 - mse: 5.6383e-05 - mape: 27.1377 - mae: 0.00 - ETA: 21s - loss: 6.4750e-05 - mse: 6.4750e-05 - mape: 26.7096 - mae: 0.00 - ETA: 19s - loss: 5.9242e-05 - mse: 5.9242e-05 - mape: 26.4566 - mae: 0.00 - ETA: 18s - loss: 6.4692e-05 - mse: 6.4692e-05 - mape: 193.2823 - mae: 0.003 - ETA: 17s - loss: 6.6559e-05 - mse: 6.6559e-05 - mape: 159.5441 - mae: 0.003 - ETA: 15s - loss: 6.6122e-05 - mse: 6.6122e-05 - mape: 136.6859 - mae: 0.003 - ETA: 14s - loss: 6.9298e-05 - mse: 6.9298e-05 - mape: 120.7920 - mae: 0.003 - ETA: 12s - loss: 7.0798e-05 - mse: 7.0797e-05 - mape: 109.4864 - mae: 0.003 - ETA: 11s - loss: 7.0573e-05 - mse: 7.0573e-05 - mape: 100.8671 - mae: 0.003 - ETA: 10s - loss: 7.0101e-05 - mse: 7.0101e-05 - mape: 94.7520 - mae: 0.003 - ETA: 8s - loss: 7.1524e-05 - mse: 7.1524e-05 - mape: 89.6736 - mae: 0.0036 - ETA: 7s - loss: 7.1069e-05 - mse: 7.1069e-05 - mape: 85.0663 - mae: 0.003 - ETA: 6s - loss: 7.0308e-05 - mse: 7.0308e-05 - mape: 81.2955 - mae: 0.003 - ETA: 4s - loss: 6.9765e-05 - mse: 6.9765e-05 - mape: 77.3509 - mae: 0.003 - ETA: 3s - loss: 7.0181e-05 - mse: 7.0181e-05 - mape: 73.7197 - mae: 0.003 - ETA: 1s - loss: 6.9612e-05 - mse: 6.9612e-05 - mape: 70.9885 - mae: 0.003 - ETA: 0s - loss: 6.9736e-05 - mse: 6.9736e-05 - mape: 68.9882 - mae: 0.003 - 26s 3ms/sample - loss: 7.0004e-05 - mse: 7.0004e-05 - mape: 68.5628 - mae: 0.0036 - val_loss: 0.0097 - val_mse: 0.0097 - val_mape: 10.2302 - val_mae: 0.0718
+Epoch 7/10
+8820/8820 [==============================] - ETA: 23s - loss: 6.0525e-05 - mse: 6.0525e-05 - mape: 25.4436 - mae: 0.00 - ETA: 21s - loss: 8.3597e-05 - mse: 8.3597e-05 - mape: 25.3859 - mae: 0.00 - ETA: 20s - loss: 7.1479e-05 - mse: 7.1479e-05 - mape: 24.8805 - mae: 0.00 - ETA: 18s - loss: 7.0005e-05 - mse: 7.0005e-05 - mape: 26.7117 - mae: 0.00 - ETA: 17s - loss: 7.6465e-05 - mse: 7.6465e-05 - mape: 245.0534 - mae: 0.003 - ETA: 15s - loss: 7.6626e-05 - mse: 7.6626e-05 - mape: 208.4081 - mae: 0.003 - ETA: 14s - loss: 7.2735e-05 - mse: 7.2735e-05 - mape: 182.2670 - mae: 0.003 - ETA: 12s - loss: 7.4092e-05 - mse: 7.4092e-05 - mape: 162.9707 - mae: 0.003 - ETA: 11s - loss: 7.1745e-05 - mse: 7.1745e-05 - mape: 149.1542 - mae: 0.003 - ETA: 9s - loss: 6.9835e-05 - mse: 6.9835e-05 - mape: 138.7638 - mae: 0.003 - ETA: 8s - loss: 7.0905e-05 - mse: 7.0905e-05 - mape: 130.0663 - mae: 0.00 - ETA: 7s - loss: 6.9160e-05 - mse: 6.9160e-05 - mape: 122.7573 - mae: 0.00 - ETA: 5s - loss: 6.7636e-05 - mse: 6.7636e-05 - mape: 117.1767 - mae: 0.00 - ETA: 4s - loss: 6.7515e-05 - mse: 6.7515e-05 - mape: 111.3158 - mae: 0.00 - ETA: 3s - loss: 6.7851e-05 - mse: 6.7851e-05 - mape: 106.2784 - mae: 0.00 - ETA: 1s - loss: 6.7164e-05 - mse: 6.7164e-05 - mape: 101.7419 - mae: 0.00 - ETA: 0s - loss: 6.7712e-05 - mse: 6.7712e-05 - mape: 98.2248 - mae: 0.0036 - 25s 3ms/sample - loss: 6.7483e-05 - mse: 6.7483e-05 - mape: 97.2874 - mae: 0.0035 - val_loss: 0.0076 - val_mse: 0.0076 - val_mape: 8.8145 - val_mae: 0.0618
+Epoch 8/10
+8820/8820 [==============================] - ETA: 22s - loss: 7.6554e-05 - mse: 7.6554e-05 - mape: 33.1157 - mae: 0.00 - ETA: 20s - loss: 8.1078e-05 - mse: 8.1078e-05 - mape: 28.1525 - mae: 0.00 - ETA: 19s - loss: 7.1707e-05 - mse: 7.1707e-05 - mape: 33.3710 - mae: 0.00 - ETA: 18s - loss: 6.9208e-05 - mse: 6.9208e-05 - mape: 34.3866 - mae: 0.00 - ETA: 16s - loss: 7.0272e-05 - mse: 7.0272e-05 - mape: 34.3446 - mae: 0.00 - ETA: 15s - loss: 6.8046e-05 - mse: 6.8046e-05 - mape: 34.6839 - mae: 0.00 - ETA: 14s - loss: 6.6200e-05 - mse: 6.6200e-05 - mape: 33.7414 - mae: 0.00 - ETA: 12s - loss: 6.7231e-05 - mse: 6.7231e-05 - mape: 33.3214 - mae: 0.00 - ETA: 11s - loss: 6.6692e-05 - mse: 6.6692e-05 - mape: 33.3958 - mae: 0.00 - ETA: 10s - loss: 6.7729e-05 - mse: 6.7729e-05 - mape: 34.1814 - mae: 0.00 - ETA: 8s - loss: 6.7915e-05 - mse: 6.7915e-05 - mape: 34.9648 - mae: 0.0036 - ETA: 7s - loss: 6.7729e-05 - mse: 6.7729e-05 - mape: 35.2665 - mae: 0.003 - ETA: 5s - loss: 6.6776e-05 - mse: 6.6776e-05 - mape: 210.6129 - mae: 0.00 - ETA: 4s - loss: 6.8329e-05 - mse: 6.8329e-05 - mape: 197.5409 - mae: 0.00 - ETA: 3s - loss: 6.6607e-05 - mse: 6.6607e-05 - mape: 187.3960 - mae: 0.00 - ETA: 1s - loss: 6.6767e-05 - mse: 6.6767e-05 - mape: 177.9822 - mae: 0.00 - ETA: 0s - loss: 6.5449e-05 - mse: 6.5449e-05 - mape: 169.0721 - mae: 0.00 - 25s 3ms/sample - loss: 6.5449e-05 - mse: 6.5449e-05 - mape: 167.1766 - mae: 0.0035 - val_loss: 0.0071 - val_mse: 0.0071 - val_mape: 8.5388 - val_mae: 0.0599
+Epoch 9/10
+8820/8820 [==============================] - ETA: 22s - loss: 4.4656e-05 - mse: 4.4656e-05 - mape: 31.7312 - mae: 0.00 - ETA: 21s - loss: 5.1158e-05 - mse: 5.1158e-05 - mape: 32.4026 - mae: 0.00 - ETA: 19s - loss: 5.7523e-05 - mse: 5.7523e-05 - mape: 34.6753 - mae: 0.00 - ETA: 18s - loss: 6.2029e-05 - mse: 6.2029e-05 - mape: 36.0408 - mae: 0.00 - ETA: 16s - loss: 5.9421e-05 - mse: 5.9421e-05 - mape: 36.8645 - mae: 0.00 - ETA: 15s - loss: 5.8951e-05 - mse: 5.8951e-05 - mape: 35.8654 - mae: 0.00 - ETA: 14s - loss: 5.5953e-05 - mse: 5.5953e-05 - mape: 34.7798 - mae: 0.00 - ETA: 12s - loss: 5.9349e-05 - mse: 5.9349e-05 - mape: 33.1129 - mae: 0.00 - ETA: 11s - loss: 5.9783e-05 - mse: 5.9783e-05 - mape: 32.0279 - mae: 0.00 - ETA: 10s - loss: 5.9010e-05 - mse: 5.9010e-05 - mape: 31.9613 - mae: 0.00 - ETA: 8s - loss: 5.8793e-05 - mse: 5.8793e-05 - mape: 31.8486 - mae: 0.0033 - ETA: 7s - loss: 5.9676e-05 - mse: 5.9676e-05 - mape: 31.6323 - mae: 0.003 - ETA: 5s - loss: 6.1884e-05 - mse: 6.1884e-05 - mape: 31.7298 - mae: 0.003 - ETA: 4s - loss: 6.1357e-05 - mse: 6.1357e-05 - mape: 31.6716 - mae: 0.003 - ETA: 3s - loss: 6.2383e-05 - mse: 6.2383e-05 - mape: 32.4106 - mae: 0.003 - ETA: 1s - loss: 6.2962e-05 - mse: 6.2962e-05 - mape: 33.0743 - mae: 0.003 - ETA: 0s - loss: 6.1822e-05 - mse: 6.1822e-05 - mape: 258.1446 - mae: 0.00 - 25s 3ms/sample - loss: 6.2257e-05 - mse: 6.2257e-05 - mape: 255.0213 - mae: 0.0034 - val_loss: 0.0059 - val_mse: 0.0059 - val_mape: 7.6728 - val_mae: 0.0535
+Epoch 10/10
+8820/8820 [==============================] - ETA: 23s - loss: 4.5127e-05 - mse: 4.5127e-05 - mape: 29.3926 - mae: 0.00 - ETA: 23s - loss: 4.8788e-05 - mse: 4.8788e-05 - mape: 32.0029 - mae: 0.00 - ETA: 20s - loss: 5.2986e-05 - mse: 5.2986e-05 - mape: 32.7032 - mae: 0.00 - ETA: 19s - loss: 4.9941e-05 - mse: 4.9941e-05 - mape: 31.5753 - mae: 0.00 - ETA: 17s - loss: 5.4764e-05 - mse: 5.4764e-05 - mape: 537.4597 - mae: 0.003 - ETA: 15s - loss: 5.4050e-05 - mse: 5.4050e-05 - mape: 452.9712 - mae: 0.003 - ETA: 14s - loss: 5.2536e-05 - mse: 5.2536e-05 - mape: 395.7318 - mae: 0.003 - ETA: 12s - loss: 5.3376e-05 - mse: 5.3376e-05 - mape: 350.7289 - mae: 0.003 - ETA: 11s - loss: 5.4959e-05 - mse: 5.4959e-05 - mape: 317.3384 - mae: 0.003 - ETA: 10s - loss: 5.2382e-05 - mse: 5.2382e-05 - mape: 291.0858 - mae: 0.003 - ETA: 8s - loss: 5.2419e-05 - mse: 5.2419e-05 - mape: 268.2252 - mae: 0.003 - ETA: 7s - loss: 5.1866e-05 - mse: 5.1866e-05 - mape: 248.7432 - mae: 0.00 - ETA: 5s - loss: 5.1908e-05 - mse: 5.1908e-05 - mape: 233.0096 - mae: 0.00 - ETA: 4s - loss: 5.3880e-05 - mse: 5.3880e-05 - mape: 219.5587 - mae: 0.00 - ETA: 3s - loss: 5.3134e-05 - mse: 5.3134e-05 - mape: 207.4426 - mae: 0.00 - ETA: 1s - loss: 5.3764e-05 - mse: 5.3764e-05 - mape: 195.9038 - mae: 0.00 - ETA: 0s - loss: 5.3553e-05 - mse: 5.3553e-05 - mape: 185.7408 - mae: 0.00 - 25s 3ms/sample - loss: 5.3413e-05 - mse: 5.3413e-05 - mape: 184.2287 - mae: 0.0033 - val_loss: 0.0066 - val_mse: 0.0066 - val_mape: 8.6833 - val_mae: 0.0601
+
+
+
+ +
+ +
+ + + +
+

Trial complete

 +
+ +
+ +
+ +
+ + + +
+

Trial summary

 +
+ +
+ +
+ +
+ + + +
+

Hp values:

 +
+ +
+ +
+ +
+ + + +
+ |-learning_rate: 0.001 +
+ +
+ +
+ +
+ + + +
+ |-units: 480 +
+ +
+ +
+ +
+ + + +
+ |-Score: 0.00591176839507356 +
+ +
+ +
+ +
+ + + +
+ |-Best step: 0 +
+ +
+ +
+ +
+ + +
+
Compilation Time :  0.05795097351074219
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 1:02 - loss: 0.0161 - mse: 0.0161 - mape: 101.4619 - mae: 0.05 - ETA: 37s - loss: 0.0154 - mse: 0.0154 - mape: 98.9569 - mae: 0.0556 - ETA: 28s - loss: 0.0149 - mse: 0.0149 - mape: 122.5338 - mae: 0.054 - ETA: 23s - loss: 0.0140 - mse: 0.0140 - mape: 5404.1143 - mae: 0.05 - ETA: 19s - loss: 0.0124 - mse: 0.0124 - mape: 4542.0620 - mae: 0.05 - ETA: 16s - loss: 0.0110 - mse: 0.0110 - mape: 4164.7271 - mae: 0.05 - ETA: 14s - loss: 0.0099 - mse: 0.0099 - mape: 3845.8433 - mae: 0.05 - ETA: 12s - loss: 0.0088 - mse: 0.0088 - mape: 3505.7056 - mae: 0.05 - ETA: 11s - loss: 0.0081 - mse: 0.0081 - mape: 3186.8867 - mae: 0.04 - ETA: 9s - loss: 0.0074 - mse: 0.0074 - mape: 2890.5815 - mae: 0.0453 - ETA: 7s - loss: 0.0067 - mse: 0.0067 - mape: 2638.6147 - mae: 0.041 - ETA: 6s - loss: 0.0063 - mse: 0.0063 - mape: 2423.9360 - mae: 0.039 - ETA: 5s - loss: 0.0058 - mse: 0.0058 - mape: 2245.8088 - mae: 0.037 - ETA: 3s - loss: 0.0055 - mse: 0.0055 - mape: 2093.3508 - mae: 0.035 - ETA: 2s - loss: 0.0052 - mse: 0.0052 - mape: 1959.8322 - mae: 0.035 - ETA: 1s - loss: 0.0049 - mse: 0.0049 - mape: 1843.5806 - mae: 0.033 - ETA: 0s - loss: 0.0046 - mse: 0.0046 - mape: 1740.7299 - mae: 0.032 - 23s 3ms/sample - loss: 0.0046 - mse: 0.0046 - mape: 1719.1797 - mae: 0.0324 - val_loss: 0.0149 - val_mse: 0.0149 - val_mape: 15.2997 - val_mae: 0.0964
+Epoch 2/10
+8820/8820 [==============================] - ETA: 15s - loss: 8.2781e-04 - mse: 8.2781e-04 - mape: 512.2922 - mae: 0.015 - ETA: 15s - loss: 6.1300e-04 - mse: 6.1300e-04 - mape: 291.0995 - mae: 0.013 - ETA: 14s - loss: 4.8949e-04 - mse: 4.8949e-04 - mape: 228.1760 - mae: 0.011 - ETA: 13s - loss: 4.7337e-04 - mse: 4.7337e-04 - mape: 214.5519 - mae: 0.011 - ETA: 12s - loss: 4.8667e-04 - mse: 4.8667e-04 - mape: 205.3698 - mae: 0.012 - ETA: 11s - loss: 4.5153e-04 - mse: 4.5153e-04 - mape: 208.2234 - mae: 0.011 - ETA: 10s - loss: 4.1691e-04 - mse: 4.1691e-04 - mape: 202.7879 - mae: 0.011 - ETA: 9s - loss: 4.0026e-04 - mse: 4.0026e-04 - mape: 213.0063 - mae: 0.011 - ETA: 8s - loss: 3.9519e-04 - mse: 3.9519e-04 - mape: 212.7889 - mae: 0.01 - ETA: 7s - loss: 3.7535e-04 - mse: 3.7535e-04 - mape: 215.9425 - mae: 0.01 - ETA: 6s - loss: 3.6291e-04 - mse: 3.6291e-04 - mape: 214.1012 - mae: 0.01 - ETA: 5s - loss: 3.5093e-04 - mse: 3.5093e-04 - mape: 214.2453 - mae: 0.01 - ETA: 4s - loss: 3.4807e-04 - mse: 3.4807e-04 - mape: 217.6651 - mae: 0.01 - ETA: 3s - loss: 3.3264e-04 - mse: 3.3264e-04 - mape: 220.4936 - mae: 0.01 - ETA: 2s - loss: 3.1752e-04 - mse: 3.1752e-04 - mape: 221.9717 - mae: 0.01 - ETA: 1s - loss: 3.0908e-04 - mse: 3.0908e-04 - mape: 224.5781 - mae: 0.00 - ETA: 0s - loss: 2.9864e-04 - mse: 2.9864e-04 - mape: 226.7842 - mae: 0.00 - 18s 2ms/sample - loss: 2.9650e-04 - mse: 2.9650e-04 - mape: 226.3973 - mae: 0.0097 - val_loss: 0.0277 - val_mse: 0.0277 - val_mape: 19.2813 - val_mae: 0.1332
+Epoch 3/10
+8820/8820 [==============================] - ETA: 15s - loss: 1.2671e-04 - mse: 1.2671e-04 - mape: 271.9348 - mae: 0.007 - ETA: 14s - loss: 1.2410e-04 - mse: 1.2410e-04 - mape: 281.6633 - mae: 0.007 - ETA: 13s - loss: 1.2415e-04 - mse: 1.2415e-04 - mape: 266.6289 - mae: 0.007 - ETA: 12s - loss: 1.2232e-04 - mse: 1.2232e-04 - mape: 252.0844 - mae: 0.006 - ETA: 11s - loss: 1.2645e-04 - mse: 1.2645e-04 - mape: 254.8993 - mae: 0.007 - ETA: 10s - loss: 1.2879e-04 - mse: 1.2879e-04 - mape: 248.1282 - mae: 0.007 - ETA: 9s - loss: 1.2379e-04 - mse: 1.2379e-04 - mape: 2470.6472 - mae: 0.006 - ETA: 8s - loss: 1.1828e-04 - mse: 1.1828e-04 - mape: 2188.9644 - mae: 0.006 - ETA: 7s - loss: 1.2079e-04 - mse: 1.2079e-04 - mape: 1976.1372 - mae: 0.006 - ETA: 6s - loss: 1.2253e-04 - mse: 1.2253e-04 - mape: 1805.6145 - mae: 0.006 - ETA: 6s - loss: 1.1978e-04 - mse: 1.1978e-04 - mape: 1666.8641 - mae: 0.006 - ETA: 5s - loss: 1.2546e-04 - mse: 1.2546e-04 - mape: 1549.6110 - mae: 0.007 - ETA: 4s - loss: 1.2309e-04 - mse: 1.2309e-04 - mape: 1449.0977 - mae: 0.006 - ETA: 3s - loss: 1.2222e-04 - mse: 1.2222e-04 - mape: 1362.3611 - mae: 0.006 - ETA: 2s - loss: 1.2209e-04 - mse: 1.2209e-04 - mape: 1287.8866 - mae: 0.006 - ETA: 1s - loss: 1.1976e-04 - mse: 1.1976e-04 - mape: 1220.3718 - mae: 0.006 - ETA: 0s - loss: 1.1859e-04 - mse: 1.1859e-04 - mape: 1158.9438 - mae: 0.006 - 17s 2ms/sample - loss: 1.1928e-04 - mse: 1.1928e-04 - mape: 1145.6168 - mae: 0.0068 - val_loss: 0.0119 - val_mse: 0.0119 - val_mape: 11.4670 - val_mae: 0.0806
+Epoch 4/10
+8820/8820 [==============================] - ETA: 15s - loss: 1.0071e-04 - mse: 1.0071e-04 - mape: 205.3893 - mae: 0.005 - ETA: 14s - loss: 8.6267e-05 - mse: 8.6267e-05 - mape: 183.9017 - mae: 0.005 - ETA: 13s - loss: 7.9973e-05 - mse: 7.9973e-05 - mape: 3893.5208 - mae: 0.00 - ETA: 12s - loss: 8.3778e-05 - mse: 8.3778e-05 - mape: 2958.7075 - mae: 0.00 - ETA: 11s - loss: 8.8194e-05 - mse: 8.8194e-05 - mape: 2397.0762 - mae: 0.00 - ETA: 10s - loss: 8.7044e-05 - mse: 8.7044e-05 - mape: 2024.1847 - mae: 0.00 - ETA: 9s - loss: 8.8477e-05 - mse: 8.8477e-05 - mape: 1764.0208 - mae: 0.0053 - ETA: 8s - loss: 8.7743e-05 - mse: 8.7743e-05 - mape: 1558.7513 - mae: 0.005 - ETA: 7s - loss: 8.7638e-05 - mse: 8.7638e-05 - mape: 1401.6851 - mae: 0.005 - ETA: 7s - loss: 8.4331e-05 - mse: 8.4331e-05 - mape: 1275.1533 - mae: 0.005 - ETA: 6s - loss: 8.5044e-05 - mse: 8.5044e-05 - mape: 1168.8977 - mae: 0.005 - ETA: 5s - loss: 8.2862e-05 - mse: 8.2862e-05 - mape: 1082.2977 - mae: 0.005 - ETA: 4s - loss: 8.2991e-05 - mse: 8.2991e-05 - mape: 1007.6312 - mae: 0.005 - ETA: 3s - loss: 8.3500e-05 - mse: 8.3500e-05 - mape: 942.9203 - mae: 0.005 - ETA: 2s - loss: 8.5697e-05 - mse: 8.5697e-05 - mape: 887.4356 - mae: 0.00 - ETA: 1s - loss: 8.6375e-05 - mse: 8.6375e-05 - mape: 838.9654 - mae: 0.00 - ETA: 0s - loss: 8.6620e-05 - mse: 8.6620e-05 - mape: 794.7394 - mae: 0.00 - 17s 2ms/sample - loss: 8.6942e-05 - mse: 8.6942e-05 - mape: 785.1526 - mae: 0.0049 - val_loss: 0.0121 - val_mse: 0.0121 - val_mape: 11.7449 - val_mae: 0.0823
+Epoch 5/10
+8820/8820 [==============================] - ETA: 15s - loss: 8.3200e-05 - mse: 8.3200e-05 - mape: 66.0309 - mae: 0.00 - ETA: 14s - loss: 7.8055e-05 - mse: 7.8055e-05 - mape: 90.7023 - mae: 0.00 - ETA: 13s - loss: 7.7713e-05 - mse: 7.7713e-05 - mape: 83.0979 - mae: 0.00 - ETA: 12s - loss: 7.9679e-05 - mse: 7.9679e-05 - mape: 76.9474 - mae: 0.00 - ETA: 11s - loss: 7.9279e-05 - mse: 7.9279e-05 - mape: 72.1110 - mae: 0.00 - ETA: 10s - loss: 7.9864e-05 - mse: 7.9864e-05 - mape: 890.8950 - mae: 0.004 - ETA: 9s - loss: 7.8820e-05 - mse: 7.8820e-05 - mape: 771.8995 - mae: 0.004 - ETA: 8s - loss: 7.7503e-05 - mse: 7.7503e-05 - mape: 682.0031 - mae: 0.00 - ETA: 7s - loss: 7.6247e-05 - mse: 7.6247e-05 - mape: 613.2318 - mae: 0.00 - ETA: 7s - loss: 7.5220e-05 - mse: 7.5220e-05 - mape: 559.3087 - mae: 0.00 - ETA: 6s - loss: 7.9429e-05 - mse: 7.9429e-05 - mape: 513.9236 - mae: 0.00 - ETA: 5s - loss: 7.9648e-05 - mse: 7.9648e-05 - mape: 474.7883 - mae: 0.00 - ETA: 4s - loss: 7.8929e-05 - mse: 7.8929e-05 - mape: 441.9048 - mae: 0.00 - ETA: 3s - loss: 8.0797e-05 - mse: 8.0797e-05 - mape: 413.4454 - mae: 0.00 - ETA: 2s - loss: 7.9714e-05 - mse: 7.9714e-05 - mape: 389.6004 - mae: 0.00 - ETA: 1s - loss: 7.9478e-05 - mse: 7.9478e-05 - mape: 369.5983 - mae: 0.00 - ETA: 0s - loss: 7.9327e-05 - mse: 7.9327e-05 - mape: 350.2617 - mae: 0.00 - 18s 2ms/sample - loss: 7.8939e-05 - mse: 7.8939e-05 - mape: 346.5052 - mae: 0.0040 - val_loss: 0.0109 - val_mse: 0.0109 - val_mape: 11.5737 - val_mae: 0.0800
+Epoch 6/10
+8820/8820 [==============================] - ETA: 16s - loss: 1.0610e-04 - mse: 1.0610e-04 - mape: 50.1760 - mae: 0.00 - ETA: 15s - loss: 9.8739e-05 - mse: 9.8739e-05 - mape: 42.4710 - mae: 0.00 - ETA: 14s - loss: 8.6352e-05 - mse: 8.6352e-05 - mape: 44.4103 - mae: 0.00 - ETA: 13s - loss: 8.6002e-05 - mse: 8.6002e-05 - mape: 43.9431 - mae: 0.00 - ETA: 12s - loss: 7.8129e-05 - mse: 7.8129e-05 - mape: 44.2499 - mae: 0.00 - ETA: 11s - loss: 7.9482e-05 - mse: 7.9482e-05 - mape: 43.4344 - mae: 0.00 - ETA: 10s - loss: 7.3896e-05 - mse: 7.3896e-05 - mape: 45.1595 - mae: 0.00 - ETA: 9s - loss: 7.3488e-05 - mse: 7.3488e-05 - mape: 588.5004 - mae: 0.00 - ETA: 8s - loss: 7.1201e-05 - mse: 7.1201e-05 - mape: 528.4685 - mae: 0.00 - ETA: 7s - loss: 7.1023e-05 - mse: 7.1023e-05 - mape: 479.7512 - mae: 0.00 - ETA: 6s - loss: 7.0912e-05 - mse: 7.0912e-05 - mape: 439.8889 - mae: 0.00 - ETA: 5s - loss: 6.8855e-05 - mse: 6.8855e-05 - mape: 407.8593 - mae: 0.00 - ETA: 4s - loss: 6.6881e-05 - mse: 6.6881e-05 - mape: 379.0074 - mae: 0.00 - ETA: 3s - loss: 6.5696e-05 - mse: 6.5696e-05 - mape: 354.6729 - mae: 0.00 - ETA: 2s - loss: 6.7104e-05 - mse: 6.7104e-05 - mape: 334.2508 - mae: 0.00 - ETA: 1s - loss: 6.7226e-05 - mse: 6.7226e-05 - mape: 314.8455 - mae: 0.00 - ETA: 0s - loss: 6.8402e-05 - mse: 6.8402e-05 - mape: 297.9607 - mae: 0.00 - 19s 2ms/sample - loss: 6.8202e-05 - mse: 6.8202e-05 - mape: 294.4603 - mae: 0.0036 - val_loss: 0.0081 - val_mse: 0.0081 - val_mape: 9.2873 - val_mae: 0.0651
+Epoch 7/10
+8820/8820 [==============================] - ETA: 19s - loss: 6.7024e-05 - mse: 6.7024e-05 - mape: 24.1037 - mae: 0.00 - ETA: 16s - loss: 5.9638e-05 - mse: 5.9638e-05 - mape: 26.0875 - mae: 0.00 - ETA: 15s - loss: 6.0130e-05 - mse: 6.0130e-05 - mape: 29.7783 - mae: 0.00 - ETA: 14s - loss: 6.1638e-05 - mse: 6.1638e-05 - mape: 29.5193 - mae: 0.00 - ETA: 13s - loss: 6.0756e-05 - mse: 6.0756e-05 - mape: 27.9206 - mae: 0.00 - ETA: 11s - loss: 6.1344e-05 - mse: 6.1344e-05 - mape: 28.9016 - mae: 0.00 - ETA: 10s - loss: 6.1263e-05 - mse: 6.1263e-05 - mape: 28.1171 - mae: 0.00 - ETA: 9s - loss: 6.0106e-05 - mse: 6.0106e-05 - mape: 28.5988 - mae: 0.0033 - ETA: 8s - loss: 6.1529e-05 - mse: 6.1529e-05 - mape: 304.8798 - mae: 0.00 - ETA: 7s - loss: 6.1389e-05 - mse: 6.1389e-05 - mape: 276.7702 - mae: 0.00 - ETA: 6s - loss: 6.1491e-05 - mse: 6.1491e-05 - mape: 253.8619 - mae: 0.00 - ETA: 5s - loss: 6.2662e-05 - mse: 6.2662e-05 - mape: 234.9253 - mae: 0.00 - ETA: 4s - loss: 6.1671e-05 - mse: 6.1671e-05 - mape: 218.4000 - mae: 0.00 - ETA: 3s - loss: 6.5579e-05 - mse: 6.5579e-05 - mape: 204.8836 - mae: 0.00 - ETA: 2s - loss: 6.4582e-05 - mse: 6.4582e-05 - mape: 193.2581 - mae: 0.00 - ETA: 1s - loss: 6.5767e-05 - mse: 6.5767e-05 - mape: 182.6793 - mae: 0.00 - ETA: 0s - loss: 6.6076e-05 - mse: 6.6076e-05 - mape: 173.1037 - mae: 0.00 - 19s 2ms/sample - loss: 6.6642e-05 - mse: 6.6642e-05 - mape: 171.2206 - mae: 0.0034 - val_loss: 0.0054 - val_mse: 0.0054 - val_mape: 7.6135 - val_mae: 0.0515
+Epoch 8/10
+8820/8820 [==============================] - ETA: 16s - loss: 1.2116e-04 - mse: 1.2116e-04 - mape: 20.6237 - mae: 0.00 - ETA: 14s - loss: 1.1768e-04 - mse: 1.1768e-04 - mape: 26.2436 - mae: 0.00 - ETA: 14s - loss: 1.2486e-04 - mse: 1.2486e-04 - mape: 28.0496 - mae: 0.00 - ETA: 13s - loss: 1.0782e-04 - mse: 1.0782e-04 - mape: 27.6571 - mae: 0.00 - ETA: 12s - loss: 1.2087e-04 - mse: 1.2087e-04 - mape: 27.0431 - mae: 0.00 - ETA: 11s - loss: 1.1581e-04 - mse: 1.1581e-04 - mape: 26.0172 - mae: 0.00 - ETA: 10s - loss: 1.1741e-04 - mse: 1.1741e-04 - mape: 26.0592 - mae: 0.00 - ETA: 9s - loss: 1.1923e-04 - mse: 1.1923e-04 - mape: 27.5120 - mae: 0.0046 - ETA: 8s - loss: 1.1443e-04 - mse: 1.1443e-04 - mape: 27.1715 - mae: 0.004 - ETA: 7s - loss: 1.1498e-04 - mse: 1.1498e-04 - mape: 27.0366 - mae: 0.004 - ETA: 6s - loss: 1.1268e-04 - mse: 1.1268e-04 - mape: 27.5595 - mae: 0.004 - ETA: 5s - loss: 1.1016e-04 - mse: 1.1016e-04 - mape: 27.5221 - mae: 0.004 - ETA: 4s - loss: 1.0972e-04 - mse: 1.0972e-04 - mape: 27.9169 - mae: 0.004 - ETA: 3s - loss: 1.0547e-04 - mse: 1.0547e-04 - mape: 27.7497 - mae: 0.004 - ETA: 2s - loss: 1.0256e-04 - mse: 1.0256e-04 - mape: 28.0987 - mae: 0.004 - ETA: 1s - loss: 1.0202e-04 - mse: 1.0202e-04 - mape: 28.2240 - mae: 0.004 - ETA: 0s - loss: 9.9825e-05 - mse: 9.9825e-05 - mape: 213.4193 - mae: 0.00 - 18s 2ms/sample - loss: 9.9719e-05 - mse: 9.9719e-05 - mape: 211.1855 - mae: 0.0042 - val_loss: 0.0089 - val_mse: 0.0089 - val_mape: 10.0781 - val_mae: 0.0704
+Epoch 9/10
+8820/8820 [==============================] - ETA: 15s - loss: 6.7356e-05 - mse: 6.7356e-05 - mape: 34.4767 - mae: 0.00 - ETA: 14s - loss: 6.9047e-05 - mse: 6.9047e-05 - mape: 39.1824 - mae: 0.00 - ETA: 14s - loss: 6.7806e-05 - mse: 6.7806e-05 - mape: 41.3121 - mae: 0.00 - ETA: 13s - loss: 6.6053e-05 - mse: 6.6053e-05 - mape: 40.0189 - mae: 0.00 - ETA: 12s - loss: 6.4911e-05 - mse: 6.4911e-05 - mape: 39.5606 - mae: 0.00 - ETA: 11s - loss: 6.2812e-05 - mse: 6.2812e-05 - mape: 40.3083 - mae: 0.00 - ETA: 10s - loss: 6.0720e-05 - mse: 6.0720e-05 - mape: 42.7302 - mae: 0.00 - ETA: 9s - loss: 5.9118e-05 - mse: 5.9118e-05 - mape: 43.8567 - mae: 0.0034 - ETA: 8s - loss: 5.9153e-05 - mse: 5.9153e-05 - mape: 485.5308 - mae: 0.00 - ETA: 7s - loss: 5.9632e-05 - mse: 5.9632e-05 - mape: 440.7241 - mae: 0.00 - ETA: 6s - loss: 6.1380e-05 - mse: 6.1380e-05 - mape: 404.6467 - mae: 0.00 - ETA: 5s - loss: 6.2237e-05 - mse: 6.2237e-05 - mape: 374.1840 - mae: 0.00 - ETA: 4s - loss: 5.9780e-05 - mse: 5.9780e-05 - mape: 348.8173 - mae: 0.00 - ETA: 3s - loss: 5.9965e-05 - mse: 5.9965e-05 - mape: 326.9465 - mae: 0.00 - ETA: 2s - loss: 6.0621e-05 - mse: 6.0621e-05 - mape: 307.7747 - mae: 0.00 - ETA: 1s - loss: 6.1184e-05 - mse: 6.1184e-05 - mape: 290.5896 - mae: 0.00 - ETA: 0s - loss: 6.0528e-05 - mse: 6.0528e-05 - mape: 275.5597 - mae: 0.00 - 18s 2ms/sample - loss: 6.0580e-05 - mse: 6.0580e-05 - mape: 272.4763 - mae: 0.0034 - val_loss: 0.0091 - val_mse: 0.0091 - val_mape: 10.8675 - val_mae: 0.0743
+Epoch 10/10
+8820/8820 [==============================] - ETA: 16s - loss: 7.4907e-05 - mse: 7.4907e-05 - mape: 29.9946 - mae: 0.00 - ETA: 14s - loss: 7.3198e-05 - mse: 7.3198e-05 - mape: 27.9632 - mae: 0.00 - ETA: 13s - loss: 8.0632e-05 - mse: 8.0632e-05 - mape: 28.0149 - mae: 0.00 - ETA: 12s - loss: 7.5603e-05 - mse: 7.5603e-05 - mape: 26.8241 - mae: 0.00 - ETA: 11s - loss: 7.3453e-05 - mse: 7.3453e-05 - mape: 27.9620 - mae: 0.00 - ETA: 10s - loss: 7.3175e-05 - mse: 7.3175e-05 - mape: 28.7183 - mae: 0.00 - ETA: 9s - loss: 7.0740e-05 - mse: 7.0740e-05 - mape: 30.0884 - mae: 0.0035 - ETA: 8s - loss: 6.9314e-05 - mse: 6.9314e-05 - mape: 30.2262 - mae: 0.003 - ETA: 8s - loss: 6.9591e-05 - mse: 6.9591e-05 - mape: 30.1226 - mae: 0.003 - ETA: 7s - loss: 6.7941e-05 - mse: 6.7941e-05 - mape: 30.8295 - mae: 0.003 - ETA: 6s - loss: 7.0530e-05 - mse: 7.0530e-05 - mape: 30.7583 - mae: 0.003 - ETA: 5s - loss: 6.9562e-05 - mse: 6.9562e-05 - mape: 30.8866 - mae: 0.003 - ETA: 4s - loss: 7.0851e-05 - mse: 7.0851e-05 - mape: 31.1767 - mae: 0.003 - ETA: 3s - loss: 7.0181e-05 - mse: 7.0181e-05 - mape: 30.4152 - mae: 0.003 - ETA: 2s - loss: 6.9358e-05 - mse: 6.9358e-05 - mape: 30.3095 - mae: 0.003 - ETA: 1s - loss: 7.2304e-05 - mse: 7.2304e-05 - mape: 228.7010 - mae: 0.00 - ETA: 0s - loss: 7.2425e-05 - mse: 7.2425e-05 - mape: 216.6699 - mae: 0.00 - 18s 2ms/sample - loss: 7.2802e-05 - mse: 7.2802e-05 - mape: 214.0686 - mae: 0.0036 - val_loss: 0.0071 - val_mse: 0.0071 - val_mape: 9.0274 - val_mae: 0.0628
+
+
+
+ +
+ +
+ + + +
+

Trial complete

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Trial summary

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Hp values:

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+ |-learning_rate: 0.001 +
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+ |-units: 384 +
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+ |-Score: 0.005404698533215085 +
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+ |-Best step: 0 +
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Compilation Time :  0.041992902755737305
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 1:00 - loss: 0.0170 - mse: 0.0170 - mape: 101.2143 - mae: 0.06 - ETA: 35s - loss: 0.0161 - mse: 0.0161 - mape: 96.1269 - mae: 0.0605 - ETA: 26s - loss: 0.0168 - mse: 0.0168 - mape: 92.5655 - mae: 0.06 - ETA: 21s - loss: 0.0165 - mse: 0.0165 - mape: 89.9236 - mae: 0.06 - ETA: 18s - loss: 0.0166 - mse: 0.0166 - mape: 88.4845 - mae: 0.06 - ETA: 15s - loss: 0.0164 - mse: 0.0164 - mape: 87.0429 - mae: 0.05 - ETA: 13s - loss: 0.0162 - mse: 0.0162 - mape: 86.7075 - mae: 0.05 - ETA: 12s - loss: 0.0160 - mse: 0.0160 - mape: 87.2197 - mae: 0.05 - ETA: 10s - loss: 0.0159 - mse: 0.0159 - mape: 89.3836 - mae: 0.05 - ETA: 9s - loss: 0.0159 - mse: 0.0159 - mape: 93.1576 - mae: 0.0587 - ETA: 7s - loss: 0.0158 - mse: 0.0158 - mape: 684.7766 - mae: 0.05 - ETA: 6s - loss: 0.0156 - mse: 0.0156 - mape: 637.5909 - mae: 0.05 - ETA: 5s - loss: 0.0156 - mse: 0.0156 - mape: 599.0481 - mae: 0.05 - ETA: 3s - loss: 0.0152 - mse: 0.0152 - mape: 568.5932 - mae: 0.05 - ETA: 2s - loss: 0.0151 - mse: 0.0151 - mape: 543.1424 - mae: 0.05 - ETA: 1s - loss: 0.0148 - mse: 0.0148 - mape: 523.4294 - mae: 0.05 - ETA: 0s - loss: 0.0147 - mse: 0.0147 - mape: 506.2341 - mae: 0.05 - 22s 2ms/sample - loss: 0.0146 - mse: 0.0146 - mape: 502.6025 - mae: 0.0553 - val_loss: 0.2879 - val_mse: 0.2879 - val_mape: 86.0160 - val_mae: 0.5178
+Epoch 2/10
+8820/8820 [==============================] - ETA: 15s - loss: 0.0110 - mse: 0.0110 - mape: 273.4397 - mae: 0.048 - ETA: 14s - loss: 0.0110 - mse: 0.0110 - mape: 353.2285 - mae: 0.049 - ETA: 13s - loss: 0.0102 - mse: 0.0102 - mape: 375.8254 - mae: 0.047 - ETA: 12s - loss: 0.0098 - mse: 0.0098 - mape: 400.0309 - mae: 0.047 - ETA: 11s - loss: 0.0097 - mse: 0.0097 - mape: 420.8905 - mae: 0.048 - ETA: 10s - loss: 0.0095 - mse: 0.0095 - mape: 5660.3491 - mae: 0.04 - ETA: 10s - loss: 0.0089 - mse: 0.0089 - mape: 4947.2764 - mae: 0.04 - ETA: 9s - loss: 0.0083 - mse: 0.0083 - mape: 4445.6655 - mae: 0.0460 - ETA: 8s - loss: 0.0078 - mse: 0.0078 - mape: 4083.1614 - mae: 0.045 - ETA: 7s - loss: 0.0074 - mse: 0.0074 - mape: 3784.0786 - mae: 0.045 - ETA: 6s - loss: 0.0070 - mse: 0.0070 - mape: 3568.7578 - mae: 0.044 - ETA: 5s - loss: 0.0065 - mse: 0.0065 - mape: 3406.5986 - mae: 0.044 - ETA: 4s - loss: 0.0062 - mse: 0.0062 - mape: 3287.4546 - mae: 0.044 - ETA: 3s - loss: 0.0060 - mse: 0.0060 - mape: 3190.1165 - mae: 0.045 - ETA: 2s - loss: 0.0058 - mse: 0.0058 - mape: 3112.8816 - mae: 0.045 - ETA: 1s - loss: 0.0056 - mse: 0.0056 - mape: 3046.4971 - mae: 0.046 - ETA: 0s - loss: 0.0054 - mse: 0.0054 - mape: 2973.3550 - mae: 0.046 - 18s 2ms/sample - loss: 0.0054 - mse: 0.0054 - mape: 2956.0823 - mae: 0.0464 - val_loss: 0.0361 - val_mse: 0.0361 - val_mape: 22.7122 - val_mae: 0.1553
+Epoch 3/10
+8820/8820 [==============================] - ETA: 16s - loss: 0.0014 - mse: 0.0014 - mape: 1148.9028 - mae: 0.03 - ETA: 15s - loss: 0.0012 - mse: 0.0012 - mape: 1151.6528 - mae: 0.03 - ETA: 14s - loss: 0.0011 - mse: 0.0011 - mape: 1188.8507 - mae: 0.03 - ETA: 13s - loss: 0.0010 - mse: 0.0010 - mape: 1101.5189 - mae: 0.02 - ETA: 12s - loss: 9.8427e-04 - mse: 9.8427e-04 - mape: 1078.4111 - mae: 0.02 - ETA: 11s - loss: 9.6292e-04 - mse: 9.6292e-04 - mape: 7462.7729 - mae: 0.02 - ETA: 10s - loss: 9.5633e-04 - mse: 9.5633e-04 - mape: 6474.3784 - mae: 0.02 - ETA: 9s - loss: 9.1837e-04 - mse: 9.1837e-04 - mape: 5737.3867 - mae: 0.0252 - ETA: 8s - loss: 9.0716e-04 - mse: 9.0716e-04 - mape: 5162.1543 - mae: 0.024 - ETA: 7s - loss: 8.7990e-04 - mse: 8.7990e-04 - mape: 4696.8037 - mae: 0.023 - ETA: 6s - loss: 8.4656e-04 - mse: 8.4656e-04 - mape: 4311.5181 - mae: 0.022 - ETA: 5s - loss: 8.0273e-04 - mse: 8.0273e-04 - mape: 3981.4768 - mae: 0.021 - ETA: 4s - loss: 7.6203e-04 - mse: 7.6203e-04 - mape: 3700.0166 - mae: 0.021 - ETA: 3s - loss: 7.2036e-04 - mse: 7.2036e-04 - mape: 3461.2957 - mae: 0.020 - ETA: 2s - loss: 6.8090e-04 - mse: 6.8090e-04 - mape: 3256.5198 - mae: 0.019 - ETA: 1s - loss: 6.5069e-04 - mse: 6.5069e-04 - mape: 3069.6960 - mae: 0.018 - ETA: 0s - loss: 6.2961e-04 - mse: 6.2961e-04 - mape: 2903.2324 - mae: 0.018 - 19s 2ms/sample - loss: 6.2513e-04 - mse: 6.2513e-04 - mape: 2868.0798 - mae: 0.0182 - val_loss: 0.0131 - val_mse: 0.0131 - val_mape: 13.1533 - val_mae: 0.0871
+Epoch 4/10
+8820/8820 [==============================] - ETA: 15s - loss: 2.2914e-04 - mse: 2.2914e-04 - mape: 164.8940 - mae: 0.007 - ETA: 17s - loss: 2.7288e-04 - mse: 2.7288e-04 - mape: 138.7463 - mae: 0.008 - ETA: 16s - loss: 2.3596e-04 - mse: 2.3596e-04 - mape: 122.0119 - mae: 0.007 - ETA: 14s - loss: 2.0976e-04 - mse: 2.0976e-04 - mape: 104.5528 - mae: 0.007 - ETA: 13s - loss: 1.9146e-04 - mse: 1.9146e-04 - mape: 95.9323 - mae: 0.006 - ETA: 12s - loss: 1.7515e-04 - mse: 1.7515e-04 - mape: 90.2825 - mae: 0.00 - ETA: 11s - loss: 1.6999e-04 - mse: 1.6999e-04 - mape: 84.8880 - mae: 0.00 - ETA: 9s - loss: 1.7377e-04 - mse: 1.7377e-04 - mape: 81.0466 - mae: 0.0066 - ETA: 8s - loss: 1.7929e-04 - mse: 1.7929e-04 - mape: 78.7231 - mae: 0.006 - ETA: 7s - loss: 1.8068e-04 - mse: 1.8068e-04 - mape: 76.5558 - mae: 0.006 - ETA: 6s - loss: 1.8424e-04 - mse: 1.8424e-04 - mape: 403.4393 - mae: 0.00 - ETA: 5s - loss: 1.8202e-04 - mse: 1.8202e-04 - mape: 374.3118 - mae: 0.00 - ETA: 4s - loss: 1.7672e-04 - mse: 1.7672e-04 - mape: 350.4283 - mae: 0.00 - ETA: 3s - loss: 1.7346e-04 - mse: 1.7346e-04 - mape: 329.7594 - mae: 0.00 - ETA: 2s - loss: 1.7199e-04 - mse: 1.7199e-04 - mape: 311.2693 - mae: 0.00 - ETA: 1s - loss: 1.6784e-04 - mse: 1.6784e-04 - mape: 296.7620 - mae: 0.00 - ETA: 0s - loss: 1.6705e-04 - mse: 1.6705e-04 - mape: 282.3148 - mae: 0.00 - 19s 2ms/sample - loss: 1.6650e-04 - mse: 1.6650e-04 - mape: 279.3023 - mae: 0.0068 - val_loss: 0.0135 - val_mse: 0.0135 - val_mape: 12.5977 - val_mae: 0.0868
+Epoch 5/10
+8820/8820 [==============================] - ETA: 16s - loss: 1.5737e-04 - mse: 1.5737e-04 - mape: 54.5768 - mae: 0.00 - ETA: 15s - loss: 1.3857e-04 - mse: 1.3857e-04 - mape: 56.0881 - mae: 0.00 - ETA: 14s - loss: 1.2136e-04 - mse: 1.2136e-04 - mape: 60.1700 - mae: 0.00 - ETA: 13s - loss: 1.1544e-04 - mse: 1.1544e-04 - mape: 935.1510 - mae: 0.005 - ETA: 12s - loss: 1.1273e-04 - mse: 1.1273e-04 - mape: 759.5322 - mae: 0.005 - ETA: 11s - loss: 1.0912e-04 - mse: 1.0912e-04 - mape: 642.5529 - mae: 0.005 - ETA: 10s - loss: 1.0702e-04 - mse: 1.0702e-04 - mape: 558.7192 - mae: 0.005 - ETA: 9s - loss: 1.0720e-04 - mse: 1.0720e-04 - mape: 496.0103 - mae: 0.005 - ETA: 8s - loss: 1.0544e-04 - mse: 1.0544e-04 - mape: 447.3216 - mae: 0.00 - ETA: 7s - loss: 1.0491e-04 - mse: 1.0491e-04 - mape: 408.0423 - mae: 0.00 - ETA: 6s - loss: 1.0312e-04 - mse: 1.0312e-04 - mape: 375.8998 - mae: 0.00 - ETA: 5s - loss: 1.0463e-04 - mse: 1.0463e-04 - mape: 351.4666 - mae: 0.00 - ETA: 4s - loss: 1.0363e-04 - mse: 1.0363e-04 - mape: 328.1162 - mae: 0.00 - ETA: 3s - loss: 1.0573e-04 - mse: 1.0573e-04 - mape: 308.2065 - mae: 0.00 - ETA: 2s - loss: 1.0770e-04 - mse: 1.0770e-04 - mape: 291.2752 - mae: 0.00 - ETA: 1s - loss: 1.0742e-04 - mse: 1.0742e-04 - mape: 276.6980 - mae: 0.00 - ETA: 0s - loss: 1.1005e-04 - mse: 1.1005e-04 - mape: 263.4095 - mae: 0.00 - 19s 2ms/sample - loss: 1.0959e-04 - mse: 1.0959e-04 - mape: 260.6723 - mae: 0.0055 - val_loss: 0.0159 - val_mse: 0.0159 - val_mape: 13.7904 - val_mae: 0.0960
+Epoch 6/10
+8820/8820 [==============================] - ETA: 19s - loss: 1.0566e-04 - mse: 1.0566e-04 - mape: 66.6871 - mae: 0.00 - ETA: 18s - loss: 9.0068e-05 - mse: 9.0068e-05 - mape: 72.0070 - mae: 0.00 - ETA: 16s - loss: 8.6793e-05 - mse: 8.6793e-05 - mape: 68.3206 - mae: 0.00 - ETA: 14s - loss: 9.0300e-05 - mse: 9.0300e-05 - mape: 68.8855 - mae: 0.00 - ETA: 13s - loss: 9.0861e-05 - mse: 9.0861e-05 - mape: 68.4664 - mae: 0.00 - ETA: 12s - loss: 9.1384e-05 - mse: 9.1384e-05 - mape: 72.1308 - mae: 0.00 - ETA: 11s - loss: 9.2431e-05 - mse: 9.2431e-05 - mape: 79.8299 - mae: 0.00 - ETA: 10s - loss: 9.0489e-05 - mse: 9.0489e-05 - mape: 810.7031 - mae: 0.004 - ETA: 8s - loss: 9.0740e-05 - mse: 9.0740e-05 - mape: 729.8234 - mae: 0.004 - ETA: 7s - loss: 9.2688e-05 - mse: 9.2688e-05 - mape: 666.2668 - mae: 0.00 - ETA: 6s - loss: 9.3613e-05 - mse: 9.3613e-05 - mape: 612.8473 - mae: 0.00 - ETA: 5s - loss: 9.6256e-05 - mse: 9.6256e-05 - mape: 568.4815 - mae: 0.00 - ETA: 4s - loss: 9.7140e-05 - mse: 9.7140e-05 - mape: 531.5543 - mae: 0.00 - ETA: 3s - loss: 9.5799e-05 - mse: 9.5799e-05 - mape: 502.3284 - mae: 0.00 - ETA: 2s - loss: 9.4385e-05 - mse: 9.4385e-05 - mape: 476.9843 - mae: 0.00 - ETA: 1s - loss: 9.4307e-05 - mse: 9.4307e-05 - mape: 453.0657 - mae: 0.00 - ETA: 0s - loss: 9.3475e-05 - mse: 9.3475e-05 - mape: 432.7607 - mae: 0.00 - 19s 2ms/sample - loss: 9.3313e-05 - mse: 9.3313e-05 - mape: 428.0919 - mae: 0.0050 - val_loss: 0.0163 - val_mse: 0.0163 - val_mape: 14.0964 - val_mae: 0.0980
+Epoch 7/10
+8820/8820 [==============================] - ETA: 17s - loss: 9.1992e-05 - mse: 9.1992e-05 - mape: 99.8103 - mae: 0.00 - ETA: 16s - loss: 9.8423e-05 - mse: 9.8423e-05 - mape: 99.7219 - mae: 0.00 - ETA: 15s - loss: 9.8014e-05 - mse: 9.8014e-05 - mape: 102.0152 - mae: 0.005 - ETA: 13s - loss: 9.7717e-05 - mse: 9.7717e-05 - mape: 98.1906 - mae: 0.005 - ETA: 12s - loss: 9.2164e-05 - mse: 9.2164e-05 - mape: 101.5732 - mae: 0.005 - ETA: 11s - loss: 9.4935e-05 - mse: 9.4935e-05 - mape: 100.6846 - mae: 0.005 - ETA: 10s - loss: 9.1073e-05 - mse: 9.1073e-05 - mape: 101.4241 - mae: 0.005 - ETA: 9s - loss: 8.6856e-05 - mse: 8.6856e-05 - mape: 105.4168 - mae: 0.005 - ETA: 8s - loss: 8.5724e-05 - mse: 8.5724e-05 - mape: 103.1001 - mae: 0.00 - ETA: 7s - loss: 8.6834e-05 - mse: 8.6834e-05 - mape: 102.2739 - mae: 0.00 - ETA: 6s - loss: 8.7650e-05 - mse: 8.7650e-05 - mape: 102.3239 - mae: 0.00 - ETA: 5s - loss: 8.5762e-05 - mse: 8.5762e-05 - mape: 102.5908 - mae: 0.00 - ETA: 4s - loss: 8.8169e-05 - mse: 8.8169e-05 - mape: 102.6971 - mae: 0.00 - ETA: 3s - loss: 8.9297e-05 - mse: 8.9297e-05 - mape: 514.7946 - mae: 0.00 - ETA: 2s - loss: 8.8128e-05 - mse: 8.8128e-05 - mape: 486.1606 - mae: 0.00 - ETA: 1s - loss: 8.8542e-05 - mse: 8.8542e-05 - mape: 460.3564 - mae: 0.00 - ETA: 0s - loss: 8.9395e-05 - mse: 8.9395e-05 - mape: 437.9978 - mae: 0.00 - 19s 2ms/sample - loss: 9.0135e-05 - mse: 9.0135e-05 - mape: 434.2795 - mae: 0.0050 - val_loss: 0.0163 - val_mse: 0.0163 - val_mape: 14.2107 - val_mae: 0.0986
+Epoch 8/10
+8820/8820 [==============================] - ETA: 16s - loss: 7.8781e-05 - mse: 7.8781e-05 - mape: 99.7459 - mae: 0.00 - ETA: 15s - loss: 6.5796e-05 - mse: 6.5796e-05 - mape: 87.7359 - mae: 0.00 - ETA: 14s - loss: 8.8177e-05 - mse: 8.8177e-05 - mape: 88.8896 - mae: 0.00 - ETA: 13s - loss: 8.8048e-05 - mse: 8.8048e-05 - mape: 89.7161 - mae: 0.00 - ETA: 12s - loss: 9.0196e-05 - mse: 9.0196e-05 - mape: 87.5673 - mae: 0.00 - ETA: 11s - loss: 8.6829e-05 - mse: 8.6829e-05 - mape: 88.7629 - mae: 0.00 - ETA: 10s - loss: 8.7267e-05 - mse: 8.7267e-05 - mape: 86.4868 - mae: 0.00 - ETA: 9s - loss: 9.1986e-05 - mse: 9.1986e-05 - mape: 86.2291 - mae: 0.0048 - ETA: 8s - loss: 9.0841e-05 - mse: 9.0841e-05 - mape: 85.8621 - mae: 0.004 - ETA: 7s - loss: 9.0388e-05 - mse: 9.0388e-05 - mape: 85.3632 - mae: 0.004 - ETA: 6s - loss: 8.9847e-05 - mse: 8.9847e-05 - mape: 86.0644 - mae: 0.004 - ETA: 5s - loss: 9.0553e-05 - mse: 9.0553e-05 - mape: 84.9385 - mae: 0.004 - ETA: 4s - loss: 9.2375e-05 - mse: 9.2375e-05 - mape: 83.2525 - mae: 0.004 - ETA: 3s - loss: 9.4710e-05 - mse: 9.4710e-05 - mape: 81.7345 - mae: 0.004 - ETA: 2s - loss: 9.5430e-05 - mse: 9.5430e-05 - mape: 81.0656 - mae: 0.004 - ETA: 1s - loss: 9.3245e-05 - mse: 9.3245e-05 - mape: 386.8224 - mae: 0.00 - ETA: 0s - loss: 9.2895e-05 - mse: 9.2895e-05 - mape: 367.2449 - mae: 0.00 - 18s 2ms/sample - loss: 9.5140e-05 - mse: 9.5140e-05 - mape: 363.2861 - mae: 0.0048 - val_loss: 0.0156 - val_mse: 0.0156 - val_mape: 13.8695 - val_mae: 0.0963
+Epoch 9/10
+8820/8820 [==============================] - ETA: 16s - loss: 1.2002e-04 - mse: 1.2002e-04 - mape: 68.7475 - mae: 0.00 - ETA: 15s - loss: 1.1326e-04 - mse: 1.1326e-04 - mape: 75.1116 - mae: 0.00 - ETA: 14s - loss: 1.0413e-04 - mse: 1.0413e-04 - mape: 66.6280 - mae: 0.00 - ETA: 13s - loss: 9.9679e-05 - mse: 9.9679e-05 - mape: 65.7703 - mae: 0.00 - ETA: 12s - loss: 9.7779e-05 - mse: 9.7779e-05 - mape: 66.4032 - mae: 0.00 - ETA: 11s - loss: 9.4265e-05 - mse: 9.4265e-05 - mape: 65.5169 - mae: 0.00 - ETA: 10s - loss: 9.8779e-05 - mse: 9.8779e-05 - mape: 713.5306 - mae: 0.004 - ETA: 9s - loss: 9.5680e-05 - mse: 9.5680e-05 - mape: 635.5148 - mae: 0.004 - ETA: 8s - loss: 9.3150e-05 - mse: 9.3150e-05 - mape: 572.0026 - mae: 0.00 - ETA: 7s - loss: 9.0197e-05 - mse: 9.0197e-05 - mape: 521.9537 - mae: 0.00 - ETA: 6s - loss: 8.9328e-05 - mse: 8.9328e-05 - mape: 480.7295 - mae: 0.00 - ETA: 5s - loss: 8.7506e-05 - mse: 8.7506e-05 - mape: 447.6026 - mae: 0.00 - ETA: 4s - loss: 8.8783e-05 - mse: 8.8783e-05 - mape: 418.3126 - mae: 0.00 - ETA: 3s - loss: 8.6764e-05 - mse: 8.6764e-05 - mape: 393.8707 - mae: 0.00 - ETA: 2s - loss: 8.6063e-05 - mse: 8.6063e-05 - mape: 372.7159 - mae: 0.00 - ETA: 1s - loss: 8.5789e-05 - mse: 8.5789e-05 - mape: 353.0708 - mae: 0.00 - ETA: 0s - loss: 8.5767e-05 - mse: 8.5767e-05 - mape: 336.1353 - mae: 0.00 - 18s 2ms/sample - loss: 8.5006e-05 - mse: 8.5006e-05 - mape: 333.1101 - mae: 0.0045 - val_loss: 0.0153 - val_mse: 0.0153 - val_mape: 13.7979 - val_mae: 0.0956
+Epoch 10/10
+8820/8820 [==============================] - ETA: 16s - loss: 6.1601e-05 - mse: 6.1601e-05 - mape: 65.9091 - mae: 0.00 - ETA: 14s - loss: 8.6032e-05 - mse: 8.6032e-05 - mape: 69.4597 - mae: 0.00 - ETA: 13s - loss: 8.1006e-05 - mse: 8.1006e-05 - mape: 69.7335 - mae: 0.00 - ETA: 12s - loss: 7.9133e-05 - mse: 7.9133e-05 - mape: 70.0915 - mae: 0.00 - ETA: 11s - loss: 8.1494e-05 - mse: 8.1494e-05 - mape: 69.8950 - mae: 0.00 - ETA: 10s - loss: 8.1223e-05 - mse: 8.1223e-05 - mape: 70.8791 - mae: 0.00 - ETA: 10s - loss: 8.1295e-05 - mse: 8.1295e-05 - mape: 70.1041 - mae: 0.00 - ETA: 9s - loss: 8.2625e-05 - mse: 8.2625e-05 - mape: 68.1238 - mae: 0.0044 - ETA: 8s - loss: 8.6642e-05 - mse: 8.6642e-05 - mape: 67.5718 - mae: 0.004 - ETA: 7s - loss: 8.6474e-05 - mse: 8.6474e-05 - mape: 498.1739 - mae: 0.00 - ETA: 6s - loss: 8.6084e-05 - mse: 8.6084e-05 - mape: 458.1923 - mae: 0.00 - ETA: 5s - loss: 8.5472e-05 - mse: 8.5472e-05 - mape: 425.7434 - mae: 0.00 - ETA: 4s - loss: 8.4652e-05 - mse: 8.4652e-05 - mape: 399.0285 - mae: 0.00 - ETA: 3s - loss: 8.5028e-05 - mse: 8.5028e-05 - mape: 374.9363 - mae: 0.00 - ETA: 2s - loss: 8.5579e-05 - mse: 8.5579e-05 - mape: 354.3884 - mae: 0.00 - ETA: 1s - loss: 8.4820e-05 - mse: 8.4820e-05 - mape: 335.5509 - mae: 0.00 - ETA: 0s - loss: 8.6300e-05 - mse: 8.6300e-05 - mape: 320.2130 - mae: 0.00 - 18s 2ms/sample - loss: 8.6267e-05 - mse: 8.6267e-05 - mape: 317.0165 - mae: 0.0045 - val_loss: 0.0132 - val_mse: 0.0132 - val_mape: 12.4376 - val_mae: 0.0866
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+ + + +
+

Trial complete

 +
+ +
+ +
+ +
+ + + +
+

Trial summary

 +
+ +
+ +
+ +
+ + + +
+

Hp values:

 +
+ +
+ +
+ +
+ + + +
+ |-learning_rate: 0.0001 +
+ +
+ +
+ +
+ + + +
+ |-units: 384 +
+ +
+ +
+ +
+ + + +
+ |-Score: 0.013106997379538965 +
+ +
+ +
+ +
+ + + +
+ |-Best step: 0 +
+ +
+ +
+ +
+ + +
+
Compilation Time :  0.04288315773010254
+Train on 8820 samples, validate on 980 samples
+Epoch 1/10
+8820/8820 [==============================] - ETA: 44s - loss: 0.0144 - mse: 0.0144 - mape: 100.6574 - mae: 0.055 - ETA: 22s - loss: 0.0158 - mse: 0.0158 - mape: 236.3392 - mae: 0.058 - ETA: 15s - loss: 0.0157 - mse: 0.0157 - mape: 187.5516 - mae: 0.058 - ETA: 11s - loss: 0.0165 - mse: 0.0165 - mape: 163.2249 - mae: 0.059 - ETA: 8s - loss: 0.0165 - mse: 0.0165 - mape: 148.1574 - mae: 0.059 - ETA: 7s - loss: 0.0163 - mse: 0.0163 - mape: 137.3463 - mae: 0.05 - ETA: 5s - loss: 0.0165 - mse: 0.0165 - mape: 130.2229 - mae: 0.05 - ETA: 4s - loss: 0.0162 - mse: 0.0162 - mape: 123.9904 - mae: 0.05 - ETA: 4s - loss: 0.0161 - mse: 0.0161 - mape: 118.9248 - mae: 0.05 - ETA: 3s - loss: 0.0162 - mse: 0.0162 - mape: 115.6667 - mae: 0.05 - ETA: 2s - loss: 0.0160 - mse: 0.0160 - mape: 112.6318 - mae: 0.05 - ETA: 2s - loss: 0.0158 - mse: 0.0158 - mape: 110.0384 - mae: 0.05 - ETA: 1s - loss: 0.0159 - mse: 0.0159 - mape: 108.0004 - mae: 0.05 - ETA: 1s - loss: 0.0159 - mse: 0.0159 - mape: 106.8127 - mae: 0.05 - ETA: 0s - loss: 0.0159 - mse: 0.0159 - mape: 105.8258 - mae: 0.05 - ETA: 0s - loss: 0.0158 - mse: 0.0158 - mape: 105.6789 - mae: 0.05 - ETA: 0s - loss: 0.0159 - mse: 0.0159 - mape: 106.1093 - mae: 0.05 - 7s 804us/sample - loss: 0.0159 - mse: 0.0159 - mape: 106.0333 - mae: 0.0580 - val_loss: 0.3751 - val_mse: 0.3751 - val_mape: 98.5513 - val_mae: 0.5921
+Epoch 2/10
+8820/8820 [==============================] - ETA: 3s - loss: 0.0143 - mse: 0.0143 - mape: 110.3527 - mae: 0.05 - ETA: 3s - loss: 0.0147 - mse: 0.0147 - mape: 2902.5120 - mae: 0.054 - ETA: 3s - loss: 0.0160 - mse: 0.0160 - mape: 1971.0616 - mae: 0.057 - ETA: 2s - loss: 0.0157 - mse: 0.0157 - mape: 1506.6938 - mae: 0.057 - ETA: 2s - loss: 0.0156 - mse: 0.0156 - mape: 1227.4855 - mae: 0.057 - ETA: 2s - loss: 0.0153 - mse: 0.0153 - mape: 1046.6600 - mae: 0.056 - ETA: 2s - loss: 0.0149 - mse: 0.0149 - mape: 915.3494 - mae: 0.055 - ETA: 1s - loss: 0.0151 - mse: 0.0151 - mape: 817.0145 - mae: 0.05 - ETA: 1s - loss: 0.0151 - mse: 0.0151 - mape: 742.9977 - mae: 0.05 - ETA: 1s - loss: 0.0151 - mse: 0.0151 - mape: 682.7911 - mae: 0.05 - ETA: 1s - loss: 0.0153 - mse: 0.0153 - mape: 636.4776 - mae: 0.05 - ETA: 1s - loss: 0.0151 - mse: 0.0151 - mape: 599.4197 - mae: 0.05 - ETA: 0s - loss: 0.0149 - mse: 0.0149 - mape: 563.2029 - mae: 0.05 - ETA: 0s - loss: 0.0149 - mse: 0.0149 - mape: 537.0934 - mae: 0.05 - ETA: 0s - loss: 0.0150 - mse: 0.0150 - mape: 514.5009 - mae: 0.05 - ETA: 0s - loss: 0.0150 - mse: 0.0150 - mape: 495.6119 - mae: 0.05 - ETA: 0s - loss: 0.0150 - mse: 0.0150 - mape: 478.1139 - mae: 0.05 - 4s 448us/sample - loss: 0.0149 - mse: 0.0149 - mape: 474.3965 - mae: 0.0553 - val_loss: 0.3514 - val_mse: 0.3514 - val_mape: 95.2021 - val_mae: 0.5726
+Epoch 3/10
+8820/8820 [==============================] - ETA: 3s - loss: 0.0157 - mse: 0.0157 - mape: 236.3795 - mae: 0.05 - ETA: 3s - loss: 0.0138 - mse: 0.0138 - mape: 237.6042 - mae: 0.05 - ETA: 3s - loss: 0.0140 - mse: 0.0140 - mape: 4948.5747 - mae: 0.054 - ETA: 2s - loss: 0.0146 - mse: 0.0146 - mape: 3774.5403 - mae: 0.056 - ETA: 2s - loss: 0.0147 - mse: 0.0147 - mape: 3074.1089 - mae: 0.056 - ETA: 2s - loss: 0.0144 - mse: 0.0144 - mape: 2608.8423 - mae: 0.055 - ETA: 2s - loss: 0.0143 - mse: 0.0143 - mape: 2285.5295 - mae: 0.054 - ETA: 2s - loss: 0.0139 - mse: 0.0139 - mape: 2037.6442 - mae: 0.054 - ETA: 1s - loss: 0.0138 - mse: 0.0138 - mape: 1852.8370 - mae: 0.054 - ETA: 1s - loss: 0.0137 - mse: 0.0137 - mape: 1707.6803 - mae: 0.054 - ETA: 1s - loss: 0.0135 - mse: 0.0135 - mape: 1591.5708 - mae: 0.054 - ETA: 1s - loss: 0.0136 - mse: 0.0136 - mape: 1486.4962 - mae: 0.054 - ETA: 0s - loss: 0.0134 - mse: 0.0134 - mape: 1405.6477 - mae: 0.054 - ETA: 0s - loss: 0.0132 - mse: 0.0132 - mape: 1336.4669 - mae: 0.054 - ETA: 0s - loss: 0.0131 - mse: 0.0131 - mape: 1275.5504 - mae: 0.053 - ETA: 0s - loss: 0.0131 - mse: 0.0131 - mape: 1228.2646 - mae: 0.053 - ETA: 0s - loss: 0.0129 - mse: 0.0129 - mape: 1182.7134 - mae: 0.053 - 4s 451us/sample - loss: 0.0128 - mse: 0.0128 - mape: 1176.3629 - mae: 0.0533 - val_loss: 0.2875 - val_mse: 0.2875 - val_mape: 85.2105 - val_mae: 0.5153
+Epoch 4/10
+8820/8820 [==============================] - ETA: 3s - loss: 0.0107 - mse: 0.0107 - mape: 555.3710 - mae: 0.05 - ETA: 3s - loss: 0.0106 - mse: 0.0106 - mape: 644.5609 - mae: 0.05 - ETA: 3s - loss: 0.0101 - mse: 0.0101 - mape: 639.0991 - mae: 0.05 - ETA: 2s - loss: 0.0101 - mse: 0.0101 - mape: 659.2282 - mae: 0.05 - ETA: 2s - loss: 0.0099 - mse: 0.0099 - mape: 661.6765 - mae: 0.05 - ETA: 2s - loss: 0.0095 - mse: 0.0095 - mape: 677.7307 - mae: 0.05 - ETA: 2s - loss: 0.0093 - mse: 0.0093 - mape: 708.1708 - mae: 0.05 - ETA: 2s - loss: 0.0091 - mse: 0.0091 - mape: 741.1805 - mae: 0.05 - ETA: 1s - loss: 0.0091 - mse: 0.0091 - mape: 748.5805 - mae: 0.05 - ETA: 1s - loss: 0.0088 - mse: 0.0088 - mape: 812.0323 - mae: 0.05 - ETA: 1s - loss: 0.0086 - mse: 0.0086 - mape: 844.4313 - mae: 0.05 - ETA: 1s - loss: 0.0083 - mse: 0.0083 - mape: 6086.8203 - mae: 0.050 - ETA: 0s - loss: 0.0082 - mse: 0.0082 - mape: 5717.0513 - mae: 0.050 - ETA: 0s - loss: 0.0081 - mse: 0.0081 - mape: 5410.1719 - mae: 0.050 - ETA: 0s - loss: 0.0079 - mse: 0.0079 - mape: 5150.9062 - mae: 0.050 - ETA: 0s - loss: 0.0078 - mse: 0.0078 - mape: 4929.7656 - mae: 0.050 - ETA: 0s - loss: 0.0077 - mse: 0.0077 - mape: 4735.8271 - mae: 0.051 - 4s 447us/sample - loss: 0.0076 - mse: 0.0076 - mape: 4694.8643 - mae: 0.0510 - val_loss: 0.1747 - val_mse: 0.1747 - val_mape: 62.6500 - val_mae: 0.3902
+Epoch 5/10
+8820/8820 [==============================] - ETA: 3s - loss: 0.0045 - mse: 0.0045 - mape: 2046.9584 - mae: 0.052 - ETA: 3s - loss: 0.0045 - mse: 0.0045 - mape: 1866.2581 - mae: 0.053 - ETA: 3s - loss: 0.0044 - mse: 0.0044 - mape: 1798.3130 - mae: 0.052 - ETA: 2s - loss: 0.0043 - mse: 0.0043 - mape: 1731.9030 - mae: 0.052 - ETA: 2s - loss: 0.0043 - mse: 0.0043 - mape: 1729.7877 - mae: 0.052 - ETA: 2s - loss: 0.0043 - mse: 0.0043 - mape: 1702.8339 - mae: 0.052 - ETA: 2s - loss: 0.0042 - mse: 0.0042 - mape: 12016.7441 - mae: 0.05 - ETA: 1s - loss: 0.0041 - mse: 0.0041 - mape: 10718.1914 - mae: 0.05 - ETA: 1s - loss: 0.0040 - mse: 0.0040 - mape: 9675.2412 - mae: 0.0515 - ETA: 1s - loss: 0.0039 - mse: 0.0039 - mape: 8851.1152 - mae: 0.051 - ETA: 1s - loss: 0.0038 - mse: 0.0038 - mape: 8176.0894 - mae: 0.050 - ETA: 1s - loss: 0.0037 - mse: 0.0037 - mape: 7601.1782 - mae: 0.049 - ETA: 0s - loss: 0.0036 - mse: 0.0036 - mape: 7107.6567 - mae: 0.048 - ETA: 0s - loss: 0.0035 - mse: 0.0035 - mape: 6675.4087 - mae: 0.048 - ETA: 0s - loss: 0.0034 - mse: 0.0034 - mape: 6315.6431 - mae: 0.047 - ETA: 0s - loss: 0.0033 - mse: 0.0033 - mape: 6017.9375 - mae: 0.046 - ETA: 0s - loss: 0.0033 - mse: 0.0033 - mape: 5730.0166 - mae: 0.045 - 4s 444us/sample - loss: 0.0032 - mse: 0.0032 - mape: 5664.6191 - mae: 0.0455 - val_loss: 0.1072 - val_mse: 0.1072 - val_mape: 45.4675 - val_mae: 0.2932
+Epoch 6/10
+8820/8820 [==============================] - ETA: 3s - loss: 0.0014 - mse: 0.0014 - mape: 953.2048 - mae: 0.02 - ETA: 3s - loss: 0.0014 - mse: 0.0014 - mape: 878.9372 - mae: 0.02 - ETA: 3s - loss: 0.0014 - mse: 0.0014 - mape: 867.1357 - mae: 0.02 - ETA: 2s - loss: 0.0014 - mse: 0.0014 - mape: 819.6829 - mae: 0.02 - ETA: 2s - loss: 0.0013 - mse: 0.0013 - mape: 797.5124 - mae: 0.02 - ETA: 2s - loss: 0.0012 - mse: 0.0012 - mape: 778.9312 - mae: 0.02 - ETA: 2s - loss: 0.0012 - mse: 0.0012 - mape: 5159.5288 - mae: 0.024 - ETA: 1s - loss: 0.0011 - mse: 0.0011 - mape: 4583.8335 - mae: 0.024 - ETA: 1s - loss: 0.0011 - mse: 0.0011 - mape: 4149.2388 - mae: 0.023 - ETA: 1s - loss: 0.0011 - mse: 0.0011 - mape: 3798.1680 - mae: 0.023 - ETA: 1s - loss: 0.0010 - mse: 0.0010 - mape: 3509.7156 - mae: 0.022 - ETA: 1s - loss: 0.0010 - mse: 0.0010 - mape: 3270.2979 - mae: 0.022 - ETA: 0s - loss: 9.9328e-04 - mse: 9.9328e-04 - mape: 3052.4482 - mae: 0.022 - ETA: 0s - loss: 9.6228e-04 - mse: 9.6228e-04 - mape: 2864.4006 - mae: 0.021 - ETA: 0s - loss: 9.4084e-04 - mse: 9.4084e-04 - mape: 2706.4612 - mae: 0.021 - ETA: 0s - loss: 9.0974e-04 - mse: 9.0974e-04 - mape: 2563.4763 - mae: 0.020 - ETA: 0s - loss: 8.8057e-04 - mse: 8.8057e-04 - mape: 2437.1348 - mae: 0.020 - 4s 439us/sample - loss: 8.7253e-04 - mse: 8.7253e-04 - mape: 2409.1558 - mae: 0.0201 - val_loss: 0.0638 - val_mse: 0.0638 - val_mape: 30.9541 - val_mae: 0.2104
+Epoch 7/10
+8820/8820 [==============================] - ETA: 3s - loss: 3.2057e-04 - mse: 3.2057e-04 - mape: 396.5215 - mae: 0.01 - ETA: 3s - loss: 3.9767e-04 - mse: 3.9767e-04 - mape: 345.0293 - mae: 0.01 - ETA: 3s - loss: 4.2917e-04 - mse: 4.2917e-04 - mape: 327.2265 - mae: 0.01 - ETA: 2s - loss: 4.0075e-04 - mse: 4.0075e-04 - mape: 321.8934 - mae: 0.01 - ETA: 2s - loss: 3.9424e-04 - mse: 3.9424e-04 - mape: 318.8727 - mae: 0.01 - ETA: 2s - loss: 3.8541e-04 - mse: 3.8541e-04 - mape: 317.3959 - mae: 0.01 - ETA: 2s - loss: 3.9070e-04 - mse: 3.9070e-04 - mape: 310.3372 - mae: 0.01 - ETA: 1s - loss: 3.8896e-04 - mse: 3.8896e-04 - mape: 300.8348 - mae: 0.01 - ETA: 1s - loss: 3.8433e-04 - mse: 3.8433e-04 - mape: 293.1383 - mae: 0.01 - ETA: 1s - loss: 3.7485e-04 - mse: 3.7485e-04 - mape: 292.3803 - mae: 0.01 - ETA: 1s - loss: 3.5582e-04 - mse: 3.5582e-04 - mape: 287.3807 - mae: 0.01 - ETA: 1s - loss: 3.4991e-04 - mse: 3.4991e-04 - mape: 278.3412 - mae: 0.01 - ETA: 0s - loss: 3.4219e-04 - mse: 3.4219e-04 - mape: 269.1635 - mae: 0.01 - ETA: 0s - loss: 3.3557e-04 - mse: 3.3557e-04 - mape: 262.7738 - mae: 0.01 - ETA: 0s - loss: 3.3453e-04 - mse: 3.3453e-04 - mape: 951.2685 - mae: 0.01 - ETA: 0s - loss: 3.2708e-04 - mse: 3.2708e-04 - mape: 903.7440 - mae: 0.01 - ETA: 0s - loss: 3.2523e-04 - mse: 3.2523e-04 - mape: 858.9547 - mae: 0.01 - 4s 437us/sample - loss: 3.2732e-04 - mse: 3.2732e-04 - mape: 849.8837 - mae: 0.0101 - val_loss: 0.0489 - val_mse: 0.0489 - val_mape: 26.0650 - val_mae: 0.1795
+Epoch 8/10
+8820/8820 [==============================] - ETA: 3s - loss: 2.5260e-04 - mse: 2.5260e-04 - mape: 149.4618 - mae: 0.00 - ETA: 3s - loss: 2.5133e-04 - mse: 2.5133e-04 - mape: 166.2691 - mae: 0.00 - ETA: 3s - loss: 2.3720e-04 - mse: 2.3720e-04 - mape: 162.0923 - mae: 0.00 - ETA: 2s - loss: 2.4200e-04 - mse: 2.4200e-04 - mape: 159.1117 - mae: 0.00 - ETA: 2s - loss: 2.4103e-04 - mse: 2.4103e-04 - mape: 161.6922 - mae: 0.00 - ETA: 2s - loss: 2.4026e-04 - mse: 2.4026e-04 - mape: 157.7631 - mae: 0.00 - ETA: 2s - loss: 2.3008e-04 - mse: 2.3008e-04 - mape: 155.2361 - mae: 0.00 - ETA: 1s - loss: 2.3448e-04 - mse: 2.3448e-04 - mape: 150.8579 - mae: 0.00 - ETA: 1s - loss: 2.3519e-04 - mse: 2.3519e-04 - mape: 1206.4076 - mae: 0.008 - ETA: 1s - loss: 2.3727e-04 - mse: 2.3727e-04 - mape: 1098.3585 - mae: 0.008 - ETA: 1s - loss: 2.3817e-04 - mse: 2.3817e-04 - mape: 1015.3135 - mae: 0.008 - ETA: 1s - loss: 2.3949e-04 - mse: 2.3949e-04 - mape: 948.2267 - mae: 0.008 - ETA: 0s - loss: 2.3869e-04 - mse: 2.3869e-04 - mape: 886.6204 - mae: 0.00 - ETA: 0s - loss: 2.3758e-04 - mse: 2.3758e-04 - mape: 832.1574 - mae: 0.00 - ETA: 0s - loss: 2.3785e-04 - mse: 2.3785e-04 - mape: 786.8718 - mae: 0.00 - ETA: 0s - loss: 2.3767e-04 - mse: 2.3767e-04 - mape: 747.8217 - mae: 0.00 - ETA: 0s - loss: 2.3540e-04 - mse: 2.3540e-04 - mape: 713.9627 - mae: 0.00 - 4s 400us/sample - loss: 2.3579e-04 - mse: 2.3579e-04 - mape: 706.3542 - mae: 0.0081 - val_loss: 0.0421 - val_mse: 0.0421 - val_mape: 23.7071 - val_mae: 0.1641
+Epoch 9/10
+8820/8820 [==============================] - ETA: 3s - loss: 2.1033e-04 - mse: 2.1033e-04 - mape: 130.1409 - mae: 0.00 - ETA: 2s - loss: 1.8021e-04 - mse: 1.8021e-04 - mape: 145.5311 - mae: 0.00 - ETA: 2s - loss: 1.8107e-04 - mse: 1.8107e-04 - mape: 141.4313 - mae: 0.00 - ETA: 2s - loss: 1.9173e-04 - mse: 1.9173e-04 - mape: 151.5856 - mae: 0.00 - ETA: 2s - loss: 2.1698e-04 - mse: 2.1698e-04 - mape: 150.7577 - mae: 0.00 - ETA: 2s - loss: 2.2217e-04 - mse: 2.2217e-04 - mape: 151.1877 - mae: 0.00 - ETA: 1s - loss: 2.1631e-04 - mse: 2.1631e-04 - mape: 148.8240 - mae: 0.00 - ETA: 1s - loss: 2.2227e-04 - mse: 2.2227e-04 - mape: 146.7549 - mae: 0.00 - ETA: 1s - loss: 2.1955e-04 - mse: 2.1955e-04 - mape: 147.9592 - mae: 0.00 - ETA: 1s - loss: 2.2356e-04 - mse: 2.2356e-04 - mape: 149.0379 - mae: 0.00 - ETA: 1s - loss: 2.2423e-04 - mse: 2.2423e-04 - mape: 148.2560 - mae: 0.00 - ETA: 0s - loss: 2.2580e-04 - mse: 2.2580e-04 - mape: 147.3427 - mae: 0.00 - ETA: 0s - loss: 2.2552e-04 - mse: 2.2552e-04 - mape: 147.2439 - mae: 0.00 - ETA: 0s - loss: 2.2401e-04 - mse: 2.2401e-04 - mape: 146.9309 - mae: 0.00 - ETA: 0s - loss: 2.2579e-04 - mse: 2.2579e-04 - mape: 149.1762 - mae: 0.00 - ETA: 0s - loss: 2.2608e-04 - mse: 2.2608e-04 - mape: 737.4646 - mae: 0.00 - ETA: 0s - loss: 2.2389e-04 - mse: 2.2389e-04 - mape: 706.0370 - mae: 0.00 - 3s 392us/sample - loss: 2.2602e-04 - mse: 2.2602e-04 - mape: 698.9688 - mae: 0.0080 - val_loss: 0.0390 - val_mse: 0.0390 - val_mape: 22.6676 - val_mae: 0.1572
+Epoch 10/10
+8820/8820 [==============================] - ETA: 3s - loss: 2.4530e-04 - mse: 2.4530e-04 - mape: 184.8779 - mae: 0.00 - ETA: 2s - loss: 2.3032e-04 - mse: 2.3032e-04 - mape: 174.1262 - mae: 0.00 - ETA: 2s - loss: 2.2503e-04 - mse: 2.2503e-04 - mape: 163.6195 - mae: 0.00 - ETA: 2s - loss: 2.2138e-04 - mse: 2.2138e-04 - mape: 159.3886 - mae: 0.00 - ETA: 2s - loss: 2.2781e-04 - mse: 2.2781e-04 - mape: 157.0009 - mae: 0.00 - ETA: 2s - loss: 2.3047e-04 - mse: 2.3047e-04 - mape: 162.1601 - mae: 0.00 - ETA: 1s - loss: 2.2459e-04 - mse: 2.2459e-04 - mape: 157.9111 - mae: 0.00 - ETA: 1s - loss: 2.3151e-04 - mse: 2.3151e-04 - mape: 157.7859 - mae: 0.00 - ETA: 1s - loss: 2.3732e-04 - mse: 2.3732e-04 - mape: 158.2602 - mae: 0.00 - ETA: 1s - loss: 2.2861e-04 - mse: 2.2861e-04 - mape: 158.1393 - mae: 0.00 - ETA: 1s - loss: 2.2776e-04 - mse: 2.2776e-04 - mape: 1054.0490 - mae: 0.008 - ETA: 1s - loss: 2.2743e-04 - mse: 2.2743e-04 - mape: 982.2227 - mae: 0.008 - ETA: 0s - loss: 2.2424e-04 - mse: 2.2424e-04 - mape: 919.3258 - mae: 0.00 - ETA: 0s - loss: 2.2386e-04 - mse: 2.2386e-04 - mape: 864.1041 - mae: 0.00 - ETA: 0s - loss: 2.2364e-04 - mse: 2.2364e-04 - mape: 817.5254 - mae: 0.00 - ETA: 0s - loss: 2.2260e-04 - mse: 2.2260e-04 - mape: 776.0146 - mae: 0.00 - ETA: 0s - loss: 2.2136e-04 - mse: 2.2136e-04 - mape: 744.7536 - mae: 0.00 - 4s 403us/sample - loss: 2.2115e-04 - mse: 2.2115e-04 - mape: 737.4871 - mae: 0.0082 - val_loss: 0.0370 - val_mse: 0.0370 - val_mape: 21.9713 - val_mae: 0.1525
+
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+
+ +
+ +
+ + + +
+

Trial complete

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+ +
+ +
+ +
+ + + +
+

Trial summary

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+ +
+ +
+ +
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+

Hp values:

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+ +
+ +
+ +
+ + + +
+ |-learning_rate: 0.0001 +
+ +
+ +
+ +
+ + + +
+ |-units: 96 +
+ +
+ +
+ +
+ + + +
+ |-Score: 0.03697220789534705 +
+ +
+ +
+ +
+ + + +
+ |-Best step: 0 +
+ +
+ +
+ +
+ + +
+
INFO:tensorflow:Oracle triggered exit
+CPU times: user 1h 54min 43s, sys: 1h 21min 21s, total: 3h 16min 5s
+Wall time: 22min 34s
+
+
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+ +
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+
In [605]:
+
+
+
# model.summary()
+random_tuner3.results_summary()
+
+ +
+
+
+ +
+
+ + +
+ +
+ + + +
+

Results summary

 +
+ +
+ +
+ +
+ + + +
+ |-Results in ./stock price prediction3_10 +
+ +
+ +
+ +
+ + + +
+ |-Showing 10 best trials +
+ +
+ +
+ +
+ + + +
+ |-Objective: Objective(name='val_loss', direction='min') Score: 0.005404698533215085 +
+ +
+ +
+ +
+ + + +
+ |-Objective: Objective(name='val_loss', direction='min') Score: 0.005898778402835739 +
+ +
+ +
+ +
+ + + +
+ |-Objective: Objective(name='val_loss', direction='min') Score: 0.00591176839507356 +
+ +
+ +
+ +
+ + + +
+ |-Objective: Objective(name='val_loss', direction='min') Score: 0.008181398133842313 +
+ +
+ +
+ +
+ + + +
+ |-Objective: Objective(name='val_loss', direction='min') Score: 0.011373264296930663 +
+ +
+ +
+ +
+ + + +
+ |-Objective: Objective(name='val_loss', direction='min') Score: 0.013106997379538965 +
+ +
+ +
+ +
+ + + +
+ |-Objective: Objective(name='val_loss', direction='min') Score: 0.020783480028716887 +
+ +
+ +
+ +
+ + + +
+ |-Objective: Objective(name='val_loss', direction='min') Score: 0.027214199152528023 +
+ +
+ +
+ +
+ + + +
+ |-Objective: Objective(name='val_loss', direction='min') Score: 0.03697220789534705 +
+ +
+ +
+ +
+ + + +
+ |-Objective: Objective(name='val_loss', direction='min') Score: 0.29025989174842837 +
+ +
+ +
+
+ +
+
+
+
In [640]:
+
+
+
x1 = ['First', 'Second', 'Third', 'Forth', 'Fifth', 'Sixth', 'Seventh', 'Eighth', 'Ninth', 'Tenth']
+mse_val_ = [0.008181398133842313, 0.005898778402835739, 0.011373264296930663, 0.020783480028716887, 0.027214199152528023,
+           0.29025989174842837, 0.00591176839507356, 0.005404698533215085, 0.013106997379538965, 0.03697220789534705]
+l_r = [0.001, 0.001, 0.01, 0.0001, 0.0001, 0.01, 0.001, 0.001, 0.0001, 0.0001]
+units_ = [320, 256, 96, 192, 128, 480, 480, 384, 384, 96]
+results_trials = {'Trials' : x1, 'MSE': mse_val_, 'Learning Rate': l_r, 'Units':units_}
+
+results_trials = pd.DataFrame(results_trials)
+results_trials = results_trials.set_index('Trials')
+results_trials
+
+ +
+
+
+ +
+
+ + +
+ +
Out[640]:
+ + + +
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
MSELearning RateUnits
Trials
First0.0081810.0010320
Second0.0058990.0010256
Third0.0113730.010096
Forth0.0207830.0001192
Fifth0.0272140.0001128
Sixth0.2902600.0100480
Seventh0.0059120.0010480
Eighth0.0054050.0010384
Ninth0.0131070.0001384
Tenth0.0369720.000196
+
+
+ +
+ +
+
+ +
+
+
+
In [644]:
+
+
+
import seaborn as sb
+
+results_trials2 = results_trials.copy()
+results_trials2 = results_trials2.drop(results_trials2.index[5])
+
+sb_plot = sb.scatterplot(x='Units', y='MSE', data=results_trials2)
+fig = sb_plot.get_figure()
+fig.savefig("Figure 6")
+
+ +
+
+
+ +
+
+ + +
+ +
+ + + + +
+ +
+ +
+ +
+
+ +
+
+
+
In [606]:
+
+
+
random_tuner3.oracle.get_best_trials(num_trials=1)[0].hyperparameters.values
+
+ +
+
+
+ +
+
+ + +
+ +
Out[606]:
+ + + + +
+
{'units': 384, 'learning_rate': 0.001}
+
+ +
+ +
+
+ +
+
+
+
In [521]:
+
+
+
random_tuner.oracle.get_best_trials(num_trials=3)[0].hyperparameters.values
+
+ +
+
+
+ +
+
+ + +
+ +
Out[521]:
+ + + + +
+
{'units': 256, 'learning_rate': 0.001}
+
+ +
+ +
+
+ +
+
+
+
In [607]:
+
+
+
best_model3_10 = random_tuner3.get_best_models()[0]
+
+ +
+
+
+ +
+
+ + +
+ +
+ + +
+
Compilation Time :  0.03692197799682617
+
+
+
+ +
+
+ +
+
+
+
In [680]:
+
+
+
# SAVING THE BEST MODEL
+
+file_name = 'best_model3_10.h5'
+best_model3_10.save(file_name)
+print("Saved model `{}` to disk".format(file_name))
+
+ +
+
+
+ +
+
+ + +
+ +
+ + +
+
Saved model `best_model3_10.h5` to disk
+
+
+
+ +
+
+ +
+
+
+
In [677]:
+
+
+
type(random_tuner3)
+
+ +
+
+
+ +
+
+ + +
+ +
Out[677]:
+ + + + +
+
kerastuner.tuners.randomsearch.RandomSearch
+
+ +
+ +
+
+ +
+
+
+
In [681]:
+
+
+
file_name3 = 'random_tuner3_10.h5'
+random_tuner3.save(file_name3)
+print("Saved model `{}` to disk".format(file_name))
+
+ +
+
+
+ +
+
+ + +
+ +
+ + +
+
+---------------------------------------------------------------------------
+TypeError                                 Traceback (most recent call last)
+<ipython-input-681-ca02c24118ce> in <module>
+      1 file_name3 = 'random_tuner3_10.h5'
+----> 2 random_tuner3.save(file_name3)
+      3 print("Saved model `{}` to disk".format(file_name))
+
+TypeError: save() takes 1 positional argument but 2 were given
+
+
+ +
+
+ +
+
+
+
In [445]:
+
+
+
# model.fit(X_train, y_train, batch_size=512, epochs = 10, validation_data = (X_test, y_test), verbose = 1)
+
+ +
+
+
+ +
+
+
+
In [385]:
+
+
+
# tuner = RandomSearch(
+#     build_model(hp_, [5, window, 1]),
+#     objective='val_accuracy',
+#     max_trials=5,
+#     executions_per_trial=3,
+#     directory='my_dir',
+#     project_name='6787_rs_tuning')
+
+ +
+
+
+ +
+
+
+
In [609]:
+
+
+
difference = []
+ratio = []
+p = best_model3_10.predict(X_test)
+for i in range(len(y_test)):
+    # pd = prediction day for i
+    pdd = p[i][0]
+    # (y_test day i / pd) - 1
+    ratio.append((y_test[i]/pdd)-1)
+    difference.append(abs(y_test[i]-pdd))
+
+ +
+
+
+ +
+
+
+
In [610]:
+
+
+
# Denormalizing the data
+import pandas as pd
+
+df = pd.read_csv("AAPL.csv")
+df['Date'] = df['Date'].to_numpy()
+df = df.set_index(pd.DatetimeIndex(df['Date']))
+df["adj close"] = df.Close
+df.drop(['Close'], 1, inplace=True)
+df.drop(['Date'], 1, inplace=True)
+df.drop(['Adj Close'], 1, inplace=True)
+
+idx = pd.isnull(df).any(1).nonzero()[0][0]
+df = df.drop(df.index[idx])
+
+ +
+
+
+ +
+
+ + +
+ +
+ + +
+
/Users/vegen/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: Series.nonzero() is deprecated and will be removed in a future version.Use Series.to_numpy().nonzero() instead
+  if sys.path[0] == '':
+
+
+
+ +
+
+ +
+
+
+
In [611]:
+
+
+
def denormalize(df, normalized_val):
+    df = df['adj close'].values.reshape(-1, 1)
+    normalized_val = normalized_val.reshape(-1, 1)
+    
+    # return df.shape, p.shape
+    min_max_scaler = MinMaxScaler()
+    a = min_max_scaler.fit_transform(df)
+    new = min_max_scaler.inverse_transform(normalized_val)
+    return new
+
+newp = denormalize(df, p)
+newy_test = denormalize(df, y_test)
+
+ +
+
+
+ +
+
+
+
In [612]:
+
+
+
import math
+
+def model_score(model, X_train, y_train, X_test, y_test):
+    trainScore = model.evaluate(X_train, y_train, verbose =0)
+    print(f"Train Score: {trainScore[0]} MSE ({math.sqrt(trainScore[0])} RMSE)")
+    testScore = model.evaluate(X_test, y_test, verbose=0)
+    print(f"Test Score: {testScore[0]} MSE ({math.sqrt(testScore[0])} RMSE)")
+    
+model_score(best_model2, X_train, y_train, X_test, y_test)
+
+ +
+
+
+ +
+
+ + +
+ +
+ + +
+
Train Score: 4.989391539526843e-05 MSE (0.007063562514430549 RMSE)
+Test Score: 0.00545389314338907 MSE (0.07385047828815376 RMSE)
+
+
+
+ +
+
+ +
+
+
+
In [613]:
+
+
+
plt.plot(newp, color='red', label='Prediction')
+plt.plot(newy_test, color='blue', label='True Value')
+plt.legend(loc='best')
+plt.show()
+
+ +
+
+
+ +
+
+ + +
+ +
+ + + + +
+ +
+ +
+ +
+
+ +
+
+
+
In [614]:
+
+
+
y_pred = best_model3_10.predict(X_train)
+
+y_pred.shape, y_train.shape
+
+ +
+
+
+ +
+
+ + +
+ +
Out[614]:
+ + + + +
+
((8820, 1), (8820,))
+
+ +
+ +
+
+ +
+
+
+
In [665]:
+
+
+
# BENCHMARK MODEL
+
+def median_forecast(data_, lag):
+    preds = np.zeros(len(data_)-lag)
+    for i in range(len(data_)-lag):
+        preds[i] = data_[i:(i+lag)].median()
+    return preds
+
+ +
+
+
+ +
+
+
+
In [666]:
+
+
+
%%time
+median_pred = median_forecast(df['adj close'], 22)
+
+ +
+
+
+ +
+
+ + +
+ +
+ + +
+
CPU times: user 1.55 s, sys: 42.6 ms, total: 1.59 s
+Wall time: 1.56 s
+
+
+
+ +
+
+ +
+
+
+
In [669]:
+
+
+
plt.figure(figsize=(15, 10))
+plt.plot(newp[-800:], color='red', label='Prediction')
+plt.plot(newy_test[-800:], color='blue', label='True Value')
+plt.plot(median_pred[-800:], color='green', label='Median Forecast (Benchmark Model)')
+plt.xlabel("Days After 2016-11-01")
+plt.ylabel('Adj. Close AAPL Price ($)')
+plt.legend(loc='best')
+plt.savefig("Figure_5")
+plt.show()
+
+ +
+
+
+ +
+
+ + +
+ +
+ + + + +
+ +
+ +
+ +
+
+ +
+
+
+
In [623]:
+
+
+
best_model3_10
+
+ +
+
+
+ +
+
+ + +
+ +
Out[623]:
+ + + + +
+
<tensorflow.python.keras.engine.sequential.Sequential at 0x1aadb53ba8>
+
+ +
+ +
+
+ +
+
+
+
In [616]:
+
+
+
accuracy_df = pd.DataFrame(best_model3_10[0].history.history)
+
+accuracy_df[['mape', 'val_mape']].plot()
+plt.title('Loss and Accuracy per Epoch for Model 2')
+plt.xlabel('EPOCH')
+plt.ylabel('loss')
+plt.show()
+
+ +
+
+
+ +
+
+ + +
+ +
+ + +
+
+---------------------------------------------------------------------------
+TypeError                                 Traceback (most recent call last)
+<ipython-input-616-cf90127a6a9a> in <module>
+----> 1 accuracy_df = pd.DataFrame(best_model3_10[0].history.history)
+      2 
+      3 accuracy_df[['mape', 'val_mape']].plot()
+      4 plt.title('Loss and Accuracy per Epoch for Model 2')
+      5 plt.xlabel('EPOCH')
+
+TypeError: 'Sequential' object is not subscriptable
+
+
+ +
+
+ +
+
+
+
In [519]:
+
+
+
accuracy_df
+
+ +
+
+
+ +
+
+ + +
+ +
Out[519]:
+ + + +
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
lossmsemapeval_lossval_mseval_mape
00.0052270.005227957.1101070.0382470.03824726.019646
10.0004000.000400936.3495480.0462700.04627027.024467
20.0001730.000173252.0941310.0230510.02305117.313416
30.0001000.000100219.8440090.0152930.01529313.401460
40.0000840.000084148.1552580.0132430.01324212.197669
50.0000850.000085156.7399600.0130010.01300112.413658
60.0000800.00008055.9951440.0086310.0086319.513412
70.0000740.00007445.5973050.0070700.0070708.420274
80.0000730.00007384.9085770.0093500.00935010.982025
90.0000840.000084168.8699190.0043650.0043657.128761
+
+
+ +
+ +
+
+ +
+
+
+
In [522]:
+
+
+
mse_by_trial = np.array([0.011356509340052702, 0.0054538926299737426, 0.006351642337228571])
+units_by_trial = np.array([96, 256, 320])
+
+ +
+
+
+ +
+
+
+
In [526]:
+
+
+
plt.xplot(units_by_trial, mse_by_trial)
+plt.xlabel("Number of Units")
+plt.ylabel("MSE")
+plt.legend(loc='best')
+plt.show()
+
+ +
+
+
+ +
+
+ + +
+ +
+ + +
+
+---------------------------------------------------------------------------
+AttributeError                            Traceback (most recent call last)
+<ipython-input-526-214e42c02494> in <module>
+----> 1 plt.xplot(units_by_trial, mse_by_trial)
+      2 plt.xlabel("Number of Units")
+      3 plt.ylabel("MSE")
+      4 plt.legend(loc='best')
+      5 plt.show()
+
+AttributeError: module 'matplotlib.pyplot' has no attribute 'xplot'
+
+
+ +
+
+ +
+
+
+
In [546]:
+
+
+
best_model2.summary()
+
+ +
+
+
+ +
+
+ + +
+ +
+ + +
+
Model: "sequential"
+_________________________________________________________________
+Layer (type)                 Output Shape              Param #   
+=================================================================
+LSTM_1 (LSTM)                (None, 22, 256)           268288    
+_________________________________________________________________
+dropout (Dropout)            (None, 22, 256)           0         
+_________________________________________________________________
+LSTM_2 (LSTM)                (None, 256)               525312    
+_________________________________________________________________
+dropout_1 (Dropout)          (None, 256)               0         
+_________________________________________________________________
+flatten (Flatten)            (None, 256)               0         
+_________________________________________________________________
+Dense_1 (Dense)              (None, 32)                8224      
+_________________________________________________________________
+Dense_2 (Dense)              (None, 1)                 33        
+=================================================================
+Total params: 801,857
+Trainable params: 801,857
+Non-trainable params: 0
+_________________________________________________________________
+
+
+
+ +
+
+ +
+
+
+
In [ ]:
+
+
+
 
+
+ +
+
+
+ +
+
+
+
In [ ]:
+
+
+
 
+
+ +
+
+
+ +
+
+
+
In [656]:
+
+
+
#Plot PACF:
+
+plt.subplot(122)
+plt.plot(lag_pacf)
+plt.axhline(y=0,linestyle='--',color='gray')
+plt.axhline(y=-1.96/np.sqrt(len(ts_log_diff)),linestyle='--',color='gray')
+plt.axhline(y=1.96/np.sqrt(len(ts_log_diff)),linestyle='--',color='gray')
+plt.title('Partial Autocorrelation Function')
+plt.tight_layout()
+
+# p = 1
+
+ +
+
+
+ +
+
+ + +
+ +
+ + + + +
+ +
+ +
+ +
+
+ +
+
+
+
In [655]:
+
+
+
#Plot ACF: 
+
+plt.subplot(121) 
+plt.plot(lag_acf)
+plt.axhline(y=0,linestyle='--',color='gray')
+plt.axhline(y=-1.96/np.sqrt(len(ts_log_diff)),linestyle='--',color='gray')
+plt.axhline(y=1.96/np.sqrt(len(ts_log_diff)),linestyle='--',color='gray')
+plt.title('Autocorrelation Function')
+
+# q = 1
+
+ +
+
+
+ +
+
+ + +
+ +
Out[655]:
+ + + + +
+
Text(0.5, 1.0, 'Autocorrelation Function')
+
+ +
+ +
+ +
+ + + + +
+ +
+ +
+ +
+
+ +
+
+
+
In [ ]:
+
+
+
 
+
+ +
+
+
+ +
+
+
+
In [675]:
+
+
+
plt.figure(figsize=(15, 10))
+plt.plot(newp[-800:], color='red', label='Prediction')
+plt.plot(newy_test[-800:], color='blue', label='True Value')
+plt.plot(median_pred[-800:], color='green', label = 'Median Forecast (BENCHMARK)')
+plt.xlabel("Days after 2016-11-01", size=20)
+plt.ylabel("Adj. Close AAPL Price ($)", size=20)
+plt.legend(loc='best')
+plt.savefig("Figure_5.png")
+plt.show()
+
+ +
+
+
+ +
+
+ + +
+ +
+ + + + +
+ +
+ +
+ +
+
+ +
+
+
+
In [660]:
+
+
+
from statsmodels.tsa.arima_model import ARIMA
+
+# AR model
+model_AR = ARIMA(ts_log, order=(1, 1, 0))  
+results_AR = model_AR.fit(disp=-1)  
+
+plt.plot(ts_log_diff)
+plt.plot(results_AR.fittedvalues, color='red')
+plt.title('RSS: %.4f'% sum((results_AR.fittedvalues-ts_log_diff)**2))
+
+ +
+
+
+ +
+
+ + +
+ +
+ + +
+
/Users/vegen/anaconda3/lib/python3.7/site-packages/statsmodels/tsa/base/tsa_model.py:219: ValueWarning: A date index has been provided, but it has no associated frequency information and so will be ignored when e.g. forecasting.
+  ' ignored when e.g. forecasting.', ValueWarning)
+/Users/vegen/anaconda3/lib/python3.7/site-packages/statsmodels/tsa/base/tsa_model.py:219: ValueWarning: A date index has been provided, but it has no associated frequency information and so will be ignored when e.g. forecasting.
+  ' ignored when e.g. forecasting.', ValueWarning)
+
+
+
+ +
+ +
Out[660]:
+ + + + +
+
Text(0.5, 1.0, 'RSS: 8.3238')
+
+ +
+ +
+ +
+ + + + +
+ +
+ +
+ +
+
+ +
+
+
+ + + + + +