In [ ]:
plt.scatter(y_train_pred, train_residuals)
plt.xlabel("Predicted Price")
plt.ylabel("Residual")
plt.title("Residual Plot")
Out[ ]:
Text(0.5, 1.0, 'Residual Plot')
from google.colab import drive
drive.mount('/content/drive')
Mounted at /content/drive
import matplotlib
import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
from keras.callbacks import ModelCheckpoint
from keras.models import Sequential
from keras.layers import Dense, Activation, Flatten
from sklearn.metrics import mean_absolute_error
import seaborn as sb
import warnings
from sklearn.metrics import mean_absolute_percentage_error
from sklearn.metrics import mean_squared_error
from sklearn.metrics import r2_score
matplotlib.style.use('ggplot')
np.random.seed(42)
train_df = pd.read_csv("drive/MyDrive/ST4248/data/resale_train_feature_selection.csv")
test_df = pd.read_csv("drive/MyDrive/ST4248/data/resale_test_feature_selection.csv")
X_train = train_df.drop("resale_price", axis = 1)
X_test = test_df.drop("resale_price", axis = 1)
y_train = train_df["resale_price"]
y_test = test_df["resale_price"]
X_train.head()
| floor_area_sqm | nearest_mrt_dist | total_resales_in_town | remaining_lease | town_BUKIT MERAH | street_name_ANG MO KIO ST 51 | street_name_DAWSON RD | flat_type_3 ROOM | storey_range_01 TO 03 | storey_range_04 TO 06 | ... | town_SENGKANG | town_QUEENSTOWN | street_name_ANG MO KIO AVE 3 | storey_range_22 TO 24 | storey_range_25 TO 27 | storey_range_28 TO 30 | storey_range_31 TO 33 | storey_range_37 TO 39 | town_JURONG EAST | street_name_TELOK BLANGAH ST 31 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -1.132448 | -0.676490 | -0.443615 | -1.143025 | -0.193241 | -0.050572 | -0.044588 | 1.693641 | -0.459028 | -0.542843 | ... | -0.261617 | -0.148379 | -0.089443 | -0.111079 | -0.1001 | -0.067497 | -0.047673 | -0.047673 | -0.148379 | -0.075507 |
| 1 | -2.010290 | 0.201327 | 1.252320 | 1.352967 | -0.193241 | -0.050572 | -0.044588 | -0.590444 | 2.178515 | -0.542843 | ... | -0.261617 | -0.148379 | -0.089443 | -0.111079 | -0.1001 | -0.067497 | -0.047673 | -0.047673 | -0.148379 | -0.075507 |
| 2 | 1.166660 | -0.384369 | -0.198538 | -0.290599 | -0.193241 | -0.050572 | -0.044588 | -0.590444 | 2.178515 | -0.542843 | ... | -0.261617 | -0.148379 | -0.089443 | -0.111079 | -0.1001 | -0.067497 | -0.047673 | -0.047673 | -0.148379 | -0.075507 |
| 3 | 0.372423 | 1.731095 | 1.252320 | -0.613741 | -0.193241 | -0.050572 | -0.044588 | -0.590444 | -0.459028 | -0.542843 | ... | -0.261617 | -0.148379 | -0.089443 | -0.111079 | -0.1001 | -0.067497 | -0.047673 | -0.047673 | -0.148379 | -0.075507 |
| 4 | -0.087399 | 1.054745 | 1.291532 | 0.857112 | -0.193241 | -0.050572 | -0.044588 | -0.590444 | -0.459028 | 1.842152 | ... | -0.261617 | -0.148379 | -0.089443 | -0.111079 | -0.1001 | -0.067497 | -0.047673 | -0.047673 | -0.148379 | -0.075507 |
5 rows × 74 columns
X_test.head()
| floor_area_sqm | nearest_mrt_dist | total_resales_in_town | remaining_lease | town_BUKIT MERAH | street_name_ANG MO KIO ST 51 | street_name_DAWSON RD | flat_type_3 ROOM | storey_range_01 TO 03 | storey_range_04 TO 06 | ... | town_SENGKANG | town_QUEENSTOWN | street_name_ANG MO KIO AVE 3 | storey_range_22 TO 24 | storey_range_25 TO 27 | storey_range_28 TO 30 | storey_range_31 TO 33 | storey_range_37 TO 39 | town_JURONG EAST | street_name_TELOK BLANGAH ST 31 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -0.212805 | 0.004724 | 1.291532 | 1.224825 | -0.193241 | -0.050572 | -0.044588 | -0.590444 | -0.459028 | -0.542843 | ... | -0.261617 | -0.148379 | -0.089443 | -0.111079 | -0.1001 | -0.067497 | -0.047673 | -0.047673 | -0.148379 | -0.075507 |
| 1 | -0.087399 | 1.306314 | 0.242602 | 1.403110 | -0.193241 | -0.050572 | -0.044588 | -0.590444 | -0.459028 | -0.542843 | ... | -0.261617 | -0.148379 | -0.089443 | -0.111079 | -0.1001 | -0.067497 | -0.047673 | -0.047673 | -0.148379 | -0.075507 |
| 2 | 0.038007 | -0.341318 | 0.644528 | -0.808741 | -0.193241 | -0.050572 | -0.044588 | -0.590444 | -0.459028 | 1.842152 | ... | -0.261617 | -0.148379 | -0.089443 | -0.111079 | -0.1001 | -0.067497 | -0.047673 | -0.047673 | -0.148379 | -0.075507 |
| 3 | 0.748640 | 1.265904 | 1.291532 | 1.386396 | -0.193241 | -0.050572 | -0.044588 | -0.590444 | -0.459028 | -0.542843 | ... | -0.261617 | -0.148379 | -0.089443 | -0.111079 | -0.1001 | -0.067497 | -0.047673 | -0.047673 | -0.148379 | -0.075507 |
| 4 | -0.547221 | -0.978913 | 0.036737 | -1.209882 | -0.193241 | -0.050572 | -0.044588 | 1.693641 | -0.459028 | -0.542843 | ... | -0.261617 | -0.148379 | -0.089443 | -0.111079 | -0.1001 | -0.067497 | -0.047673 | -0.047673 | -0.148379 | -0.075507 |
5 rows × 74 columns
Initializers define the way to set the initial random weights of Keras layers.NN_model = Sequential()
The Input Layer
NN_model.add(Dense(128, kernel_initializer='normal',input_dim = X_train.shape[1], activation='relu'))
The Hidden Layers
NN_model.add(Dense(256, kernel_initializer='normal',activation='relu'))
NN_model.add(Dense(256, kernel_initializer='normal',activation='relu'))
NN_model.add(Dense(256, kernel_initializer='normal',activation='relu'))
The Output Layer
NN_model.add(Dense(1, kernel_initializer='normal',activation='linear'))
Compile the network
NN_model.compile(loss='mean_absolute_error', optimizer='adam', metrics=['mean_absolute_error'])
NN_model.summary()
Model: "sequential"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
dense (Dense) (None, 128) 9600
dense_1 (Dense) (None, 256) 33024
dense_2 (Dense) (None, 256) 65792
dense_3 (Dense) (None, 256) 65792
dense_4 (Dense) (None, 1) 257
=================================================================
Total params: 174,465
Trainable params: 174,465
Non-trainable params: 0
_________________________________________________________________
Define a checkpoint callback :
checkpoint_name = 'Weights-{epoch:03d}--{val_loss:.5f}.hdf5'
checkpoint = ModelCheckpoint(checkpoint_name, monitor='val_loss', verbose = 1, save_best_only = True, mode ='auto')
callbacks_list = [checkpoint]
NN_model.fit(X_train, y_train, epochs=500, batch_size=32, validation_split = 0.2, callbacks=callbacks_list)
Epoch 1/500 87/89 [============================>.] - ETA: 0s - loss: 542214.7500 - mean_absolute_error: 542214.7500 Epoch 1: val_loss improved from inf to 427010.40625, saving model to Weights-001--427010.40625.hdf5 89/89 [==============================] - 3s 14ms/step - loss: 540692.5625 - mean_absolute_error: 540692.5625 - val_loss: 427010.4062 - val_mean_absolute_error: 427010.4062 Epoch 2/500 88/89 [============================>.] - ETA: 0s - loss: 145862.0312 - mean_absolute_error: 145862.0312 Epoch 2: val_loss improved from 427010.40625 to 67819.64062, saving model to Weights-002--67819.64062.hdf5 89/89 [==============================] - 1s 7ms/step - loss: 145620.1562 - mean_absolute_error: 145620.1562 - val_loss: 67819.6406 - val_mean_absolute_error: 67819.6406 Epoch 3/500 81/89 [==========================>...] - ETA: 0s - loss: 56517.3594 - mean_absolute_error: 56517.3594 Epoch 3: val_loss improved from 67819.64062 to 50547.55859, saving model to Weights-003--50547.55859.hdf5 89/89 [==============================] - 1s 7ms/step - loss: 56589.1523 - mean_absolute_error: 56589.1523 - val_loss: 50547.5586 - val_mean_absolute_error: 50547.5586 Epoch 4/500 83/89 [==========================>...] - ETA: 0s - loss: 46282.9766 - mean_absolute_error: 46282.9766 Epoch 4: val_loss improved from 50547.55859 to 44113.47656, saving model to Weights-004--44113.47656.hdf5 89/89 [==============================] - 1s 7ms/step - loss: 45807.1445 - mean_absolute_error: 45807.1445 - val_loss: 44113.4766 - val_mean_absolute_error: 44113.4766 Epoch 5/500 82/89 [==========================>...] - ETA: 0s - loss: 40947.9570 - mean_absolute_error: 40947.9570 Epoch 5: val_loss improved from 44113.47656 to 43319.37500, saving model to Weights-005--43319.37500.hdf5 89/89 [==============================] - 0s 6ms/step - loss: 40943.6641 - mean_absolute_error: 40943.6641 - val_loss: 43319.3750 - val_mean_absolute_error: 43319.3750 Epoch 6/500 86/89 [===========================>..] - ETA: 0s - loss: 38344.6719 - mean_absolute_error: 38344.6719 Epoch 6: val_loss improved from 43319.37500 to 41245.97656, saving model to Weights-006--41245.97656.hdf5 89/89 [==============================] - 0s 6ms/step - loss: 38529.9023 - mean_absolute_error: 38529.9023 - val_loss: 41245.9766 - val_mean_absolute_error: 41245.9766 Epoch 7/500 82/89 [==========================>...] - ETA: 0s - loss: 36466.4531 - mean_absolute_error: 36466.4531 Epoch 7: val_loss improved from 41245.97656 to 38920.65234, saving model to Weights-007--38920.65234.hdf5 89/89 [==============================] - 0s 6ms/step - loss: 36747.9336 - mean_absolute_error: 36747.9336 - val_loss: 38920.6523 - val_mean_absolute_error: 38920.6523 Epoch 8/500 89/89 [==============================] - ETA: 0s - loss: 35068.3516 - mean_absolute_error: 35068.3516 Epoch 8: val_loss improved from 38920.65234 to 37208.14062, saving model to Weights-008--37208.14062.hdf5 89/89 [==============================] - 1s 6ms/step - loss: 35068.3516 - mean_absolute_error: 35068.3516 - val_loss: 37208.1406 - val_mean_absolute_error: 37208.1406 Epoch 9/500 85/89 [===========================>..] - ETA: 0s - loss: 33713.5508 - mean_absolute_error: 33713.5508 Epoch 9: val_loss did not improve from 37208.14062 89/89 [==============================] - 1s 7ms/step - loss: 33701.0898 - mean_absolute_error: 33701.0898 - val_loss: 37924.2734 - val_mean_absolute_error: 37924.2734 Epoch 10/500 88/89 [============================>.] - ETA: 0s - loss: 32411.8750 - mean_absolute_error: 32411.8750 Epoch 10: val_loss improved from 37208.14062 to 36756.33203, saving model to Weights-010--36756.33203.hdf5 89/89 [==============================] - 1s 6ms/step - loss: 32387.8359 - mean_absolute_error: 32387.8359 - val_loss: 36756.3320 - val_mean_absolute_error: 36756.3320 Epoch 11/500 84/89 [===========================>..] - ETA: 0s - loss: 32168.5918 - mean_absolute_error: 32168.5918 Epoch 11: val_loss improved from 36756.33203 to 36606.87891, saving model to Weights-011--36606.87891.hdf5 89/89 [==============================] - 1s 6ms/step - loss: 32255.0195 - mean_absolute_error: 32255.0195 - val_loss: 36606.8789 - val_mean_absolute_error: 36606.8789 Epoch 12/500 85/89 [===========================>..] - ETA: 0s - loss: 31579.3711 - mean_absolute_error: 31579.3711 Epoch 12: val_loss improved from 36606.87891 to 35575.51562, saving model to Weights-012--35575.51562.hdf5 89/89 [==============================] - 1s 7ms/step - loss: 31411.8691 - mean_absolute_error: 31411.8691 - val_loss: 35575.5156 - val_mean_absolute_error: 35575.5156 Epoch 13/500 81/89 [==========================>...] - ETA: 0s - loss: 30059.9043 - mean_absolute_error: 30059.9043 Epoch 13: val_loss improved from 35575.51562 to 34486.19922, saving model to Weights-013--34486.19922.hdf5 89/89 [==============================] - 1s 7ms/step - loss: 30314.7383 - mean_absolute_error: 30314.7383 - val_loss: 34486.1992 - val_mean_absolute_error: 34486.1992 Epoch 14/500 78/89 [=========================>....] - ETA: 0s - loss: 30115.4590 - mean_absolute_error: 30115.4590 Epoch 14: val_loss did not improve from 34486.19922 89/89 [==============================] - 0s 5ms/step - loss: 30392.8086 - mean_absolute_error: 30392.8086 - val_loss: 35858.0547 - val_mean_absolute_error: 35858.0547 Epoch 15/500 88/89 [============================>.] - ETA: 0s - loss: 29551.8555 - mean_absolute_error: 29551.8555 Epoch 15: val_loss did not improve from 34486.19922 89/89 [==============================] - 0s 5ms/step - loss: 29521.8340 - mean_absolute_error: 29521.8340 - val_loss: 34772.6328 - val_mean_absolute_error: 34772.6328 Epoch 16/500 82/89 [==========================>...] - ETA: 0s - loss: 29062.2324 - mean_absolute_error: 29062.2324 Epoch 16: val_loss did not improve from 34486.19922 89/89 [==============================] - 0s 5ms/step - loss: 28756.6602 - mean_absolute_error: 28756.6602 - val_loss: 34648.6406 - val_mean_absolute_error: 34648.6406 Epoch 17/500 84/89 [===========================>..] - ETA: 0s - loss: 29333.9336 - mean_absolute_error: 29333.9336 Epoch 17: val_loss did not improve from 34486.19922 89/89 [==============================] - 1s 6ms/step - loss: 29214.9590 - mean_absolute_error: 29214.9590 - val_loss: 35258.9414 - val_mean_absolute_error: 35258.9414 Epoch 18/500 89/89 [==============================] - ETA: 0s - loss: 28870.2109 - mean_absolute_error: 28870.2109 Epoch 18: val_loss improved from 34486.19922 to 34285.32031, saving model to Weights-018--34285.32031.hdf5 89/89 [==============================] - 1s 8ms/step - loss: 28870.2109 - mean_absolute_error: 28870.2109 - val_loss: 34285.3203 - val_mean_absolute_error: 34285.3203 Epoch 19/500 85/89 [===========================>..] - ETA: 0s - loss: 28021.2910 - mean_absolute_error: 28021.2910 Epoch 19: val_loss improved from 34285.32031 to 33620.28125, saving model to Weights-019--33620.28125.hdf5 89/89 [==============================] - 1s 12ms/step - loss: 28104.0879 - mean_absolute_error: 28104.0879 - val_loss: 33620.2812 - val_mean_absolute_error: 33620.2812 Epoch 20/500 89/89 [==============================] - ETA: 0s - loss: 27784.3398 - mean_absolute_error: 27784.3398 Epoch 20: val_loss improved from 33620.28125 to 33308.95703, saving model to Weights-020--33308.95703.hdf5 89/89 [==============================] - 1s 11ms/step - loss: 27784.3398 - mean_absolute_error: 27784.3398 - val_loss: 33308.9570 - val_mean_absolute_error: 33308.9570 Epoch 21/500 88/89 [============================>.] - ETA: 0s - loss: 27259.6426 - mean_absolute_error: 27259.6426 Epoch 21: val_loss did not improve from 33308.95703 89/89 [==============================] - 1s 11ms/step - loss: 27242.7188 - mean_absolute_error: 27242.7188 - val_loss: 33966.1914 - val_mean_absolute_error: 33966.1914 Epoch 22/500 88/89 [============================>.] - ETA: 0s - loss: 26890.9297 - mean_absolute_error: 26890.9297 Epoch 22: val_loss did not improve from 33308.95703 89/89 [==============================] - 1s 11ms/step - loss: 26865.9512 - mean_absolute_error: 26865.9512 - val_loss: 34169.9844 - val_mean_absolute_error: 34169.9844 Epoch 23/500 83/89 [==========================>...] - ETA: 0s - loss: 27063.1230 - mean_absolute_error: 27063.1230 Epoch 23: val_loss improved from 33308.95703 to 33223.80078, saving model to Weights-023--33223.80078.hdf5 89/89 [==============================] - 1s 8ms/step - loss: 26926.5938 - mean_absolute_error: 26926.5938 - val_loss: 33223.8008 - val_mean_absolute_error: 33223.8008 Epoch 24/500 88/89 [============================>.] - ETA: 0s - loss: 26758.6426 - mean_absolute_error: 26758.6426 Epoch 24: val_loss did not improve from 33223.80078 89/89 [==============================] - 1s 6ms/step - loss: 26725.8906 - mean_absolute_error: 26725.8906 - val_loss: 33319.1758 - val_mean_absolute_error: 33319.1758 Epoch 25/500 89/89 [==============================] - ETA: 0s - loss: 26899.3047 - mean_absolute_error: 26899.3047 Epoch 25: val_loss improved from 33223.80078 to 33184.25781, saving model to Weights-025--33184.25781.hdf5 89/89 [==============================] - 1s 6ms/step - loss: 26899.3047 - mean_absolute_error: 26899.3047 - val_loss: 33184.2578 - val_mean_absolute_error: 33184.2578 Epoch 26/500 86/89 [===========================>..] - ETA: 0s - loss: 26011.6855 - mean_absolute_error: 26011.6855 Epoch 26: val_loss improved from 33184.25781 to 32857.51953, saving model to Weights-026--32857.51953.hdf5 89/89 [==============================] - 1s 6ms/step - loss: 25905.8223 - mean_absolute_error: 25905.8223 - val_loss: 32857.5195 - val_mean_absolute_error: 32857.5195 Epoch 27/500 86/89 [===========================>..] - ETA: 0s - loss: 25886.3613 - mean_absolute_error: 25886.3613 Epoch 27: val_loss did not improve from 32857.51953 89/89 [==============================] - 1s 7ms/step - loss: 25871.1816 - mean_absolute_error: 25871.1816 - val_loss: 34363.5859 - val_mean_absolute_error: 34363.5859 Epoch 28/500 88/89 [============================>.] - ETA: 0s - loss: 26138.0137 - mean_absolute_error: 26138.0137 Epoch 28: val_loss did not improve from 32857.51953 89/89 [==============================] - 1s 6ms/step - loss: 26121.3730 - mean_absolute_error: 26121.3730 - val_loss: 32931.5977 - val_mean_absolute_error: 32931.5977 Epoch 29/500 85/89 [===========================>..] - ETA: 0s - loss: 25911.2773 - mean_absolute_error: 25911.2773 Epoch 29: val_loss improved from 32857.51953 to 32648.81055, saving model to Weights-029--32648.81055.hdf5 89/89 [==============================] - 1s 6ms/step - loss: 25860.8184 - mean_absolute_error: 25860.8184 - val_loss: 32648.8105 - val_mean_absolute_error: 32648.8105 Epoch 30/500 81/89 [==========================>...] - ETA: 0s - loss: 25122.7754 - mean_absolute_error: 25122.7754 Epoch 30: val_loss improved from 32648.81055 to 32083.79688, saving model to Weights-030--32083.79688.hdf5 89/89 [==============================] - 1s 6ms/step - loss: 25180.6895 - mean_absolute_error: 25180.6895 - val_loss: 32083.7969 - val_mean_absolute_error: 32083.7969 Epoch 31/500 80/89 [=========================>....] - ETA: 0s - loss: 25368.6133 - mean_absolute_error: 25368.6133 Epoch 31: val_loss did not improve from 32083.79688 89/89 [==============================] - 0s 5ms/step - loss: 24986.4805 - mean_absolute_error: 24986.4805 - val_loss: 32895.5820 - val_mean_absolute_error: 32895.5820 Epoch 32/500 79/89 [=========================>....] - ETA: 0s - loss: 24856.8281 - mean_absolute_error: 24856.8281 Epoch 32: val_loss did not improve from 32083.79688 89/89 [==============================] - 0s 5ms/step - loss: 24952.0293 - mean_absolute_error: 24952.0293 - val_loss: 33342.4297 - val_mean_absolute_error: 33342.4297 Epoch 33/500 79/89 [=========================>....] - ETA: 0s - loss: 24616.6211 - mean_absolute_error: 24616.6211 Epoch 33: val_loss did not improve from 32083.79688 89/89 [==============================] - 0s 5ms/step - loss: 25247.9746 - mean_absolute_error: 25247.9746 - val_loss: 33345.2969 - val_mean_absolute_error: 33345.2969 Epoch 34/500 87/89 [============================>.] - ETA: 0s - loss: 24747.9922 - mean_absolute_error: 24747.9922 Epoch 34: val_loss improved from 32083.79688 to 31959.87500, saving model to Weights-034--31959.87500.hdf5 89/89 [==============================] - 1s 6ms/step - loss: 24714.1914 - mean_absolute_error: 24714.1914 - val_loss: 31959.8750 - val_mean_absolute_error: 31959.8750 Epoch 35/500 84/89 [===========================>..] - ETA: 0s - loss: 24492.0703 - mean_absolute_error: 24492.0703 Epoch 35: val_loss improved from 31959.87500 to 31321.26953, saving model to Weights-035--31321.26953.hdf5 89/89 [==============================] - 1s 8ms/step - loss: 24290.4473 - mean_absolute_error: 24290.4473 - val_loss: 31321.2695 - val_mean_absolute_error: 31321.2695 Epoch 36/500 82/89 [==========================>...] - ETA: 0s - loss: 24198.6191 - mean_absolute_error: 24198.6191 Epoch 36: val_loss did not improve from 31321.26953 89/89 [==============================] - 1s 7ms/step - loss: 24267.0762 - mean_absolute_error: 24267.0762 - val_loss: 31799.8750 - val_mean_absolute_error: 31799.8750 Epoch 37/500 81/89 [==========================>...] - ETA: 0s - loss: 23812.5488 - mean_absolute_error: 23812.5488 Epoch 37: val_loss did not improve from 31321.26953 89/89 [==============================] - 1s 8ms/step - loss: 23832.5469 - mean_absolute_error: 23832.5469 - val_loss: 31360.9824 - val_mean_absolute_error: 31360.9824 Epoch 38/500 86/89 [===========================>..] - ETA: 0s - loss: 24119.7168 - mean_absolute_error: 24119.7168 Epoch 38: val_loss improved from 31321.26953 to 31196.86328, saving model to Weights-038--31196.86328.hdf5 89/89 [==============================] - 1s 8ms/step - loss: 24131.9629 - mean_absolute_error: 24131.9629 - val_loss: 31196.8633 - val_mean_absolute_error: 31196.8633 Epoch 39/500 84/89 [===========================>..] - ETA: 0s - loss: 23800.8223 - mean_absolute_error: 23800.8223 Epoch 39: val_loss did not improve from 31196.86328 89/89 [==============================] - 1s 7ms/step - loss: 23800.5449 - mean_absolute_error: 23800.5449 - val_loss: 31496.2695 - val_mean_absolute_error: 31496.2695 Epoch 40/500 84/89 [===========================>..] - ETA: 0s - loss: 23908.6660 - mean_absolute_error: 23908.6660 Epoch 40: val_loss did not improve from 31196.86328 89/89 [==============================] - 1s 6ms/step - loss: 23976.4160 - mean_absolute_error: 23976.4160 - val_loss: 31443.8633 - val_mean_absolute_error: 31443.8633 Epoch 41/500 87/89 [============================>.] - ETA: 0s - loss: 23689.2598 - mean_absolute_error: 23689.2598 Epoch 41: val_loss did not improve from 31196.86328 89/89 [==============================] - 1s 11ms/step - loss: 23584.9355 - mean_absolute_error: 23584.9355 - val_loss: 31616.4570 - val_mean_absolute_error: 31616.4570 Epoch 42/500 85/89 [===========================>..] - ETA: 0s - loss: 23070.3906 - mean_absolute_error: 23070.3906 Epoch 42: val_loss did not improve from 31196.86328 89/89 [==============================] - 1s 11ms/step - loss: 23100.6055 - mean_absolute_error: 23100.6055 - val_loss: 31809.3066 - val_mean_absolute_error: 31809.3066 Epoch 43/500 84/89 [===========================>..] - ETA: 0s - loss: 23504.2031 - mean_absolute_error: 23504.2031 Epoch 43: val_loss did not improve from 31196.86328 89/89 [==============================] - 1s 12ms/step - loss: 23383.2637 - mean_absolute_error: 23383.2637 - val_loss: 31492.1680 - val_mean_absolute_error: 31492.1680 Epoch 44/500 87/89 [============================>.] - ETA: 0s - loss: 23030.8242 - mean_absolute_error: 23030.8242 Epoch 44: val_loss improved from 31196.86328 to 30945.33203, saving model to Weights-044--30945.33203.hdf5 89/89 [==============================] - 1s 10ms/step - loss: 22954.5625 - mean_absolute_error: 22954.5625 - val_loss: 30945.3320 - val_mean_absolute_error: 30945.3320 Epoch 45/500 83/89 [==========================>...] - ETA: 0s - loss: 22623.1953 - mean_absolute_error: 22623.1953 Epoch 45: val_loss did not improve from 30945.33203 89/89 [==============================] - 1s 9ms/step - loss: 22674.7617 - mean_absolute_error: 22674.7617 - val_loss: 31186.2500 - val_mean_absolute_error: 31186.2500 Epoch 46/500 80/89 [=========================>....] - ETA: 0s - loss: 22869.1523 - mean_absolute_error: 22869.1523 Epoch 46: val_loss improved from 30945.33203 to 30912.05078, saving model to Weights-046--30912.05078.hdf5 89/89 [==============================] - 1s 7ms/step - loss: 22888.4492 - mean_absolute_error: 22888.4492 - val_loss: 30912.0508 - val_mean_absolute_error: 30912.0508 Epoch 47/500 82/89 [==========================>...] - ETA: 0s - loss: 22820.6035 - mean_absolute_error: 22820.6035 Epoch 47: val_loss improved from 30912.05078 to 30909.55859, saving model to Weights-047--30909.55859.hdf5 89/89 [==============================] - 1s 6ms/step - loss: 22780.3359 - mean_absolute_error: 22780.3359 - val_loss: 30909.5586 - val_mean_absolute_error: 30909.5586 Epoch 48/500 80/89 [=========================>....] - ETA: 0s - loss: 22473.0332 - mean_absolute_error: 22473.0332 Epoch 48: val_loss improved from 30909.55859 to 30900.91016, saving model to Weights-048--30900.91016.hdf5 89/89 [==============================] - 1s 6ms/step - loss: 22186.8496 - mean_absolute_error: 22186.8496 - val_loss: 30900.9102 - val_mean_absolute_error: 30900.9102 Epoch 49/500 80/89 [=========================>....] - ETA: 0s - loss: 22790.7305 - mean_absolute_error: 22790.7305 Epoch 49: val_loss improved from 30900.91016 to 30874.23438, saving model to Weights-049--30874.23438.hdf5 89/89 [==============================] - 1s 6ms/step - loss: 22652.0098 - mean_absolute_error: 22652.0098 - val_loss: 30874.2344 - val_mean_absolute_error: 30874.2344 Epoch 50/500 84/89 [===========================>..] - ETA: 0s - loss: 21864.1582 - mean_absolute_error: 21864.1582 Epoch 50: val_loss improved from 30874.23438 to 30871.58594, saving model to Weights-050--30871.58594.hdf5 89/89 [==============================] - 1s 6ms/step - loss: 21869.8867 - mean_absolute_error: 21869.8867 - val_loss: 30871.5859 - val_mean_absolute_error: 30871.5859 Epoch 51/500 81/89 [==========================>...] - ETA: 0s - loss: 22359.1289 - mean_absolute_error: 22359.1289 Epoch 51: val_loss did not improve from 30871.58594 89/89 [==============================] - 1s 6ms/step - loss: 22412.5410 - mean_absolute_error: 22412.5410 - val_loss: 31790.7188 - val_mean_absolute_error: 31790.7188 Epoch 52/500 86/89 [===========================>..] - ETA: 0s - loss: 22191.2520 - mean_absolute_error: 22191.2520 Epoch 52: val_loss did not improve from 30871.58594 89/89 [==============================] - 1s 6ms/step - loss: 22224.9961 - mean_absolute_error: 22224.9961 - val_loss: 31497.3066 - val_mean_absolute_error: 31497.3066 Epoch 53/500 88/89 [============================>.] - ETA: 0s - loss: 22214.6172 - mean_absolute_error: 22214.6172 Epoch 53: val_loss did not improve from 30871.58594 89/89 [==============================] - 1s 6ms/step - loss: 22208.2012 - mean_absolute_error: 22208.2012 - val_loss: 31600.3066 - val_mean_absolute_error: 31600.3066 Epoch 54/500 88/89 [============================>.] - ETA: 0s - loss: 21624.9492 - mean_absolute_error: 21624.9492 Epoch 54: val_loss did not improve from 30871.58594 89/89 [==============================] - 1s 7ms/step - loss: 21606.0859 - mean_absolute_error: 21606.0859 - val_loss: 31746.8359 - val_mean_absolute_error: 31746.8359 Epoch 55/500 82/89 [==========================>...] - ETA: 0s - loss: 22394.4453 - mean_absolute_error: 22394.4453 Epoch 55: val_loss did not improve from 30871.58594 89/89 [==============================] - 1s 7ms/step - loss: 22293.9570 - mean_absolute_error: 22293.9570 - val_loss: 31328.3594 - val_mean_absolute_error: 31328.3594 Epoch 56/500 78/89 [=========================>....] - ETA: 0s - loss: 21569.1738 - mean_absolute_error: 21569.1738 Epoch 56: val_loss did not improve from 30871.58594 89/89 [==============================] - 1s 6ms/step - loss: 21507.5566 - mean_absolute_error: 21507.5566 - val_loss: 31228.8496 - val_mean_absolute_error: 31228.8496 Epoch 57/500 87/89 [============================>.] - ETA: 0s - loss: 21711.4355 - mean_absolute_error: 21711.4355 Epoch 57: val_loss improved from 30871.58594 to 30473.93164, saving model to Weights-057--30473.93164.hdf5 89/89 [==============================] - 1s 6ms/step - loss: 21679.9258 - mean_absolute_error: 21679.9258 - val_loss: 30473.9316 - val_mean_absolute_error: 30473.9316 Epoch 58/500 87/89 [============================>.] - ETA: 0s - loss: 21053.3730 - mean_absolute_error: 21053.3730 Epoch 58: val_loss did not improve from 30473.93164 89/89 [==============================] - 1s 6ms/step - loss: 21056.0059 - mean_absolute_error: 21056.0059 - val_loss: 31928.4297 - val_mean_absolute_error: 31928.4297 Epoch 59/500 81/89 [==========================>...] - ETA: 0s - loss: 22164.1719 - mean_absolute_error: 22164.1719 Epoch 59: val_loss did not improve from 30473.93164 89/89 [==============================] - 1s 7ms/step - loss: 22067.1660 - mean_absolute_error: 22067.1660 - val_loss: 31099.2207 - val_mean_absolute_error: 31099.2207 Epoch 60/500 87/89 [============================>.] - ETA: 0s - loss: 21518.9531 - mean_absolute_error: 21518.9531 Epoch 60: val_loss did not improve from 30473.93164 89/89 [==============================] - 1s 7ms/step - loss: 21561.7852 - mean_absolute_error: 21561.7852 - val_loss: 30958.8730 - val_mean_absolute_error: 30958.8730 Epoch 61/500 86/89 [===========================>..] - ETA: 0s - loss: 21666.5723 - mean_absolute_error: 21666.5723 Epoch 61: val_loss did not improve from 30473.93164 89/89 [==============================] - 1s 7ms/step - loss: 21619.4062 - mean_absolute_error: 21619.4062 - val_loss: 31176.7305 - val_mean_absolute_error: 31176.7305 Epoch 62/500 85/89 [===========================>..] - ETA: 0s - loss: 21578.7812 - mean_absolute_error: 21578.7812 Epoch 62: val_loss did not improve from 30473.93164 89/89 [==============================] - 1s 9ms/step - loss: 21592.7578 - mean_absolute_error: 21592.7578 - val_loss: 31991.2559 - val_mean_absolute_error: 31991.2559 Epoch 63/500 84/89 [===========================>..] - ETA: 0s - loss: 21332.2852 - mean_absolute_error: 21332.2852 Epoch 63: val_loss did not improve from 30473.93164 89/89 [==============================] - 1s 11ms/step - loss: 21409.5176 - mean_absolute_error: 21409.5176 - val_loss: 31576.2969 - val_mean_absolute_error: 31576.2969 Epoch 64/500 89/89 [==============================] - ETA: 0s - loss: 21011.4785 - mean_absolute_error: 21011.4785 Epoch 64: val_loss did not improve from 30473.93164 89/89 [==============================] - 1s 12ms/step - loss: 21011.4785 - mean_absolute_error: 21011.4785 - val_loss: 30515.9766 - val_mean_absolute_error: 30515.9766 Epoch 65/500 86/89 [===========================>..] - ETA: 0s - loss: 20409.9629 - mean_absolute_error: 20409.9629 Epoch 65: val_loss did not improve from 30473.93164 89/89 [==============================] - 1s 12ms/step - loss: 20513.8672 - mean_absolute_error: 20513.8672 - val_loss: 30998.0430 - val_mean_absolute_error: 30998.0430 Epoch 66/500 86/89 [===========================>..] - ETA: 0s - loss: 21005.5039 - mean_absolute_error: 21005.5039 Epoch 66: val_loss did not improve from 30473.93164 89/89 [==============================] - 1s 11ms/step - loss: 21031.8340 - mean_absolute_error: 21031.8340 - val_loss: 31420.2754 - val_mean_absolute_error: 31420.2754 Epoch 67/500 86/89 [===========================>..] - ETA: 0s - loss: 21361.4629 - mean_absolute_error: 21361.4629 Epoch 67: val_loss did not improve from 30473.93164 89/89 [==============================] - 1s 7ms/step - loss: 21338.6406 - mean_absolute_error: 21338.6406 - val_loss: 30513.8887 - val_mean_absolute_error: 30513.8887 Epoch 68/500 88/89 [============================>.] - ETA: 0s - loss: 21484.7520 - mean_absolute_error: 21484.7520 Epoch 68: val_loss improved from 30473.93164 to 30061.02344, saving model to Weights-068--30061.02344.hdf5 89/89 [==============================] - 1s 7ms/step - loss: 21464.4688 - mean_absolute_error: 21464.4688 - val_loss: 30061.0234 - val_mean_absolute_error: 30061.0234 Epoch 69/500 83/89 [==========================>...] - ETA: 0s - loss: 20355.3125 - mean_absolute_error: 20355.3125 Epoch 69: val_loss did not improve from 30061.02344 89/89 [==============================] - 1s 6ms/step - loss: 20443.7363 - mean_absolute_error: 20443.7363 - val_loss: 30710.0684 - val_mean_absolute_error: 30710.0684 Epoch 70/500 89/89 [==============================] - ETA: 0s - loss: 20936.3711 - mean_absolute_error: 20936.3711 Epoch 70: val_loss did not improve from 30061.02344 89/89 [==============================] - 1s 6ms/step - loss: 20936.3711 - mean_absolute_error: 20936.3711 - val_loss: 31267.8691 - val_mean_absolute_error: 31267.8691 Epoch 71/500 86/89 [===========================>..] - ETA: 0s - loss: 20057.3730 - mean_absolute_error: 20057.3730 Epoch 71: val_loss did not improve from 30061.02344 89/89 [==============================] - 1s 6ms/step - loss: 20141.6133 - mean_absolute_error: 20141.6133 - val_loss: 30429.6719 - val_mean_absolute_error: 30429.6719 Epoch 72/500 87/89 [============================>.] - ETA: 0s - loss: 20252.9922 - mean_absolute_error: 20252.9922 Epoch 72: val_loss did not improve from 30061.02344 89/89 [==============================] - 1s 6ms/step - loss: 20333.9043 - mean_absolute_error: 20333.9043 - val_loss: 30090.7930 - val_mean_absolute_error: 30090.7930 Epoch 73/500 87/89 [============================>.] - ETA: 0s - loss: 20677.2383 - mean_absolute_error: 20677.2383 Epoch 73: val_loss did not improve from 30061.02344 89/89 [==============================] - 1s 7ms/step - loss: 20627.0664 - mean_absolute_error: 20627.0664 - val_loss: 30616.0000 - val_mean_absolute_error: 30616.0000 Epoch 74/500 81/89 [==========================>...] - ETA: 0s - loss: 20403.3145 - mean_absolute_error: 20403.3145 Epoch 74: val_loss did not improve from 30061.02344 89/89 [==============================] - 1s 7ms/step - loss: 20256.6777 - mean_absolute_error: 20256.6777 - val_loss: 30971.1895 - val_mean_absolute_error: 30971.1895 Epoch 75/500 82/89 [==========================>...] - ETA: 0s - loss: 20238.2266 - mean_absolute_error: 20238.2266 Epoch 75: val_loss did not improve from 30061.02344 89/89 [==============================] - 1s 6ms/step - loss: 20197.2109 - mean_absolute_error: 20197.2109 - val_loss: 31130.4141 - val_mean_absolute_error: 31130.4141 Epoch 76/500 87/89 [============================>.] - ETA: 0s - loss: 19807.5996 - mean_absolute_error: 19807.5996 Epoch 76: val_loss did not improve from 30061.02344 89/89 [==============================] - 1s 6ms/step - loss: 19909.7637 - mean_absolute_error: 19909.7637 - val_loss: 30728.5039 - val_mean_absolute_error: 30728.5039 Epoch 77/500 81/89 [==========================>...] - ETA: 0s - loss: 20113.9004 - mean_absolute_error: 20113.9004 Epoch 77: val_loss did not improve from 30061.02344 89/89 [==============================] - 1s 6ms/step - loss: 20064.1484 - mean_absolute_error: 20064.1484 - val_loss: 32638.1328 - val_mean_absolute_error: 32638.1328 Epoch 78/500 86/89 [===========================>..] - ETA: 0s - loss: 19965.1504 - mean_absolute_error: 19965.1504 Epoch 78: val_loss did not improve from 30061.02344 89/89 [==============================] - 1s 6ms/step - loss: 20008.1270 - mean_absolute_error: 20008.1270 - val_loss: 30710.3164 - val_mean_absolute_error: 30710.3164 Epoch 79/500 87/89 [============================>.] - ETA: 0s - loss: 19762.0898 - mean_absolute_error: 19762.0898 Epoch 79: val_loss did not improve from 30061.02344 89/89 [==============================] - 1s 6ms/step - loss: 19771.3457 - mean_absolute_error: 19771.3457 - val_loss: 30135.7402 - val_mean_absolute_error: 30135.7402 Epoch 80/500 79/89 [=========================>....] - ETA: 0s - loss: 20078.1133 - mean_absolute_error: 20078.1133 Epoch 80: val_loss did not improve from 30061.02344 89/89 [==============================] - 1s 6ms/step - loss: 20056.9590 - mean_absolute_error: 20056.9590 - val_loss: 30737.6562 - val_mean_absolute_error: 30737.6562 Epoch 81/500 79/89 [=========================>....] - ETA: 0s - loss: 20010.7070 - mean_absolute_error: 20010.7070 Epoch 81: val_loss did not improve from 30061.02344 89/89 [==============================] - 0s 5ms/step - loss: 19874.4922 - mean_absolute_error: 19874.4922 - val_loss: 30153.0293 - val_mean_absolute_error: 30153.0293 Epoch 82/500 78/89 [=========================>....] - ETA: 0s - loss: 19644.3535 - mean_absolute_error: 19644.3535 Epoch 82: val_loss did not improve from 30061.02344 89/89 [==============================] - 0s 5ms/step - loss: 19718.6367 - mean_absolute_error: 19718.6367 - val_loss: 30359.8496 - val_mean_absolute_error: 30359.8496 Epoch 83/500 83/89 [==========================>...] - ETA: 0s - loss: 20060.7461 - mean_absolute_error: 20060.7461 Epoch 83: val_loss did not improve from 30061.02344 89/89 [==============================] - 0s 5ms/step - loss: 20086.8906 - mean_absolute_error: 20086.8906 - val_loss: 30540.1133 - val_mean_absolute_error: 30540.1133 Epoch 84/500 86/89 [===========================>..] - ETA: 0s - loss: 20226.3438 - mean_absolute_error: 20226.3438 Epoch 84: val_loss did not improve from 30061.02344 89/89 [==============================] - 1s 8ms/step - loss: 20206.4102 - mean_absolute_error: 20206.4102 - val_loss: 31030.0508 - val_mean_absolute_error: 31030.0508 Epoch 85/500 87/89 [============================>.] - ETA: 0s - loss: 19365.2090 - mean_absolute_error: 19365.2090 Epoch 85: val_loss did not improve from 30061.02344 89/89 [==============================] - 1s 11ms/step - loss: 19386.3906 - mean_absolute_error: 19386.3906 - val_loss: 30292.2246 - val_mean_absolute_error: 30292.2246 Epoch 86/500 85/89 [===========================>..] - ETA: 0s - loss: 19406.6348 - mean_absolute_error: 19406.6348 Epoch 86: val_loss did not improve from 30061.02344 89/89 [==============================] - 1s 10ms/step - loss: 19309.4434 - mean_absolute_error: 19309.4434 - val_loss: 30906.0957 - val_mean_absolute_error: 30906.0957 Epoch 87/500 88/89 [============================>.] - ETA: 0s - loss: 19663.3770 - mean_absolute_error: 19663.3770 Epoch 87: val_loss did not improve from 30061.02344 89/89 [==============================] - 1s 9ms/step - loss: 19639.7500 - mean_absolute_error: 19639.7500 - val_loss: 30812.5703 - val_mean_absolute_error: 30812.5703 Epoch 88/500 87/89 [============================>.] - ETA: 0s - loss: 19270.9492 - mean_absolute_error: 19270.9492 Epoch 88: val_loss did not improve from 30061.02344 89/89 [==============================] - 1s 9ms/step - loss: 19242.7480 - mean_absolute_error: 19242.7480 - val_loss: 31615.7285 - val_mean_absolute_error: 31615.7285 Epoch 89/500 84/89 [===========================>..] - ETA: 0s - loss: 19210.5352 - mean_absolute_error: 19210.5352 Epoch 89: val_loss did not improve from 30061.02344 89/89 [==============================] - 1s 12ms/step - loss: 19320.1484 - mean_absolute_error: 19320.1484 - val_loss: 30419.8574 - val_mean_absolute_error: 30419.8574 Epoch 90/500 86/89 [===========================>..] - ETA: 0s - loss: 19386.2578 - mean_absolute_error: 19386.2578 Epoch 90: val_loss did not improve from 30061.02344 89/89 [==============================] - 1s 6ms/step - loss: 19431.6641 - mean_absolute_error: 19431.6641 - val_loss: 30397.6426 - val_mean_absolute_error: 30397.6426 Epoch 91/500 88/89 [============================>.] - ETA: 0s - loss: 18991.8047 - mean_absolute_error: 18991.8047 Epoch 91: val_loss did not improve from 30061.02344 89/89 [==============================] - 1s 6ms/step - loss: 18973.5547 - mean_absolute_error: 18973.5547 - val_loss: 31292.4219 - val_mean_absolute_error: 31292.4219 Epoch 92/500 84/89 [===========================>..] - ETA: 0s - loss: 19209.7148 - mean_absolute_error: 19209.7148 Epoch 92: val_loss did not improve from 30061.02344 89/89 [==============================] - 1s 8ms/step - loss: 19284.7266 - mean_absolute_error: 19284.7266 - val_loss: 30209.5840 - val_mean_absolute_error: 30209.5840 Epoch 93/500 89/89 [==============================] - ETA: 0s - loss: 19570.1621 - mean_absolute_error: 19570.1621 Epoch 93: val_loss improved from 30061.02344 to 29897.30859, saving model to Weights-093--29897.30859.hdf5 89/89 [==============================] - 1s 7ms/step - loss: 19570.1621 - mean_absolute_error: 19570.1621 - val_loss: 29897.3086 - val_mean_absolute_error: 29897.3086 Epoch 94/500 83/89 [==========================>...] - ETA: 0s - loss: 18975.0000 - mean_absolute_error: 18975.0000 Epoch 94: val_loss did not improve from 29897.30859 89/89 [==============================] - 1s 6ms/step - loss: 18972.0840 - mean_absolute_error: 18972.0840 - val_loss: 30368.0430 - val_mean_absolute_error: 30368.0430 Epoch 95/500 89/89 [==============================] - ETA: 0s - loss: 19320.8145 - mean_absolute_error: 19320.8145 Epoch 95: val_loss did not improve from 29897.30859 89/89 [==============================] - 1s 6ms/step - loss: 19320.8145 - mean_absolute_error: 19320.8145 - val_loss: 30127.7871 - val_mean_absolute_error: 30127.7871 Epoch 96/500 81/89 [==========================>...] - ETA: 0s - loss: 19095.3965 - mean_absolute_error: 19095.3965 Epoch 96: val_loss did not improve from 29897.30859 89/89 [==============================] - 0s 5ms/step - loss: 19283.7930 - mean_absolute_error: 19283.7930 - val_loss: 30652.3906 - val_mean_absolute_error: 30652.3906 Epoch 97/500 87/89 [============================>.] - ETA: 0s - loss: 19460.0898 - mean_absolute_error: 19460.0898 Epoch 97: val_loss did not improve from 29897.30859 89/89 [==============================] - 1s 6ms/step - loss: 19492.7207 - mean_absolute_error: 19492.7207 - val_loss: 30460.1582 - val_mean_absolute_error: 30460.1582 Epoch 98/500 88/89 [============================>.] - ETA: 0s - loss: 18555.0234 - mean_absolute_error: 18555.0234 Epoch 98: val_loss did not improve from 29897.30859 89/89 [==============================] - 1s 6ms/step - loss: 18555.3008 - mean_absolute_error: 18555.3008 - val_loss: 31109.3711 - val_mean_absolute_error: 31109.3711 Epoch 99/500 87/89 [============================>.] - ETA: 0s - loss: 19477.6504 - mean_absolute_error: 19477.6504 Epoch 99: val_loss did not improve from 29897.30859 89/89 [==============================] - 1s 7ms/step - loss: 19507.1680 - mean_absolute_error: 19507.1680 - val_loss: 29995.6289 - val_mean_absolute_error: 29995.6289 Epoch 100/500 86/89 [===========================>..] - ETA: 0s - loss: 19197.9922 - mean_absolute_error: 19197.9922 Epoch 100: val_loss did not improve from 29897.30859 89/89 [==============================] - 1s 13ms/step - loss: 19086.0488 - mean_absolute_error: 19086.0488 - val_loss: 30709.3887 - val_mean_absolute_error: 30709.3887 Epoch 101/500 86/89 [===========================>..] - ETA: 0s - loss: 19072.2871 - mean_absolute_error: 19072.2871 Epoch 101: val_loss did not improve from 29897.30859 89/89 [==============================] - 1s 7ms/step - loss: 19029.6328 - mean_absolute_error: 19029.6328 - val_loss: 30553.2969 - val_mean_absolute_error: 30553.2969 Epoch 102/500 88/89 [============================>.] - ETA: 0s - loss: 19010.0488 - mean_absolute_error: 19010.0488 Epoch 102: val_loss did not improve from 29897.30859 89/89 [==============================] - 1s 13ms/step - loss: 18987.1953 - mean_absolute_error: 18987.1953 - val_loss: 30209.1816 - val_mean_absolute_error: 30209.1816 Epoch 103/500 86/89 [===========================>..] - ETA: 0s - loss: 19051.2500 - mean_absolute_error: 19051.2500 Epoch 103: val_loss did not improve from 29897.30859 89/89 [==============================] - 1s 13ms/step - loss: 19135.9844 - mean_absolute_error: 19135.9844 - val_loss: 30305.2266 - val_mean_absolute_error: 30305.2266 Epoch 104/500 87/89 [============================>.] - ETA: 0s - loss: 18597.7852 - mean_absolute_error: 18597.7852 Epoch 104: val_loss did not improve from 29897.30859 89/89 [==============================] - 1s 12ms/step - loss: 18511.3984 - mean_absolute_error: 18511.3984 - val_loss: 29954.6797 - val_mean_absolute_error: 29954.6797 Epoch 105/500 85/89 [===========================>..] - ETA: 0s - loss: 18450.4141 - mean_absolute_error: 18450.4141 Epoch 105: val_loss did not improve from 29897.30859 89/89 [==============================] - 1s 12ms/step - loss: 18513.7188 - mean_absolute_error: 18513.7188 - val_loss: 30492.9141 - val_mean_absolute_error: 30492.9141 Epoch 106/500 82/89 [==========================>...] - ETA: 0s - loss: 18920.7266 - mean_absolute_error: 18920.7266 Epoch 106: val_loss did not improve from 29897.30859 89/89 [==============================] - 1s 10ms/step - loss: 19006.2578 - mean_absolute_error: 19006.2578 - val_loss: 30759.1953 - val_mean_absolute_error: 30759.1953 Epoch 107/500 87/89 [============================>.] - ETA: 0s - loss: 18606.2246 - mean_absolute_error: 18606.2246 Epoch 107: val_loss did not improve from 29897.30859 89/89 [==============================] - 1s 9ms/step - loss: 18660.0430 - mean_absolute_error: 18660.0430 - val_loss: 31615.9883 - val_mean_absolute_error: 31615.9883 Epoch 108/500 86/89 [===========================>..] - ETA: 0s - loss: 18605.9160 - mean_absolute_error: 18605.9160 Epoch 108: val_loss did not improve from 29897.30859 89/89 [==============================] - 1s 10ms/step - loss: 18566.7734 - mean_absolute_error: 18566.7734 - val_loss: 30458.3457 - val_mean_absolute_error: 30458.3457 Epoch 109/500 84/89 [===========================>..] - ETA: 0s - loss: 18518.5449 - mean_absolute_error: 18518.5449 Epoch 109: val_loss did not improve from 29897.30859 89/89 [==============================] - 1s 7ms/step - loss: 18582.7090 - mean_absolute_error: 18582.7090 - val_loss: 31375.2969 - val_mean_absolute_error: 31375.2969 Epoch 110/500 85/89 [===========================>..] - ETA: 0s - loss: 18389.3965 - mean_absolute_error: 18389.3965 Epoch 110: val_loss did not improve from 29897.30859 89/89 [==============================] - 1s 6ms/step - loss: 18439.0098 - mean_absolute_error: 18439.0098 - val_loss: 30056.6934 - val_mean_absolute_error: 30056.6934 Epoch 111/500 83/89 [==========================>...] - ETA: 0s - loss: 18912.1387 - mean_absolute_error: 18912.1387 Epoch 111: val_loss improved from 29897.30859 to 29742.12109, saving model to Weights-111--29742.12109.hdf5 89/89 [==============================] - 1s 6ms/step - loss: 18783.9883 - mean_absolute_error: 18783.9883 - val_loss: 29742.1211 - val_mean_absolute_error: 29742.1211 Epoch 112/500 88/89 [============================>.] - ETA: 0s - loss: 18543.9785 - mean_absolute_error: 18543.9785 Epoch 112: val_loss did not improve from 29742.12109 89/89 [==============================] - 1s 6ms/step - loss: 18535.5176 - mean_absolute_error: 18535.5176 - val_loss: 30156.8418 - val_mean_absolute_error: 30156.8418 Epoch 113/500 83/89 [==========================>...] - ETA: 0s - loss: 18314.6816 - mean_absolute_error: 18314.6816 Epoch 113: val_loss did not improve from 29742.12109 89/89 [==============================] - 1s 6ms/step - loss: 18489.1367 - mean_absolute_error: 18489.1367 - val_loss: 31170.8164 - val_mean_absolute_error: 31170.8164 Epoch 114/500 88/89 [============================>.] - ETA: 0s - loss: 18606.0605 - mean_absolute_error: 18606.0605 Epoch 114: val_loss did not improve from 29742.12109 89/89 [==============================] - 1s 7ms/step - loss: 18596.7559 - mean_absolute_error: 18596.7559 - val_loss: 30224.2910 - val_mean_absolute_error: 30224.2910 Epoch 115/500 85/89 [===========================>..] - ETA: 0s - loss: 19188.2598 - mean_absolute_error: 19188.2598 Epoch 115: val_loss did not improve from 29742.12109 89/89 [==============================] - 1s 8ms/step - loss: 19205.7539 - mean_absolute_error: 19205.7539 - val_loss: 30316.2285 - val_mean_absolute_error: 30316.2285 Epoch 116/500 86/89 [===========================>..] - ETA: 0s - loss: 18533.7773 - mean_absolute_error: 18533.7773 Epoch 116: val_loss did not improve from 29742.12109 89/89 [==============================] - 1s 8ms/step - loss: 18565.1797 - mean_absolute_error: 18565.1797 - val_loss: 30542.1836 - val_mean_absolute_error: 30542.1836 Epoch 117/500 88/89 [============================>.] - ETA: 0s - loss: 18648.5410 - mean_absolute_error: 18648.5410 Epoch 117: val_loss did not improve from 29742.12109 89/89 [==============================] - 1s 8ms/step - loss: 18638.5176 - mean_absolute_error: 18638.5176 - val_loss: 30650.8320 - val_mean_absolute_error: 30650.8320 Epoch 118/500 83/89 [==========================>...] - ETA: 0s - loss: 18657.0039 - mean_absolute_error: 18657.0039 Epoch 118: val_loss did not improve from 29742.12109 89/89 [==============================] - 1s 7ms/step - loss: 18699.0469 - mean_absolute_error: 18699.0469 - val_loss: 30830.3633 - val_mean_absolute_error: 30830.3633 Epoch 119/500 88/89 [============================>.] - ETA: 0s - loss: 18543.8945 - mean_absolute_error: 18543.8945 Epoch 119: val_loss did not improve from 29742.12109 89/89 [==============================] - 1s 8ms/step - loss: 18537.4219 - mean_absolute_error: 18537.4219 - val_loss: 30385.7402 - val_mean_absolute_error: 30385.7402 Epoch 120/500 86/89 [===========================>..] - ETA: 0s - loss: 18009.9199 - mean_absolute_error: 18009.9199 Epoch 120: val_loss did not improve from 29742.12109 89/89 [==============================] - 1s 6ms/step - loss: 17945.8809 - mean_absolute_error: 17945.8809 - val_loss: 30349.0957 - val_mean_absolute_error: 30349.0957 Epoch 121/500 85/89 [===========================>..] - ETA: 0s - loss: 18256.4355 - mean_absolute_error: 18256.4355 Epoch 121: val_loss did not improve from 29742.12109 89/89 [==============================] - 1s 6ms/step - loss: 18299.6250 - mean_absolute_error: 18299.6250 - val_loss: 31376.9004 - val_mean_absolute_error: 31376.9004 Epoch 122/500 84/89 [===========================>..] - ETA: 0s - loss: 18711.1465 - mean_absolute_error: 18711.1465 Epoch 122: val_loss did not improve from 29742.12109 89/89 [==============================] - 1s 6ms/step - loss: 18852.7754 - mean_absolute_error: 18852.7754 - val_loss: 30986.2402 - val_mean_absolute_error: 30986.2402 Epoch 123/500 80/89 [=========================>....] - ETA: 0s - loss: 18161.6016 - mean_absolute_error: 18161.6016 Epoch 123: val_loss did not improve from 29742.12109 89/89 [==============================] - 1s 6ms/step - loss: 18142.7305 - mean_absolute_error: 18142.7305 - val_loss: 30585.5020 - val_mean_absolute_error: 30585.5020 Epoch 124/500 88/89 [============================>.] - ETA: 0s - loss: 18478.7363 - mean_absolute_error: 18478.7363 Epoch 124: val_loss did not improve from 29742.12109 89/89 [==============================] - 1s 6ms/step - loss: 18461.0215 - mean_absolute_error: 18461.0215 - val_loss: 29772.1523 - val_mean_absolute_error: 29772.1523 Epoch 125/500 85/89 [===========================>..] - ETA: 0s - loss: 18246.9648 - mean_absolute_error: 18246.9648 Epoch 125: val_loss improved from 29742.12109 to 29737.28516, saving model to Weights-125--29737.28516.hdf5 89/89 [==============================] - 1s 7ms/step - loss: 18330.1309 - mean_absolute_error: 18330.1309 - val_loss: 29737.2852 - val_mean_absolute_error: 29737.2852 Epoch 126/500 84/89 [===========================>..] - ETA: 0s - loss: 17952.1543 - mean_absolute_error: 17952.1543 Epoch 126: val_loss did not improve from 29737.28516 89/89 [==============================] - 1s 10ms/step - loss: 17972.7324 - mean_absolute_error: 17972.7324 - val_loss: 30244.5723 - val_mean_absolute_error: 30244.5723 Epoch 127/500 88/89 [============================>.] - ETA: 0s - loss: 17911.4609 - mean_absolute_error: 17911.4609 Epoch 127: val_loss did not improve from 29737.28516 89/89 [==============================] - 1s 12ms/step - loss: 17905.0488 - mean_absolute_error: 17905.0488 - val_loss: 30306.2012 - val_mean_absolute_error: 30306.2012 Epoch 128/500 89/89 [==============================] - ETA: 0s - loss: 18057.9668 - mean_absolute_error: 18057.9668 Epoch 128: val_loss did not improve from 29737.28516 89/89 [==============================] - 1s 11ms/step - loss: 18057.9668 - mean_absolute_error: 18057.9668 - val_loss: 29859.8164 - val_mean_absolute_error: 29859.8164 Epoch 129/500 84/89 [===========================>..] - ETA: 0s - loss: 18313.5449 - mean_absolute_error: 18313.5449 Epoch 129: val_loss did not improve from 29737.28516 89/89 [==============================] - 1s 9ms/step - loss: 18358.2012 - mean_absolute_error: 18358.2012 - val_loss: 31897.5430 - val_mean_absolute_error: 31897.5430 Epoch 130/500 86/89 [===========================>..] - ETA: 0s - loss: 17867.0078 - mean_absolute_error: 17867.0078 Epoch 130: val_loss did not improve from 29737.28516 89/89 [==============================] - 1s 12ms/step - loss: 17858.1895 - mean_absolute_error: 17858.1895 - val_loss: 30878.1113 - val_mean_absolute_error: 30878.1113 Epoch 131/500 81/89 [==========================>...] - ETA: 0s - loss: 18093.2266 - mean_absolute_error: 18093.2266 Epoch 131: val_loss improved from 29737.28516 to 29548.34766, saving model to Weights-131--29548.34766.hdf5 89/89 [==============================] - 1s 9ms/step - loss: 17995.2676 - mean_absolute_error: 17995.2676 - val_loss: 29548.3477 - val_mean_absolute_error: 29548.3477 Epoch 132/500 89/89 [==============================] - ETA: 0s - loss: 17620.4492 - mean_absolute_error: 17620.4492 Epoch 132: val_loss did not improve from 29548.34766 89/89 [==============================] - 1s 8ms/step - loss: 17620.4492 - mean_absolute_error: 17620.4492 - val_loss: 30532.0430 - val_mean_absolute_error: 30532.0430 Epoch 133/500 84/89 [===========================>..] - ETA: 0s - loss: 17750.7148 - mean_absolute_error: 17750.7148 Epoch 133: val_loss did not improve from 29548.34766 89/89 [==============================] - 1s 8ms/step - loss: 17733.3613 - mean_absolute_error: 17733.3613 - val_loss: 30003.5430 - val_mean_absolute_error: 30003.5430 Epoch 134/500 83/89 [==========================>...] - ETA: 0s - loss: 17655.1641 - mean_absolute_error: 17655.1641 Epoch 134: val_loss did not improve from 29548.34766 89/89 [==============================] - 1s 7ms/step - loss: 17764.6426 - mean_absolute_error: 17764.6426 - val_loss: 31112.8105 - val_mean_absolute_error: 31112.8105 Epoch 135/500 89/89 [==============================] - ETA: 0s - loss: 18020.2344 - mean_absolute_error: 18020.2344 Epoch 135: val_loss did not improve from 29548.34766 89/89 [==============================] - 1s 7ms/step - loss: 18020.2344 - mean_absolute_error: 18020.2344 - val_loss: 29905.2324 - val_mean_absolute_error: 29905.2324 Epoch 136/500 85/89 [===========================>..] - ETA: 0s - loss: 18438.8359 - mean_absolute_error: 18438.8359 Epoch 136: val_loss did not improve from 29548.34766 89/89 [==============================] - 1s 6ms/step - loss: 18376.9668 - mean_absolute_error: 18376.9668 - val_loss: 30107.3887 - val_mean_absolute_error: 30107.3887 Epoch 137/500 85/89 [===========================>..] - ETA: 0s - loss: 17686.3398 - mean_absolute_error: 17686.3398 Epoch 137: val_loss did not improve from 29548.34766 89/89 [==============================] - 1s 7ms/step - loss: 17690.8242 - mean_absolute_error: 17690.8242 - val_loss: 30443.7812 - val_mean_absolute_error: 30443.7812 Epoch 138/500 82/89 [==========================>...] - ETA: 0s - loss: 17966.6133 - mean_absolute_error: 17966.6133 Epoch 138: val_loss improved from 29548.34766 to 29367.81641, saving model to Weights-138--29367.81641.hdf5 89/89 [==============================] - 1s 8ms/step - loss: 17816.6738 - mean_absolute_error: 17816.6738 - val_loss: 29367.8164 - val_mean_absolute_error: 29367.8164 Epoch 139/500 83/89 [==========================>...] - ETA: 0s - loss: 17533.0547 - mean_absolute_error: 17533.0547 Epoch 139: val_loss did not improve from 29367.81641 89/89 [==============================] - 1s 8ms/step - loss: 17450.7559 - mean_absolute_error: 17450.7559 - val_loss: 30028.5039 - val_mean_absolute_error: 30028.5039 Epoch 140/500 80/89 [=========================>....] - ETA: 0s - loss: 17673.4805 - mean_absolute_error: 17673.4805 Epoch 140: val_loss did not improve from 29367.81641 89/89 [==============================] - 1s 7ms/step - loss: 17567.5215 - mean_absolute_error: 17567.5215 - val_loss: 31148.7988 - val_mean_absolute_error: 31148.7988 Epoch 141/500 83/89 [==========================>...] - ETA: 0s - loss: 18303.7207 - mean_absolute_error: 18303.7207 Epoch 141: val_loss did not improve from 29367.81641 89/89 [==============================] - 1s 6ms/step - loss: 18268.0859 - mean_absolute_error: 18268.0859 - val_loss: 30499.3125 - val_mean_absolute_error: 30499.3125 Epoch 142/500 82/89 [==========================>...] - ETA: 0s - loss: 17753.9531 - mean_absolute_error: 17753.9531 Epoch 142: val_loss did not improve from 29367.81641 89/89 [==============================] - 1s 7ms/step - loss: 17550.4629 - mean_absolute_error: 17550.4629 - val_loss: 29677.7344 - val_mean_absolute_error: 29677.7344 Epoch 143/500 85/89 [===========================>..] - ETA: 0s - loss: 17283.7930 - mean_absolute_error: 17283.7930 Epoch 143: val_loss did not improve from 29367.81641 89/89 [==============================] - 1s 8ms/step - loss: 17344.0430 - mean_absolute_error: 17344.0430 - val_loss: 30224.0762 - val_mean_absolute_error: 30224.0762 Epoch 144/500 89/89 [==============================] - ETA: 0s - loss: 17690.5137 - mean_absolute_error: 17690.5137 Epoch 144: val_loss did not improve from 29367.81641 89/89 [==============================] - 1s 6ms/step - loss: 17690.5137 - mean_absolute_error: 17690.5137 - val_loss: 30614.3203 - val_mean_absolute_error: 30614.3203 Epoch 145/500 88/89 [============================>.] - ETA: 0s - loss: 17210.1426 - mean_absolute_error: 17210.1426 Epoch 145: val_loss did not improve from 29367.81641 89/89 [==============================] - 1s 8ms/step - loss: 17198.6641 - mean_absolute_error: 17198.6641 - val_loss: 29955.2520 - val_mean_absolute_error: 29955.2520 Epoch 146/500 86/89 [===========================>..] - ETA: 0s - loss: 17663.1719 - mean_absolute_error: 17663.1719 Epoch 146: val_loss improved from 29367.81641 to 29185.43359, saving model to Weights-146--29185.43359.hdf5 89/89 [==============================] - 1s 11ms/step - loss: 17686.6816 - mean_absolute_error: 17686.6816 - val_loss: 29185.4336 - val_mean_absolute_error: 29185.4336 Epoch 147/500 84/89 [===========================>..] - ETA: 0s - loss: 17211.3281 - mean_absolute_error: 17211.3281 Epoch 147: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 10ms/step - loss: 17409.2207 - mean_absolute_error: 17409.2207 - val_loss: 29976.8926 - val_mean_absolute_error: 29976.8926 Epoch 148/500 85/89 [===========================>..] - ETA: 0s - loss: 17648.7539 - mean_absolute_error: 17648.7539 Epoch 148: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 11ms/step - loss: 17594.9160 - mean_absolute_error: 17594.9160 - val_loss: 30372.7852 - val_mean_absolute_error: 30372.7852 Epoch 149/500 85/89 [===========================>..] - ETA: 0s - loss: 17403.3047 - mean_absolute_error: 17403.3047 Epoch 149: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 9ms/step - loss: 17299.8320 - mean_absolute_error: 17299.8320 - val_loss: 29845.0254 - val_mean_absolute_error: 29845.0254 Epoch 150/500 87/89 [============================>.] - ETA: 0s - loss: 17348.8613 - mean_absolute_error: 17348.8613 Epoch 150: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 9ms/step - loss: 17301.8984 - mean_absolute_error: 17301.8984 - val_loss: 29703.8184 - val_mean_absolute_error: 29703.8184 Epoch 151/500 88/89 [============================>.] - ETA: 0s - loss: 17326.9102 - mean_absolute_error: 17326.9102 Epoch 151: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 11ms/step - loss: 17301.5020 - mean_absolute_error: 17301.5020 - val_loss: 29434.9434 - val_mean_absolute_error: 29434.9434 Epoch 152/500 86/89 [===========================>..] - ETA: 0s - loss: 17377.0059 - mean_absolute_error: 17377.0059 Epoch 152: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 7ms/step - loss: 17436.7266 - mean_absolute_error: 17436.7266 - val_loss: 29655.9941 - val_mean_absolute_error: 29655.9941 Epoch 153/500 78/89 [=========================>....] - ETA: 0s - loss: 17560.5547 - mean_absolute_error: 17560.5547 Epoch 153: val_loss did not improve from 29185.43359 89/89 [==============================] - 0s 5ms/step - loss: 17418.1992 - mean_absolute_error: 17418.1992 - val_loss: 30194.3770 - val_mean_absolute_error: 30194.3770 Epoch 154/500 84/89 [===========================>..] - ETA: 0s - loss: 17492.5469 - mean_absolute_error: 17492.5469 Epoch 154: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 6ms/step - loss: 17560.8438 - mean_absolute_error: 17560.8438 - val_loss: 30005.2402 - val_mean_absolute_error: 30005.2402 Epoch 155/500 84/89 [===========================>..] - ETA: 0s - loss: 17265.6582 - mean_absolute_error: 17265.6582 Epoch 155: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 6ms/step - loss: 17337.0820 - mean_absolute_error: 17337.0820 - val_loss: 30065.5527 - val_mean_absolute_error: 30065.5527 Epoch 156/500 86/89 [===========================>..] - ETA: 0s - loss: 16984.1641 - mean_absolute_error: 16984.1641 Epoch 156: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 6ms/step - loss: 16951.6094 - mean_absolute_error: 16951.6094 - val_loss: 30086.4453 - val_mean_absolute_error: 30086.4453 Epoch 157/500 86/89 [===========================>..] - ETA: 0s - loss: 17362.3203 - mean_absolute_error: 17362.3203 Epoch 157: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 6ms/step - loss: 17454.5254 - mean_absolute_error: 17454.5254 - val_loss: 30203.8750 - val_mean_absolute_error: 30203.8750 Epoch 158/500 85/89 [===========================>..] - ETA: 0s - loss: 17747.5371 - mean_absolute_error: 17747.5371 Epoch 158: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 6ms/step - loss: 17643.2988 - mean_absolute_error: 17643.2988 - val_loss: 29493.8496 - val_mean_absolute_error: 29493.8496 Epoch 159/500 80/89 [=========================>....] - ETA: 0s - loss: 17661.9355 - mean_absolute_error: 17661.9355 Epoch 159: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 6ms/step - loss: 17779.6973 - mean_absolute_error: 17779.6973 - val_loss: 29893.3457 - val_mean_absolute_error: 29893.3457 Epoch 160/500 82/89 [==========================>...] - ETA: 0s - loss: 17669.0586 - mean_absolute_error: 17669.0586 Epoch 160: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 6ms/step - loss: 17614.2871 - mean_absolute_error: 17614.2871 - val_loss: 29976.3086 - val_mean_absolute_error: 29976.3086 Epoch 161/500 81/89 [==========================>...] - ETA: 0s - loss: 17397.6289 - mean_absolute_error: 17397.6289 Epoch 161: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 7ms/step - loss: 17447.9824 - mean_absolute_error: 17447.9824 - val_loss: 29773.0879 - val_mean_absolute_error: 29773.0879 Epoch 162/500 86/89 [===========================>..] - ETA: 0s - loss: 17151.1348 - mean_absolute_error: 17151.1348 Epoch 162: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 8ms/step - loss: 17056.2617 - mean_absolute_error: 17056.2617 - val_loss: 30087.2129 - val_mean_absolute_error: 30087.2129 Epoch 163/500 86/89 [===========================>..] - ETA: 0s - loss: 16785.4922 - mean_absolute_error: 16785.4922 Epoch 163: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 8ms/step - loss: 16784.2930 - mean_absolute_error: 16784.2930 - val_loss: 29577.7812 - val_mean_absolute_error: 29577.7812 Epoch 164/500 88/89 [============================>.] - ETA: 0s - loss: 17201.0938 - mean_absolute_error: 17201.0938 Epoch 164: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 7ms/step - loss: 17198.3574 - mean_absolute_error: 17198.3574 - val_loss: 30162.0234 - val_mean_absolute_error: 30162.0234 Epoch 165/500 81/89 [==========================>...] - ETA: 0s - loss: 16857.6816 - mean_absolute_error: 16857.6816 Epoch 165: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 6ms/step - loss: 17006.9688 - mean_absolute_error: 17006.9688 - val_loss: 29846.8496 - val_mean_absolute_error: 29846.8496 Epoch 166/500 85/89 [===========================>..] - ETA: 0s - loss: 17059.3750 - mean_absolute_error: 17059.3750 Epoch 166: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 7ms/step - loss: 17109.0254 - mean_absolute_error: 17109.0254 - val_loss: 29429.2012 - val_mean_absolute_error: 29429.2012 Epoch 167/500 83/89 [==========================>...] - ETA: 0s - loss: 16532.7676 - mean_absolute_error: 16532.7676 Epoch 167: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 7ms/step - loss: 16682.5820 - mean_absolute_error: 16682.5820 - val_loss: 30174.4199 - val_mean_absolute_error: 30174.4199 Epoch 168/500 85/89 [===========================>..] - ETA: 0s - loss: 17671.0098 - mean_absolute_error: 17671.0098 Epoch 168: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 7ms/step - loss: 17656.3359 - mean_absolute_error: 17656.3359 - val_loss: 29873.2520 - val_mean_absolute_error: 29873.2520 Epoch 169/500 84/89 [===========================>..] - ETA: 0s - loss: 16745.4414 - mean_absolute_error: 16745.4414 Epoch 169: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 8ms/step - loss: 16774.9902 - mean_absolute_error: 16774.9902 - val_loss: 30364.5352 - val_mean_absolute_error: 30364.5352 Epoch 170/500 86/89 [===========================>..] - ETA: 0s - loss: 17342.7793 - mean_absolute_error: 17342.7793 Epoch 170: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 10ms/step - loss: 17244.6074 - mean_absolute_error: 17244.6074 - val_loss: 29458.0820 - val_mean_absolute_error: 29458.0820 Epoch 171/500 86/89 [===========================>..] - ETA: 0s - loss: 17031.8574 - mean_absolute_error: 17031.8574 Epoch 171: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 11ms/step - loss: 17073.8066 - mean_absolute_error: 17073.8066 - val_loss: 29709.4707 - val_mean_absolute_error: 29709.4707 Epoch 172/500 84/89 [===========================>..] - ETA: 0s - loss: 16836.8281 - mean_absolute_error: 16836.8281 Epoch 172: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 11ms/step - loss: 16841.6543 - mean_absolute_error: 16841.6543 - val_loss: 29794.8320 - val_mean_absolute_error: 29794.8320 Epoch 173/500 86/89 [===========================>..] - ETA: 0s - loss: 16789.6875 - mean_absolute_error: 16789.6875 Epoch 173: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 12ms/step - loss: 16834.0703 - mean_absolute_error: 16834.0703 - val_loss: 29429.6875 - val_mean_absolute_error: 29429.6875 Epoch 174/500 84/89 [===========================>..] - ETA: 0s - loss: 17035.4473 - mean_absolute_error: 17035.4473 Epoch 174: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 12ms/step - loss: 16954.4648 - mean_absolute_error: 16954.4648 - val_loss: 29822.5430 - val_mean_absolute_error: 29822.5430 Epoch 175/500 88/89 [============================>.] - ETA: 0s - loss: 17300.8730 - mean_absolute_error: 17300.8730 Epoch 175: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 8ms/step - loss: 17280.3906 - mean_absolute_error: 17280.3906 - val_loss: 30260.7812 - val_mean_absolute_error: 30260.7812 Epoch 176/500 85/89 [===========================>..] - ETA: 0s - loss: 17304.3242 - mean_absolute_error: 17304.3242 Epoch 176: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 8ms/step - loss: 17336.4805 - mean_absolute_error: 17336.4805 - val_loss: 30029.8809 - val_mean_absolute_error: 30029.8809 Epoch 177/500 84/89 [===========================>..] - ETA: 0s - loss: 17490.7578 - mean_absolute_error: 17490.7578 Epoch 177: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 7ms/step - loss: 17500.5156 - mean_absolute_error: 17500.5156 - val_loss: 30157.2012 - val_mean_absolute_error: 30157.2012 Epoch 178/500 88/89 [============================>.] - ETA: 0s - loss: 17405.9375 - mean_absolute_error: 17405.9375 Epoch 178: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 6ms/step - loss: 17408.2617 - mean_absolute_error: 17408.2617 - val_loss: 29487.2500 - val_mean_absolute_error: 29487.2500 Epoch 179/500 89/89 [==============================] - ETA: 0s - loss: 17000.9102 - mean_absolute_error: 17000.9102 Epoch 179: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 7ms/step - loss: 17000.9102 - mean_absolute_error: 17000.9102 - val_loss: 30776.5527 - val_mean_absolute_error: 30776.5527 Epoch 180/500 86/89 [===========================>..] - ETA: 0s - loss: 17384.9336 - mean_absolute_error: 17384.9336 Epoch 180: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 8ms/step - loss: 17364.9219 - mean_absolute_error: 17364.9219 - val_loss: 29799.4277 - val_mean_absolute_error: 29799.4277 Epoch 181/500 89/89 [==============================] - ETA: 0s - loss: 16995.3613 - mean_absolute_error: 16995.3613 Epoch 181: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 8ms/step - loss: 16995.3613 - mean_absolute_error: 16995.3613 - val_loss: 30459.9414 - val_mean_absolute_error: 30459.9414 Epoch 182/500 89/89 [==============================] - ETA: 0s - loss: 16446.4160 - mean_absolute_error: 16446.4160 Epoch 182: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 6ms/step - loss: 16446.4160 - mean_absolute_error: 16446.4160 - val_loss: 29794.7402 - val_mean_absolute_error: 29794.7402 Epoch 183/500 84/89 [===========================>..] - ETA: 0s - loss: 16925.1973 - mean_absolute_error: 16925.1973 Epoch 183: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 6ms/step - loss: 17091.5684 - mean_absolute_error: 17091.5684 - val_loss: 29228.3027 - val_mean_absolute_error: 29228.3027 Epoch 184/500 80/89 [=========================>....] - ETA: 0s - loss: 16569.0684 - mean_absolute_error: 16569.0684 Epoch 184: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 6ms/step - loss: 16646.3730 - mean_absolute_error: 16646.3730 - val_loss: 29300.7559 - val_mean_absolute_error: 29300.7559 Epoch 185/500 87/89 [============================>.] - ETA: 0s - loss: 17144.8867 - mean_absolute_error: 17144.8867 Epoch 185: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 6ms/step - loss: 17202.1016 - mean_absolute_error: 17202.1016 - val_loss: 30359.8379 - val_mean_absolute_error: 30359.8379 Epoch 186/500 84/89 [===========================>..] - ETA: 0s - loss: 16723.7129 - mean_absolute_error: 16723.7129 Epoch 186: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 8ms/step - loss: 16670.7539 - mean_absolute_error: 16670.7539 - val_loss: 29684.0449 - val_mean_absolute_error: 29684.0449 Epoch 187/500 84/89 [===========================>..] - ETA: 0s - loss: 17140.4961 - mean_absolute_error: 17140.4961 Epoch 187: val_loss did not improve from 29185.43359 89/89 [==============================] - 1s 6ms/step - loss: 17068.1211 - mean_absolute_error: 17068.1211 - val_loss: 29203.8848 - val_mean_absolute_error: 29203.8848 Epoch 188/500 87/89 [============================>.] - ETA: 0s - loss: 16653.2441 - mean_absolute_error: 16653.2441 Epoch 188: val_loss improved from 29185.43359 to 29131.96680, saving model to Weights-188--29131.96680.hdf5 89/89 [==============================] - 1s 7ms/step - loss: 16640.9492 - mean_absolute_error: 16640.9492 - val_loss: 29131.9668 - val_mean_absolute_error: 29131.9668 Epoch 189/500 81/89 [==========================>...] - ETA: 0s - loss: 16544.9473 - mean_absolute_error: 16544.9473 Epoch 189: val_loss did not improve from 29131.96680 89/89 [==============================] - 1s 6ms/step - loss: 16426.5391 - mean_absolute_error: 16426.5391 - val_loss: 29308.0566 - val_mean_absolute_error: 29308.0566 Epoch 190/500 89/89 [==============================] - ETA: 0s - loss: 16753.5859 - mean_absolute_error: 16753.5859 Epoch 190: val_loss did not improve from 29131.96680 89/89 [==============================] - 1s 7ms/step - loss: 16753.5859 - mean_absolute_error: 16753.5859 - val_loss: 29738.1641 - val_mean_absolute_error: 29738.1641 Epoch 191/500 89/89 [==============================] - ETA: 0s - loss: 16643.3145 - mean_absolute_error: 16643.3145 Epoch 191: val_loss did not improve from 29131.96680 89/89 [==============================] - 1s 9ms/step - loss: 16643.3145 - mean_absolute_error: 16643.3145 - val_loss: 29588.7051 - val_mean_absolute_error: 29588.7051 Epoch 192/500 88/89 [============================>.] - ETA: 0s - loss: 16259.4072 - mean_absolute_error: 16259.4072 Epoch 192: val_loss did not improve from 29131.96680 89/89 [==============================] - 1s 12ms/step - loss: 16311.1465 - mean_absolute_error: 16311.1465 - val_loss: 29361.4531 - val_mean_absolute_error: 29361.4531 Epoch 193/500 86/89 [===========================>..] - ETA: 0s - loss: 16596.2637 - mean_absolute_error: 16596.2637 Epoch 193: val_loss did not improve from 29131.96680 89/89 [==============================] - 1s 12ms/step - loss: 16544.4902 - mean_absolute_error: 16544.4902 - val_loss: 29549.2266 - val_mean_absolute_error: 29549.2266 Epoch 194/500 85/89 [===========================>..] - ETA: 0s - loss: 16526.0781 - mean_absolute_error: 16526.0781 Epoch 194: val_loss did not improve from 29131.96680 89/89 [==============================] - 1s 13ms/step - loss: 16466.3672 - mean_absolute_error: 16466.3672 - val_loss: 29898.3828 - val_mean_absolute_error: 29898.3828 Epoch 195/500 84/89 [===========================>..] - ETA: 0s - loss: 17114.3105 - mean_absolute_error: 17114.3105 Epoch 195: val_loss did not improve from 29131.96680 89/89 [==============================] - 1s 12ms/step - loss: 17113.5820 - mean_absolute_error: 17113.5820 - val_loss: 31194.6562 - val_mean_absolute_error: 31194.6562 Epoch 196/500 81/89 [==========================>...] - ETA: 0s - loss: 16941.8516 - mean_absolute_error: 16941.8516 Epoch 196: val_loss did not improve from 29131.96680 89/89 [==============================] - 1s 6ms/step - loss: 16775.4551 - mean_absolute_error: 16775.4551 - val_loss: 29695.6875 - val_mean_absolute_error: 29695.6875 Epoch 197/500 88/89 [============================>.] - ETA: 0s - loss: 16512.6797 - mean_absolute_error: 16512.6797 Epoch 197: val_loss did not improve from 29131.96680 89/89 [==============================] - 1s 7ms/step - loss: 16506.9219 - mean_absolute_error: 16506.9219 - val_loss: 29599.0898 - val_mean_absolute_error: 29599.0898 Epoch 198/500 85/89 [===========================>..] - ETA: 0s - loss: 16462.9375 - mean_absolute_error: 16462.9375 Epoch 198: val_loss did not improve from 29131.96680 89/89 [==============================] - 1s 9ms/step - loss: 16436.7148 - mean_absolute_error: 16436.7148 - val_loss: 30476.8184 - val_mean_absolute_error: 30476.8184 Epoch 199/500 83/89 [==========================>...] - ETA: 0s - loss: 17085.8125 - mean_absolute_error: 17085.8125 Epoch 199: val_loss improved from 29131.96680 to 29043.86719, saving model to Weights-199--29043.86719.hdf5 89/89 [==============================] - 1s 9ms/step - loss: 17142.8809 - mean_absolute_error: 17142.8809 - val_loss: 29043.8672 - val_mean_absolute_error: 29043.8672 Epoch 200/500 85/89 [===========================>..] - ETA: 0s - loss: 16670.4883 - mean_absolute_error: 16670.4883 Epoch 200: val_loss did not improve from 29043.86719 89/89 [==============================] - 1s 8ms/step - loss: 16640.8789 - mean_absolute_error: 16640.8789 - val_loss: 29396.9375 - val_mean_absolute_error: 29396.9375 Epoch 201/500 84/89 [===========================>..] - ETA: 0s - loss: 16671.8965 - mean_absolute_error: 16671.8965 Epoch 201: val_loss did not improve from 29043.86719 89/89 [==============================] - 1s 8ms/step - loss: 16678.4551 - mean_absolute_error: 16678.4551 - val_loss: 29282.1133 - val_mean_absolute_error: 29282.1133 Epoch 202/500 84/89 [===========================>..] - ETA: 0s - loss: 16189.5479 - mean_absolute_error: 16189.5479 Epoch 202: val_loss did not improve from 29043.86719 89/89 [==============================] - 1s 7ms/step - loss: 16219.0732 - mean_absolute_error: 16219.0732 - val_loss: 29929.7969 - val_mean_absolute_error: 29929.7969 Epoch 203/500 85/89 [===========================>..] - ETA: 0s - loss: 17015.4141 - mean_absolute_error: 17015.4141 Epoch 203: val_loss did not improve from 29043.86719 89/89 [==============================] - 1s 8ms/step - loss: 17070.4902 - mean_absolute_error: 17070.4902 - val_loss: 29547.1582 - val_mean_absolute_error: 29547.1582 Epoch 204/500 84/89 [===========================>..] - ETA: 0s - loss: 17096.3301 - mean_absolute_error: 17096.3301 Epoch 204: val_loss did not improve from 29043.86719 89/89 [==============================] - 1s 7ms/step - loss: 17049.1191 - mean_absolute_error: 17049.1191 - val_loss: 29954.9863 - val_mean_absolute_error: 29954.9863 Epoch 205/500 86/89 [===========================>..] - ETA: 0s - loss: 16132.4551 - mean_absolute_error: 16132.4551 Epoch 205: val_loss did not improve from 29043.86719 89/89 [==============================] - 1s 6ms/step - loss: 16103.4873 - mean_absolute_error: 16103.4873 - val_loss: 29956.9434 - val_mean_absolute_error: 29956.9434 Epoch 206/500 86/89 [===========================>..] - ETA: 0s - loss: 16281.7412 - mean_absolute_error: 16281.7412 Epoch 206: val_loss did not improve from 29043.86719 89/89 [==============================] - 1s 7ms/step - loss: 16226.6621 - mean_absolute_error: 16226.6621 - val_loss: 29301.2188 - val_mean_absolute_error: 29301.2188 Epoch 207/500 85/89 [===========================>..] - ETA: 0s - loss: 16440.0449 - mean_absolute_error: 16440.0449 Epoch 207: val_loss did not improve from 29043.86719 89/89 [==============================] - 1s 7ms/step - loss: 16555.8809 - mean_absolute_error: 16555.8809 - val_loss: 30089.8672 - val_mean_absolute_error: 30089.8672 Epoch 208/500 84/89 [===========================>..] - ETA: 0s - loss: 16310.6250 - mean_absolute_error: 16310.6250 Epoch 208: val_loss did not improve from 29043.86719 89/89 [==============================] - 1s 7ms/step - loss: 16347.0811 - mean_absolute_error: 16347.0811 - val_loss: 29463.7109 - val_mean_absolute_error: 29463.7109 Epoch 209/500 89/89 [==============================] - ETA: 0s - loss: 16347.5098 - mean_absolute_error: 16347.5098 Epoch 209: val_loss did not improve from 29043.86719 89/89 [==============================] - 1s 7ms/step - loss: 16347.5098 - mean_absolute_error: 16347.5098 - val_loss: 29640.8945 - val_mean_absolute_error: 29640.8945 Epoch 210/500 84/89 [===========================>..] - ETA: 0s - loss: 16362.6924 - mean_absolute_error: 16362.6924 Epoch 210: val_loss did not improve from 29043.86719 89/89 [==============================] - 1s 9ms/step - loss: 16513.5000 - mean_absolute_error: 16513.5000 - val_loss: 29429.2031 - val_mean_absolute_error: 29429.2031 Epoch 211/500 85/89 [===========================>..] - ETA: 0s - loss: 16254.9707 - mean_absolute_error: 16254.9707 Epoch 211: val_loss did not improve from 29043.86719 89/89 [==============================] - 1s 12ms/step - loss: 16273.4443 - mean_absolute_error: 16273.4443 - val_loss: 29187.0625 - val_mean_absolute_error: 29187.0625 Epoch 212/500 89/89 [==============================] - ETA: 0s - loss: 16199.4092 - mean_absolute_error: 16199.4092 Epoch 212: val_loss did not improve from 29043.86719 89/89 [==============================] - 1s 12ms/step - loss: 16199.4092 - mean_absolute_error: 16199.4092 - val_loss: 30014.9941 - val_mean_absolute_error: 30014.9941 Epoch 213/500 85/89 [===========================>..] - ETA: 0s - loss: 16075.1045 - mean_absolute_error: 16075.1045 Epoch 213: val_loss did not improve from 29043.86719 89/89 [==============================] - 1s 9ms/step - loss: 16173.2744 - mean_absolute_error: 16173.2744 - val_loss: 30060.8809 - val_mean_absolute_error: 30060.8809 Epoch 214/500 86/89 [===========================>..] - ETA: 0s - loss: 16844.4727 - mean_absolute_error: 16844.4727 Epoch 214: val_loss did not improve from 29043.86719 89/89 [==============================] - 1s 10ms/step - loss: 16811.2578 - mean_absolute_error: 16811.2578 - val_loss: 29851.3320 - val_mean_absolute_error: 29851.3320 Epoch 215/500 86/89 [===========================>..] - ETA: 0s - loss: 16194.3760 - mean_absolute_error: 16194.3760 Epoch 215: val_loss did not improve from 29043.86719 89/89 [==============================] - 1s 9ms/step - loss: 16223.6865 - mean_absolute_error: 16223.6865 - val_loss: 29717.5781 - val_mean_absolute_error: 29717.5781 Epoch 216/500 86/89 [===========================>..] - ETA: 0s - loss: 16436.2480 - mean_absolute_error: 16436.2480 Epoch 216: val_loss did not improve from 29043.86719 89/89 [==============================] - 1s 10ms/step - loss: 16345.3691 - mean_absolute_error: 16345.3691 - val_loss: 29444.8359 - val_mean_absolute_error: 29444.8359 Epoch 217/500 89/89 [==============================] - ETA: 0s - loss: 16324.5029 - mean_absolute_error: 16324.5029 Epoch 217: val_loss did not improve from 29043.86719 89/89 [==============================] - 1s 8ms/step - loss: 16324.5029 - mean_absolute_error: 16324.5029 - val_loss: 29849.5898 - val_mean_absolute_error: 29849.5898 Epoch 218/500 87/89 [============================>.] - ETA: 0s - loss: 16330.8789 - mean_absolute_error: 16330.8789 Epoch 218: val_loss did not improve from 29043.86719 89/89 [==============================] - 1s 8ms/step - loss: 16427.5020 - mean_absolute_error: 16427.5020 - val_loss: 29753.3398 - val_mean_absolute_error: 29753.3398 Epoch 219/500 87/89 [============================>.] - ETA: 0s - loss: 16125.2158 - mean_absolute_error: 16125.2158 Epoch 219: val_loss did not improve from 29043.86719 89/89 [==============================] - 1s 8ms/step - loss: 16077.4688 - mean_absolute_error: 16077.4688 - val_loss: 29388.5781 - val_mean_absolute_error: 29388.5781 Epoch 220/500 84/89 [===========================>..] - ETA: 0s - loss: 16585.3379 - mean_absolute_error: 16585.3379 Epoch 220: val_loss did not improve from 29043.86719 89/89 [==============================] - 1s 8ms/step - loss: 16538.1738 - mean_absolute_error: 16538.1738 - val_loss: 29881.4023 - val_mean_absolute_error: 29881.4023 Epoch 221/500 86/89 [===========================>..] - ETA: 0s - loss: 16483.4082 - mean_absolute_error: 16483.4082 Epoch 221: val_loss did not improve from 29043.86719 89/89 [==============================] - 1s 9ms/step - loss: 16571.8262 - mean_absolute_error: 16571.8262 - val_loss: 30487.2500 - val_mean_absolute_error: 30487.2500 Epoch 222/500 88/89 [============================>.] - ETA: 0s - loss: 16272.9248 - mean_absolute_error: 16272.9248 Epoch 222: val_loss did not improve from 29043.86719 89/89 [==============================] - 1s 7ms/step - loss: 16260.7822 - mean_absolute_error: 16260.7822 - val_loss: 29420.1953 - val_mean_absolute_error: 29420.1953 Epoch 223/500 83/89 [==========================>...] - ETA: 0s - loss: 16114.9062 - mean_absolute_error: 16114.9062 Epoch 223: val_loss did not improve from 29043.86719 89/89 [==============================] - 1s 7ms/step - loss: 16174.9141 - mean_absolute_error: 16174.9141 - val_loss: 29804.9883 - val_mean_absolute_error: 29804.9883 Epoch 224/500 84/89 [===========================>..] - ETA: 0s - loss: 16524.3711 - mean_absolute_error: 16524.3711 Epoch 224: val_loss did not improve from 29043.86719 89/89 [==============================] - 1s 8ms/step - loss: 16429.3574 - mean_absolute_error: 16429.3574 - val_loss: 30913.7227 - val_mean_absolute_error: 30913.7227 Epoch 225/500 88/89 [============================>.] - ETA: 0s - loss: 16245.3740 - mean_absolute_error: 16245.3740 Epoch 225: val_loss did not improve from 29043.86719 89/89 [==============================] - 1s 8ms/step - loss: 16245.4404 - mean_absolute_error: 16245.4404 - val_loss: 30067.0059 - val_mean_absolute_error: 30067.0059 Epoch 226/500 89/89 [==============================] - ETA: 0s - loss: 15978.4492 - mean_absolute_error: 15978.4492 Epoch 226: val_loss did not improve from 29043.86719 89/89 [==============================] - 1s 8ms/step - loss: 15978.4492 - mean_absolute_error: 15978.4492 - val_loss: 29426.9375 - val_mean_absolute_error: 29426.9375 Epoch 227/500 84/89 [===========================>..] - ETA: 0s - loss: 15751.0986 - mean_absolute_error: 15751.0986 Epoch 227: val_loss improved from 29043.86719 to 28844.82812, saving model to Weights-227--28844.82812.hdf5 89/89 [==============================] - 1s 8ms/step - loss: 15806.2334 - mean_absolute_error: 15806.2334 - val_loss: 28844.8281 - val_mean_absolute_error: 28844.8281 Epoch 228/500 84/89 [===========================>..] - ETA: 0s - loss: 15863.8672 - mean_absolute_error: 15863.8672 Epoch 228: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 15848.4072 - mean_absolute_error: 15848.4072 - val_loss: 29274.7168 - val_mean_absolute_error: 29274.7168 Epoch 229/500 81/89 [==========================>...] - ETA: 0s - loss: 15922.3906 - mean_absolute_error: 15922.3906 Epoch 229: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 15867.8779 - mean_absolute_error: 15867.8779 - val_loss: 29528.4863 - val_mean_absolute_error: 29528.4863 Epoch 230/500 82/89 [==========================>...] - ETA: 0s - loss: 15534.8965 - mean_absolute_error: 15534.8965 Epoch 230: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 15738.8633 - mean_absolute_error: 15738.8633 - val_loss: 30388.3848 - val_mean_absolute_error: 30388.3848 Epoch 231/500 88/89 [============================>.] - ETA: 0s - loss: 15797.1084 - mean_absolute_error: 15797.1084 Epoch 231: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 15813.7363 - mean_absolute_error: 15813.7363 - val_loss: 28992.5391 - val_mean_absolute_error: 28992.5391 Epoch 232/500 82/89 [==========================>...] - ETA: 0s - loss: 16135.8018 - mean_absolute_error: 16135.8018 Epoch 232: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 16325.4316 - mean_absolute_error: 16325.4316 - val_loss: 29946.9121 - val_mean_absolute_error: 29946.9121 Epoch 233/500 85/89 [===========================>..] - ETA: 0s - loss: 16222.8701 - mean_absolute_error: 16222.8701 Epoch 233: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 10ms/step - loss: 16420.0586 - mean_absolute_error: 16420.0586 - val_loss: 29926.4531 - val_mean_absolute_error: 29926.4531 Epoch 234/500 84/89 [===========================>..] - ETA: 0s - loss: 15992.8984 - mean_absolute_error: 15992.8984 Epoch 234: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 11ms/step - loss: 15883.1826 - mean_absolute_error: 15883.1826 - val_loss: 29505.6465 - val_mean_absolute_error: 29505.6465 Epoch 235/500 84/89 [===========================>..] - ETA: 0s - loss: 15683.9004 - mean_absolute_error: 15683.9004 Epoch 235: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 10ms/step - loss: 15639.8564 - mean_absolute_error: 15639.8564 - val_loss: 29628.1113 - val_mean_absolute_error: 29628.1113 Epoch 236/500 89/89 [==============================] - ETA: 0s - loss: 15570.6133 - mean_absolute_error: 15570.6133 Epoch 236: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 11ms/step - loss: 15570.6133 - mean_absolute_error: 15570.6133 - val_loss: 30865.3535 - val_mean_absolute_error: 30865.3535 Epoch 237/500 88/89 [============================>.] - ETA: 0s - loss: 16188.6240 - mean_absolute_error: 16188.6240 Epoch 237: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 10ms/step - loss: 16169.9551 - mean_absolute_error: 16169.9551 - val_loss: 29547.6367 - val_mean_absolute_error: 29547.6367 Epoch 238/500 78/89 [=========================>....] - ETA: 0s - loss: 15499.4443 - mean_absolute_error: 15499.4443 Epoch 238: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 6ms/step - loss: 15262.8066 - mean_absolute_error: 15262.8066 - val_loss: 29432.7246 - val_mean_absolute_error: 29432.7246 Epoch 239/500 82/89 [==========================>...] - ETA: 0s - loss: 16014.5352 - mean_absolute_error: 16014.5352 Epoch 239: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 6ms/step - loss: 16152.3916 - mean_absolute_error: 16152.3916 - val_loss: 30284.5586 - val_mean_absolute_error: 30284.5586 Epoch 240/500 89/89 [==============================] - ETA: 0s - loss: 16282.5244 - mean_absolute_error: 16282.5244 Epoch 240: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 16282.5244 - mean_absolute_error: 16282.5244 - val_loss: 29170.2715 - val_mean_absolute_error: 29170.2715 Epoch 241/500 85/89 [===========================>..] - ETA: 0s - loss: 16212.8574 - mean_absolute_error: 16212.8574 Epoch 241: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 6ms/step - loss: 16138.0762 - mean_absolute_error: 16138.0762 - val_loss: 30595.1465 - val_mean_absolute_error: 30595.1465 Epoch 242/500 87/89 [============================>.] - ETA: 0s - loss: 15883.7461 - mean_absolute_error: 15883.7461 Epoch 242: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 15893.5068 - mean_absolute_error: 15893.5068 - val_loss: 29620.7305 - val_mean_absolute_error: 29620.7305 Epoch 243/500 88/89 [============================>.] - ETA: 0s - loss: 16187.2344 - mean_absolute_error: 16187.2344 Epoch 243: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 6ms/step - loss: 16180.3867 - mean_absolute_error: 16180.3867 - val_loss: 29638.7188 - val_mean_absolute_error: 29638.7188 Epoch 244/500 86/89 [===========================>..] - ETA: 0s - loss: 16111.2969 - mean_absolute_error: 16111.2969 Epoch 244: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 6ms/step - loss: 15985.9492 - mean_absolute_error: 15985.9492 - val_loss: 29755.3027 - val_mean_absolute_error: 29755.3027 Epoch 245/500 87/89 [============================>.] - ETA: 0s - loss: 15691.6006 - mean_absolute_error: 15691.6006 Epoch 245: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 15654.1689 - mean_absolute_error: 15654.1689 - val_loss: 29488.9492 - val_mean_absolute_error: 29488.9492 Epoch 246/500 83/89 [==========================>...] - ETA: 0s - loss: 15586.9580 - mean_absolute_error: 15586.9580 Epoch 246: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 15569.4502 - mean_absolute_error: 15569.4502 - val_loss: 30317.3887 - val_mean_absolute_error: 30317.3887 Epoch 247/500 85/89 [===========================>..] - ETA: 0s - loss: 16167.5205 - mean_absolute_error: 16167.5205 Epoch 247: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 16084.1719 - mean_absolute_error: 16084.1719 - val_loss: 29528.9414 - val_mean_absolute_error: 29528.9414 Epoch 248/500 82/89 [==========================>...] - ETA: 0s - loss: 15484.2930 - mean_absolute_error: 15484.2930 Epoch 248: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 15569.1084 - mean_absolute_error: 15569.1084 - val_loss: 30036.6934 - val_mean_absolute_error: 30036.6934 Epoch 249/500 87/89 [============================>.] - ETA: 0s - loss: 16022.8877 - mean_absolute_error: 16022.8877 Epoch 249: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 16026.3242 - mean_absolute_error: 16026.3242 - val_loss: 29000.0430 - val_mean_absolute_error: 29000.0430 Epoch 250/500 89/89 [==============================] - ETA: 0s - loss: 15749.7588 - mean_absolute_error: 15749.7588 Epoch 250: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 15749.7588 - mean_absolute_error: 15749.7588 - val_loss: 29507.2383 - val_mean_absolute_error: 29507.2383 Epoch 251/500 81/89 [==========================>...] - ETA: 0s - loss: 15580.1299 - mean_absolute_error: 15580.1299 Epoch 251: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 15617.2217 - mean_absolute_error: 15617.2217 - val_loss: 29313.6309 - val_mean_absolute_error: 29313.6309 Epoch 252/500 82/89 [==========================>...] - ETA: 0s - loss: 16100.1436 - mean_absolute_error: 16100.1436 Epoch 252: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 16215.8691 - mean_absolute_error: 16215.8691 - val_loss: 29300.3086 - val_mean_absolute_error: 29300.3086 Epoch 253/500 88/89 [============================>.] - ETA: 0s - loss: 15594.6318 - mean_absolute_error: 15594.6318 Epoch 253: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 13ms/step - loss: 15587.0967 - mean_absolute_error: 15587.0967 - val_loss: 29639.6621 - val_mean_absolute_error: 29639.6621 Epoch 254/500 84/89 [===========================>..] - ETA: 0s - loss: 15783.6074 - mean_absolute_error: 15783.6074 Epoch 254: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 12ms/step - loss: 15768.3262 - mean_absolute_error: 15768.3262 - val_loss: 30112.8887 - val_mean_absolute_error: 30112.8887 Epoch 255/500 88/89 [============================>.] - ETA: 0s - loss: 16257.8467 - mean_absolute_error: 16257.8467 Epoch 255: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 13ms/step - loss: 16256.7188 - mean_absolute_error: 16256.7188 - val_loss: 29620.8008 - val_mean_absolute_error: 29620.8008 Epoch 256/500 82/89 [==========================>...] - ETA: 0s - loss: 15841.6738 - mean_absolute_error: 15841.6738 Epoch 256: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 15890.8262 - mean_absolute_error: 15890.8262 - val_loss: 29608.1113 - val_mean_absolute_error: 29608.1113 Epoch 257/500 89/89 [==============================] - ETA: 0s - loss: 15536.8506 - mean_absolute_error: 15536.8506 Epoch 257: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 10ms/step - loss: 15536.8506 - mean_absolute_error: 15536.8506 - val_loss: 29963.3164 - val_mean_absolute_error: 29963.3164 Epoch 258/500 85/89 [===========================>..] - ETA: 0s - loss: 15818.3887 - mean_absolute_error: 15818.3887 Epoch 258: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 15770.0449 - mean_absolute_error: 15770.0449 - val_loss: 30707.7812 - val_mean_absolute_error: 30707.7812 Epoch 259/500 84/89 [===========================>..] - ETA: 0s - loss: 15970.2559 - mean_absolute_error: 15970.2559 Epoch 259: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 15974.2568 - mean_absolute_error: 15974.2568 - val_loss: 28852.2090 - val_mean_absolute_error: 28852.2090 Epoch 260/500 87/89 [============================>.] - ETA: 0s - loss: 15848.5098 - mean_absolute_error: 15848.5098 Epoch 260: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 15819.1895 - mean_absolute_error: 15819.1895 - val_loss: 30404.6523 - val_mean_absolute_error: 30404.6523 Epoch 261/500 82/89 [==========================>...] - ETA: 0s - loss: 15615.8340 - mean_absolute_error: 15615.8340 Epoch 261: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 15569.4785 - mean_absolute_error: 15569.4785 - val_loss: 29605.6543 - val_mean_absolute_error: 29605.6543 Epoch 262/500 84/89 [===========================>..] - ETA: 0s - loss: 15304.0137 - mean_absolute_error: 15304.0137 Epoch 262: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 15344.3652 - mean_absolute_error: 15344.3652 - val_loss: 29571.9512 - val_mean_absolute_error: 29571.9512 Epoch 263/500 85/89 [===========================>..] - ETA: 0s - loss: 15812.0557 - mean_absolute_error: 15812.0557 Epoch 263: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 6ms/step - loss: 15781.2217 - mean_absolute_error: 15781.2217 - val_loss: 29423.9668 - val_mean_absolute_error: 29423.9668 Epoch 264/500 83/89 [==========================>...] - ETA: 0s - loss: 15810.1299 - mean_absolute_error: 15810.1299 Epoch 264: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 15826.9004 - mean_absolute_error: 15826.9004 - val_loss: 29327.3965 - val_mean_absolute_error: 29327.3965 Epoch 265/500 82/89 [==========================>...] - ETA: 0s - loss: 15514.8457 - mean_absolute_error: 15514.8457 Epoch 265: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 15780.3486 - mean_absolute_error: 15780.3486 - val_loss: 30085.7793 - val_mean_absolute_error: 30085.7793 Epoch 266/500 82/89 [==========================>...] - ETA: 0s - loss: 15831.1758 - mean_absolute_error: 15831.1758 Epoch 266: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 15732.3330 - mean_absolute_error: 15732.3330 - val_loss: 29519.4453 - val_mean_absolute_error: 29519.4453 Epoch 267/500 79/89 [=========================>....] - ETA: 0s - loss: 15210.3877 - mean_absolute_error: 15210.3877 Epoch 267: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 6ms/step - loss: 15456.4873 - mean_absolute_error: 15456.4873 - val_loss: 29998.7305 - val_mean_absolute_error: 29998.7305 Epoch 268/500 87/89 [============================>.] - ETA: 0s - loss: 15745.9932 - mean_absolute_error: 15745.9932 Epoch 268: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 15706.6660 - mean_absolute_error: 15706.6660 - val_loss: 30073.0137 - val_mean_absolute_error: 30073.0137 Epoch 269/500 85/89 [===========================>..] - ETA: 0s - loss: 15498.9951 - mean_absolute_error: 15498.9951 Epoch 269: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 15527.5205 - mean_absolute_error: 15527.5205 - val_loss: 29645.8320 - val_mean_absolute_error: 29645.8320 Epoch 270/500 86/89 [===========================>..] - ETA: 0s - loss: 15544.8389 - mean_absolute_error: 15544.8389 Epoch 270: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 6ms/step - loss: 15572.8203 - mean_absolute_error: 15572.8203 - val_loss: 30771.0762 - val_mean_absolute_error: 30771.0762 Epoch 271/500 84/89 [===========================>..] - ETA: 0s - loss: 15909.1963 - mean_absolute_error: 15909.1963 Epoch 271: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 15877.3936 - mean_absolute_error: 15877.3936 - val_loss: 30369.4102 - val_mean_absolute_error: 30369.4102 Epoch 272/500 89/89 [==============================] - ETA: 0s - loss: 15436.1592 - mean_absolute_error: 15436.1592 Epoch 272: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 15436.1592 - mean_absolute_error: 15436.1592 - val_loss: 29170.9941 - val_mean_absolute_error: 29170.9941 Epoch 273/500 84/89 [===========================>..] - ETA: 0s - loss: 15745.2480 - mean_absolute_error: 15745.2480 Epoch 273: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 16042.7285 - mean_absolute_error: 16042.7285 - val_loss: 29867.2520 - val_mean_absolute_error: 29867.2520 Epoch 274/500 88/89 [============================>.] - ETA: 0s - loss: 15352.4150 - mean_absolute_error: 15352.4150 Epoch 274: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 15352.2383 - mean_absolute_error: 15352.2383 - val_loss: 30104.2012 - val_mean_absolute_error: 30104.2012 Epoch 275/500 86/89 [===========================>..] - ETA: 0s - loss: 15696.0586 - mean_absolute_error: 15696.0586 Epoch 275: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 12ms/step - loss: 15590.6270 - mean_absolute_error: 15590.6270 - val_loss: 29560.5293 - val_mean_absolute_error: 29560.5293 Epoch 276/500 84/89 [===========================>..] - ETA: 0s - loss: 15529.8096 - mean_absolute_error: 15529.8096 Epoch 276: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 12ms/step - loss: 15513.5137 - mean_absolute_error: 15513.5137 - val_loss: 29764.4023 - val_mean_absolute_error: 29764.4023 Epoch 277/500 86/89 [===========================>..] - ETA: 0s - loss: 15546.2852 - mean_absolute_error: 15546.2852 Epoch 277: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 12ms/step - loss: 15564.2109 - mean_absolute_error: 15564.2109 - val_loss: 29671.2910 - val_mean_absolute_error: 29671.2910 Epoch 278/500 86/89 [===========================>..] - ETA: 0s - loss: 15476.5498 - mean_absolute_error: 15476.5498 Epoch 278: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 13ms/step - loss: 15493.5850 - mean_absolute_error: 15493.5850 - val_loss: 29847.5605 - val_mean_absolute_error: 29847.5605 Epoch 279/500 87/89 [============================>.] - ETA: 0s - loss: 15420.2402 - mean_absolute_error: 15420.2402 Epoch 279: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 10ms/step - loss: 15451.8457 - mean_absolute_error: 15451.8457 - val_loss: 29545.6738 - val_mean_absolute_error: 29545.6738 Epoch 280/500 84/89 [===========================>..] - ETA: 0s - loss: 15299.0508 - mean_absolute_error: 15299.0508 Epoch 280: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 15327.4697 - mean_absolute_error: 15327.4697 - val_loss: 30095.0879 - val_mean_absolute_error: 30095.0879 Epoch 281/500 87/89 [============================>.] - ETA: 0s - loss: 15422.0205 - mean_absolute_error: 15422.0205 Epoch 281: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 15369.4639 - mean_absolute_error: 15369.4639 - val_loss: 29481.2910 - val_mean_absolute_error: 29481.2910 Epoch 282/500 81/89 [==========================>...] - ETA: 0s - loss: 15441.8906 - mean_absolute_error: 15441.8906 Epoch 282: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 15561.6035 - mean_absolute_error: 15561.6035 - val_loss: 29895.0488 - val_mean_absolute_error: 29895.0488 Epoch 283/500 88/89 [============================>.] - ETA: 0s - loss: 15395.4912 - mean_absolute_error: 15395.4912 Epoch 283: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 15398.4678 - mean_absolute_error: 15398.4678 - val_loss: 29595.1445 - val_mean_absolute_error: 29595.1445 Epoch 284/500 87/89 [============================>.] - ETA: 0s - loss: 15209.8711 - mean_absolute_error: 15209.8711 Epoch 284: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 15196.9834 - mean_absolute_error: 15196.9834 - val_loss: 29214.0801 - val_mean_absolute_error: 29214.0801 Epoch 285/500 80/89 [=========================>....] - ETA: 0s - loss: 15603.0059 - mean_absolute_error: 15603.0059 Epoch 285: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 6ms/step - loss: 15473.9814 - mean_absolute_error: 15473.9814 - val_loss: 29474.6211 - val_mean_absolute_error: 29474.6211 Epoch 286/500 86/89 [===========================>..] - ETA: 0s - loss: 15183.9561 - mean_absolute_error: 15183.9561 Epoch 286: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 15226.3164 - mean_absolute_error: 15226.3164 - val_loss: 29628.4512 - val_mean_absolute_error: 29628.4512 Epoch 287/500 88/89 [============================>.] - ETA: 0s - loss: 15294.6289 - mean_absolute_error: 15294.6289 Epoch 287: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 15284.7842 - mean_absolute_error: 15284.7842 - val_loss: 29275.1113 - val_mean_absolute_error: 29275.1113 Epoch 288/500 79/89 [=========================>....] - ETA: 0s - loss: 14891.5156 - mean_absolute_error: 14891.5156 Epoch 288: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 15032.7012 - mean_absolute_error: 15032.7012 - val_loss: 30291.4590 - val_mean_absolute_error: 30291.4590 Epoch 289/500 84/89 [===========================>..] - ETA: 0s - loss: 16163.1934 - mean_absolute_error: 16163.1934 Epoch 289: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 16195.4385 - mean_absolute_error: 16195.4385 - val_loss: 29568.5156 - val_mean_absolute_error: 29568.5156 Epoch 290/500 85/89 [===========================>..] - ETA: 0s - loss: 14972.1504 - mean_absolute_error: 14972.1504 Epoch 290: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 15107.3906 - mean_absolute_error: 15107.3906 - val_loss: 29742.2383 - val_mean_absolute_error: 29742.2383 Epoch 291/500 83/89 [==========================>...] - ETA: 0s - loss: 15570.4473 - mean_absolute_error: 15570.4473 Epoch 291: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 15457.6455 - mean_absolute_error: 15457.6455 - val_loss: 29510.4414 - val_mean_absolute_error: 29510.4414 Epoch 292/500 82/89 [==========================>...] - ETA: 0s - loss: 15794.3428 - mean_absolute_error: 15794.3428 Epoch 292: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 15816.4092 - mean_absolute_error: 15816.4092 - val_loss: 29241.8281 - val_mean_absolute_error: 29241.8281 Epoch 293/500 82/89 [==========================>...] - ETA: 0s - loss: 15337.1719 - mean_absolute_error: 15337.1719 Epoch 293: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 15455.8799 - mean_absolute_error: 15455.8799 - val_loss: 30255.7305 - val_mean_absolute_error: 30255.7305 Epoch 294/500 79/89 [=========================>....] - ETA: 0s - loss: 15249.0400 - mean_absolute_error: 15249.0400 Epoch 294: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 15306.4990 - mean_absolute_error: 15306.4990 - val_loss: 29172.9180 - val_mean_absolute_error: 29172.9180 Epoch 295/500 85/89 [===========================>..] - ETA: 0s - loss: 15286.8135 - mean_absolute_error: 15286.8135 Epoch 295: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 10ms/step - loss: 15293.0635 - mean_absolute_error: 15293.0635 - val_loss: 29912.6719 - val_mean_absolute_error: 29912.6719 Epoch 296/500 85/89 [===========================>..] - ETA: 0s - loss: 15221.8467 - mean_absolute_error: 15221.8467 Epoch 296: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 10ms/step - loss: 15238.8066 - mean_absolute_error: 15238.8066 - val_loss: 29557.5723 - val_mean_absolute_error: 29557.5723 Epoch 297/500 89/89 [==============================] - ETA: 0s - loss: 15316.5312 - mean_absolute_error: 15316.5312 Epoch 297: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 11ms/step - loss: 15316.5312 - mean_absolute_error: 15316.5312 - val_loss: 30082.0488 - val_mean_absolute_error: 30082.0488 Epoch 298/500 88/89 [============================>.] - ETA: 0s - loss: 15350.0869 - mean_absolute_error: 15350.0869 Epoch 298: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 12ms/step - loss: 15351.7490 - mean_absolute_error: 15351.7490 - val_loss: 29562.0059 - val_mean_absolute_error: 29562.0059 Epoch 299/500 85/89 [===========================>..] - ETA: 0s - loss: 15288.9824 - mean_absolute_error: 15288.9824 Epoch 299: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 10ms/step - loss: 15242.2285 - mean_absolute_error: 15242.2285 - val_loss: 29727.7656 - val_mean_absolute_error: 29727.7656 Epoch 300/500 85/89 [===========================>..] - ETA: 0s - loss: 15119.8135 - mean_absolute_error: 15119.8135 Epoch 300: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 11ms/step - loss: 15120.6914 - mean_absolute_error: 15120.6914 - val_loss: 29501.2832 - val_mean_absolute_error: 29501.2832 Epoch 301/500 86/89 [===========================>..] - ETA: 0s - loss: 15246.8369 - mean_absolute_error: 15246.8369 Epoch 301: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 15338.4453 - mean_absolute_error: 15338.4453 - val_loss: 30036.0371 - val_mean_absolute_error: 30036.0371 Epoch 302/500 86/89 [===========================>..] - ETA: 0s - loss: 15525.4365 - mean_absolute_error: 15525.4365 Epoch 302: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 15507.8906 - mean_absolute_error: 15507.8906 - val_loss: 29635.9238 - val_mean_absolute_error: 29635.9238 Epoch 303/500 84/89 [===========================>..] - ETA: 0s - loss: 15064.2949 - mean_absolute_error: 15064.2949 Epoch 303: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 6ms/step - loss: 15028.7480 - mean_absolute_error: 15028.7480 - val_loss: 29952.6562 - val_mean_absolute_error: 29952.6562 Epoch 304/500 81/89 [==========================>...] - ETA: 0s - loss: 15844.6270 - mean_absolute_error: 15844.6270 Epoch 304: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 15915.9902 - mean_absolute_error: 15915.9902 - val_loss: 30358.9824 - val_mean_absolute_error: 30358.9824 Epoch 305/500 84/89 [===========================>..] - ETA: 0s - loss: 15280.4551 - mean_absolute_error: 15280.4551 Epoch 305: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 6ms/step - loss: 15348.4404 - mean_absolute_error: 15348.4404 - val_loss: 29894.1074 - val_mean_absolute_error: 29894.1074 Epoch 306/500 80/89 [=========================>....] - ETA: 0s - loss: 14936.9980 - mean_absolute_error: 14936.9980 Epoch 306: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 15108.7148 - mean_absolute_error: 15108.7148 - val_loss: 29539.2520 - val_mean_absolute_error: 29539.2520 Epoch 307/500 85/89 [===========================>..] - ETA: 0s - loss: 15033.3027 - mean_absolute_error: 15033.3027 Epoch 307: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 15167.7070 - mean_absolute_error: 15167.7070 - val_loss: 29505.4785 - val_mean_absolute_error: 29505.4785 Epoch 308/500 86/89 [===========================>..] - ETA: 0s - loss: 15051.5000 - mean_absolute_error: 15051.5000 Epoch 308: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 15197.8174 - mean_absolute_error: 15197.8174 - val_loss: 30934.7363 - val_mean_absolute_error: 30934.7363 Epoch 309/500 88/89 [============================>.] - ETA: 0s - loss: 15214.2334 - mean_absolute_error: 15214.2334 Epoch 309: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 15200.8887 - mean_absolute_error: 15200.8887 - val_loss: 29962.8164 - val_mean_absolute_error: 29962.8164 Epoch 310/500 85/89 [===========================>..] - ETA: 0s - loss: 15546.0693 - mean_absolute_error: 15546.0693 Epoch 310: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 15552.6729 - mean_absolute_error: 15552.6729 - val_loss: 29923.4609 - val_mean_absolute_error: 29923.4609 Epoch 311/500 87/89 [============================>.] - ETA: 0s - loss: 14929.7002 - mean_absolute_error: 14929.7002 Epoch 311: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 14939.9189 - mean_absolute_error: 14939.9189 - val_loss: 29609.7285 - val_mean_absolute_error: 29609.7285 Epoch 312/500 87/89 [============================>.] - ETA: 0s - loss: 15169.6826 - mean_absolute_error: 15169.6826 Epoch 312: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 15142.3945 - mean_absolute_error: 15142.3945 - val_loss: 30012.3848 - val_mean_absolute_error: 30012.3848 Epoch 313/500 84/89 [===========================>..] - ETA: 0s - loss: 14780.3232 - mean_absolute_error: 14780.3232 Epoch 313: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 14756.7324 - mean_absolute_error: 14756.7324 - val_loss: 30262.9180 - val_mean_absolute_error: 30262.9180 Epoch 314/500 88/89 [============================>.] - ETA: 0s - loss: 14888.9941 - mean_absolute_error: 14888.9941 Epoch 314: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 6ms/step - loss: 14890.8574 - mean_absolute_error: 14890.8574 - val_loss: 30064.5137 - val_mean_absolute_error: 30064.5137 Epoch 315/500 87/89 [============================>.] - ETA: 0s - loss: 14693.2285 - mean_absolute_error: 14693.2285 Epoch 315: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 14782.8906 - mean_absolute_error: 14782.8906 - val_loss: 29824.3965 - val_mean_absolute_error: 29824.3965 Epoch 316/500 89/89 [==============================] - ETA: 0s - loss: 14923.1182 - mean_absolute_error: 14923.1182 Epoch 316: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 6ms/step - loss: 14923.1182 - mean_absolute_error: 14923.1182 - val_loss: 29687.6035 - val_mean_absolute_error: 29687.6035 Epoch 317/500 86/89 [===========================>..] - ETA: 0s - loss: 14778.4756 - mean_absolute_error: 14778.4756 Epoch 317: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 11ms/step - loss: 14914.2949 - mean_absolute_error: 14914.2949 - val_loss: 29391.3906 - val_mean_absolute_error: 29391.3906 Epoch 318/500 88/89 [============================>.] - ETA: 0s - loss: 14644.3506 - mean_absolute_error: 14644.3506 Epoch 318: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 10ms/step - loss: 14628.2861 - mean_absolute_error: 14628.2861 - val_loss: 29682.5977 - val_mean_absolute_error: 29682.5977 Epoch 319/500 84/89 [===========================>..] - ETA: 0s - loss: 14856.2783 - mean_absolute_error: 14856.2783 Epoch 319: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 11ms/step - loss: 14917.7168 - mean_absolute_error: 14917.7168 - val_loss: 29266.1523 - val_mean_absolute_error: 29266.1523 Epoch 320/500 87/89 [============================>.] - ETA: 0s - loss: 14752.4902 - mean_absolute_error: 14752.4902 Epoch 320: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 14805.3789 - mean_absolute_error: 14805.3789 - val_loss: 30143.3887 - val_mean_absolute_error: 30143.3887 Epoch 321/500 85/89 [===========================>..] - ETA: 0s - loss: 14914.0840 - mean_absolute_error: 14914.0840 Epoch 321: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 14798.4922 - mean_absolute_error: 14798.4922 - val_loss: 29512.5723 - val_mean_absolute_error: 29512.5723 Epoch 322/500 86/89 [===========================>..] - ETA: 0s - loss: 14986.1016 - mean_absolute_error: 14986.1016 Epoch 322: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 11ms/step - loss: 14984.8438 - mean_absolute_error: 14984.8438 - val_loss: 30147.6406 - val_mean_absolute_error: 30147.6406 Epoch 323/500 85/89 [===========================>..] - ETA: 0s - loss: 14989.2646 - mean_absolute_error: 14989.2646 Epoch 323: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 11ms/step - loss: 15018.0352 - mean_absolute_error: 15018.0352 - val_loss: 28940.4824 - val_mean_absolute_error: 28940.4824 Epoch 324/500 85/89 [===========================>..] - ETA: 0s - loss: 15107.8203 - mean_absolute_error: 15107.8203 Epoch 324: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 15070.4150 - mean_absolute_error: 15070.4150 - val_loss: 30078.8887 - val_mean_absolute_error: 30078.8887 Epoch 325/500 86/89 [===========================>..] - ETA: 0s - loss: 15646.3594 - mean_absolute_error: 15646.3594 Epoch 325: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 15626.5879 - mean_absolute_error: 15626.5879 - val_loss: 29772.5469 - val_mean_absolute_error: 29772.5469 Epoch 326/500 82/89 [==========================>...] - ETA: 0s - loss: 14791.8213 - mean_absolute_error: 14791.8213 Epoch 326: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 15001.8525 - mean_absolute_error: 15001.8525 - val_loss: 29451.7480 - val_mean_absolute_error: 29451.7480 Epoch 327/500 86/89 [===========================>..] - ETA: 0s - loss: 14692.8115 - mean_absolute_error: 14692.8115 Epoch 327: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 14698.4805 - mean_absolute_error: 14698.4805 - val_loss: 29662.7852 - val_mean_absolute_error: 29662.7852 Epoch 328/500 87/89 [============================>.] - ETA: 0s - loss: 15420.8691 - mean_absolute_error: 15420.8691 Epoch 328: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 15481.0078 - mean_absolute_error: 15481.0078 - val_loss: 29951.5801 - val_mean_absolute_error: 29951.5801 Epoch 329/500 89/89 [==============================] - ETA: 0s - loss: 14764.6709 - mean_absolute_error: 14764.6709 Epoch 329: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 14764.6709 - mean_absolute_error: 14764.6709 - val_loss: 29527.5430 - val_mean_absolute_error: 29527.5430 Epoch 330/500 85/89 [===========================>..] - ETA: 0s - loss: 14869.2520 - mean_absolute_error: 14869.2520 Epoch 330: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 14808.2666 - mean_absolute_error: 14808.2666 - val_loss: 29751.8438 - val_mean_absolute_error: 29751.8438 Epoch 331/500 88/89 [============================>.] - ETA: 0s - loss: 14948.2148 - mean_absolute_error: 14948.2148 Epoch 331: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 14933.7773 - mean_absolute_error: 14933.7773 - val_loss: 29366.4863 - val_mean_absolute_error: 29366.4863 Epoch 332/500 85/89 [===========================>..] - ETA: 0s - loss: 14690.0840 - mean_absolute_error: 14690.0840 Epoch 332: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 14646.8223 - mean_absolute_error: 14646.8223 - val_loss: 29510.4727 - val_mean_absolute_error: 29510.4727 Epoch 333/500 85/89 [===========================>..] - ETA: 0s - loss: 14757.1953 - mean_absolute_error: 14757.1953 Epoch 333: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 14904.2354 - mean_absolute_error: 14904.2354 - val_loss: 30394.8184 - val_mean_absolute_error: 30394.8184 Epoch 334/500 84/89 [===========================>..] - ETA: 0s - loss: 15367.0986 - mean_absolute_error: 15367.0986 Epoch 334: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 15304.9609 - mean_absolute_error: 15304.9609 - val_loss: 29374.7227 - val_mean_absolute_error: 29374.7227 Epoch 335/500 88/89 [============================>.] - ETA: 0s - loss: 14892.5186 - mean_absolute_error: 14892.5186 Epoch 335: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 14878.9834 - mean_absolute_error: 14878.9834 - val_loss: 29857.9883 - val_mean_absolute_error: 29857.9883 Epoch 336/500 82/89 [==========================>...] - ETA: 0s - loss: 15572.8916 - mean_absolute_error: 15572.8916 Epoch 336: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 15423.8311 - mean_absolute_error: 15423.8311 - val_loss: 29726.7090 - val_mean_absolute_error: 29726.7090 Epoch 337/500 84/89 [===========================>..] - ETA: 0s - loss: 14618.4150 - mean_absolute_error: 14618.4150 Epoch 337: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 14705.2559 - mean_absolute_error: 14705.2559 - val_loss: 29642.4590 - val_mean_absolute_error: 29642.4590 Epoch 338/500 87/89 [============================>.] - ETA: 0s - loss: 14616.9668 - mean_absolute_error: 14616.9668 Epoch 338: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 10ms/step - loss: 14631.7969 - mean_absolute_error: 14631.7969 - val_loss: 29613.6719 - val_mean_absolute_error: 29613.6719 Epoch 339/500 87/89 [============================>.] - ETA: 0s - loss: 14589.5947 - mean_absolute_error: 14589.5947 Epoch 339: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 14608.6621 - mean_absolute_error: 14608.6621 - val_loss: 29940.4277 - val_mean_absolute_error: 29940.4277 Epoch 340/500 84/89 [===========================>..] - ETA: 0s - loss: 14736.5400 - mean_absolute_error: 14736.5400 Epoch 340: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 11ms/step - loss: 14764.9395 - mean_absolute_error: 14764.9395 - val_loss: 29604.0254 - val_mean_absolute_error: 29604.0254 Epoch 341/500 88/89 [============================>.] - ETA: 0s - loss: 14657.5508 - mean_absolute_error: 14657.5508 Epoch 341: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 14ms/step - loss: 14650.8955 - mean_absolute_error: 14650.8955 - val_loss: 30124.8887 - val_mean_absolute_error: 30124.8887 Epoch 342/500 84/89 [===========================>..] - ETA: 0s - loss: 15119.0264 - mean_absolute_error: 15119.0264 Epoch 342: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 15062.0186 - mean_absolute_error: 15062.0186 - val_loss: 29728.7344 - val_mean_absolute_error: 29728.7344 Epoch 343/500 87/89 [============================>.] - ETA: 0s - loss: 15184.8574 - mean_absolute_error: 15184.8574 Epoch 343: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 12ms/step - loss: 15157.4072 - mean_absolute_error: 15157.4072 - val_loss: 29078.0234 - val_mean_absolute_error: 29078.0234 Epoch 344/500 82/89 [==========================>...] - ETA: 0s - loss: 14491.7930 - mean_absolute_error: 14491.7930 Epoch 344: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 14622.9004 - mean_absolute_error: 14622.9004 - val_loss: 30086.3027 - val_mean_absolute_error: 30086.3027 Epoch 345/500 83/89 [==========================>...] - ETA: 0s - loss: 15114.9551 - mean_absolute_error: 15114.9551 Epoch 345: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 15005.6191 - mean_absolute_error: 15005.6191 - val_loss: 29778.3594 - val_mean_absolute_error: 29778.3594 Epoch 346/500 85/89 [===========================>..] - ETA: 0s - loss: 14251.3438 - mean_absolute_error: 14251.3438 Epoch 346: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 6ms/step - loss: 14319.1045 - mean_absolute_error: 14319.1045 - val_loss: 29668.7051 - val_mean_absolute_error: 29668.7051 Epoch 347/500 83/89 [==========================>...] - ETA: 0s - loss: 14454.3174 - mean_absolute_error: 14454.3174 Epoch 347: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 14587.8770 - mean_absolute_error: 14587.8770 - val_loss: 29748.9434 - val_mean_absolute_error: 29748.9434 Epoch 348/500 82/89 [==========================>...] - ETA: 0s - loss: 15195.9570 - mean_absolute_error: 15195.9570 Epoch 348: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 15020.6338 - mean_absolute_error: 15020.6338 - val_loss: 29585.4297 - val_mean_absolute_error: 29585.4297 Epoch 349/500 85/89 [===========================>..] - ETA: 0s - loss: 14833.0557 - mean_absolute_error: 14833.0557 Epoch 349: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 14727.0576 - mean_absolute_error: 14727.0576 - val_loss: 29916.1367 - val_mean_absolute_error: 29916.1367 Epoch 350/500 82/89 [==========================>...] - ETA: 0s - loss: 14993.3037 - mean_absolute_error: 14993.3037 Epoch 350: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 14945.1611 - mean_absolute_error: 14945.1611 - val_loss: 29293.3379 - val_mean_absolute_error: 29293.3379 Epoch 351/500 87/89 [============================>.] - ETA: 0s - loss: 14908.3936 - mean_absolute_error: 14908.3936 Epoch 351: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 14876.4092 - mean_absolute_error: 14876.4092 - val_loss: 29392.8887 - val_mean_absolute_error: 29392.8887 Epoch 352/500 86/89 [===========================>..] - ETA: 0s - loss: 14569.2168 - mean_absolute_error: 14569.2168 Epoch 352: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 6ms/step - loss: 14508.1895 - mean_absolute_error: 14508.1895 - val_loss: 29634.2637 - val_mean_absolute_error: 29634.2637 Epoch 353/500 84/89 [===========================>..] - ETA: 0s - loss: 14879.4111 - mean_absolute_error: 14879.4111 Epoch 353: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 15047.7480 - mean_absolute_error: 15047.7480 - val_loss: 30325.2402 - val_mean_absolute_error: 30325.2402 Epoch 354/500 87/89 [============================>.] - ETA: 0s - loss: 14518.9229 - mean_absolute_error: 14518.9229 Epoch 354: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 14456.4561 - mean_absolute_error: 14456.4561 - val_loss: 29401.2031 - val_mean_absolute_error: 29401.2031 Epoch 355/500 88/89 [============================>.] - ETA: 0s - loss: 14553.0117 - mean_absolute_error: 14553.0117 Epoch 355: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 14531.6865 - mean_absolute_error: 14531.6865 - val_loss: 29328.7676 - val_mean_absolute_error: 29328.7676 Epoch 356/500 84/89 [===========================>..] - ETA: 0s - loss: 14566.7324 - mean_absolute_error: 14566.7324 Epoch 356: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 14531.0391 - mean_absolute_error: 14531.0391 - val_loss: 29042.4199 - val_mean_absolute_error: 29042.4199 Epoch 357/500 84/89 [===========================>..] - ETA: 0s - loss: 14681.5166 - mean_absolute_error: 14681.5166 Epoch 357: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 14759.8545 - mean_absolute_error: 14759.8545 - val_loss: 29915.5742 - val_mean_absolute_error: 29915.5742 Epoch 358/500 86/89 [===========================>..] - ETA: 0s - loss: 14836.9375 - mean_absolute_error: 14836.9375 Epoch 358: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 14812.5469 - mean_absolute_error: 14812.5469 - val_loss: 30581.1582 - val_mean_absolute_error: 30581.1582 Epoch 359/500 85/89 [===========================>..] - ETA: 0s - loss: 14330.2422 - mean_absolute_error: 14330.2422 Epoch 359: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 13ms/step - loss: 14474.4795 - mean_absolute_error: 14474.4795 - val_loss: 28912.0957 - val_mean_absolute_error: 28912.0957 Epoch 360/500 86/89 [===========================>..] - ETA: 0s - loss: 15211.3984 - mean_absolute_error: 15211.3984 Epoch 360: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 15183.7559 - mean_absolute_error: 15183.7559 - val_loss: 29487.3164 - val_mean_absolute_error: 29487.3164 Epoch 361/500 89/89 [==============================] - ETA: 0s - loss: 14308.2959 - mean_absolute_error: 14308.2959 Epoch 361: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 10ms/step - loss: 14308.2959 - mean_absolute_error: 14308.2959 - val_loss: 29577.3906 - val_mean_absolute_error: 29577.3906 Epoch 362/500 85/89 [===========================>..] - ETA: 0s - loss: 14541.9180 - mean_absolute_error: 14541.9180 Epoch 362: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 14561.4248 - mean_absolute_error: 14561.4248 - val_loss: 29552.2910 - val_mean_absolute_error: 29552.2910 Epoch 363/500 85/89 [===========================>..] - ETA: 0s - loss: 14305.4717 - mean_absolute_error: 14305.4717 Epoch 363: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 11ms/step - loss: 14248.4707 - mean_absolute_error: 14248.4707 - val_loss: 29414.2598 - val_mean_absolute_error: 29414.2598 Epoch 364/500 87/89 [============================>.] - ETA: 0s - loss: 14194.5117 - mean_absolute_error: 14194.5117 Epoch 364: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 13ms/step - loss: 14226.5107 - mean_absolute_error: 14226.5107 - val_loss: 29448.2852 - val_mean_absolute_error: 29448.2852 Epoch 365/500 86/89 [===========================>..] - ETA: 0s - loss: 14353.4941 - mean_absolute_error: 14353.4941 Epoch 365: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 11ms/step - loss: 14466.9570 - mean_absolute_error: 14466.9570 - val_loss: 29853.6211 - val_mean_absolute_error: 29853.6211 Epoch 366/500 89/89 [==============================] - ETA: 0s - loss: 14199.1973 - mean_absolute_error: 14199.1973 Epoch 366: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 14199.1973 - mean_absolute_error: 14199.1973 - val_loss: 29706.5605 - val_mean_absolute_error: 29706.5605 Epoch 367/500 84/89 [===========================>..] - ETA: 0s - loss: 14464.7021 - mean_absolute_error: 14464.7021 Epoch 367: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 14441.1992 - mean_absolute_error: 14441.1992 - val_loss: 29316.3828 - val_mean_absolute_error: 29316.3828 Epoch 368/500 83/89 [==========================>...] - ETA: 0s - loss: 14435.8896 - mean_absolute_error: 14435.8896 Epoch 368: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 14543.4248 - mean_absolute_error: 14543.4248 - val_loss: 29647.5801 - val_mean_absolute_error: 29647.5801 Epoch 369/500 82/89 [==========================>...] - ETA: 0s - loss: 14794.0166 - mean_absolute_error: 14794.0166 Epoch 369: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 14646.7793 - mean_absolute_error: 14646.7793 - val_loss: 29471.0332 - val_mean_absolute_error: 29471.0332 Epoch 370/500 83/89 [==========================>...] - ETA: 0s - loss: 14734.7119 - mean_absolute_error: 14734.7119 Epoch 370: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 14705.0244 - mean_absolute_error: 14705.0244 - val_loss: 30031.7793 - val_mean_absolute_error: 30031.7793 Epoch 371/500 89/89 [==============================] - ETA: 0s - loss: 14621.7871 - mean_absolute_error: 14621.7871 Epoch 371: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 14621.7871 - mean_absolute_error: 14621.7871 - val_loss: 29400.3340 - val_mean_absolute_error: 29400.3340 Epoch 372/500 86/89 [===========================>..] - ETA: 0s - loss: 14603.1963 - mean_absolute_error: 14603.1963 Epoch 372: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 14663.7842 - mean_absolute_error: 14663.7842 - val_loss: 30610.8164 - val_mean_absolute_error: 30610.8164 Epoch 373/500 85/89 [===========================>..] - ETA: 0s - loss: 14846.4043 - mean_absolute_error: 14846.4043 Epoch 373: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 14758.0625 - mean_absolute_error: 14758.0625 - val_loss: 29448.1133 - val_mean_absolute_error: 29448.1133 Epoch 374/500 82/89 [==========================>...] - ETA: 0s - loss: 14401.3174 - mean_absolute_error: 14401.3174 Epoch 374: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 14280.0439 - mean_absolute_error: 14280.0439 - val_loss: 29716.6680 - val_mean_absolute_error: 29716.6680 Epoch 375/500 81/89 [==========================>...] - ETA: 0s - loss: 14621.0137 - mean_absolute_error: 14621.0137 Epoch 375: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 14635.7705 - mean_absolute_error: 14635.7705 - val_loss: 30139.1699 - val_mean_absolute_error: 30139.1699 Epoch 376/500 82/89 [==========================>...] - ETA: 0s - loss: 14591.8691 - mean_absolute_error: 14591.8691 Epoch 376: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 14615.4189 - mean_absolute_error: 14615.4189 - val_loss: 29953.7090 - val_mean_absolute_error: 29953.7090 Epoch 377/500 83/89 [==========================>...] - ETA: 0s - loss: 14515.2695 - mean_absolute_error: 14515.2695 Epoch 377: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 14719.0420 - mean_absolute_error: 14719.0420 - val_loss: 30194.0430 - val_mean_absolute_error: 30194.0430 Epoch 378/500 83/89 [==========================>...] - ETA: 0s - loss: 15039.4980 - mean_absolute_error: 15039.4980 Epoch 378: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 14926.7871 - mean_absolute_error: 14926.7871 - val_loss: 29993.6875 - val_mean_absolute_error: 29993.6875 Epoch 379/500 84/89 [===========================>..] - ETA: 0s - loss: 14981.1504 - mean_absolute_error: 14981.1504 Epoch 379: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 14890.1104 - mean_absolute_error: 14890.1104 - val_loss: 29889.1562 - val_mean_absolute_error: 29889.1562 Epoch 380/500 82/89 [==========================>...] - ETA: 0s - loss: 14223.0742 - mean_absolute_error: 14223.0742 Epoch 380: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 14412.2314 - mean_absolute_error: 14412.2314 - val_loss: 30245.0059 - val_mean_absolute_error: 30245.0059 Epoch 381/500 88/89 [============================>.] - ETA: 0s - loss: 14239.5098 - mean_absolute_error: 14239.5098 Epoch 381: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 11ms/step - loss: 14226.5391 - mean_absolute_error: 14226.5391 - val_loss: 31658.5723 - val_mean_absolute_error: 31658.5723 Epoch 382/500 89/89 [==============================] - ETA: 0s - loss: 14436.1221 - mean_absolute_error: 14436.1221 Epoch 382: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 13ms/step - loss: 14436.1221 - mean_absolute_error: 14436.1221 - val_loss: 29602.4414 - val_mean_absolute_error: 29602.4414 Epoch 383/500 87/89 [============================>.] - ETA: 0s - loss: 14521.3496 - mean_absolute_error: 14521.3496 Epoch 383: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 12ms/step - loss: 14527.5068 - mean_absolute_error: 14527.5068 - val_loss: 29337.7539 - val_mean_absolute_error: 29337.7539 Epoch 384/500 86/89 [===========================>..] - ETA: 0s - loss: 14358.2178 - mean_absolute_error: 14358.2178 Epoch 384: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 13ms/step - loss: 14341.3193 - mean_absolute_error: 14341.3193 - val_loss: 29842.7480 - val_mean_absolute_error: 29842.7480 Epoch 385/500 85/89 [===========================>..] - ETA: 0s - loss: 14731.5498 - mean_absolute_error: 14731.5498 Epoch 385: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 13ms/step - loss: 14651.6650 - mean_absolute_error: 14651.6650 - val_loss: 29232.2812 - val_mean_absolute_error: 29232.2812 Epoch 386/500 87/89 [============================>.] - ETA: 0s - loss: 14472.3291 - mean_absolute_error: 14472.3291 Epoch 386: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 10ms/step - loss: 14447.1650 - mean_absolute_error: 14447.1650 - val_loss: 30226.5703 - val_mean_absolute_error: 30226.5703 Epoch 387/500 85/89 [===========================>..] - ETA: 0s - loss: 14128.5000 - mean_absolute_error: 14128.5000 Epoch 387: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 14188.2598 - mean_absolute_error: 14188.2598 - val_loss: 29713.5352 - val_mean_absolute_error: 29713.5352 Epoch 388/500 87/89 [============================>.] - ETA: 0s - loss: 14398.4941 - mean_absolute_error: 14398.4941 Epoch 388: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 14501.6387 - mean_absolute_error: 14501.6387 - val_loss: 28886.5547 - val_mean_absolute_error: 28886.5547 Epoch 389/500 85/89 [===========================>..] - ETA: 0s - loss: 14296.4629 - mean_absolute_error: 14296.4629 Epoch 389: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 14328.6660 - mean_absolute_error: 14328.6660 - val_loss: 29412.4863 - val_mean_absolute_error: 29412.4863 Epoch 390/500 89/89 [==============================] - ETA: 0s - loss: 14537.9492 - mean_absolute_error: 14537.9492 Epoch 390: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 14537.9492 - mean_absolute_error: 14537.9492 - val_loss: 29206.7305 - val_mean_absolute_error: 29206.7305 Epoch 391/500 85/89 [===========================>..] - ETA: 0s - loss: 14922.2900 - mean_absolute_error: 14922.2900 Epoch 391: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 14847.2266 - mean_absolute_error: 14847.2266 - val_loss: 30863.7676 - val_mean_absolute_error: 30863.7676 Epoch 392/500 86/89 [===========================>..] - ETA: 0s - loss: 14258.2402 - mean_absolute_error: 14258.2402 Epoch 392: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 14268.3867 - mean_absolute_error: 14268.3867 - val_loss: 29952.7168 - val_mean_absolute_error: 29952.7168 Epoch 393/500 86/89 [===========================>..] - ETA: 0s - loss: 14283.6436 - mean_absolute_error: 14283.6436 Epoch 393: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 14275.0742 - mean_absolute_error: 14275.0742 - val_loss: 29145.5137 - val_mean_absolute_error: 29145.5137 Epoch 394/500 88/89 [============================>.] - ETA: 0s - loss: 14686.7148 - mean_absolute_error: 14686.7148 Epoch 394: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 14696.0322 - mean_absolute_error: 14696.0322 - val_loss: 29609.7188 - val_mean_absolute_error: 29609.7188 Epoch 395/500 82/89 [==========================>...] - ETA: 0s - loss: 13990.1895 - mean_absolute_error: 13990.1895 Epoch 395: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 13929.3525 - mean_absolute_error: 13929.3525 - val_loss: 29256.2031 - val_mean_absolute_error: 29256.2031 Epoch 396/500 86/89 [===========================>..] - ETA: 0s - loss: 14240.1182 - mean_absolute_error: 14240.1182 Epoch 396: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 14191.5986 - mean_absolute_error: 14191.5986 - val_loss: 29751.6035 - val_mean_absolute_error: 29751.6035 Epoch 397/500 85/89 [===========================>..] - ETA: 0s - loss: 14443.7646 - mean_absolute_error: 14443.7646 Epoch 397: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 14506.6367 - mean_absolute_error: 14506.6367 - val_loss: 29490.9883 - val_mean_absolute_error: 29490.9883 Epoch 398/500 87/89 [============================>.] - ETA: 0s - loss: 14258.5967 - mean_absolute_error: 14258.5967 Epoch 398: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 14198.0312 - mean_absolute_error: 14198.0312 - val_loss: 29457.3008 - val_mean_absolute_error: 29457.3008 Epoch 399/500 85/89 [===========================>..] - ETA: 0s - loss: 14212.8916 - mean_absolute_error: 14212.8916 Epoch 399: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 14200.6572 - mean_absolute_error: 14200.6572 - val_loss: 29176.0000 - val_mean_absolute_error: 29176.0000 Epoch 400/500 88/89 [============================>.] - ETA: 0s - loss: 14165.8594 - mean_absolute_error: 14165.8594 Epoch 400: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 11ms/step - loss: 14158.6182 - mean_absolute_error: 14158.6182 - val_loss: 29815.6934 - val_mean_absolute_error: 29815.6934 Epoch 401/500 84/89 [===========================>..] - ETA: 0s - loss: 14324.3633 - mean_absolute_error: 14324.3633 Epoch 401: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 13ms/step - loss: 14405.6045 - mean_absolute_error: 14405.6045 - val_loss: 29149.8281 - val_mean_absolute_error: 29149.8281 Epoch 402/500 84/89 [===========================>..] - ETA: 0s - loss: 14060.2295 - mean_absolute_error: 14060.2295 Epoch 402: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 13ms/step - loss: 14185.5908 - mean_absolute_error: 14185.5908 - val_loss: 29324.9453 - val_mean_absolute_error: 29324.9453 Epoch 403/500 85/89 [===========================>..] - ETA: 0s - loss: 13961.5498 - mean_absolute_error: 13961.5498 Epoch 403: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 11ms/step - loss: 13987.8877 - mean_absolute_error: 13987.8877 - val_loss: 29511.6035 - val_mean_absolute_error: 29511.6035 Epoch 404/500 85/89 [===========================>..] - ETA: 0s - loss: 14116.5781 - mean_absolute_error: 14116.5781 Epoch 404: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 13ms/step - loss: 14037.0020 - mean_absolute_error: 14037.0020 - val_loss: 29945.8164 - val_mean_absolute_error: 29945.8164 Epoch 405/500 86/89 [===========================>..] - ETA: 0s - loss: 14650.9678 - mean_absolute_error: 14650.9678 Epoch 405: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 13ms/step - loss: 14646.2441 - mean_absolute_error: 14646.2441 - val_loss: 29587.6973 - val_mean_absolute_error: 29587.6973 Epoch 406/500 85/89 [===========================>..] - ETA: 0s - loss: 13770.4736 - mean_absolute_error: 13770.4736 Epoch 406: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 11ms/step - loss: 13882.6807 - mean_absolute_error: 13882.6807 - val_loss: 30036.3711 - val_mean_absolute_error: 30036.3711 Epoch 407/500 86/89 [===========================>..] - ETA: 0s - loss: 14149.8252 - mean_absolute_error: 14149.8252 Epoch 407: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 14171.6006 - mean_absolute_error: 14171.6006 - val_loss: 29247.1055 - val_mean_absolute_error: 29247.1055 Epoch 408/500 85/89 [===========================>..] - ETA: 0s - loss: 14258.3379 - mean_absolute_error: 14258.3379 Epoch 408: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 14372.8193 - mean_absolute_error: 14372.8193 - val_loss: 29436.2441 - val_mean_absolute_error: 29436.2441 Epoch 409/500 88/89 [============================>.] - ETA: 0s - loss: 14256.8115 - mean_absolute_error: 14256.8115 Epoch 409: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 14245.7969 - mean_absolute_error: 14245.7969 - val_loss: 28851.6855 - val_mean_absolute_error: 28851.6855 Epoch 410/500 85/89 [===========================>..] - ETA: 0s - loss: 14297.1104 - mean_absolute_error: 14297.1104 Epoch 410: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 14389.1904 - mean_absolute_error: 14389.1904 - val_loss: 30520.8809 - val_mean_absolute_error: 30520.8809 Epoch 411/500 88/89 [============================>.] - ETA: 0s - loss: 14180.7852 - mean_absolute_error: 14180.7852 Epoch 411: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 14167.0488 - mean_absolute_error: 14167.0488 - val_loss: 30245.0625 - val_mean_absolute_error: 30245.0625 Epoch 412/500 86/89 [===========================>..] - ETA: 0s - loss: 14137.3252 - mean_absolute_error: 14137.3252 Epoch 412: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 14099.1641 - mean_absolute_error: 14099.1641 - val_loss: 29053.0996 - val_mean_absolute_error: 29053.0996 Epoch 413/500 86/89 [===========================>..] - ETA: 0s - loss: 13879.6758 - mean_absolute_error: 13879.6758 Epoch 413: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 13930.8701 - mean_absolute_error: 13930.8701 - val_loss: 29547.8008 - val_mean_absolute_error: 29547.8008 Epoch 414/500 84/89 [===========================>..] - ETA: 0s - loss: 13941.9512 - mean_absolute_error: 13941.9512 Epoch 414: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 13898.1348 - mean_absolute_error: 13898.1348 - val_loss: 29377.3848 - val_mean_absolute_error: 29377.3848 Epoch 415/500 81/89 [==========================>...] - ETA: 0s - loss: 14475.8486 - mean_absolute_error: 14475.8486 Epoch 415: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 7ms/step - loss: 14280.7881 - mean_absolute_error: 14280.7881 - val_loss: 29168.1992 - val_mean_absolute_error: 29168.1992 Epoch 416/500 83/89 [==========================>...] - ETA: 0s - loss: 14115.7783 - mean_absolute_error: 14115.7783 Epoch 416: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 8ms/step - loss: 14075.3662 - mean_absolute_error: 14075.3662 - val_loss: 29479.5840 - val_mean_absolute_error: 29479.5840 Epoch 417/500 84/89 [===========================>..] - ETA: 0s - loss: 14223.3584 - mean_absolute_error: 14223.3584 Epoch 417: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 14329.8174 - mean_absolute_error: 14329.8174 - val_loss: 29282.4297 - val_mean_absolute_error: 29282.4297 Epoch 418/500 89/89 [==============================] - ETA: 0s - loss: 13923.4629 - mean_absolute_error: 13923.4629 Epoch 418: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 13923.4629 - mean_absolute_error: 13923.4629 - val_loss: 28970.3887 - val_mean_absolute_error: 28970.3887 Epoch 419/500 88/89 [============================>.] - ETA: 0s - loss: 14173.3506 - mean_absolute_error: 14173.3506 Epoch 419: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 9ms/step - loss: 14181.6787 - mean_absolute_error: 14181.6787 - val_loss: 29747.0332 - val_mean_absolute_error: 29747.0332 Epoch 420/500 84/89 [===========================>..] - ETA: 0s - loss: 14182.9229 - mean_absolute_error: 14182.9229 Epoch 420: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 12ms/step - loss: 14118.9453 - mean_absolute_error: 14118.9453 - val_loss: 29400.0859 - val_mean_absolute_error: 29400.0859 Epoch 421/500 85/89 [===========================>..] - ETA: 0s - loss: 14081.0078 - mean_absolute_error: 14081.0078 Epoch 421: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 10ms/step - loss: 14043.1455 - mean_absolute_error: 14043.1455 - val_loss: 29135.6543 - val_mean_absolute_error: 29135.6543 Epoch 422/500 88/89 [============================>.] - ETA: 0s - loss: 13851.7588 - mean_absolute_error: 13851.7588 Epoch 422: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 10ms/step - loss: 13848.7598 - mean_absolute_error: 13848.7598 - val_loss: 30294.4473 - val_mean_absolute_error: 30294.4473 Epoch 423/500 84/89 [===========================>..] - ETA: 0s - loss: 14357.3516 - mean_absolute_error: 14357.3516 Epoch 423: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 11ms/step - loss: 14385.3027 - mean_absolute_error: 14385.3027 - val_loss: 30572.8672 - val_mean_absolute_error: 30572.8672 Epoch 424/500 88/89 [============================>.] - ETA: 0s - loss: 14001.5811 - mean_absolute_error: 14001.5811 Epoch 424: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 13ms/step - loss: 14024.9482 - mean_absolute_error: 14024.9482 - val_loss: 29090.7988 - val_mean_absolute_error: 29090.7988 Epoch 425/500 89/89 [==============================] - ETA: 0s - loss: 14116.4922 - mean_absolute_error: 14116.4922 Epoch 425: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 13ms/step - loss: 14116.4922 - mean_absolute_error: 14116.4922 - val_loss: 29424.5137 - val_mean_absolute_error: 29424.5137 Epoch 426/500 87/89 [============================>.] - ETA: 0s - loss: 14008.1064 - mean_absolute_error: 14008.1064 Epoch 426: val_loss did not improve from 28844.82812 89/89 [==============================] - 1s 13ms/step - loss: 13932.4238 - mean_absolute_error: 13932.4238 - val_loss: 29028.0000 - val_mean_absolute_error: 29028.0000 Epoch 427/500 89/89 [==============================] - ETA: 0s - loss: 13807.1533 - mean_absolute_error: 13807.1533 Epoch 427: val_loss improved from 28844.82812 to 28760.77148, saving model to Weights-427--28760.77148.hdf5 89/89 [==============================] - 1s 9ms/step - loss: 13807.1533 - mean_absolute_error: 13807.1533 - val_loss: 28760.7715 - val_mean_absolute_error: 28760.7715 Epoch 428/500 86/89 [===========================>..] - ETA: 0s - loss: 13892.3486 - mean_absolute_error: 13892.3486 Epoch 428: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 9ms/step - loss: 13954.8760 - mean_absolute_error: 13954.8760 - val_loss: 30199.5469 - val_mean_absolute_error: 30199.5469 Epoch 429/500 86/89 [===========================>..] - ETA: 0s - loss: 14143.4736 - mean_absolute_error: 14143.4736 Epoch 429: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 7ms/step - loss: 14183.9131 - mean_absolute_error: 14183.9131 - val_loss: 30158.9434 - val_mean_absolute_error: 30158.9434 Epoch 430/500 85/89 [===========================>..] - ETA: 0s - loss: 14388.7500 - mean_absolute_error: 14388.7500 Epoch 430: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 9ms/step - loss: 14406.3633 - mean_absolute_error: 14406.3633 - val_loss: 29224.6914 - val_mean_absolute_error: 29224.6914 Epoch 431/500 81/89 [==========================>...] - ETA: 0s - loss: 13646.5430 - mean_absolute_error: 13646.5430 Epoch 431: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 8ms/step - loss: 13706.8906 - mean_absolute_error: 13706.8906 - val_loss: 30798.6738 - val_mean_absolute_error: 30798.6738 Epoch 432/500 81/89 [==========================>...] - ETA: 0s - loss: 14099.8994 - mean_absolute_error: 14099.8994 Epoch 432: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 7ms/step - loss: 14147.4951 - mean_absolute_error: 14147.4951 - val_loss: 30240.4004 - val_mean_absolute_error: 30240.4004 Epoch 433/500 89/89 [==============================] - ETA: 0s - loss: 14357.2236 - mean_absolute_error: 14357.2236 Epoch 433: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 7ms/step - loss: 14357.2236 - mean_absolute_error: 14357.2236 - val_loss: 29545.4004 - val_mean_absolute_error: 29545.4004 Epoch 434/500 88/89 [============================>.] - ETA: 0s - loss: 13840.0195 - mean_absolute_error: 13840.0195 Epoch 434: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 9ms/step - loss: 13828.9355 - mean_absolute_error: 13828.9355 - val_loss: 29201.0176 - val_mean_absolute_error: 29201.0176 Epoch 435/500 89/89 [==============================] - ETA: 0s - loss: 14173.3037 - mean_absolute_error: 14173.3037 Epoch 435: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 8ms/step - loss: 14173.3037 - mean_absolute_error: 14173.3037 - val_loss: 29299.3770 - val_mean_absolute_error: 29299.3770 Epoch 436/500 82/89 [==========================>...] - ETA: 0s - loss: 13829.8584 - mean_absolute_error: 13829.8584 Epoch 436: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 8ms/step - loss: 13887.0166 - mean_absolute_error: 13887.0166 - val_loss: 29573.8164 - val_mean_absolute_error: 29573.8164 Epoch 437/500 86/89 [===========================>..] - ETA: 0s - loss: 13891.8135 - mean_absolute_error: 13891.8135 Epoch 437: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 9ms/step - loss: 13952.4492 - mean_absolute_error: 13952.4492 - val_loss: 29632.6875 - val_mean_absolute_error: 29632.6875 Epoch 438/500 84/89 [===========================>..] - ETA: 0s - loss: 13724.2109 - mean_absolute_error: 13724.2109 Epoch 438: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 9ms/step - loss: 13790.2168 - mean_absolute_error: 13790.2168 - val_loss: 29243.4668 - val_mean_absolute_error: 29243.4668 Epoch 439/500 89/89 [==============================] - ETA: 0s - loss: 13786.7559 - mean_absolute_error: 13786.7559 Epoch 439: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 9ms/step - loss: 13786.7559 - mean_absolute_error: 13786.7559 - val_loss: 29399.3145 - val_mean_absolute_error: 29399.3145 Epoch 440/500 87/89 [============================>.] - ETA: 0s - loss: 13813.5312 - mean_absolute_error: 13813.5312 Epoch 440: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 12ms/step - loss: 13821.8457 - mean_absolute_error: 13821.8457 - val_loss: 29533.4219 - val_mean_absolute_error: 29533.4219 Epoch 441/500 84/89 [===========================>..] - ETA: 0s - loss: 13849.1055 - mean_absolute_error: 13849.1055 Epoch 441: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 11ms/step - loss: 13976.8281 - mean_absolute_error: 13976.8281 - val_loss: 29496.2520 - val_mean_absolute_error: 29496.2520 Epoch 442/500 87/89 [============================>.] - ETA: 0s - loss: 14126.1494 - mean_absolute_error: 14126.1494 Epoch 442: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 10ms/step - loss: 14087.3037 - mean_absolute_error: 14087.3037 - val_loss: 29272.2461 - val_mean_absolute_error: 29272.2461 Epoch 443/500 87/89 [============================>.] - ETA: 0s - loss: 13557.1553 - mean_absolute_error: 13557.1553 Epoch 443: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 10ms/step - loss: 13604.1943 - mean_absolute_error: 13604.1943 - val_loss: 30861.5645 - val_mean_absolute_error: 30861.5645 Epoch 444/500 84/89 [===========================>..] - ETA: 0s - loss: 14138.0137 - mean_absolute_error: 14138.0137 Epoch 444: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 13ms/step - loss: 14089.3340 - mean_absolute_error: 14089.3340 - val_loss: 29697.8887 - val_mean_absolute_error: 29697.8887 Epoch 445/500 84/89 [===========================>..] - ETA: 0s - loss: 13827.3916 - mean_absolute_error: 13827.3916 Epoch 445: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 11ms/step - loss: 13709.3369 - mean_absolute_error: 13709.3369 - val_loss: 29359.0508 - val_mean_absolute_error: 29359.0508 Epoch 446/500 88/89 [============================>.] - ETA: 0s - loss: 13665.9189 - mean_absolute_error: 13665.9189 Epoch 446: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 10ms/step - loss: 13671.4434 - mean_absolute_error: 13671.4434 - val_loss: 31112.6914 - val_mean_absolute_error: 31112.6914 Epoch 447/500 88/89 [============================>.] - ETA: 0s - loss: 13944.1309 - mean_absolute_error: 13944.1309 Epoch 447: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 10ms/step - loss: 13928.5674 - mean_absolute_error: 13928.5674 - val_loss: 29024.7246 - val_mean_absolute_error: 29024.7246 Epoch 448/500 83/89 [==========================>...] - ETA: 0s - loss: 13600.8438 - mean_absolute_error: 13600.8438 Epoch 448: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 7ms/step - loss: 13572.3047 - mean_absolute_error: 13572.3047 - val_loss: 29534.1895 - val_mean_absolute_error: 29534.1895 Epoch 449/500 85/89 [===========================>..] - ETA: 0s - loss: 13651.4160 - mean_absolute_error: 13651.4160 Epoch 449: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 9ms/step - loss: 13740.6377 - mean_absolute_error: 13740.6377 - val_loss: 28958.1133 - val_mean_absolute_error: 28958.1133 Epoch 450/500 86/89 [===========================>..] - ETA: 0s - loss: 13880.2852 - mean_absolute_error: 13880.2852 Epoch 450: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 9ms/step - loss: 13778.2949 - mean_absolute_error: 13778.2949 - val_loss: 29180.0137 - val_mean_absolute_error: 29180.0137 Epoch 451/500 84/89 [===========================>..] - ETA: 0s - loss: 13749.6758 - mean_absolute_error: 13749.6758 Epoch 451: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 9ms/step - loss: 13755.2344 - mean_absolute_error: 13755.2344 - val_loss: 29330.2031 - val_mean_absolute_error: 29330.2031 Epoch 452/500 83/89 [==========================>...] - ETA: 0s - loss: 14291.8086 - mean_absolute_error: 14291.8086 Epoch 452: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 7ms/step - loss: 14230.4619 - mean_absolute_error: 14230.4619 - val_loss: 29171.3965 - val_mean_absolute_error: 29171.3965 Epoch 453/500 89/89 [==============================] - ETA: 0s - loss: 14133.1797 - mean_absolute_error: 14133.1797 Epoch 453: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 8ms/step - loss: 14133.1797 - mean_absolute_error: 14133.1797 - val_loss: 29309.2285 - val_mean_absolute_error: 29309.2285 Epoch 454/500 89/89 [==============================] - ETA: 0s - loss: 13663.9248 - mean_absolute_error: 13663.9248 Epoch 454: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 9ms/step - loss: 13663.9248 - mean_absolute_error: 13663.9248 - val_loss: 29314.6172 - val_mean_absolute_error: 29314.6172 Epoch 455/500 83/89 [==========================>...] - ETA: 0s - loss: 13944.0244 - mean_absolute_error: 13944.0244 Epoch 455: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 9ms/step - loss: 13915.8809 - mean_absolute_error: 13915.8809 - val_loss: 29314.0176 - val_mean_absolute_error: 29314.0176 Epoch 456/500 82/89 [==========================>...] - ETA: 0s - loss: 13533.1953 - mean_absolute_error: 13533.1953 Epoch 456: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 9ms/step - loss: 13562.2080 - mean_absolute_error: 13562.2080 - val_loss: 29260.0371 - val_mean_absolute_error: 29260.0371 Epoch 457/500 84/89 [===========================>..] - ETA: 0s - loss: 13632.7842 - mean_absolute_error: 13632.7842 Epoch 457: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 9ms/step - loss: 13808.3672 - mean_absolute_error: 13808.3672 - val_loss: 29326.5098 - val_mean_absolute_error: 29326.5098 Epoch 458/500 86/89 [===========================>..] - ETA: 0s - loss: 13907.7939 - mean_absolute_error: 13907.7939 Epoch 458: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 9ms/step - loss: 13888.5645 - mean_absolute_error: 13888.5645 - val_loss: 29140.2949 - val_mean_absolute_error: 29140.2949 Epoch 459/500 85/89 [===========================>..] - ETA: 0s - loss: 13878.8486 - mean_absolute_error: 13878.8486 Epoch 459: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 10ms/step - loss: 13953.1689 - mean_absolute_error: 13953.1689 - val_loss: 29166.2812 - val_mean_absolute_error: 29166.2812 Epoch 460/500 88/89 [============================>.] - ETA: 0s - loss: 13600.8193 - mean_absolute_error: 13600.8193 Epoch 460: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 12ms/step - loss: 13592.4170 - mean_absolute_error: 13592.4170 - val_loss: 29074.1465 - val_mean_absolute_error: 29074.1465 Epoch 461/500 89/89 [==============================] - ETA: 0s - loss: 13720.9316 - mean_absolute_error: 13720.9316 Epoch 461: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 11ms/step - loss: 13720.9316 - mean_absolute_error: 13720.9316 - val_loss: 29752.9355 - val_mean_absolute_error: 29752.9355 Epoch 462/500 88/89 [============================>.] - ETA: 0s - loss: 13553.2197 - mean_absolute_error: 13553.2197 Epoch 462: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 11ms/step - loss: 13592.2314 - mean_absolute_error: 13592.2314 - val_loss: 28922.7734 - val_mean_absolute_error: 28922.7734 Epoch 463/500 88/89 [============================>.] - ETA: 0s - loss: 13549.3867 - mean_absolute_error: 13549.3867 Epoch 463: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 11ms/step - loss: 13610.9004 - mean_absolute_error: 13610.9004 - val_loss: 29519.2832 - val_mean_absolute_error: 29519.2832 Epoch 464/500 84/89 [===========================>..] - ETA: 0s - loss: 13538.3896 - mean_absolute_error: 13538.3896 Epoch 464: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 9ms/step - loss: 13493.5127 - mean_absolute_error: 13493.5127 - val_loss: 29763.4473 - val_mean_absolute_error: 29763.4473 Epoch 465/500 89/89 [==============================] - ETA: 0s - loss: 13722.1572 - mean_absolute_error: 13722.1572 Epoch 465: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 11ms/step - loss: 13722.1572 - mean_absolute_error: 13722.1572 - val_loss: 28919.1309 - val_mean_absolute_error: 28919.1309 Epoch 466/500 86/89 [===========================>..] - ETA: 0s - loss: 13651.8633 - mean_absolute_error: 13651.8633 Epoch 466: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 12ms/step - loss: 13535.9844 - mean_absolute_error: 13535.9844 - val_loss: 29183.1074 - val_mean_absolute_error: 29183.1074 Epoch 467/500 89/89 [==============================] - ETA: 0s - loss: 13849.9775 - mean_absolute_error: 13849.9775 Epoch 467: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 9ms/step - loss: 13849.9775 - mean_absolute_error: 13849.9775 - val_loss: 30080.4824 - val_mean_absolute_error: 30080.4824 Epoch 468/500 84/89 [===========================>..] - ETA: 0s - loss: 14200.7861 - mean_absolute_error: 14200.7861 Epoch 468: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 9ms/step - loss: 14140.4990 - mean_absolute_error: 14140.4990 - val_loss: 29636.6973 - val_mean_absolute_error: 29636.6973 Epoch 469/500 85/89 [===========================>..] - ETA: 0s - loss: 13516.0586 - mean_absolute_error: 13516.0586 Epoch 469: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 10ms/step - loss: 13481.6895 - mean_absolute_error: 13481.6895 - val_loss: 29702.8164 - val_mean_absolute_error: 29702.8164 Epoch 470/500 86/89 [===========================>..] - ETA: 0s - loss: 14103.1338 - mean_absolute_error: 14103.1338 Epoch 470: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 9ms/step - loss: 14053.5928 - mean_absolute_error: 14053.5928 - val_loss: 29331.9062 - val_mean_absolute_error: 29331.9062 Epoch 471/500 89/89 [==============================] - ETA: 0s - loss: 13443.0615 - mean_absolute_error: 13443.0615 Epoch 471: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 9ms/step - loss: 13443.0615 - mean_absolute_error: 13443.0615 - val_loss: 29303.8574 - val_mean_absolute_error: 29303.8574 Epoch 472/500 81/89 [==========================>...] - ETA: 0s - loss: 13418.0791 - mean_absolute_error: 13418.0791 Epoch 472: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 9ms/step - loss: 13542.2637 - mean_absolute_error: 13542.2637 - val_loss: 29247.5234 - val_mean_absolute_error: 29247.5234 Epoch 473/500 84/89 [===========================>..] - ETA: 0s - loss: 13815.8799 - mean_absolute_error: 13815.8799 Epoch 473: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 8ms/step - loss: 13797.9707 - mean_absolute_error: 13797.9707 - val_loss: 28856.4336 - val_mean_absolute_error: 28856.4336 Epoch 474/500 88/89 [============================>.] - ETA: 0s - loss: 13564.6279 - mean_absolute_error: 13564.6279 Epoch 474: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 7ms/step - loss: 13578.9287 - mean_absolute_error: 13578.9287 - val_loss: 29049.9375 - val_mean_absolute_error: 29049.9375 Epoch 475/500 85/89 [===========================>..] - ETA: 0s - loss: 13245.3115 - mean_absolute_error: 13245.3115 Epoch 475: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 7ms/step - loss: 13241.5039 - mean_absolute_error: 13241.5039 - val_loss: 28979.4707 - val_mean_absolute_error: 28979.4707 Epoch 476/500 89/89 [==============================] - ETA: 0s - loss: 13772.2920 - mean_absolute_error: 13772.2920 Epoch 476: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 8ms/step - loss: 13772.2920 - mean_absolute_error: 13772.2920 - val_loss: 29053.7969 - val_mean_absolute_error: 29053.7969 Epoch 477/500 89/89 [==============================] - ETA: 0s - loss: 13604.2471 - mean_absolute_error: 13604.2471 Epoch 477: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 8ms/step - loss: 13604.2471 - mean_absolute_error: 13604.2471 - val_loss: 29396.3027 - val_mean_absolute_error: 29396.3027 Epoch 478/500 89/89 [==============================] - ETA: 0s - loss: 13631.5352 - mean_absolute_error: 13631.5352 Epoch 478: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 8ms/step - loss: 13631.5352 - mean_absolute_error: 13631.5352 - val_loss: 29021.0742 - val_mean_absolute_error: 29021.0742 Epoch 479/500 86/89 [===========================>..] - ETA: 0s - loss: 13567.7236 - mean_absolute_error: 13567.7236 Epoch 479: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 8ms/step - loss: 13534.9912 - mean_absolute_error: 13534.9912 - val_loss: 29902.2715 - val_mean_absolute_error: 29902.2715 Epoch 480/500 88/89 [============================>.] - ETA: 0s - loss: 13550.5283 - mean_absolute_error: 13550.5283 Epoch 480: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 10ms/step - loss: 13562.2988 - mean_absolute_error: 13562.2988 - val_loss: 29800.9062 - val_mean_absolute_error: 29800.9062 Epoch 481/500 84/89 [===========================>..] - ETA: 0s - loss: 13347.8887 - mean_absolute_error: 13347.8887 Epoch 481: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 11ms/step - loss: 13409.8027 - mean_absolute_error: 13409.8027 - val_loss: 30103.2598 - val_mean_absolute_error: 30103.2598 Epoch 482/500 85/89 [===========================>..] - ETA: 0s - loss: 13461.5283 - mean_absolute_error: 13461.5283 Epoch 482: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 11ms/step - loss: 13442.6309 - mean_absolute_error: 13442.6309 - val_loss: 29206.2637 - val_mean_absolute_error: 29206.2637 Epoch 483/500 88/89 [============================>.] - ETA: 0s - loss: 13414.5938 - mean_absolute_error: 13414.5938 Epoch 483: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 12ms/step - loss: 13416.1641 - mean_absolute_error: 13416.1641 - val_loss: 29683.5527 - val_mean_absolute_error: 29683.5527 Epoch 484/500 84/89 [===========================>..] - ETA: 0s - loss: 13408.2480 - mean_absolute_error: 13408.2480 Epoch 484: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 12ms/step - loss: 13329.9648 - mean_absolute_error: 13329.9648 - val_loss: 30049.3965 - val_mean_absolute_error: 30049.3965 Epoch 485/500 85/89 [===========================>..] - ETA: 0s - loss: 13582.3662 - mean_absolute_error: 13582.3662 Epoch 485: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 10ms/step - loss: 13463.8232 - mean_absolute_error: 13463.8232 - val_loss: 29513.3145 - val_mean_absolute_error: 29513.3145 Epoch 486/500 88/89 [============================>.] - ETA: 0s - loss: 13600.0283 - mean_absolute_error: 13600.0283 Epoch 486: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 11ms/step - loss: 13596.5879 - mean_absolute_error: 13596.5879 - val_loss: 29525.5918 - val_mean_absolute_error: 29525.5918 Epoch 487/500 89/89 [==============================] - ETA: 0s - loss: 13428.5547 - mean_absolute_error: 13428.5547 Epoch 487: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 9ms/step - loss: 13428.5547 - mean_absolute_error: 13428.5547 - val_loss: 29397.4102 - val_mean_absolute_error: 29397.4102 Epoch 488/500 87/89 [============================>.] - ETA: 0s - loss: 13503.6855 - mean_absolute_error: 13503.6855 Epoch 488: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 9ms/step - loss: 13518.1572 - mean_absolute_error: 13518.1572 - val_loss: 29399.0508 - val_mean_absolute_error: 29399.0508 Epoch 489/500 86/89 [===========================>..] - ETA: 0s - loss: 13463.4590 - mean_absolute_error: 13463.4590 Epoch 489: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 9ms/step - loss: 13452.4355 - mean_absolute_error: 13452.4355 - val_loss: 29028.1426 - val_mean_absolute_error: 29028.1426 Epoch 490/500 89/89 [==============================] - ETA: 0s - loss: 13298.6787 - mean_absolute_error: 13298.6787 Epoch 490: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 9ms/step - loss: 13298.6787 - mean_absolute_error: 13298.6787 - val_loss: 29198.3789 - val_mean_absolute_error: 29198.3789 Epoch 491/500 89/89 [==============================] - ETA: 0s - loss: 13349.7559 - mean_absolute_error: 13349.7559 Epoch 491: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 9ms/step - loss: 13349.7559 - mean_absolute_error: 13349.7559 - val_loss: 29215.5410 - val_mean_absolute_error: 29215.5410 Epoch 492/500 88/89 [============================>.] - ETA: 0s - loss: 13123.9180 - mean_absolute_error: 13123.9180 Epoch 492: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 9ms/step - loss: 13134.1455 - mean_absolute_error: 13134.1455 - val_loss: 29436.1777 - val_mean_absolute_error: 29436.1777 Epoch 493/500 85/89 [===========================>..] - ETA: 0s - loss: 13373.4707 - mean_absolute_error: 13373.4707 Epoch 493: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 9ms/step - loss: 13392.7402 - mean_absolute_error: 13392.7402 - val_loss: 28799.2695 - val_mean_absolute_error: 28799.2695 Epoch 494/500 88/89 [============================>.] - ETA: 0s - loss: 13061.9658 - mean_absolute_error: 13061.9658 Epoch 494: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 9ms/step - loss: 13066.4434 - mean_absolute_error: 13066.4434 - val_loss: 29701.0117 - val_mean_absolute_error: 29701.0117 Epoch 495/500 84/89 [===========================>..] - ETA: 0s - loss: 13053.3584 - mean_absolute_error: 13053.3584 Epoch 495: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 8ms/step - loss: 13094.3301 - mean_absolute_error: 13094.3301 - val_loss: 29199.2266 - val_mean_absolute_error: 29199.2266 Epoch 496/500 81/89 [==========================>...] - ETA: 0s - loss: 13357.3613 - mean_absolute_error: 13357.3613 Epoch 496: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 7ms/step - loss: 13232.0293 - mean_absolute_error: 13232.0293 - val_loss: 29037.8730 - val_mean_absolute_error: 29037.8730 Epoch 497/500 86/89 [===========================>..] - ETA: 0s - loss: 13284.5566 - mean_absolute_error: 13284.5566 Epoch 497: val_loss did not improve from 28760.77148 89/89 [==============================] - 1s 9ms/step - loss: 13267.8115 - mean_absolute_error: 13267.8115 - val_loss: 28914.3828 - val_mean_absolute_error: 28914.3828 Epoch 498/500 85/89 [===========================>..] - ETA: 0s - loss: 13524.5986 - mean_absolute_error: 13524.5986 Epoch 498: val_loss improved from 28760.77148 to 28696.25977, saving model to Weights-498--28696.25977.hdf5 89/89 [==============================] - 1s 8ms/step - loss: 13542.0840 - mean_absolute_error: 13542.0840 - val_loss: 28696.2598 - val_mean_absolute_error: 28696.2598 Epoch 499/500 86/89 [===========================>..] - ETA: 0s - loss: 13814.5293 - mean_absolute_error: 13814.5293 Epoch 499: val_loss did not improve from 28696.25977 89/89 [==============================] - 1s 10ms/step - loss: 13828.8818 - mean_absolute_error: 13828.8818 - val_loss: 28824.0625 - val_mean_absolute_error: 28824.0625 Epoch 500/500 85/89 [===========================>..] - ETA: 0s - loss: 13459.0869 - mean_absolute_error: 13459.0869 Epoch 500: val_loss did not improve from 28696.25977 89/89 [==============================] - 1s 12ms/step - loss: 13460.0293 - mean_absolute_error: 13460.0293 - val_loss: 29973.0703 - val_mean_absolute_error: 29973.0703
<keras.callbacks.History at 0x7f51b761ee80>
y_train_pred = NN_model.predict(X_train)
y_test_pred = NN_model.predict(X_test)
111/111 [==============================] - 1s 3ms/step 28/28 [==============================] - 0s 3ms/step
y_train_pred = y_train_pred.flatten()
y_test_pred = y_test_pred.flatten()
train_n = X_train.shape[0]
train_p = X_train.shape[1]
train_mape = mean_absolute_percentage_error(y_train, y_train_pred)
train_rmse = mean_squared_error(y_train, y_train_pred, squared = False)
train_r2 = r2_score(y_train, y_train_pred)
train_adj_r2 = 1 - (1 - train_r2) * (train_n - 1) / (train_n - train_p - 1)
test_n = X_test.shape[0]
test_p = X_test.shape[1]
test_mape = mean_absolute_percentage_error(y_test, y_test_pred)
test_rmse = mean_squared_error(y_test, y_test_pred, squared = False)
test_r2 = r2_score(y_test, y_test_pred)
test_adj_r2 = 1 - (1 - test_r2) * (test_n - 1) / (test_n - test_p - 1)
print("Train MAPE: {:.2f}%".format(train_mape * 100))
print("Train RMSE:", train_rmse)
print("Train R2:", train_r2)
print("Train Adj R2:", train_adj_r2)
print()
print("Test MAPE: {:.2f}%".format(test_mape * 100))
print("Test RMSE:", test_rmse)
print("Test R2:", test_r2)
print("Test Adj R2:", test_adj_r2)
Train MAPE: 3.11% Train RMSE: 27133.811856856406 Train R2: 0.9743566936776727 Train Adj R2: 0.9738071412108751 Test MAPE: 5.30% Test RMSE: 43526.44345815741 Test R2: 0.930602326786164 Test Adj R2: 0.9242387235422682
train_residuals = y_train - y_train_pred
test_residuals = y_test - y_test_pred
plt.scatter(y_train_pred, train_residuals)
plt.xlabel("Predicted Price")
plt.ylabel("Residual")
plt.title("Residual Plot")
Text(0.5, 1.0, 'Residual Plot')
plt.scatter(y_train, y_train_pred)
plt.xlabel("Actual Price")
plt.ylabel("Predicted Price")
plt.title("Actual vs Predicted Price")
Text(0.5, 1.0, 'Actual vs Predicted Price')
plt.scatter(y_test_pred, test_residuals)
plt.xlabel("Predicted Price")
plt.ylabel("Residual")
plt.title("Residual Plot")
Text(0.5, 1.0, 'Residual Plot')
plt.scatter(y_test, y_test_pred)
plt.xlabel("Actual Price")
plt.ylabel("Predicted Price")
plt.title("Actual vs Predicted Price")
Text(0.5, 1.0, 'Actual vs Predicted Price')
train_df2 = train_df.copy()
test_df2 = test_df.copy()
train_df2["floor_area_sqm"] = train_df2["floor_area_sqm"].apply(lambda x : x * 23.922319549360488 + 95.09078798185942)
test_df2["floor_area_sqm"] = test_df2["floor_area_sqm"].apply(lambda x : x * 23.922319549360488 + 95.09078798185942)
train_df2["resale_price_per_sqm"] = train_df2["resale_price"] / train_df2["floor_area_sqm"]
test_df2["resale_price_per_sqm"] = test_df2["resale_price"] / test_df2["floor_area_sqm"]
X_train = train_df2.drop(["resale_price_per_sqm", "resale_price", "floor_area_sqm"], axis = 1)
X_test = test_df2.drop(["resale_price_per_sqm", "resale_price", "floor_area_sqm"], axis = 1)
y_train = train_df2["resale_price_per_sqm"]
y_test = test_df2["resale_price_per_sqm"]
X_train.head()
| nearest_mrt_dist | total_resales_in_town | remaining_lease | town_BUKIT MERAH | street_name_ANG MO KIO ST 51 | street_name_DAWSON RD | flat_type_3 ROOM | storey_range_01 TO 03 | storey_range_04 TO 06 | storey_range_19 TO 21 | ... | town_SENGKANG | town_QUEENSTOWN | street_name_ANG MO KIO AVE 3 | storey_range_22 TO 24 | storey_range_25 TO 27 | storey_range_28 TO 30 | storey_range_31 TO 33 | storey_range_37 TO 39 | town_JURONG EAST | street_name_TELOK BLANGAH ST 31 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -0.676490 | -0.443615 | -1.143025 | -0.193241 | -0.050572 | -0.044588 | 1.693641 | -0.459028 | -0.542843 | -0.128147 | ... | -0.261617 | -0.148379 | -0.089443 | -0.111079 | -0.1001 | -0.067497 | -0.047673 | -0.047673 | -0.148379 | -0.075507 |
| 1 | 0.201327 | 1.252320 | 1.352967 | -0.193241 | -0.050572 | -0.044588 | -0.590444 | 2.178515 | -0.542843 | -0.128147 | ... | -0.261617 | -0.148379 | -0.089443 | -0.111079 | -0.1001 | -0.067497 | -0.047673 | -0.047673 | -0.148379 | -0.075507 |
| 2 | -0.384369 | -0.198538 | -0.290599 | -0.193241 | -0.050572 | -0.044588 | -0.590444 | 2.178515 | -0.542843 | -0.128147 | ... | -0.261617 | -0.148379 | -0.089443 | -0.111079 | -0.1001 | -0.067497 | -0.047673 | -0.047673 | -0.148379 | -0.075507 |
| 3 | 1.731095 | 1.252320 | -0.613741 | -0.193241 | -0.050572 | -0.044588 | -0.590444 | -0.459028 | -0.542843 | -0.128147 | ... | -0.261617 | -0.148379 | -0.089443 | -0.111079 | -0.1001 | -0.067497 | -0.047673 | -0.047673 | -0.148379 | -0.075507 |
| 4 | 1.054745 | 1.291532 | 0.857112 | -0.193241 | -0.050572 | -0.044588 | -0.590444 | -0.459028 | 1.842152 | -0.128147 | ... | -0.261617 | -0.148379 | -0.089443 | -0.111079 | -0.1001 | -0.067497 | -0.047673 | -0.047673 | -0.148379 | -0.075507 |
5 rows × 73 columns
X_test.head()
| nearest_mrt_dist | total_resales_in_town | remaining_lease | town_BUKIT MERAH | street_name_ANG MO KIO ST 51 | street_name_DAWSON RD | flat_type_3 ROOM | storey_range_01 TO 03 | storey_range_04 TO 06 | storey_range_19 TO 21 | ... | town_SENGKANG | town_QUEENSTOWN | street_name_ANG MO KIO AVE 3 | storey_range_22 TO 24 | storey_range_25 TO 27 | storey_range_28 TO 30 | storey_range_31 TO 33 | storey_range_37 TO 39 | town_JURONG EAST | street_name_TELOK BLANGAH ST 31 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.004724 | 1.291532 | 1.224825 | -0.193241 | -0.050572 | -0.044588 | -0.590444 | -0.459028 | -0.542843 | -0.128147 | ... | -0.261617 | -0.148379 | -0.089443 | -0.111079 | -0.1001 | -0.067497 | -0.047673 | -0.047673 | -0.148379 | -0.075507 |
| 1 | 1.306314 | 0.242602 | 1.403110 | -0.193241 | -0.050572 | -0.044588 | -0.590444 | -0.459028 | -0.542843 | -0.128147 | ... | -0.261617 | -0.148379 | -0.089443 | -0.111079 | -0.1001 | -0.067497 | -0.047673 | -0.047673 | -0.148379 | -0.075507 |
| 2 | -0.341318 | 0.644528 | -0.808741 | -0.193241 | -0.050572 | -0.044588 | -0.590444 | -0.459028 | 1.842152 | -0.128147 | ... | -0.261617 | -0.148379 | -0.089443 | -0.111079 | -0.1001 | -0.067497 | -0.047673 | -0.047673 | -0.148379 | -0.075507 |
| 3 | 1.265904 | 1.291532 | 1.386396 | -0.193241 | -0.050572 | -0.044588 | -0.590444 | -0.459028 | -0.542843 | -0.128147 | ... | -0.261617 | -0.148379 | -0.089443 | -0.111079 | -0.1001 | -0.067497 | -0.047673 | -0.047673 | -0.148379 | -0.075507 |
| 4 | -0.978913 | 0.036737 | -1.209882 | -0.193241 | -0.050572 | -0.044588 | 1.693641 | -0.459028 | -0.542843 | -0.128147 | ... | -0.261617 | -0.148379 | -0.089443 | -0.111079 | -0.1001 | -0.067497 | -0.047673 | -0.047673 | -0.148379 | -0.075507 |
5 rows × 73 columns
Initializers define the way to set the initial random weights of Keras layers.NN_model = Sequential()
The Input Layer
NN_model.add(Dense(128, kernel_initializer='normal',input_dim = X_train.shape[1], activation='relu'))
The Hidden Layers
NN_model.add(Dense(256, kernel_initializer='normal',activation='relu'))
NN_model.add(Dense(256, kernel_initializer='normal',activation='relu'))
NN_model.add(Dense(256, kernel_initializer='normal',activation='relu'))
The Output Layer
NN_model.add(Dense(1, kernel_initializer='normal',activation='linear'))
Compile the network
NN_model.compile(loss='mean_absolute_error', optimizer='adam', metrics=['mean_absolute_error'])
NN_model.summary()
Model: "sequential_1"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
dense_5 (Dense) (None, 128) 9472
dense_6 (Dense) (None, 256) 33024
dense_7 (Dense) (None, 256) 65792
dense_8 (Dense) (None, 256) 65792
dense_9 (Dense) (None, 1) 257
=================================================================
Total params: 174,337
Trainable params: 174,337
Non-trainable params: 0
_________________________________________________________________
Define a checkpoint callback :
checkpoint_name = 'Weights-{epoch:03d}--{val_loss:.5f}.hdf5'
checkpoint = ModelCheckpoint(checkpoint_name, monitor='val_loss', verbose = 1, save_best_only = True, mode ='auto')
callbacks_list = [checkpoint]
NN_model.fit(X_train, y_train, epochs=500, batch_size=32, validation_split = 0.2, callbacks=callbacks_list)
Epoch 1/500 83/89 [==========================>...] - ETA: 0s - loss: 3645.4592 - mean_absolute_error: 3645.4592 Epoch 1: val_loss improved from inf to 699.48254, saving model to Weights-001--699.48254.hdf5 89/89 [==============================] - 2s 9ms/step - loss: 3471.7070 - mean_absolute_error: 3471.7070 - val_loss: 699.4825 - val_mean_absolute_error: 699.4825 Epoch 2/500 85/89 [===========================>..] - ETA: 0s - loss: 522.7350 - mean_absolute_error: 522.7350 Epoch 2: val_loss improved from 699.48254 to 435.08951, saving model to Weights-002--435.08951.hdf5 89/89 [==============================] - 1s 6ms/step - loss: 521.6706 - mean_absolute_error: 521.6706 - val_loss: 435.0895 - val_mean_absolute_error: 435.0895 Epoch 3/500 86/89 [===========================>..] - ETA: 0s - loss: 424.9319 - mean_absolute_error: 424.9319 Epoch 3: val_loss improved from 435.08951 to 413.66296, saving model to Weights-003--413.66296.hdf5 89/89 [==============================] - 1s 6ms/step - loss: 423.5937 - mean_absolute_error: 423.5937 - val_loss: 413.6630 - val_mean_absolute_error: 413.6630 Epoch 4/500 83/89 [==========================>...] - ETA: 0s - loss: 390.5397 - mean_absolute_error: 390.5397 Epoch 4: val_loss improved from 413.66296 to 391.93546, saving model to Weights-004--391.93546.hdf5 89/89 [==============================] - 1s 6ms/step - loss: 387.6144 - mean_absolute_error: 387.6144 - val_loss: 391.9355 - val_mean_absolute_error: 391.9355 Epoch 5/500 84/89 [===========================>..] - ETA: 0s - loss: 361.2519 - mean_absolute_error: 361.2519 Epoch 5: val_loss improved from 391.93546 to 361.02432, saving model to Weights-005--361.02432.hdf5 89/89 [==============================] - 1s 6ms/step - loss: 358.4271 - mean_absolute_error: 358.4271 - val_loss: 361.0243 - val_mean_absolute_error: 361.0243 Epoch 6/500 87/89 [============================>.] - ETA: 0s - loss: 343.6712 - mean_absolute_error: 343.6712 Epoch 6: val_loss did not improve from 361.02432 89/89 [==============================] - 1s 7ms/step - loss: 344.1726 - mean_absolute_error: 344.1726 - val_loss: 391.3731 - val_mean_absolute_error: 391.3731 Epoch 7/500 86/89 [===========================>..] - ETA: 0s - loss: 343.0569 - mean_absolute_error: 343.0569 Epoch 7: val_loss did not improve from 361.02432 89/89 [==============================] - 1s 7ms/step - loss: 342.3943 - mean_absolute_error: 342.3943 - val_loss: 398.2050 - val_mean_absolute_error: 398.2050 Epoch 8/500 84/89 [===========================>..] - ETA: 0s - loss: 323.1322 - mean_absolute_error: 323.1322 Epoch 8: val_loss did not improve from 361.02432 89/89 [==============================] - 1s 6ms/step - loss: 323.7537 - mean_absolute_error: 323.7537 - val_loss: 405.0711 - val_mean_absolute_error: 405.0711 Epoch 9/500 85/89 [===========================>..] - ETA: 0s - loss: 327.9948 - mean_absolute_error: 327.9948 Epoch 9: val_loss improved from 361.02432 to 352.20654, saving model to Weights-009--352.20654.hdf5 89/89 [==============================] - 1s 6ms/step - loss: 326.7168 - mean_absolute_error: 326.7168 - val_loss: 352.2065 - val_mean_absolute_error: 352.2065 Epoch 10/500 82/89 [==========================>...] - ETA: 0s - loss: 327.2003 - mean_absolute_error: 327.2003 Epoch 10: val_loss improved from 352.20654 to 350.46500, saving model to Weights-010--350.46500.hdf5 89/89 [==============================] - 1s 6ms/step - loss: 326.8092 - mean_absolute_error: 326.8092 - val_loss: 350.4650 - val_mean_absolute_error: 350.4650 Epoch 11/500 89/89 [==============================] - ETA: 0s - loss: 304.5465 - mean_absolute_error: 304.5465 Epoch 11: val_loss did not improve from 350.46500 89/89 [==============================] - 1s 8ms/step - loss: 304.5465 - mean_absolute_error: 304.5465 - val_loss: 378.8872 - val_mean_absolute_error: 378.8872 Epoch 12/500 87/89 [============================>.] - ETA: 0s - loss: 314.2769 - mean_absolute_error: 314.2769 Epoch 12: val_loss did not improve from 350.46500 89/89 [==============================] - 1s 12ms/step - loss: 314.4356 - mean_absolute_error: 314.4356 - val_loss: 373.4261 - val_mean_absolute_error: 373.4261 Epoch 13/500 87/89 [============================>.] - ETA: 0s - loss: 298.5603 - mean_absolute_error: 298.5603 Epoch 13: val_loss improved from 350.46500 to 340.70468, saving model to Weights-013--340.70468.hdf5 89/89 [==============================] - 1s 14ms/step - loss: 299.4388 - mean_absolute_error: 299.4388 - val_loss: 340.7047 - val_mean_absolute_error: 340.7047 Epoch 14/500 85/89 [===========================>..] - ETA: 0s - loss: 291.1961 - mean_absolute_error: 291.1961 Epoch 14: val_loss improved from 340.70468 to 337.95374, saving model to Weights-014--337.95374.hdf5 89/89 [==============================] - 2s 20ms/step - loss: 291.5769 - mean_absolute_error: 291.5769 - val_loss: 337.9537 - val_mean_absolute_error: 337.9537 Epoch 15/500 89/89 [==============================] - ETA: 0s - loss: 281.1401 - mean_absolute_error: 281.1401 Epoch 15: val_loss did not improve from 337.95374 89/89 [==============================] - 1s 13ms/step - loss: 281.1401 - mean_absolute_error: 281.1401 - val_loss: 355.7787 - val_mean_absolute_error: 355.7787 Epoch 16/500 87/89 [============================>.] - ETA: 0s - loss: 291.7911 - mean_absolute_error: 291.7911 Epoch 16: val_loss did not improve from 337.95374 89/89 [==============================] - 1s 13ms/step - loss: 291.4061 - mean_absolute_error: 291.4061 - val_loss: 348.5156 - val_mean_absolute_error: 348.5156 Epoch 17/500 85/89 [===========================>..] - ETA: 0s - loss: 280.7212 - mean_absolute_error: 280.7212 Epoch 17: val_loss did not improve from 337.95374 89/89 [==============================] - 1s 17ms/step - loss: 281.3813 - mean_absolute_error: 281.3813 - val_loss: 374.5394 - val_mean_absolute_error: 374.5394 Epoch 18/500 86/89 [===========================>..] - ETA: 0s - loss: 277.6970 - mean_absolute_error: 277.6970 Epoch 18: val_loss improved from 337.95374 to 337.14764, saving model to Weights-018--337.14764.hdf5 89/89 [==============================] - 1s 13ms/step - loss: 278.7105 - mean_absolute_error: 278.7105 - val_loss: 337.1476 - val_mean_absolute_error: 337.1476 Epoch 19/500 86/89 [===========================>..] - ETA: 0s - loss: 272.8845 - mean_absolute_error: 272.8845 Epoch 19: val_loss improved from 337.14764 to 334.41904, saving model to Weights-019--334.41904.hdf5 89/89 [==============================] - 1s 10ms/step - loss: 272.7740 - mean_absolute_error: 272.7740 - val_loss: 334.4190 - val_mean_absolute_error: 334.4190 Epoch 20/500 88/89 [============================>.] - ETA: 0s - loss: 272.1593 - mean_absolute_error: 272.1593 Epoch 20: val_loss did not improve from 334.41904 89/89 [==============================] - 1s 11ms/step - loss: 271.8127 - mean_absolute_error: 271.8127 - val_loss: 352.1109 - val_mean_absolute_error: 352.1109 Epoch 21/500 88/89 [============================>.] - ETA: 0s - loss: 269.6690 - mean_absolute_error: 269.6690 Epoch 21: val_loss did not improve from 334.41904 89/89 [==============================] - 1s 12ms/step - loss: 269.4741 - mean_absolute_error: 269.4741 - val_loss: 338.5971 - val_mean_absolute_error: 338.5971 Epoch 22/500 88/89 [============================>.] - ETA: 0s - loss: 262.6624 - mean_absolute_error: 262.6624 Epoch 22: val_loss did not improve from 334.41904 89/89 [==============================] - 1s 11ms/step - loss: 263.0089 - mean_absolute_error: 263.0089 - val_loss: 337.2517 - val_mean_absolute_error: 337.2517 Epoch 23/500 88/89 [============================>.] - ETA: 0s - loss: 263.7605 - mean_absolute_error: 263.7605 Epoch 23: val_loss did not improve from 334.41904 89/89 [==============================] - 1s 15ms/step - loss: 263.8163 - mean_absolute_error: 263.8163 - val_loss: 351.1546 - val_mean_absolute_error: 351.1546 Epoch 24/500 86/89 [===========================>..] - ETA: 0s - loss: 263.6469 - mean_absolute_error: 263.6469 Epoch 24: val_loss did not improve from 334.41904 89/89 [==============================] - 1s 14ms/step - loss: 263.8067 - mean_absolute_error: 263.8067 - val_loss: 356.7484 - val_mean_absolute_error: 356.7484 Epoch 25/500 88/89 [============================>.] - ETA: 0s - loss: 263.6992 - mean_absolute_error: 263.6992 Epoch 25: val_loss did not improve from 334.41904 89/89 [==============================] - 1s 14ms/step - loss: 263.7011 - mean_absolute_error: 263.7011 - val_loss: 348.1477 - val_mean_absolute_error: 348.1477 Epoch 26/500 82/89 [==========================>...] - ETA: 0s - loss: 261.5531 - mean_absolute_error: 261.5531 Epoch 26: val_loss did not improve from 334.41904 89/89 [==============================] - 1s 8ms/step - loss: 261.8932 - mean_absolute_error: 261.8932 - val_loss: 379.1110 - val_mean_absolute_error: 379.1110 Epoch 27/500 85/89 [===========================>..] - ETA: 0s - loss: 259.7109 - mean_absolute_error: 259.7109 Epoch 27: val_loss did not improve from 334.41904 89/89 [==============================] - 1s 10ms/step - loss: 259.3700 - mean_absolute_error: 259.3700 - val_loss: 341.2624 - val_mean_absolute_error: 341.2624 Epoch 28/500 86/89 [===========================>..] - ETA: 0s - loss: 260.8005 - mean_absolute_error: 260.8005 Epoch 28: val_loss improved from 334.41904 to 327.07266, saving model to Weights-028--327.07266.hdf5 89/89 [==============================] - 1s 10ms/step - loss: 261.2975 - mean_absolute_error: 261.2975 - val_loss: 327.0727 - val_mean_absolute_error: 327.0727 Epoch 29/500 88/89 [============================>.] - ETA: 0s - loss: 256.9803 - mean_absolute_error: 256.9803 Epoch 29: val_loss did not improve from 327.07266 89/89 [==============================] - 1s 9ms/step - loss: 257.3307 - mean_absolute_error: 257.3307 - val_loss: 389.2767 - val_mean_absolute_error: 389.2767 Epoch 30/500 84/89 [===========================>..] - ETA: 0s - loss: 262.0826 - mean_absolute_error: 262.0826 Epoch 30: val_loss did not improve from 327.07266 89/89 [==============================] - 1s 10ms/step - loss: 263.3011 - mean_absolute_error: 263.3011 - val_loss: 343.2300 - val_mean_absolute_error: 343.2300 Epoch 31/500 80/89 [=========================>....] - ETA: 0s - loss: 247.3956 - mean_absolute_error: 247.3956 Epoch 31: val_loss did not improve from 327.07266 89/89 [==============================] - 1s 10ms/step - loss: 250.1902 - mean_absolute_error: 250.1902 - val_loss: 364.5320 - val_mean_absolute_error: 364.5320 Epoch 32/500 81/89 [==========================>...] - ETA: 0s - loss: 253.8512 - mean_absolute_error: 253.8512 Epoch 32: val_loss did not improve from 327.07266 89/89 [==============================] - 1s 7ms/step - loss: 254.1857 - mean_absolute_error: 254.1857 - val_loss: 336.1801 - val_mean_absolute_error: 336.1801 Epoch 33/500 82/89 [==========================>...] - ETA: 0s - loss: 254.8061 - mean_absolute_error: 254.8061 Epoch 33: val_loss did not improve from 327.07266 89/89 [==============================] - 1s 6ms/step - loss: 253.9611 - mean_absolute_error: 253.9611 - val_loss: 341.5032 - val_mean_absolute_error: 341.5032 Epoch 34/500 87/89 [============================>.] - ETA: 0s - loss: 249.4464 - mean_absolute_error: 249.4464 Epoch 34: val_loss did not improve from 327.07266 89/89 [==============================] - 1s 6ms/step - loss: 249.4912 - mean_absolute_error: 249.4912 - val_loss: 328.8612 - val_mean_absolute_error: 328.8612 Epoch 35/500 82/89 [==========================>...] - ETA: 0s - loss: 251.5952 - mean_absolute_error: 251.5952 Epoch 35: val_loss did not improve from 327.07266 89/89 [==============================] - 0s 5ms/step - loss: 251.4328 - mean_absolute_error: 251.4328 - val_loss: 332.3788 - val_mean_absolute_error: 332.3788 Epoch 36/500 83/89 [==========================>...] - ETA: 0s - loss: 245.7283 - mean_absolute_error: 245.7283 Epoch 36: val_loss improved from 327.07266 to 325.95468, saving model to Weights-036--325.95468.hdf5 89/89 [==============================] - 1s 6ms/step - loss: 243.6158 - mean_absolute_error: 243.6158 - val_loss: 325.9547 - val_mean_absolute_error: 325.9547 Epoch 37/500 87/89 [============================>.] - ETA: 0s - loss: 242.8811 - mean_absolute_error: 242.8811 Epoch 37: val_loss did not improve from 325.95468 89/89 [==============================] - 1s 6ms/step - loss: 244.0412 - mean_absolute_error: 244.0412 - val_loss: 326.2110 - val_mean_absolute_error: 326.2110 Epoch 38/500 83/89 [==========================>...] - ETA: 0s - loss: 242.2657 - mean_absolute_error: 242.2657 Epoch 38: val_loss did not improve from 325.95468 89/89 [==============================] - 1s 7ms/step - loss: 242.9170 - mean_absolute_error: 242.9170 - val_loss: 329.4008 - val_mean_absolute_error: 329.4008 Epoch 39/500 87/89 [============================>.] - ETA: 0s - loss: 253.8051 - mean_absolute_error: 253.8051 Epoch 39: val_loss did not improve from 325.95468 89/89 [==============================] - 1s 6ms/step - loss: 254.0592 - mean_absolute_error: 254.0592 - val_loss: 337.5033 - val_mean_absolute_error: 337.5033 Epoch 40/500 82/89 [==========================>...] - ETA: 0s - loss: 246.4328 - mean_absolute_error: 246.4328 Epoch 40: val_loss did not improve from 325.95468 89/89 [==============================] - 0s 5ms/step - loss: 248.4406 - mean_absolute_error: 248.4406 - val_loss: 333.9163 - val_mean_absolute_error: 333.9163 Epoch 41/500 83/89 [==========================>...] - ETA: 0s - loss: 246.4425 - mean_absolute_error: 246.4425 Epoch 41: val_loss did not improve from 325.95468 89/89 [==============================] - 1s 6ms/step - loss: 248.7341 - mean_absolute_error: 248.7341 - val_loss: 337.5727 - val_mean_absolute_error: 337.5727 Epoch 42/500 83/89 [==========================>...] - ETA: 0s - loss: 240.8780 - mean_absolute_error: 240.8780 Epoch 42: val_loss did not improve from 325.95468 89/89 [==============================] - 1s 7ms/step - loss: 241.7436 - mean_absolute_error: 241.7436 - val_loss: 334.6081 - val_mean_absolute_error: 334.6081 Epoch 43/500 87/89 [============================>.] - ETA: 0s - loss: 242.2406 - mean_absolute_error: 242.2406 Epoch 43: val_loss did not improve from 325.95468 89/89 [==============================] - 1s 7ms/step - loss: 243.0922 - mean_absolute_error: 243.0922 - val_loss: 346.1904 - val_mean_absolute_error: 346.1904 Epoch 44/500 81/89 [==========================>...] - ETA: 0s - loss: 245.5346 - mean_absolute_error: 245.5346 Epoch 44: val_loss improved from 325.95468 to 325.55466, saving model to Weights-044--325.55466.hdf5 89/89 [==============================] - 1s 7ms/step - loss: 247.3471 - mean_absolute_error: 247.3471 - val_loss: 325.5547 - val_mean_absolute_error: 325.5547 Epoch 45/500 82/89 [==========================>...] - ETA: 0s - loss: 231.4349 - mean_absolute_error: 231.4349 Epoch 45: val_loss improved from 325.55466 to 317.62238, saving model to Weights-045--317.62238.hdf5 89/89 [==============================] - 1s 8ms/step - loss: 231.1324 - mean_absolute_error: 231.1324 - val_loss: 317.6224 - val_mean_absolute_error: 317.6224 Epoch 46/500 82/89 [==========================>...] - ETA: 0s - loss: 230.9009 - mean_absolute_error: 230.9009 Epoch 46: val_loss did not improve from 317.62238 89/89 [==============================] - 1s 7ms/step - loss: 230.0909 - mean_absolute_error: 230.0909 - val_loss: 318.2807 - val_mean_absolute_error: 318.2807 Epoch 47/500 87/89 [============================>.] - ETA: 0s - loss: 238.0401 - mean_absolute_error: 238.0401 Epoch 47: val_loss did not improve from 317.62238 89/89 [==============================] - 1s 7ms/step - loss: 238.1262 - mean_absolute_error: 238.1262 - val_loss: 330.7088 - val_mean_absolute_error: 330.7088 Epoch 48/500 85/89 [===========================>..] - ETA: 0s - loss: 240.7560 - mean_absolute_error: 240.7560 Epoch 48: val_loss did not improve from 317.62238 89/89 [==============================] - 1s 6ms/step - loss: 241.3480 - mean_absolute_error: 241.3480 - val_loss: 327.6115 - val_mean_absolute_error: 327.6115 Epoch 49/500 88/89 [============================>.] - ETA: 0s - loss: 229.2789 - mean_absolute_error: 229.2789 Epoch 49: val_loss improved from 317.62238 to 317.47485, saving model to Weights-049--317.47485.hdf5 89/89 [==============================] - 1s 9ms/step - loss: 229.2146 - mean_absolute_error: 229.2146 - val_loss: 317.4749 - val_mean_absolute_error: 317.4749 Epoch 50/500 88/89 [============================>.] - ETA: 0s - loss: 228.1939 - mean_absolute_error: 228.1939 Epoch 50: val_loss did not improve from 317.47485 89/89 [==============================] - 1s 9ms/step - loss: 228.2075 - mean_absolute_error: 228.2075 - val_loss: 345.7991 - val_mean_absolute_error: 345.7991 Epoch 51/500 89/89 [==============================] - ETA: 0s - loss: 239.8424 - mean_absolute_error: 239.8424 Epoch 51: val_loss did not improve from 317.47485 89/89 [==============================] - 1s 9ms/step - loss: 239.8424 - mean_absolute_error: 239.8424 - val_loss: 329.4909 - val_mean_absolute_error: 329.4909 Epoch 52/500 88/89 [============================>.] - ETA: 0s - loss: 236.2775 - mean_absolute_error: 236.2775 Epoch 52: val_loss did not improve from 317.47485 89/89 [==============================] - 1s 11ms/step - loss: 236.0970 - mean_absolute_error: 236.0970 - val_loss: 325.5135 - val_mean_absolute_error: 325.5135 Epoch 53/500 89/89 [==============================] - ETA: 0s - loss: 229.4645 - mean_absolute_error: 229.4645 Epoch 53: val_loss improved from 317.47485 to 314.34586, saving model to Weights-053--314.34586.hdf5 89/89 [==============================] - 1s 9ms/step - loss: 229.4645 - mean_absolute_error: 229.4645 - val_loss: 314.3459 - val_mean_absolute_error: 314.3459 Epoch 54/500 84/89 [===========================>..] - ETA: 0s - loss: 222.8485 - mean_absolute_error: 222.8485 Epoch 54: val_loss did not improve from 314.34586 89/89 [==============================] - 1s 7ms/step - loss: 224.6170 - mean_absolute_error: 224.6170 - val_loss: 322.6075 - val_mean_absolute_error: 322.6075 Epoch 55/500 88/89 [============================>.] - ETA: 0s - loss: 227.8238 - mean_absolute_error: 227.8238 Epoch 55: val_loss improved from 314.34586 to 309.44333, saving model to Weights-055--309.44333.hdf5 89/89 [==============================] - 1s 7ms/step - loss: 227.7914 - mean_absolute_error: 227.7914 - val_loss: 309.4433 - val_mean_absolute_error: 309.4433 Epoch 56/500 81/89 [==========================>...] - ETA: 0s - loss: 221.9744 - mean_absolute_error: 221.9744 Epoch 56: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 6ms/step - loss: 221.7734 - mean_absolute_error: 221.7734 - val_loss: 325.1959 - val_mean_absolute_error: 325.1959 Epoch 57/500 81/89 [==========================>...] - ETA: 0s - loss: 229.5065 - mean_absolute_error: 229.5065 Epoch 57: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 6ms/step - loss: 228.2509 - mean_absolute_error: 228.2509 - val_loss: 314.9822 - val_mean_absolute_error: 314.9822 Epoch 58/500 79/89 [=========================>....] - ETA: 0s - loss: 223.3801 - mean_absolute_error: 223.3801 Epoch 58: val_loss did not improve from 309.44333 89/89 [==============================] - 0s 6ms/step - loss: 225.0677 - mean_absolute_error: 225.0677 - val_loss: 317.0195 - val_mean_absolute_error: 317.0195 Epoch 59/500 79/89 [=========================>....] - ETA: 0s - loss: 221.7338 - mean_absolute_error: 221.7338 Epoch 59: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 6ms/step - loss: 223.2298 - mean_absolute_error: 223.2298 - val_loss: 365.8726 - val_mean_absolute_error: 365.8726 Epoch 60/500 87/89 [============================>.] - ETA: 0s - loss: 232.9690 - mean_absolute_error: 232.9690 Epoch 60: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 6ms/step - loss: 232.5589 - mean_absolute_error: 232.5589 - val_loss: 320.6119 - val_mean_absolute_error: 320.6119 Epoch 61/500 89/89 [==============================] - ETA: 0s - loss: 220.9414 - mean_absolute_error: 220.9414 Epoch 61: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 6ms/step - loss: 220.9414 - mean_absolute_error: 220.9414 - val_loss: 329.3717 - val_mean_absolute_error: 329.3717 Epoch 62/500 84/89 [===========================>..] - ETA: 0s - loss: 224.6441 - mean_absolute_error: 224.6441 Epoch 62: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 8ms/step - loss: 223.7729 - mean_absolute_error: 223.7729 - val_loss: 323.6330 - val_mean_absolute_error: 323.6330 Epoch 63/500 80/89 [=========================>....] - ETA: 0s - loss: 241.5203 - mean_absolute_error: 241.5203 Epoch 63: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 6ms/step - loss: 240.8488 - mean_absolute_error: 240.8488 - val_loss: 320.0076 - val_mean_absolute_error: 320.0076 Epoch 64/500 81/89 [==========================>...] - ETA: 0s - loss: 224.5182 - mean_absolute_error: 224.5182 Epoch 64: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 6ms/step - loss: 224.9648 - mean_absolute_error: 224.9648 - val_loss: 311.9684 - val_mean_absolute_error: 311.9684 Epoch 65/500 84/89 [===========================>..] - ETA: 0s - loss: 219.9953 - mean_absolute_error: 219.9953 Epoch 65: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 7ms/step - loss: 219.2407 - mean_absolute_error: 219.2407 - val_loss: 323.1590 - val_mean_absolute_error: 323.1590 Epoch 66/500 81/89 [==========================>...] - ETA: 0s - loss: 217.9184 - mean_absolute_error: 217.9184 Epoch 66: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 7ms/step - loss: 217.7733 - mean_absolute_error: 217.7733 - val_loss: 320.5935 - val_mean_absolute_error: 320.5935 Epoch 67/500 88/89 [============================>.] - ETA: 0s - loss: 216.0302 - mean_absolute_error: 216.0302 Epoch 67: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 6ms/step - loss: 216.5529 - mean_absolute_error: 216.5529 - val_loss: 331.1046 - val_mean_absolute_error: 331.1046 Epoch 68/500 85/89 [===========================>..] - ETA: 0s - loss: 222.8355 - mean_absolute_error: 222.8355 Epoch 68: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 6ms/step - loss: 223.7203 - mean_absolute_error: 223.7203 - val_loss: 320.7910 - val_mean_absolute_error: 320.7910 Epoch 69/500 78/89 [=========================>....] - ETA: 0s - loss: 223.7719 - mean_absolute_error: 223.7719 Epoch 69: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 6ms/step - loss: 223.2709 - mean_absolute_error: 223.2709 - val_loss: 355.1250 - val_mean_absolute_error: 355.1250 Epoch 70/500 81/89 [==========================>...] - ETA: 0s - loss: 236.1092 - mean_absolute_error: 236.1092 Epoch 70: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 6ms/step - loss: 233.1140 - mean_absolute_error: 233.1140 - val_loss: 322.0415 - val_mean_absolute_error: 322.0415 Epoch 71/500 88/89 [============================>.] - ETA: 0s - loss: 219.1973 - mean_absolute_error: 219.1973 Epoch 71: val_loss did not improve from 309.44333 89/89 [==============================] - 0s 6ms/step - loss: 219.3629 - mean_absolute_error: 219.3629 - val_loss: 339.9611 - val_mean_absolute_error: 339.9611 Epoch 72/500 87/89 [============================>.] - ETA: 0s - loss: 219.0100 - mean_absolute_error: 219.0100 Epoch 72: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 8ms/step - loss: 219.7629 - mean_absolute_error: 219.7629 - val_loss: 332.0016 - val_mean_absolute_error: 332.0016 Epoch 73/500 88/89 [============================>.] - ETA: 0s - loss: 234.2775 - mean_absolute_error: 234.2775 Epoch 73: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 9ms/step - loss: 234.2616 - mean_absolute_error: 234.2616 - val_loss: 326.5598 - val_mean_absolute_error: 326.5598 Epoch 74/500 89/89 [==============================] - ETA: 0s - loss: 216.8649 - mean_absolute_error: 216.8649 Epoch 74: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 8ms/step - loss: 216.8649 - mean_absolute_error: 216.8649 - val_loss: 328.5996 - val_mean_absolute_error: 328.5996 Epoch 75/500 86/89 [===========================>..] - ETA: 0s - loss: 215.5474 - mean_absolute_error: 215.5474 Epoch 75: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 11ms/step - loss: 216.2736 - mean_absolute_error: 216.2736 - val_loss: 321.5530 - val_mean_absolute_error: 321.5530 Epoch 76/500 84/89 [===========================>..] - ETA: 0s - loss: 224.2328 - mean_absolute_error: 224.2328 Epoch 76: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 12ms/step - loss: 223.3102 - mean_absolute_error: 223.3102 - val_loss: 326.6967 - val_mean_absolute_error: 326.6967 Epoch 77/500 87/89 [============================>.] - ETA: 0s - loss: 219.5927 - mean_absolute_error: 219.5927 Epoch 77: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 8ms/step - loss: 219.3572 - mean_absolute_error: 219.3572 - val_loss: 349.2450 - val_mean_absolute_error: 349.2450 Epoch 78/500 83/89 [==========================>...] - ETA: 0s - loss: 217.9112 - mean_absolute_error: 217.9112 Epoch 78: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 6ms/step - loss: 217.2890 - mean_absolute_error: 217.2890 - val_loss: 335.6778 - val_mean_absolute_error: 335.6778 Epoch 79/500 78/89 [=========================>....] - ETA: 0s - loss: 220.7996 - mean_absolute_error: 220.7996 Epoch 79: val_loss did not improve from 309.44333 89/89 [==============================] - 0s 6ms/step - loss: 219.9932 - mean_absolute_error: 219.9932 - val_loss: 325.0119 - val_mean_absolute_error: 325.0119 Epoch 80/500 89/89 [==============================] - ETA: 0s - loss: 217.4764 - mean_absolute_error: 217.4764 Epoch 80: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 6ms/step - loss: 217.4764 - mean_absolute_error: 217.4764 - val_loss: 325.3393 - val_mean_absolute_error: 325.3393 Epoch 81/500 86/89 [===========================>..] - ETA: 0s - loss: 213.3347 - mean_absolute_error: 213.3347 Epoch 81: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 7ms/step - loss: 213.1534 - mean_absolute_error: 213.1534 - val_loss: 322.8860 - val_mean_absolute_error: 322.8860 Epoch 82/500 86/89 [===========================>..] - ETA: 0s - loss: 214.6241 - mean_absolute_error: 214.6241 Epoch 82: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 7ms/step - loss: 214.5623 - mean_absolute_error: 214.5623 - val_loss: 324.9666 - val_mean_absolute_error: 324.9666 Epoch 83/500 85/89 [===========================>..] - ETA: 0s - loss: 225.2229 - mean_absolute_error: 225.2229 Epoch 83: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 7ms/step - loss: 224.1951 - mean_absolute_error: 224.1951 - val_loss: 321.6483 - val_mean_absolute_error: 321.6483 Epoch 84/500 84/89 [===========================>..] - ETA: 0s - loss: 222.8453 - mean_absolute_error: 222.8453 Epoch 84: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 6ms/step - loss: 223.2290 - mean_absolute_error: 223.2290 - val_loss: 348.7521 - val_mean_absolute_error: 348.7521 Epoch 85/500 78/89 [=========================>....] - ETA: 0s - loss: 224.8515 - mean_absolute_error: 224.8515 Epoch 85: val_loss did not improve from 309.44333 89/89 [==============================] - 0s 5ms/step - loss: 224.0229 - mean_absolute_error: 224.0229 - val_loss: 322.5911 - val_mean_absolute_error: 322.5911 Epoch 86/500 89/89 [==============================] - ETA: 0s - loss: 213.3560 - mean_absolute_error: 213.3560 Epoch 86: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 6ms/step - loss: 213.3560 - mean_absolute_error: 213.3560 - val_loss: 324.6855 - val_mean_absolute_error: 324.6855 Epoch 87/500 87/89 [============================>.] - ETA: 0s - loss: 234.0033 - mean_absolute_error: 234.0033 Epoch 87: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 6ms/step - loss: 233.3911 - mean_absolute_error: 233.3911 - val_loss: 331.4733 - val_mean_absolute_error: 331.4733 Epoch 88/500 82/89 [==========================>...] - ETA: 0s - loss: 216.0597 - mean_absolute_error: 216.0597 Epoch 88: val_loss did not improve from 309.44333 89/89 [==============================] - 0s 6ms/step - loss: 216.3140 - mean_absolute_error: 216.3140 - val_loss: 312.7518 - val_mean_absolute_error: 312.7518 Epoch 89/500 78/89 [=========================>....] - ETA: 0s - loss: 209.2148 - mean_absolute_error: 209.2148 Epoch 89: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 6ms/step - loss: 207.7198 - mean_absolute_error: 207.7198 - val_loss: 315.3116 - val_mean_absolute_error: 315.3116 Epoch 90/500 81/89 [==========================>...] - ETA: 0s - loss: 209.9746 - mean_absolute_error: 209.9746 Epoch 90: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 7ms/step - loss: 210.8594 - mean_absolute_error: 210.8594 - val_loss: 333.2031 - val_mean_absolute_error: 333.2031 Epoch 91/500 86/89 [===========================>..] - ETA: 0s - loss: 216.3649 - mean_absolute_error: 216.3649 Epoch 91: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 7ms/step - loss: 216.5720 - mean_absolute_error: 216.5720 - val_loss: 319.6751 - val_mean_absolute_error: 319.6751 Epoch 92/500 82/89 [==========================>...] - ETA: 0s - loss: 212.5484 - mean_absolute_error: 212.5484 Epoch 92: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 6ms/step - loss: 212.6535 - mean_absolute_error: 212.6535 - val_loss: 318.4359 - val_mean_absolute_error: 318.4359 Epoch 93/500 89/89 [==============================] - ETA: 0s - loss: 208.5954 - mean_absolute_error: 208.5954 Epoch 93: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 7ms/step - loss: 208.5954 - mean_absolute_error: 208.5954 - val_loss: 313.2858 - val_mean_absolute_error: 313.2858 Epoch 94/500 87/89 [============================>.] - ETA: 0s - loss: 204.0291 - mean_absolute_error: 204.0291 Epoch 94: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 8ms/step - loss: 204.2065 - mean_absolute_error: 204.2065 - val_loss: 321.2850 - val_mean_absolute_error: 321.2850 Epoch 95/500 88/89 [============================>.] - ETA: 0s - loss: 214.3804 - mean_absolute_error: 214.3804 Epoch 95: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 9ms/step - loss: 214.1795 - mean_absolute_error: 214.1795 - val_loss: 338.1618 - val_mean_absolute_error: 338.1618 Epoch 96/500 89/89 [==============================] - ETA: 0s - loss: 212.8404 - mean_absolute_error: 212.8404 Epoch 96: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 12ms/step - loss: 212.8404 - mean_absolute_error: 212.8404 - val_loss: 319.5258 - val_mean_absolute_error: 319.5258 Epoch 97/500 85/89 [===========================>..] - ETA: 0s - loss: 210.0107 - mean_absolute_error: 210.0107 Epoch 97: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 12ms/step - loss: 211.7730 - mean_absolute_error: 211.7730 - val_loss: 350.2739 - val_mean_absolute_error: 350.2739 Epoch 98/500 87/89 [============================>.] - ETA: 0s - loss: 224.0652 - mean_absolute_error: 224.0652 Epoch 98: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 12ms/step - loss: 223.9392 - mean_absolute_error: 223.9392 - val_loss: 325.2865 - val_mean_absolute_error: 325.2865 Epoch 99/500 85/89 [===========================>..] - ETA: 0s - loss: 220.0179 - mean_absolute_error: 220.0179 Epoch 99: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 9ms/step - loss: 218.6042 - mean_absolute_error: 218.6042 - val_loss: 316.7829 - val_mean_absolute_error: 316.7829 Epoch 100/500 83/89 [==========================>...] - ETA: 0s - loss: 206.5492 - mean_absolute_error: 206.5492 Epoch 100: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 7ms/step - loss: 205.2817 - mean_absolute_error: 205.2817 - val_loss: 329.0865 - val_mean_absolute_error: 329.0865 Epoch 101/500 81/89 [==========================>...] - ETA: 0s - loss: 209.0855 - mean_absolute_error: 209.0855 Epoch 101: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 6ms/step - loss: 210.2771 - mean_absolute_error: 210.2771 - val_loss: 312.5799 - val_mean_absolute_error: 312.5799 Epoch 102/500 88/89 [============================>.] - ETA: 0s - loss: 205.1822 - mean_absolute_error: 205.1822 Epoch 102: val_loss did not improve from 309.44333 89/89 [==============================] - 1s 7ms/step - loss: 204.9421 - mean_absolute_error: 204.9421 - val_loss: 328.7103 - val_mean_absolute_error: 328.7103 Epoch 103/500 85/89 [===========================>..] - ETA: 0s - loss: 208.1614 - mean_absolute_error: 208.1614 Epoch 103: val_loss improved from 309.44333 to 307.51535, saving model to Weights-103--307.51535.hdf5 89/89 [==============================] - 1s 8ms/step - loss: 208.9939 - mean_absolute_error: 208.9939 - val_loss: 307.5154 - val_mean_absolute_error: 307.5154 Epoch 104/500 87/89 [============================>.] - ETA: 0s - loss: 209.3401 - mean_absolute_error: 209.3401 Epoch 104: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 6ms/step - loss: 209.0105 - mean_absolute_error: 209.0105 - val_loss: 347.4727 - val_mean_absolute_error: 347.4727 Epoch 105/500 87/89 [============================>.] - ETA: 0s - loss: 209.4435 - mean_absolute_error: 209.4435 Epoch 105: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 6ms/step - loss: 209.0934 - mean_absolute_error: 209.0934 - val_loss: 308.1274 - val_mean_absolute_error: 308.1274 Epoch 106/500 83/89 [==========================>...] - ETA: 0s - loss: 205.1278 - mean_absolute_error: 205.1278 Epoch 106: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 6ms/step - loss: 207.2040 - mean_absolute_error: 207.2040 - val_loss: 321.5496 - val_mean_absolute_error: 321.5496 Epoch 107/500 85/89 [===========================>..] - ETA: 0s - loss: 216.2277 - mean_absolute_error: 216.2277 Epoch 107: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 6ms/step - loss: 215.9193 - mean_absolute_error: 215.9193 - val_loss: 319.9510 - val_mean_absolute_error: 319.9510 Epoch 108/500 84/89 [===========================>..] - ETA: 0s - loss: 205.9717 - mean_absolute_error: 205.9717 Epoch 108: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 6ms/step - loss: 203.9889 - mean_absolute_error: 203.9889 - val_loss: 318.2369 - val_mean_absolute_error: 318.2369 Epoch 109/500 86/89 [===========================>..] - ETA: 0s - loss: 200.3964 - mean_absolute_error: 200.3964 Epoch 109: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 7ms/step - loss: 200.4635 - mean_absolute_error: 200.4635 - val_loss: 317.2504 - val_mean_absolute_error: 317.2504 Epoch 110/500 83/89 [==========================>...] - ETA: 0s - loss: 201.3791 - mean_absolute_error: 201.3791 Epoch 110: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 7ms/step - loss: 200.8806 - mean_absolute_error: 200.8806 - val_loss: 314.7946 - val_mean_absolute_error: 314.7946 Epoch 111/500 87/89 [============================>.] - ETA: 0s - loss: 206.3819 - mean_absolute_error: 206.3819 Epoch 111: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 8ms/step - loss: 206.3452 - mean_absolute_error: 206.3452 - val_loss: 326.1681 - val_mean_absolute_error: 326.1681 Epoch 112/500 89/89 [==============================] - ETA: 0s - loss: 213.6873 - mean_absolute_error: 213.6873 Epoch 112: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 7ms/step - loss: 213.6873 - mean_absolute_error: 213.6873 - val_loss: 326.5406 - val_mean_absolute_error: 326.5406 Epoch 113/500 89/89 [==============================] - ETA: 0s - loss: 203.7845 - mean_absolute_error: 203.7845 Epoch 113: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 6ms/step - loss: 203.7845 - mean_absolute_error: 203.7845 - val_loss: 314.3422 - val_mean_absolute_error: 314.3422 Epoch 114/500 88/89 [============================>.] - ETA: 0s - loss: 210.8902 - mean_absolute_error: 210.8902 Epoch 114: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 7ms/step - loss: 210.7698 - mean_absolute_error: 210.7698 - val_loss: 365.5419 - val_mean_absolute_error: 365.5419 Epoch 115/500 82/89 [==========================>...] - ETA: 0s - loss: 212.0495 - mean_absolute_error: 212.0495 Epoch 115: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 7ms/step - loss: 212.3672 - mean_absolute_error: 212.3672 - val_loss: 317.8365 - val_mean_absolute_error: 317.8365 Epoch 116/500 85/89 [===========================>..] - ETA: 0s - loss: 213.7419 - mean_absolute_error: 213.7419 Epoch 116: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 9ms/step - loss: 214.6954 - mean_absolute_error: 214.6954 - val_loss: 322.7950 - val_mean_absolute_error: 322.7950 Epoch 117/500 84/89 [===========================>..] - ETA: 0s - loss: 202.2878 - mean_absolute_error: 202.2878 Epoch 117: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 10ms/step - loss: 202.3896 - mean_absolute_error: 202.3896 - val_loss: 313.8369 - val_mean_absolute_error: 313.8369 Epoch 118/500 84/89 [===========================>..] - ETA: 0s - loss: 211.2275 - mean_absolute_error: 211.2275 Epoch 118: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 10ms/step - loss: 210.0984 - mean_absolute_error: 210.0984 - val_loss: 323.8905 - val_mean_absolute_error: 323.8905 Epoch 119/500 85/89 [===========================>..] - ETA: 0s - loss: 198.5909 - mean_absolute_error: 198.5909 Epoch 119: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 11ms/step - loss: 199.6123 - mean_absolute_error: 199.6123 - val_loss: 326.5023 - val_mean_absolute_error: 326.5023 Epoch 120/500 89/89 [==============================] - ETA: 0s - loss: 215.0517 - mean_absolute_error: 215.0517 Epoch 120: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 11ms/step - loss: 215.0517 - mean_absolute_error: 215.0517 - val_loss: 327.3741 - val_mean_absolute_error: 327.3741 Epoch 121/500 87/89 [============================>.] - ETA: 0s - loss: 201.0738 - mean_absolute_error: 201.0738 Epoch 121: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 9ms/step - loss: 201.2612 - mean_absolute_error: 201.2612 - val_loss: 317.4925 - val_mean_absolute_error: 317.4925 Epoch 122/500 79/89 [=========================>....] - ETA: 0s - loss: 203.0607 - mean_absolute_error: 203.0607 Epoch 122: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 8ms/step - loss: 203.3029 - mean_absolute_error: 203.3029 - val_loss: 316.9683 - val_mean_absolute_error: 316.9683 Epoch 123/500 85/89 [===========================>..] - ETA: 0s - loss: 194.2614 - mean_absolute_error: 194.2614 Epoch 123: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 7ms/step - loss: 195.1440 - mean_absolute_error: 195.1440 - val_loss: 316.6179 - val_mean_absolute_error: 316.6179 Epoch 124/500 89/89 [==============================] - ETA: 0s - loss: 194.1496 - mean_absolute_error: 194.1496 Epoch 124: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 7ms/step - loss: 194.1496 - mean_absolute_error: 194.1496 - val_loss: 317.2346 - val_mean_absolute_error: 317.2346 Epoch 125/500 86/89 [===========================>..] - ETA: 0s - loss: 200.9341 - mean_absolute_error: 200.9341 Epoch 125: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 8ms/step - loss: 201.0892 - mean_absolute_error: 201.0892 - val_loss: 319.8289 - val_mean_absolute_error: 319.8289 Epoch 126/500 84/89 [===========================>..] - ETA: 0s - loss: 221.3092 - mean_absolute_error: 221.3092 Epoch 126: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 6ms/step - loss: 219.6095 - mean_absolute_error: 219.6095 - val_loss: 314.9276 - val_mean_absolute_error: 314.9276 Epoch 127/500 81/89 [==========================>...] - ETA: 0s - loss: 201.0661 - mean_absolute_error: 201.0661 Epoch 127: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 6ms/step - loss: 201.6390 - mean_absolute_error: 201.6390 - val_loss: 313.6508 - val_mean_absolute_error: 313.6508 Epoch 128/500 80/89 [=========================>....] - ETA: 0s - loss: 206.9374 - mean_absolute_error: 206.9374 Epoch 128: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 6ms/step - loss: 206.6942 - mean_absolute_error: 206.6942 - val_loss: 314.5369 - val_mean_absolute_error: 314.5369 Epoch 129/500 87/89 [============================>.] - ETA: 0s - loss: 203.0064 - mean_absolute_error: 203.0064 Epoch 129: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 7ms/step - loss: 203.2969 - mean_absolute_error: 203.2969 - val_loss: 322.6029 - val_mean_absolute_error: 322.6029 Epoch 130/500 87/89 [============================>.] - ETA: 0s - loss: 197.2363 - mean_absolute_error: 197.2363 Epoch 130: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 7ms/step - loss: 196.7474 - mean_absolute_error: 196.7474 - val_loss: 309.0677 - val_mean_absolute_error: 309.0677 Epoch 131/500 83/89 [==========================>...] - ETA: 0s - loss: 207.5537 - mean_absolute_error: 207.5537 Epoch 131: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 7ms/step - loss: 208.6193 - mean_absolute_error: 208.6193 - val_loss: 330.0342 - val_mean_absolute_error: 330.0342 Epoch 132/500 88/89 [============================>.] - ETA: 0s - loss: 191.6552 - mean_absolute_error: 191.6552 Epoch 132: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 8ms/step - loss: 191.5279 - mean_absolute_error: 191.5279 - val_loss: 327.3142 - val_mean_absolute_error: 327.3142 Epoch 133/500 88/89 [============================>.] - ETA: 0s - loss: 194.6693 - mean_absolute_error: 194.6693 Epoch 133: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 7ms/step - loss: 194.6772 - mean_absolute_error: 194.6772 - val_loss: 345.8138 - val_mean_absolute_error: 345.8138 Epoch 134/500 81/89 [==========================>...] - ETA: 0s - loss: 195.1078 - mean_absolute_error: 195.1078 Epoch 134: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 7ms/step - loss: 195.5543 - mean_absolute_error: 195.5543 - val_loss: 308.2153 - val_mean_absolute_error: 308.2153 Epoch 135/500 84/89 [===========================>..] - ETA: 0s - loss: 199.8619 - mean_absolute_error: 199.8619 Epoch 135: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 7ms/step - loss: 200.4412 - mean_absolute_error: 200.4412 - val_loss: 319.7883 - val_mean_absolute_error: 319.7883 Epoch 136/500 87/89 [============================>.] - ETA: 0s - loss: 199.1743 - mean_absolute_error: 199.1743 Epoch 136: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 7ms/step - loss: 199.6530 - mean_absolute_error: 199.6530 - val_loss: 316.1283 - val_mean_absolute_error: 316.1283 Epoch 137/500 84/89 [===========================>..] - ETA: 0s - loss: 196.7749 - mean_absolute_error: 196.7749 Epoch 137: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 9ms/step - loss: 196.7265 - mean_absolute_error: 196.7265 - val_loss: 341.8116 - val_mean_absolute_error: 341.8116 Epoch 138/500 88/89 [============================>.] - ETA: 0s - loss: 195.8410 - mean_absolute_error: 195.8410 Epoch 138: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 10ms/step - loss: 195.7739 - mean_absolute_error: 195.7739 - val_loss: 312.4867 - val_mean_absolute_error: 312.4867 Epoch 139/500 89/89 [==============================] - ETA: 0s - loss: 196.9631 - mean_absolute_error: 196.9631 Epoch 139: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 11ms/step - loss: 196.9631 - mean_absolute_error: 196.9631 - val_loss: 316.8116 - val_mean_absolute_error: 316.8116 Epoch 140/500 87/89 [============================>.] - ETA: 0s - loss: 187.0346 - mean_absolute_error: 187.0346 Epoch 140: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 10ms/step - loss: 187.2688 - mean_absolute_error: 187.2688 - val_loss: 316.7484 - val_mean_absolute_error: 316.7484 Epoch 141/500 88/89 [============================>.] - ETA: 0s - loss: 186.1839 - mean_absolute_error: 186.1839 Epoch 141: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 12ms/step - loss: 186.1180 - mean_absolute_error: 186.1180 - val_loss: 333.2621 - val_mean_absolute_error: 333.2621 Epoch 142/500 79/89 [=========================>....] - ETA: 0s - loss: 196.8478 - mean_absolute_error: 196.8478 Epoch 142: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 7ms/step - loss: 196.4592 - mean_absolute_error: 196.4592 - val_loss: 310.3907 - val_mean_absolute_error: 310.3907 Epoch 143/500 88/89 [============================>.] - ETA: 0s - loss: 191.3640 - mean_absolute_error: 191.3640 Epoch 143: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 8ms/step - loss: 191.2719 - mean_absolute_error: 191.2719 - val_loss: 312.5964 - val_mean_absolute_error: 312.5964 Epoch 144/500 83/89 [==========================>...] - ETA: 0s - loss: 198.2486 - mean_absolute_error: 198.2486 Epoch 144: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 8ms/step - loss: 199.8173 - mean_absolute_error: 199.8173 - val_loss: 311.7588 - val_mean_absolute_error: 311.7588 Epoch 145/500 85/89 [===========================>..] - ETA: 0s - loss: 191.2753 - mean_absolute_error: 191.2753 Epoch 145: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 7ms/step - loss: 191.1516 - mean_absolute_error: 191.1516 - val_loss: 320.4320 - val_mean_absolute_error: 320.4320 Epoch 146/500 81/89 [==========================>...] - ETA: 0s - loss: 190.7049 - mean_absolute_error: 190.7049 Epoch 146: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 6ms/step - loss: 189.0468 - mean_absolute_error: 189.0468 - val_loss: 314.9405 - val_mean_absolute_error: 314.9405 Epoch 147/500 84/89 [===========================>..] - ETA: 0s - loss: 189.0574 - mean_absolute_error: 189.0574 Epoch 147: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 6ms/step - loss: 189.6196 - mean_absolute_error: 189.6196 - val_loss: 321.2703 - val_mean_absolute_error: 321.2703 Epoch 148/500 88/89 [============================>.] - ETA: 0s - loss: 206.8542 - mean_absolute_error: 206.8542 Epoch 148: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 8ms/step - loss: 206.6150 - mean_absolute_error: 206.6150 - val_loss: 350.9161 - val_mean_absolute_error: 350.9161 Epoch 149/500 88/89 [============================>.] - ETA: 0s - loss: 203.2473 - mean_absolute_error: 203.2473 Epoch 149: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 8ms/step - loss: 203.2374 - mean_absolute_error: 203.2374 - val_loss: 321.6933 - val_mean_absolute_error: 321.6933 Epoch 150/500 83/89 [==========================>...] - ETA: 0s - loss: 190.9456 - mean_absolute_error: 190.9456 Epoch 150: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 7ms/step - loss: 193.0268 - mean_absolute_error: 193.0268 - val_loss: 311.0408 - val_mean_absolute_error: 311.0408 Epoch 151/500 88/89 [============================>.] - ETA: 0s - loss: 186.2369 - mean_absolute_error: 186.2369 Epoch 151: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 6ms/step - loss: 186.2549 - mean_absolute_error: 186.2549 - val_loss: 408.0259 - val_mean_absolute_error: 408.0259 Epoch 152/500 84/89 [===========================>..] - ETA: 0s - loss: 196.5383 - mean_absolute_error: 196.5383 Epoch 152: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 6ms/step - loss: 196.3964 - mean_absolute_error: 196.3964 - val_loss: 326.8938 - val_mean_absolute_error: 326.8938 Epoch 153/500 88/89 [============================>.] - ETA: 0s - loss: 202.4369 - mean_absolute_error: 202.4369 Epoch 153: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 7ms/step - loss: 202.5679 - mean_absolute_error: 202.5679 - val_loss: 318.5364 - val_mean_absolute_error: 318.5364 Epoch 154/500 84/89 [===========================>..] - ETA: 0s - loss: 205.7469 - mean_absolute_error: 205.7469 Epoch 154: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 8ms/step - loss: 206.1212 - mean_absolute_error: 206.1212 - val_loss: 337.1772 - val_mean_absolute_error: 337.1772 Epoch 155/500 87/89 [============================>.] - ETA: 0s - loss: 197.5078 - mean_absolute_error: 197.5078 Epoch 155: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 8ms/step - loss: 198.2348 - mean_absolute_error: 198.2348 - val_loss: 321.1262 - val_mean_absolute_error: 321.1262 Epoch 156/500 79/89 [=========================>....] - ETA: 0s - loss: 193.9490 - mean_absolute_error: 193.9490 Epoch 156: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 6ms/step - loss: 193.3696 - mean_absolute_error: 193.3696 - val_loss: 322.0891 - val_mean_absolute_error: 322.0891 Epoch 157/500 80/89 [=========================>....] - ETA: 0s - loss: 200.8970 - mean_absolute_error: 200.8970 Epoch 157: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 6ms/step - loss: 198.6061 - mean_absolute_error: 198.6061 - val_loss: 331.9246 - val_mean_absolute_error: 331.9246 Epoch 158/500 84/89 [===========================>..] - ETA: 0s - loss: 193.6164 - mean_absolute_error: 193.6164 Epoch 158: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 8ms/step - loss: 193.6727 - mean_absolute_error: 193.6727 - val_loss: 308.6017 - val_mean_absolute_error: 308.6017 Epoch 159/500 86/89 [===========================>..] - ETA: 0s - loss: 205.4580 - mean_absolute_error: 205.4580 Epoch 159: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 16ms/step - loss: 205.5004 - mean_absolute_error: 205.5004 - val_loss: 315.7960 - val_mean_absolute_error: 315.7960 Epoch 160/500 87/89 [============================>.] - ETA: 0s - loss: 186.6131 - mean_absolute_error: 186.6131 Epoch 160: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 15ms/step - loss: 186.0527 - mean_absolute_error: 186.0527 - val_loss: 311.5455 - val_mean_absolute_error: 311.5455 Epoch 161/500 86/89 [===========================>..] - ETA: 0s - loss: 188.6615 - mean_absolute_error: 188.6615 Epoch 161: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 17ms/step - loss: 189.0083 - mean_absolute_error: 189.0083 - val_loss: 392.7069 - val_mean_absolute_error: 392.7069 Epoch 162/500 85/89 [===========================>..] - ETA: 0s - loss: 202.0616 - mean_absolute_error: 202.0616 Epoch 162: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 11ms/step - loss: 201.0809 - mean_absolute_error: 201.0809 - val_loss: 315.9550 - val_mean_absolute_error: 315.9550 Epoch 163/500 87/89 [============================>.] - ETA: 0s - loss: 197.6756 - mean_absolute_error: 197.6756 Epoch 163: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 8ms/step - loss: 197.4910 - mean_absolute_error: 197.4910 - val_loss: 315.8984 - val_mean_absolute_error: 315.8984 Epoch 164/500 86/89 [===========================>..] - ETA: 0s - loss: 188.8530 - mean_absolute_error: 188.8530 Epoch 164: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 8ms/step - loss: 188.7937 - mean_absolute_error: 188.7937 - val_loss: 319.3074 - val_mean_absolute_error: 319.3074 Epoch 165/500 86/89 [===========================>..] - ETA: 0s - loss: 187.6304 - mean_absolute_error: 187.6304 Epoch 165: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 7ms/step - loss: 187.1908 - mean_absolute_error: 187.1908 - val_loss: 312.4239 - val_mean_absolute_error: 312.4239 Epoch 166/500 83/89 [==========================>...] - ETA: 0s - loss: 187.5148 - mean_absolute_error: 187.5148 Epoch 166: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 8ms/step - loss: 186.9604 - mean_absolute_error: 186.9604 - val_loss: 329.7757 - val_mean_absolute_error: 329.7757 Epoch 167/500 86/89 [===========================>..] - ETA: 0s - loss: 194.8644 - mean_absolute_error: 194.8644 Epoch 167: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 6ms/step - loss: 195.7210 - mean_absolute_error: 195.7210 - val_loss: 317.0962 - val_mean_absolute_error: 317.0962 Epoch 168/500 79/89 [=========================>....] - ETA: 0s - loss: 191.1215 - mean_absolute_error: 191.1215 Epoch 168: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 6ms/step - loss: 191.7529 - mean_absolute_error: 191.7529 - val_loss: 316.5328 - val_mean_absolute_error: 316.5328 Epoch 169/500 84/89 [===========================>..] - ETA: 0s - loss: 198.3729 - mean_absolute_error: 198.3729 Epoch 169: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 6ms/step - loss: 197.8561 - mean_absolute_error: 197.8561 - val_loss: 313.1233 - val_mean_absolute_error: 313.1233 Epoch 170/500 80/89 [=========================>....] - ETA: 0s - loss: 192.0120 - mean_absolute_error: 192.0120 Epoch 170: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 6ms/step - loss: 189.6560 - mean_absolute_error: 189.6560 - val_loss: 307.8624 - val_mean_absolute_error: 307.8624 Epoch 171/500 83/89 [==========================>...] - ETA: 0s - loss: 189.0424 - mean_absolute_error: 189.0424 Epoch 171: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 7ms/step - loss: 187.7668 - mean_absolute_error: 187.7668 - val_loss: 308.7683 - val_mean_absolute_error: 308.7683 Epoch 172/500 89/89 [==============================] - ETA: 0s - loss: 187.4065 - mean_absolute_error: 187.4065 Epoch 172: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 6ms/step - loss: 187.4065 - mean_absolute_error: 187.4065 - val_loss: 332.4231 - val_mean_absolute_error: 332.4231 Epoch 173/500 85/89 [===========================>..] - ETA: 0s - loss: 184.3102 - mean_absolute_error: 184.3102 Epoch 173: val_loss did not improve from 307.51535 89/89 [==============================] - 1s 8ms/step - loss: 184.9237 - mean_absolute_error: 184.9237 - val_loss: 308.4171 - val_mean_absolute_error: 308.4171 Epoch 174/500 84/89 [===========================>..] - ETA: 0s - loss: 184.5408 - mean_absolute_error: 184.5408 Epoch 174: val_loss improved from 307.51535 to 306.83484, saving model to Weights-174--306.83484.hdf5 89/89 [==============================] - 1s 7ms/step - loss: 184.5923 - mean_absolute_error: 184.5923 - val_loss: 306.8348 - val_mean_absolute_error: 306.8348 Epoch 175/500 82/89 [==========================>...] - ETA: 0s - loss: 199.0461 - mean_absolute_error: 199.0461 Epoch 175: val_loss did not improve from 306.83484 89/89 [==============================] - 1s 6ms/step - loss: 197.4805 - mean_absolute_error: 197.4805 - val_loss: 311.2502 - val_mean_absolute_error: 311.2502 Epoch 176/500 89/89 [==============================] - ETA: 0s - loss: 184.6597 - mean_absolute_error: 184.6597 Epoch 176: val_loss did not improve from 306.83484 89/89 [==============================] - 1s 8ms/step - loss: 184.6597 - mean_absolute_error: 184.6597 - val_loss: 319.6343 - val_mean_absolute_error: 319.6343 Epoch 177/500 85/89 [===========================>..] - ETA: 0s - loss: 181.2867 - mean_absolute_error: 181.2867 Epoch 177: val_loss improved from 306.83484 to 304.16364, saving model to Weights-177--304.16364.hdf5 89/89 [==============================] - 1s 8ms/step - loss: 183.3466 - mean_absolute_error: 183.3466 - val_loss: 304.1636 - val_mean_absolute_error: 304.1636 Epoch 178/500 81/89 [==========================>...] - ETA: 0s - loss: 180.2360 - mean_absolute_error: 180.2360 Epoch 178: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 6ms/step - loss: 178.8494 - mean_absolute_error: 178.8494 - val_loss: 306.7928 - val_mean_absolute_error: 306.7928 Epoch 179/500 89/89 [==============================] - ETA: 0s - loss: 181.0830 - mean_absolute_error: 181.0830 Epoch 179: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 11ms/step - loss: 181.0830 - mean_absolute_error: 181.0830 - val_loss: 317.7557 - val_mean_absolute_error: 317.7557 Epoch 180/500 84/89 [===========================>..] - ETA: 0s - loss: 187.8150 - mean_absolute_error: 187.8150 Epoch 180: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 13ms/step - loss: 188.0826 - mean_absolute_error: 188.0826 - val_loss: 315.7592 - val_mean_absolute_error: 315.7592 Epoch 181/500 87/89 [============================>.] - ETA: 0s - loss: 182.6887 - mean_absolute_error: 182.6887 Epoch 181: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 11ms/step - loss: 182.9125 - mean_absolute_error: 182.9125 - val_loss: 327.2750 - val_mean_absolute_error: 327.2750 Epoch 182/500 86/89 [===========================>..] - ETA: 0s - loss: 183.1428 - mean_absolute_error: 183.1428 Epoch 182: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 14ms/step - loss: 182.7014 - mean_absolute_error: 182.7014 - val_loss: 321.6013 - val_mean_absolute_error: 321.6013 Epoch 183/500 86/89 [===========================>..] - ETA: 0s - loss: 180.9036 - mean_absolute_error: 180.9036 Epoch 183: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 15ms/step - loss: 180.0643 - mean_absolute_error: 180.0643 - val_loss: 314.9719 - val_mean_absolute_error: 314.9719 Epoch 184/500 88/89 [============================>.] - ETA: 0s - loss: 184.4987 - mean_absolute_error: 184.4987 Epoch 184: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 17ms/step - loss: 184.5498 - mean_absolute_error: 184.5498 - val_loss: 320.6367 - val_mean_absolute_error: 320.6367 Epoch 185/500 89/89 [==============================] - ETA: 0s - loss: 180.6422 - mean_absolute_error: 180.6422 Epoch 185: val_loss did not improve from 304.16364 89/89 [==============================] - 2s 17ms/step - loss: 180.6422 - mean_absolute_error: 180.6422 - val_loss: 319.9959 - val_mean_absolute_error: 319.9959 Epoch 186/500 89/89 [==============================] - ETA: 0s - loss: 184.4509 - mean_absolute_error: 184.4509 Epoch 186: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 8ms/step - loss: 184.4509 - mean_absolute_error: 184.4509 - val_loss: 314.2770 - val_mean_absolute_error: 314.2770 Epoch 187/500 89/89 [==============================] - ETA: 0s - loss: 193.7308 - mean_absolute_error: 193.7308 Epoch 187: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 8ms/step - loss: 193.7308 - mean_absolute_error: 193.7308 - val_loss: 322.7359 - val_mean_absolute_error: 322.7359 Epoch 188/500 87/89 [============================>.] - ETA: 0s - loss: 178.5119 - mean_absolute_error: 178.5119 Epoch 188: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 8ms/step - loss: 178.4156 - mean_absolute_error: 178.4156 - val_loss: 321.6793 - val_mean_absolute_error: 321.6793 Epoch 189/500 83/89 [==========================>...] - ETA: 0s - loss: 184.7937 - mean_absolute_error: 184.7937 Epoch 189: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 7ms/step - loss: 184.6092 - mean_absolute_error: 184.6092 - val_loss: 311.9279 - val_mean_absolute_error: 311.9279 Epoch 190/500 88/89 [============================>.] - ETA: 0s - loss: 175.6365 - mean_absolute_error: 175.6365 Epoch 190: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 7ms/step - loss: 175.4552 - mean_absolute_error: 175.4552 - val_loss: 308.7458 - val_mean_absolute_error: 308.7458 Epoch 191/500 88/89 [============================>.] - ETA: 0s - loss: 179.0598 - mean_absolute_error: 179.0598 Epoch 191: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 7ms/step - loss: 178.8193 - mean_absolute_error: 178.8193 - val_loss: 314.1198 - val_mean_absolute_error: 314.1198 Epoch 192/500 88/89 [============================>.] - ETA: 0s - loss: 180.0277 - mean_absolute_error: 180.0277 Epoch 192: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 8ms/step - loss: 180.0379 - mean_absolute_error: 180.0379 - val_loss: 313.8822 - val_mean_absolute_error: 313.8822 Epoch 193/500 82/89 [==========================>...] - ETA: 0s - loss: 185.7369 - mean_absolute_error: 185.7369 Epoch 193: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 6ms/step - loss: 184.8691 - mean_absolute_error: 184.8691 - val_loss: 315.0135 - val_mean_absolute_error: 315.0135 Epoch 194/500 81/89 [==========================>...] - ETA: 0s - loss: 177.8550 - mean_absolute_error: 177.8550 Epoch 194: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 6ms/step - loss: 182.2788 - mean_absolute_error: 182.2788 - val_loss: 328.4924 - val_mean_absolute_error: 328.4924 Epoch 195/500 89/89 [==============================] - ETA: 0s - loss: 177.8848 - mean_absolute_error: 177.8848 Epoch 195: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 7ms/step - loss: 177.8848 - mean_absolute_error: 177.8848 - val_loss: 319.8616 - val_mean_absolute_error: 319.8616 Epoch 196/500 78/89 [=========================>....] - ETA: 0s - loss: 183.5118 - mean_absolute_error: 183.5118 Epoch 196: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 6ms/step - loss: 184.0435 - mean_absolute_error: 184.0435 - val_loss: 340.1455 - val_mean_absolute_error: 340.1455 Epoch 197/500 84/89 [===========================>..] - ETA: 0s - loss: 180.4993 - mean_absolute_error: 180.4993 Epoch 197: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 7ms/step - loss: 179.8118 - mean_absolute_error: 179.8118 - val_loss: 327.3281 - val_mean_absolute_error: 327.3281 Epoch 198/500 88/89 [============================>.] - ETA: 0s - loss: 176.3691 - mean_absolute_error: 176.3691 Epoch 198: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 7ms/step - loss: 176.6076 - mean_absolute_error: 176.6076 - val_loss: 314.0657 - val_mean_absolute_error: 314.0657 Epoch 199/500 88/89 [============================>.] - ETA: 0s - loss: 188.7270 - mean_absolute_error: 188.7270 Epoch 199: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 7ms/step - loss: 189.1875 - mean_absolute_error: 189.1875 - val_loss: 306.6299 - val_mean_absolute_error: 306.6299 Epoch 200/500 89/89 [==============================] - ETA: 0s - loss: 174.7422 - mean_absolute_error: 174.7422 Epoch 200: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 8ms/step - loss: 174.7422 - mean_absolute_error: 174.7422 - val_loss: 307.6683 - val_mean_absolute_error: 307.6683 Epoch 201/500 87/89 [============================>.] - ETA: 0s - loss: 179.8611 - mean_absolute_error: 179.8611 Epoch 201: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 11ms/step - loss: 180.1493 - mean_absolute_error: 180.1493 - val_loss: 306.7676 - val_mean_absolute_error: 306.7676 Epoch 202/500 83/89 [==========================>...] - ETA: 0s - loss: 180.9802 - mean_absolute_error: 180.9802 Epoch 202: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 9ms/step - loss: 181.5166 - mean_absolute_error: 181.5166 - val_loss: 333.2839 - val_mean_absolute_error: 333.2839 Epoch 203/500 87/89 [============================>.] - ETA: 0s - loss: 185.1326 - mean_absolute_error: 185.1326 Epoch 203: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 9ms/step - loss: 185.2405 - mean_absolute_error: 185.2405 - val_loss: 312.7675 - val_mean_absolute_error: 312.7675 Epoch 204/500 88/89 [============================>.] - ETA: 0s - loss: 179.8507 - mean_absolute_error: 179.8507 Epoch 204: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 11ms/step - loss: 179.7056 - mean_absolute_error: 179.7056 - val_loss: 318.5128 - val_mean_absolute_error: 318.5128 Epoch 205/500 88/89 [============================>.] - ETA: 0s - loss: 173.8537 - mean_absolute_error: 173.8537 Epoch 205: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 12ms/step - loss: 173.8194 - mean_absolute_error: 173.8194 - val_loss: 307.5865 - val_mean_absolute_error: 307.5865 Epoch 206/500 87/89 [============================>.] - ETA: 0s - loss: 179.7309 - mean_absolute_error: 179.7309 Epoch 206: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 13ms/step - loss: 179.2790 - mean_absolute_error: 179.2790 - val_loss: 306.5807 - val_mean_absolute_error: 306.5807 Epoch 207/500 86/89 [===========================>..] - ETA: 0s - loss: 172.4538 - mean_absolute_error: 172.4538 Epoch 207: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 9ms/step - loss: 173.7785 - mean_absolute_error: 173.7785 - val_loss: 328.0133 - val_mean_absolute_error: 328.0133 Epoch 208/500 87/89 [============================>.] - ETA: 0s - loss: 178.4693 - mean_absolute_error: 178.4693 Epoch 208: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 9ms/step - loss: 178.2141 - mean_absolute_error: 178.2141 - val_loss: 331.3759 - val_mean_absolute_error: 331.3759 Epoch 209/500 83/89 [==========================>...] - ETA: 0s - loss: 176.7867 - mean_absolute_error: 176.7867 Epoch 209: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 8ms/step - loss: 175.2340 - mean_absolute_error: 175.2340 - val_loss: 309.9067 - val_mean_absolute_error: 309.9067 Epoch 210/500 86/89 [===========================>..] - ETA: 0s - loss: 172.2203 - mean_absolute_error: 172.2203 Epoch 210: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 6ms/step - loss: 171.6719 - mean_absolute_error: 171.6719 - val_loss: 314.1661 - val_mean_absolute_error: 314.1661 Epoch 211/500 86/89 [===========================>..] - ETA: 0s - loss: 175.1205 - mean_absolute_error: 175.1205 Epoch 211: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 6ms/step - loss: 174.8461 - mean_absolute_error: 174.8461 - val_loss: 310.1028 - val_mean_absolute_error: 310.1028 Epoch 212/500 88/89 [============================>.] - ETA: 0s - loss: 186.5440 - mean_absolute_error: 186.5440 Epoch 212: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 6ms/step - loss: 186.6422 - mean_absolute_error: 186.6422 - val_loss: 317.7313 - val_mean_absolute_error: 317.7313 Epoch 213/500 85/89 [===========================>..] - ETA: 0s - loss: 184.3849 - mean_absolute_error: 184.3849 Epoch 213: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 7ms/step - loss: 183.5982 - mean_absolute_error: 183.5982 - val_loss: 316.2761 - val_mean_absolute_error: 316.2761 Epoch 214/500 89/89 [==============================] - ETA: 0s - loss: 181.7820 - mean_absolute_error: 181.7820 Epoch 214: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 8ms/step - loss: 181.7820 - mean_absolute_error: 181.7820 - val_loss: 324.1164 - val_mean_absolute_error: 324.1164 Epoch 215/500 86/89 [===========================>..] - ETA: 0s - loss: 168.1699 - mean_absolute_error: 168.1699 Epoch 215: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 7ms/step - loss: 168.1656 - mean_absolute_error: 168.1656 - val_loss: 315.8071 - val_mean_absolute_error: 315.8071 Epoch 216/500 85/89 [===========================>..] - ETA: 0s - loss: 176.2067 - mean_absolute_error: 176.2067 Epoch 216: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 6ms/step - loss: 175.1702 - mean_absolute_error: 175.1702 - val_loss: 320.9022 - val_mean_absolute_error: 320.9022 Epoch 217/500 85/89 [===========================>..] - ETA: 0s - loss: 176.7917 - mean_absolute_error: 176.7917 Epoch 217: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 6ms/step - loss: 177.6210 - mean_absolute_error: 177.6210 - val_loss: 310.5406 - val_mean_absolute_error: 310.5406 Epoch 218/500 83/89 [==========================>...] - ETA: 0s - loss: 180.0566 - mean_absolute_error: 180.0566 Epoch 218: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 7ms/step - loss: 181.2702 - mean_absolute_error: 181.2702 - val_loss: 313.3795 - val_mean_absolute_error: 313.3795 Epoch 219/500 86/89 [===========================>..] - ETA: 0s - loss: 172.6441 - mean_absolute_error: 172.6441 Epoch 219: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 7ms/step - loss: 172.8126 - mean_absolute_error: 172.8126 - val_loss: 310.1378 - val_mean_absolute_error: 310.1378 Epoch 220/500 85/89 [===========================>..] - ETA: 0s - loss: 165.6844 - mean_absolute_error: 165.6844 Epoch 220: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 8ms/step - loss: 165.0303 - mean_absolute_error: 165.0303 - val_loss: 313.0450 - val_mean_absolute_error: 313.0450 Epoch 221/500 86/89 [===========================>..] - ETA: 0s - loss: 162.9621 - mean_absolute_error: 162.9621 Epoch 221: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 8ms/step - loss: 163.1470 - mean_absolute_error: 163.1470 - val_loss: 324.2026 - val_mean_absolute_error: 324.2026 Epoch 222/500 84/89 [===========================>..] - ETA: 0s - loss: 170.4788 - mean_absolute_error: 170.4788 Epoch 222: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 7ms/step - loss: 170.0919 - mean_absolute_error: 170.0919 - val_loss: 309.5012 - val_mean_absolute_error: 309.5012 Epoch 223/500 86/89 [===========================>..] - ETA: 0s - loss: 166.7122 - mean_absolute_error: 166.7122 Epoch 223: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 13ms/step - loss: 167.4201 - mean_absolute_error: 167.4201 - val_loss: 314.6723 - val_mean_absolute_error: 314.6723 Epoch 224/500 86/89 [===========================>..] - ETA: 0s - loss: 168.5548 - mean_absolute_error: 168.5548 Epoch 224: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 12ms/step - loss: 168.2848 - mean_absolute_error: 168.2848 - val_loss: 318.8338 - val_mean_absolute_error: 318.8338 Epoch 225/500 86/89 [===========================>..] - ETA: 0s - loss: 163.9805 - mean_absolute_error: 163.9805 Epoch 225: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 9ms/step - loss: 164.7791 - mean_absolute_error: 164.7791 - val_loss: 335.4355 - val_mean_absolute_error: 335.4355 Epoch 226/500 86/89 [===========================>..] - ETA: 0s - loss: 175.0773 - mean_absolute_error: 175.0773 Epoch 226: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 10ms/step - loss: 174.8330 - mean_absolute_error: 174.8330 - val_loss: 323.0620 - val_mean_absolute_error: 323.0620 Epoch 227/500 88/89 [============================>.] - ETA: 0s - loss: 174.0490 - mean_absolute_error: 174.0490 Epoch 227: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 12ms/step - loss: 174.2871 - mean_absolute_error: 174.2871 - val_loss: 322.6005 - val_mean_absolute_error: 322.6005 Epoch 228/500 86/89 [===========================>..] - ETA: 0s - loss: 176.2988 - mean_absolute_error: 176.2988 Epoch 228: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 10ms/step - loss: 175.9370 - mean_absolute_error: 175.9370 - val_loss: 316.7270 - val_mean_absolute_error: 316.7270 Epoch 229/500 86/89 [===========================>..] - ETA: 0s - loss: 177.4165 - mean_absolute_error: 177.4165 Epoch 229: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 9ms/step - loss: 177.6713 - mean_absolute_error: 177.6713 - val_loss: 312.6178 - val_mean_absolute_error: 312.6178 Epoch 230/500 89/89 [==============================] - ETA: 0s - loss: 167.2854 - mean_absolute_error: 167.2854 Epoch 230: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 8ms/step - loss: 167.2854 - mean_absolute_error: 167.2854 - val_loss: 313.8045 - val_mean_absolute_error: 313.8045 Epoch 231/500 81/89 [==========================>...] - ETA: 0s - loss: 163.4997 - mean_absolute_error: 163.4997 Epoch 231: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 6ms/step - loss: 164.5830 - mean_absolute_error: 164.5830 - val_loss: 344.6890 - val_mean_absolute_error: 344.6890 Epoch 232/500 87/89 [============================>.] - ETA: 0s - loss: 171.5593 - mean_absolute_error: 171.5593 Epoch 232: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 7ms/step - loss: 171.6549 - mean_absolute_error: 171.6549 - val_loss: 322.7127 - val_mean_absolute_error: 322.7127 Epoch 233/500 85/89 [===========================>..] - ETA: 0s - loss: 157.0151 - mean_absolute_error: 157.0151 Epoch 233: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 6ms/step - loss: 158.5926 - mean_absolute_error: 158.5926 - val_loss: 319.8440 - val_mean_absolute_error: 319.8440 Epoch 234/500 81/89 [==========================>...] - ETA: 0s - loss: 169.0482 - mean_absolute_error: 169.0482 Epoch 234: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 7ms/step - loss: 168.4276 - mean_absolute_error: 168.4276 - val_loss: 314.0665 - val_mean_absolute_error: 314.0665 Epoch 235/500 87/89 [============================>.] - ETA: 0s - loss: 161.1222 - mean_absolute_error: 161.1222 Epoch 235: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 7ms/step - loss: 160.7021 - mean_absolute_error: 160.7021 - val_loss: 315.8559 - val_mean_absolute_error: 315.8559 Epoch 236/500 87/89 [============================>.] - ETA: 0s - loss: 158.9720 - mean_absolute_error: 158.9720 Epoch 236: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 7ms/step - loss: 158.9279 - mean_absolute_error: 158.9279 - val_loss: 319.8092 - val_mean_absolute_error: 319.8092 Epoch 237/500 87/89 [============================>.] - ETA: 0s - loss: 169.0812 - mean_absolute_error: 169.0812 Epoch 237: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 7ms/step - loss: 169.3286 - mean_absolute_error: 169.3286 - val_loss: 335.4420 - val_mean_absolute_error: 335.4420 Epoch 238/500 85/89 [===========================>..] - ETA: 0s - loss: 166.0278 - mean_absolute_error: 166.0278 Epoch 238: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 6ms/step - loss: 167.0155 - mean_absolute_error: 167.0155 - val_loss: 311.0359 - val_mean_absolute_error: 311.0359 Epoch 239/500 88/89 [============================>.] - ETA: 0s - loss: 167.2986 - mean_absolute_error: 167.2986 Epoch 239: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 6ms/step - loss: 167.4445 - mean_absolute_error: 167.4445 - val_loss: 309.8250 - val_mean_absolute_error: 309.8250 Epoch 240/500 81/89 [==========================>...] - ETA: 0s - loss: 177.8860 - mean_absolute_error: 177.8860 Epoch 240: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 6ms/step - loss: 175.5013 - mean_absolute_error: 175.5013 - val_loss: 313.4799 - val_mean_absolute_error: 313.4799 Epoch 241/500 83/89 [==========================>...] - ETA: 0s - loss: 178.8090 - mean_absolute_error: 178.8090 Epoch 241: val_loss did not improve from 304.16364 89/89 [==============================] - 1s 6ms/step - loss: 178.0922 - mean_absolute_error: 178.0922 - val_loss: 313.1654 - val_mean_absolute_error: 313.1654 Epoch 242/500 84/89 [===========================>..] - ETA: 0s - loss: 154.8750 - mean_absolute_error: 154.8750 Epoch 242: val_loss improved from 304.16364 to 303.41785, saving model to Weights-242--303.41785.hdf5 89/89 [==============================] - 1s 6ms/step - loss: 155.0870 - mean_absolute_error: 155.0870 - val_loss: 303.4178 - val_mean_absolute_error: 303.4178 Epoch 243/500 89/89 [==============================] - ETA: 0s - loss: 166.4620 - mean_absolute_error: 166.4620 Epoch 243: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 166.4620 - mean_absolute_error: 166.4620 - val_loss: 310.6766 - val_mean_absolute_error: 310.6766 Epoch 244/500 85/89 [===========================>..] - ETA: 0s - loss: 165.9156 - mean_absolute_error: 165.9156 Epoch 244: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 11ms/step - loss: 169.1811 - mean_absolute_error: 169.1811 - val_loss: 327.6507 - val_mean_absolute_error: 327.6507 Epoch 245/500 87/89 [============================>.] - ETA: 0s - loss: 170.6409 - mean_absolute_error: 170.6409 Epoch 245: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 11ms/step - loss: 170.3074 - mean_absolute_error: 170.3074 - val_loss: 309.9289 - val_mean_absolute_error: 309.9289 Epoch 246/500 85/89 [===========================>..] - ETA: 0s - loss: 159.0377 - mean_absolute_error: 159.0377 Epoch 246: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 12ms/step - loss: 158.9549 - mean_absolute_error: 158.9549 - val_loss: 336.8635 - val_mean_absolute_error: 336.8635 Epoch 247/500 85/89 [===========================>..] - ETA: 0s - loss: 164.0173 - mean_absolute_error: 164.0173 Epoch 247: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 11ms/step - loss: 164.3439 - mean_absolute_error: 164.3439 - val_loss: 312.4699 - val_mean_absolute_error: 312.4699 Epoch 248/500 84/89 [===========================>..] - ETA: 0s - loss: 167.7072 - mean_absolute_error: 167.7072 Epoch 248: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 166.9440 - mean_absolute_error: 166.9440 - val_loss: 314.1211 - val_mean_absolute_error: 314.1211 Epoch 249/500 86/89 [===========================>..] - ETA: 0s - loss: 164.2168 - mean_absolute_error: 164.2168 Epoch 249: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 10ms/step - loss: 163.2852 - mean_absolute_error: 163.2852 - val_loss: 312.2760 - val_mean_absolute_error: 312.2760 Epoch 250/500 83/89 [==========================>...] - ETA: 0s - loss: 162.5423 - mean_absolute_error: 162.5423 Epoch 250: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 162.7132 - mean_absolute_error: 162.7132 - val_loss: 325.7088 - val_mean_absolute_error: 325.7088 Epoch 251/500 84/89 [===========================>..] - ETA: 0s - loss: 159.8766 - mean_absolute_error: 159.8766 Epoch 251: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 161.0052 - mean_absolute_error: 161.0052 - val_loss: 306.1936 - val_mean_absolute_error: 306.1936 Epoch 252/500 85/89 [===========================>..] - ETA: 0s - loss: 171.9984 - mean_absolute_error: 171.9984 Epoch 252: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 171.4346 - mean_absolute_error: 171.4346 - val_loss: 323.2769 - val_mean_absolute_error: 323.2769 Epoch 253/500 87/89 [============================>.] - ETA: 0s - loss: 168.6624 - mean_absolute_error: 168.6624 Epoch 253: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 168.9294 - mean_absolute_error: 168.9294 - val_loss: 317.3359 - val_mean_absolute_error: 317.3359 Epoch 254/500 81/89 [==========================>...] - ETA: 0s - loss: 173.1544 - mean_absolute_error: 173.1544 Epoch 254: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 172.8851 - mean_absolute_error: 172.8851 - val_loss: 327.9553 - val_mean_absolute_error: 327.9553 Epoch 255/500 84/89 [===========================>..] - ETA: 0s - loss: 168.1452 - mean_absolute_error: 168.1452 Epoch 255: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 168.5835 - mean_absolute_error: 168.5835 - val_loss: 336.6764 - val_mean_absolute_error: 336.6764 Epoch 256/500 86/89 [===========================>..] - ETA: 0s - loss: 162.6857 - mean_absolute_error: 162.6857 Epoch 256: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 162.2542 - mean_absolute_error: 162.2542 - val_loss: 312.2038 - val_mean_absolute_error: 312.2038 Epoch 257/500 85/89 [===========================>..] - ETA: 0s - loss: 162.8958 - mean_absolute_error: 162.8958 Epoch 257: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 160.7315 - mean_absolute_error: 160.7315 - val_loss: 309.9849 - val_mean_absolute_error: 309.9849 Epoch 258/500 84/89 [===========================>..] - ETA: 0s - loss: 155.6939 - mean_absolute_error: 155.6939 Epoch 258: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 155.0815 - mean_absolute_error: 155.0815 - val_loss: 314.5036 - val_mean_absolute_error: 314.5036 Epoch 259/500 87/89 [============================>.] - ETA: 0s - loss: 155.0538 - mean_absolute_error: 155.0538 Epoch 259: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 155.5142 - mean_absolute_error: 155.5142 - val_loss: 321.0370 - val_mean_absolute_error: 321.0370 Epoch 260/500 83/89 [==========================>...] - ETA: 0s - loss: 157.9798 - mean_absolute_error: 157.9798 Epoch 260: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 158.0188 - mean_absolute_error: 158.0188 - val_loss: 315.1520 - val_mean_absolute_error: 315.1520 Epoch 261/500 83/89 [==========================>...] - ETA: 0s - loss: 162.1851 - mean_absolute_error: 162.1851 Epoch 261: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 162.5918 - mean_absolute_error: 162.5918 - val_loss: 321.0639 - val_mean_absolute_error: 321.0639 Epoch 262/500 85/89 [===========================>..] - ETA: 0s - loss: 164.0200 - mean_absolute_error: 164.0200 Epoch 262: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 163.6751 - mean_absolute_error: 163.6751 - val_loss: 322.7957 - val_mean_absolute_error: 322.7957 Epoch 263/500 83/89 [==========================>...] - ETA: 0s - loss: 157.2526 - mean_absolute_error: 157.2526 Epoch 263: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 6ms/step - loss: 158.4516 - mean_absolute_error: 158.4516 - val_loss: 329.8348 - val_mean_absolute_error: 329.8348 Epoch 264/500 84/89 [===========================>..] - ETA: 0s - loss: 154.8802 - mean_absolute_error: 154.8802 Epoch 264: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 155.6085 - mean_absolute_error: 155.6085 - val_loss: 328.5412 - val_mean_absolute_error: 328.5412 Epoch 265/500 89/89 [==============================] - ETA: 0s - loss: 152.6401 - mean_absolute_error: 152.6401 Epoch 265: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 10ms/step - loss: 152.6401 - mean_absolute_error: 152.6401 - val_loss: 319.6402 - val_mean_absolute_error: 319.6402 Epoch 266/500 87/89 [============================>.] - ETA: 0s - loss: 157.5689 - mean_absolute_error: 157.5689 Epoch 266: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 157.2106 - mean_absolute_error: 157.2106 - val_loss: 319.2667 - val_mean_absolute_error: 319.2667 Epoch 267/500 85/89 [===========================>..] - ETA: 0s - loss: 157.3245 - mean_absolute_error: 157.3245 Epoch 267: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 10ms/step - loss: 156.8230 - mean_absolute_error: 156.8230 - val_loss: 311.4592 - val_mean_absolute_error: 311.4592 Epoch 268/500 86/89 [===========================>..] - ETA: 0s - loss: 153.5091 - mean_absolute_error: 153.5091 Epoch 268: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 12ms/step - loss: 152.6882 - mean_absolute_error: 152.6882 - val_loss: 312.8345 - val_mean_absolute_error: 312.8345 Epoch 269/500 85/89 [===========================>..] - ETA: 0s - loss: 157.7055 - mean_absolute_error: 157.7055 Epoch 269: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 10ms/step - loss: 157.8942 - mean_absolute_error: 157.8942 - val_loss: 319.8812 - val_mean_absolute_error: 319.8812 Epoch 270/500 89/89 [==============================] - ETA: 0s - loss: 153.9046 - mean_absolute_error: 153.9046 Epoch 270: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 11ms/step - loss: 153.9046 - mean_absolute_error: 153.9046 - val_loss: 324.3894 - val_mean_absolute_error: 324.3894 Epoch 271/500 84/89 [===========================>..] - ETA: 0s - loss: 145.1945 - mean_absolute_error: 145.1945 Epoch 271: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 144.3379 - mean_absolute_error: 144.3379 - val_loss: 314.1526 - val_mean_absolute_error: 314.1526 Epoch 272/500 80/89 [=========================>....] - ETA: 0s - loss: 159.2892 - mean_absolute_error: 159.2892 Epoch 272: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 161.5147 - mean_absolute_error: 161.5147 - val_loss: 326.7498 - val_mean_absolute_error: 326.7498 Epoch 273/500 81/89 [==========================>...] - ETA: 0s - loss: 154.9739 - mean_absolute_error: 154.9739 Epoch 273: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 154.3986 - mean_absolute_error: 154.3986 - val_loss: 312.2507 - val_mean_absolute_error: 312.2507 Epoch 274/500 80/89 [=========================>....] - ETA: 0s - loss: 150.4408 - mean_absolute_error: 150.4408 Epoch 274: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 150.1277 - mean_absolute_error: 150.1277 - val_loss: 312.2654 - val_mean_absolute_error: 312.2654 Epoch 275/500 85/89 [===========================>..] - ETA: 0s - loss: 153.5416 - mean_absolute_error: 153.5416 Epoch 275: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 153.6777 - mean_absolute_error: 153.6777 - val_loss: 319.0681 - val_mean_absolute_error: 319.0681 Epoch 276/500 83/89 [==========================>...] - ETA: 0s - loss: 154.5845 - mean_absolute_error: 154.5845 Epoch 276: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 6ms/step - loss: 156.4915 - mean_absolute_error: 156.4915 - val_loss: 314.6333 - val_mean_absolute_error: 314.6333 Epoch 277/500 86/89 [===========================>..] - ETA: 0s - loss: 151.5348 - mean_absolute_error: 151.5348 Epoch 277: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 6ms/step - loss: 151.6615 - mean_absolute_error: 151.6615 - val_loss: 313.2475 - val_mean_absolute_error: 313.2475 Epoch 278/500 88/89 [============================>.] - ETA: 0s - loss: 146.0761 - mean_absolute_error: 146.0761 Epoch 278: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 145.9059 - mean_absolute_error: 145.9059 - val_loss: 316.5911 - val_mean_absolute_error: 316.5911 Epoch 279/500 85/89 [===========================>..] - ETA: 0s - loss: 156.7438 - mean_absolute_error: 156.7438 Epoch 279: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 156.0064 - mean_absolute_error: 156.0064 - val_loss: 332.8956 - val_mean_absolute_error: 332.8956 Epoch 280/500 83/89 [==========================>...] - ETA: 0s - loss: 153.5022 - mean_absolute_error: 153.5022 Epoch 280: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 152.3572 - mean_absolute_error: 152.3572 - val_loss: 320.6560 - val_mean_absolute_error: 320.6560 Epoch 281/500 88/89 [============================>.] - ETA: 0s - loss: 154.4577 - mean_absolute_error: 154.4577 Epoch 281: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 154.4930 - mean_absolute_error: 154.4930 - val_loss: 324.7624 - val_mean_absolute_error: 324.7624 Epoch 282/500 79/89 [=========================>....] - ETA: 0s - loss: 144.7353 - mean_absolute_error: 144.7353 Epoch 282: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 144.1362 - mean_absolute_error: 144.1362 - val_loss: 318.2295 - val_mean_absolute_error: 318.2295 Epoch 283/500 89/89 [==============================] - ETA: 0s - loss: 154.5276 - mean_absolute_error: 154.5276 Epoch 283: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 154.5276 - mean_absolute_error: 154.5276 - val_loss: 317.1988 - val_mean_absolute_error: 317.1988 Epoch 284/500 88/89 [============================>.] - ETA: 0s - loss: 153.4210 - mean_absolute_error: 153.4210 Epoch 284: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 153.5864 - mean_absolute_error: 153.5864 - val_loss: 316.4252 - val_mean_absolute_error: 316.4252 Epoch 285/500 89/89 [==============================] - ETA: 0s - loss: 145.2233 - mean_absolute_error: 145.2233 Epoch 285: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 145.2233 - mean_absolute_error: 145.2233 - val_loss: 317.5011 - val_mean_absolute_error: 317.5011 Epoch 286/500 87/89 [============================>.] - ETA: 0s - loss: 145.8398 - mean_absolute_error: 145.8398 Epoch 286: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 145.6548 - mean_absolute_error: 145.6548 - val_loss: 307.7087 - val_mean_absolute_error: 307.7087 Epoch 287/500 86/89 [===========================>..] - ETA: 0s - loss: 149.2493 - mean_absolute_error: 149.2493 Epoch 287: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 11ms/step - loss: 149.9041 - mean_absolute_error: 149.9041 - val_loss: 319.2652 - val_mean_absolute_error: 319.2652 Epoch 288/500 86/89 [===========================>..] - ETA: 0s - loss: 148.2439 - mean_absolute_error: 148.2439 Epoch 288: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 10ms/step - loss: 147.5301 - mean_absolute_error: 147.5301 - val_loss: 326.8786 - val_mean_absolute_error: 326.8786 Epoch 289/500 87/89 [============================>.] - ETA: 0s - loss: 156.7030 - mean_absolute_error: 156.7030 Epoch 289: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 13ms/step - loss: 156.2208 - mean_absolute_error: 156.2208 - val_loss: 317.0037 - val_mean_absolute_error: 317.0037 Epoch 290/500 87/89 [============================>.] - ETA: 0s - loss: 155.2855 - mean_absolute_error: 155.2855 Epoch 290: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 12ms/step - loss: 155.0334 - mean_absolute_error: 155.0334 - val_loss: 341.6983 - val_mean_absolute_error: 341.6983 Epoch 291/500 83/89 [==========================>...] - ETA: 0s - loss: 146.0024 - mean_absolute_error: 146.0024 Epoch 291: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 147.5125 - mean_absolute_error: 147.5125 - val_loss: 330.1163 - val_mean_absolute_error: 330.1163 Epoch 292/500 84/89 [===========================>..] - ETA: 0s - loss: 144.1805 - mean_absolute_error: 144.1805 Epoch 292: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 10ms/step - loss: 145.1113 - mean_absolute_error: 145.1113 - val_loss: 318.5154 - val_mean_absolute_error: 318.5154 Epoch 293/500 87/89 [============================>.] - ETA: 0s - loss: 145.5797 - mean_absolute_error: 145.5797 Epoch 293: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 146.6525 - mean_absolute_error: 146.6525 - val_loss: 335.4080 - val_mean_absolute_error: 335.4080 Epoch 294/500 88/89 [============================>.] - ETA: 0s - loss: 154.0298 - mean_absolute_error: 154.0298 Epoch 294: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 154.0177 - mean_absolute_error: 154.0177 - val_loss: 346.3268 - val_mean_absolute_error: 346.3268 Epoch 295/500 85/89 [===========================>..] - ETA: 0s - loss: 153.9875 - mean_absolute_error: 153.9875 Epoch 295: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 152.8435 - mean_absolute_error: 152.8435 - val_loss: 317.7509 - val_mean_absolute_error: 317.7509 Epoch 296/500 82/89 [==========================>...] - ETA: 0s - loss: 148.2198 - mean_absolute_error: 148.2198 Epoch 296: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 147.5718 - mean_absolute_error: 147.5718 - val_loss: 319.9530 - val_mean_absolute_error: 319.9530 Epoch 297/500 87/89 [============================>.] - ETA: 0s - loss: 151.0677 - mean_absolute_error: 151.0677 Epoch 297: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 150.7224 - mean_absolute_error: 150.7224 - val_loss: 324.0352 - val_mean_absolute_error: 324.0352 Epoch 298/500 84/89 [===========================>..] - ETA: 0s - loss: 146.3383 - mean_absolute_error: 146.3383 Epoch 298: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 145.4447 - mean_absolute_error: 145.4447 - val_loss: 321.3308 - val_mean_absolute_error: 321.3308 Epoch 299/500 86/89 [===========================>..] - ETA: 0s - loss: 147.0402 - mean_absolute_error: 147.0402 Epoch 299: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 147.4616 - mean_absolute_error: 147.4616 - val_loss: 343.4692 - val_mean_absolute_error: 343.4692 Epoch 300/500 85/89 [===========================>..] - ETA: 0s - loss: 149.1330 - mean_absolute_error: 149.1330 Epoch 300: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 148.5476 - mean_absolute_error: 148.5476 - val_loss: 314.5665 - val_mean_absolute_error: 314.5665 Epoch 301/500 88/89 [============================>.] - ETA: 0s - loss: 144.6290 - mean_absolute_error: 144.6290 Epoch 301: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 144.5531 - mean_absolute_error: 144.5531 - val_loss: 319.7404 - val_mean_absolute_error: 319.7404 Epoch 302/500 87/89 [============================>.] - ETA: 0s - loss: 139.5474 - mean_absolute_error: 139.5474 Epoch 302: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 139.1358 - mean_absolute_error: 139.1358 - val_loss: 322.6781 - val_mean_absolute_error: 322.6781 Epoch 303/500 84/89 [===========================>..] - ETA: 0s - loss: 148.2649 - mean_absolute_error: 148.2649 Epoch 303: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 148.4637 - mean_absolute_error: 148.4637 - val_loss: 320.4623 - val_mean_absolute_error: 320.4623 Epoch 304/500 85/89 [===========================>..] - ETA: 0s - loss: 142.1504 - mean_absolute_error: 142.1504 Epoch 304: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 141.0525 - mean_absolute_error: 141.0525 - val_loss: 324.7974 - val_mean_absolute_error: 324.7974 Epoch 305/500 89/89 [==============================] - ETA: 0s - loss: 139.6456 - mean_absolute_error: 139.6456 Epoch 305: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 6ms/step - loss: 139.6456 - mean_absolute_error: 139.6456 - val_loss: 326.0755 - val_mean_absolute_error: 326.0755 Epoch 306/500 82/89 [==========================>...] - ETA: 0s - loss: 148.7999 - mean_absolute_error: 148.7999 Epoch 306: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 149.8225 - mean_absolute_error: 149.8225 - val_loss: 330.1873 - val_mean_absolute_error: 330.1873 Epoch 307/500 85/89 [===========================>..] - ETA: 0s - loss: 142.1716 - mean_absolute_error: 142.1716 Epoch 307: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 11ms/step - loss: 142.9536 - mean_absolute_error: 142.9536 - val_loss: 342.3112 - val_mean_absolute_error: 342.3112 Epoch 308/500 88/89 [============================>.] - ETA: 0s - loss: 142.3344 - mean_absolute_error: 142.3344 Epoch 308: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 11ms/step - loss: 142.3968 - mean_absolute_error: 142.3968 - val_loss: 326.5880 - val_mean_absolute_error: 326.5880 Epoch 309/500 85/89 [===========================>..] - ETA: 0s - loss: 142.3253 - mean_absolute_error: 142.3253 Epoch 309: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 10ms/step - loss: 142.5380 - mean_absolute_error: 142.5380 - val_loss: 330.5198 - val_mean_absolute_error: 330.5198 Epoch 310/500 85/89 [===========================>..] - ETA: 0s - loss: 141.5026 - mean_absolute_error: 141.5026 Epoch 310: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 10ms/step - loss: 141.4216 - mean_absolute_error: 141.4216 - val_loss: 322.5533 - val_mean_absolute_error: 322.5533 Epoch 311/500 86/89 [===========================>..] - ETA: 0s - loss: 144.6820 - mean_absolute_error: 144.6820 Epoch 311: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 10ms/step - loss: 143.9696 - mean_absolute_error: 143.9696 - val_loss: 325.4712 - val_mean_absolute_error: 325.4712 Epoch 312/500 85/89 [===========================>..] - ETA: 0s - loss: 147.8336 - mean_absolute_error: 147.8336 Epoch 312: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 10ms/step - loss: 147.7173 - mean_absolute_error: 147.7173 - val_loss: 319.0146 - val_mean_absolute_error: 319.0146 Epoch 313/500 89/89 [==============================] - ETA: 0s - loss: 145.0892 - mean_absolute_error: 145.0892 Epoch 313: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 145.0892 - mean_absolute_error: 145.0892 - val_loss: 335.5729 - val_mean_absolute_error: 335.5729 Epoch 314/500 83/89 [==========================>...] - ETA: 0s - loss: 144.0795 - mean_absolute_error: 144.0795 Epoch 314: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 143.0167 - mean_absolute_error: 143.0167 - val_loss: 319.2166 - val_mean_absolute_error: 319.2166 Epoch 315/500 83/89 [==========================>...] - ETA: 0s - loss: 150.9198 - mean_absolute_error: 150.9198 Epoch 315: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 149.6354 - mean_absolute_error: 149.6354 - val_loss: 319.8687 - val_mean_absolute_error: 319.8687 Epoch 316/500 84/89 [===========================>..] - ETA: 0s - loss: 140.4701 - mean_absolute_error: 140.4701 Epoch 316: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 139.6955 - mean_absolute_error: 139.6955 - val_loss: 343.5574 - val_mean_absolute_error: 343.5574 Epoch 317/500 86/89 [===========================>..] - ETA: 0s - loss: 152.5398 - mean_absolute_error: 152.5398 Epoch 317: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 152.3663 - mean_absolute_error: 152.3663 - val_loss: 319.2865 - val_mean_absolute_error: 319.2865 Epoch 318/500 83/89 [==========================>...] - ETA: 0s - loss: 136.3145 - mean_absolute_error: 136.3145 Epoch 318: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 137.0717 - mean_absolute_error: 137.0717 - val_loss: 322.3301 - val_mean_absolute_error: 322.3301 Epoch 319/500 84/89 [===========================>..] - ETA: 0s - loss: 143.4905 - mean_absolute_error: 143.4905 Epoch 319: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 143.5644 - mean_absolute_error: 143.5644 - val_loss: 317.1242 - val_mean_absolute_error: 317.1242 Epoch 320/500 85/89 [===========================>..] - ETA: 0s - loss: 146.9057 - mean_absolute_error: 146.9057 Epoch 320: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 147.2244 - mean_absolute_error: 147.2244 - val_loss: 319.9233 - val_mean_absolute_error: 319.9233 Epoch 321/500 85/89 [===========================>..] - ETA: 0s - loss: 143.1413 - mean_absolute_error: 143.1413 Epoch 321: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 143.7337 - mean_absolute_error: 143.7337 - val_loss: 325.5557 - val_mean_absolute_error: 325.5557 Epoch 322/500 83/89 [==========================>...] - ETA: 0s - loss: 143.7557 - mean_absolute_error: 143.7557 Epoch 322: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 143.9030 - mean_absolute_error: 143.9030 - val_loss: 322.7977 - val_mean_absolute_error: 322.7977 Epoch 323/500 83/89 [==========================>...] - ETA: 0s - loss: 133.9728 - mean_absolute_error: 133.9728 Epoch 323: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 133.5666 - mean_absolute_error: 133.5666 - val_loss: 328.8602 - val_mean_absolute_error: 328.8602 Epoch 324/500 88/89 [============================>.] - ETA: 0s - loss: 148.9304 - mean_absolute_error: 148.9304 Epoch 324: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 148.7779 - mean_absolute_error: 148.7779 - val_loss: 321.1139 - val_mean_absolute_error: 321.1139 Epoch 325/500 87/89 [============================>.] - ETA: 0s - loss: 144.2179 - mean_absolute_error: 144.2179 Epoch 325: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 144.0465 - mean_absolute_error: 144.0465 - val_loss: 318.2439 - val_mean_absolute_error: 318.2439 Epoch 326/500 79/89 [=========================>....] - ETA: 0s - loss: 136.6549 - mean_absolute_error: 136.6549 Epoch 326: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 136.8391 - mean_absolute_error: 136.8391 - val_loss: 323.9293 - val_mean_absolute_error: 323.9293 Epoch 327/500 86/89 [===========================>..] - ETA: 0s - loss: 137.9213 - mean_absolute_error: 137.9213 Epoch 327: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 139.6310 - mean_absolute_error: 139.6310 - val_loss: 324.7836 - val_mean_absolute_error: 324.7836 Epoch 328/500 88/89 [============================>.] - ETA: 0s - loss: 145.4672 - mean_absolute_error: 145.4672 Epoch 328: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 12ms/step - loss: 145.4918 - mean_absolute_error: 145.4918 - val_loss: 335.0147 - val_mean_absolute_error: 335.0147 Epoch 329/500 85/89 [===========================>..] - ETA: 0s - loss: 141.2535 - mean_absolute_error: 141.2535 Epoch 329: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 12ms/step - loss: 141.2046 - mean_absolute_error: 141.2046 - val_loss: 328.0500 - val_mean_absolute_error: 328.0500 Epoch 330/500 85/89 [===========================>..] - ETA: 0s - loss: 133.3067 - mean_absolute_error: 133.3067 Epoch 330: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 11ms/step - loss: 133.1421 - mean_absolute_error: 133.1421 - val_loss: 320.1330 - val_mean_absolute_error: 320.1330 Epoch 331/500 86/89 [===========================>..] - ETA: 0s - loss: 145.8425 - mean_absolute_error: 145.8425 Epoch 331: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 10ms/step - loss: 145.8291 - mean_absolute_error: 145.8291 - val_loss: 318.1094 - val_mean_absolute_error: 318.1094 Epoch 332/500 86/89 [===========================>..] - ETA: 0s - loss: 133.9321 - mean_absolute_error: 133.9321 Epoch 332: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 10ms/step - loss: 133.5855 - mean_absolute_error: 133.5855 - val_loss: 342.2714 - val_mean_absolute_error: 342.2714 Epoch 333/500 87/89 [============================>.] - ETA: 0s - loss: 137.9687 - mean_absolute_error: 137.9687 Epoch 333: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 10ms/step - loss: 137.5247 - mean_absolute_error: 137.5247 - val_loss: 334.0232 - val_mean_absolute_error: 334.0232 Epoch 334/500 81/89 [==========================>...] - ETA: 0s - loss: 137.6443 - mean_absolute_error: 137.6443 Epoch 334: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 137.8078 - mean_absolute_error: 137.8078 - val_loss: 332.4977 - val_mean_absolute_error: 332.4977 Epoch 335/500 88/89 [============================>.] - ETA: 0s - loss: 143.5588 - mean_absolute_error: 143.5588 Epoch 335: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 143.4699 - mean_absolute_error: 143.4699 - val_loss: 332.2679 - val_mean_absolute_error: 332.2679 Epoch 336/500 81/89 [==========================>...] - ETA: 0s - loss: 141.7074 - mean_absolute_error: 141.7074 Epoch 336: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 142.7784 - mean_absolute_error: 142.7784 - val_loss: 319.0256 - val_mean_absolute_error: 319.0256 Epoch 337/500 81/89 [==========================>...] - ETA: 0s - loss: 129.8607 - mean_absolute_error: 129.8607 Epoch 337: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 131.9037 - mean_absolute_error: 131.9037 - val_loss: 328.8124 - val_mean_absolute_error: 328.8124 Epoch 338/500 88/89 [============================>.] - ETA: 0s - loss: 141.5307 - mean_absolute_error: 141.5307 Epoch 338: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 141.3263 - mean_absolute_error: 141.3263 - val_loss: 318.4262 - val_mean_absolute_error: 318.4262 Epoch 339/500 84/89 [===========================>..] - ETA: 0s - loss: 141.1382 - mean_absolute_error: 141.1382 Epoch 339: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 141.1123 - mean_absolute_error: 141.1123 - val_loss: 329.2133 - val_mean_absolute_error: 329.2133 Epoch 340/500 89/89 [==============================] - ETA: 0s - loss: 140.1818 - mean_absolute_error: 140.1818 Epoch 340: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 140.1818 - mean_absolute_error: 140.1818 - val_loss: 321.1268 - val_mean_absolute_error: 321.1268 Epoch 341/500 87/89 [============================>.] - ETA: 0s - loss: 134.7123 - mean_absolute_error: 134.7123 Epoch 341: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 134.9136 - mean_absolute_error: 134.9136 - val_loss: 326.8075 - val_mean_absolute_error: 326.8075 Epoch 342/500 85/89 [===========================>..] - ETA: 0s - loss: 136.2358 - mean_absolute_error: 136.2358 Epoch 342: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 137.5257 - mean_absolute_error: 137.5257 - val_loss: 322.9851 - val_mean_absolute_error: 322.9851 Epoch 343/500 87/89 [============================>.] - ETA: 0s - loss: 128.0274 - mean_absolute_error: 128.0274 Epoch 343: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 128.7813 - mean_absolute_error: 128.7813 - val_loss: 319.9406 - val_mean_absolute_error: 319.9406 Epoch 344/500 83/89 [==========================>...] - ETA: 0s - loss: 130.1935 - mean_absolute_error: 130.1935 Epoch 344: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 129.2621 - mean_absolute_error: 129.2621 - val_loss: 321.5695 - val_mean_absolute_error: 321.5695 Epoch 345/500 85/89 [===========================>..] - ETA: 0s - loss: 142.8226 - mean_absolute_error: 142.8226 Epoch 345: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 142.5715 - mean_absolute_error: 142.5715 - val_loss: 333.4012 - val_mean_absolute_error: 333.4012 Epoch 346/500 85/89 [===========================>..] - ETA: 0s - loss: 134.5609 - mean_absolute_error: 134.5609 Epoch 346: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 133.7594 - mean_absolute_error: 133.7594 - val_loss: 327.7418 - val_mean_absolute_error: 327.7418 Epoch 347/500 87/89 [============================>.] - ETA: 0s - loss: 132.4354 - mean_absolute_error: 132.4354 Epoch 347: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 132.4569 - mean_absolute_error: 132.4569 - val_loss: 320.9083 - val_mean_absolute_error: 320.9083 Epoch 348/500 87/89 [============================>.] - ETA: 0s - loss: 137.6547 - mean_absolute_error: 137.6547 Epoch 348: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 137.3114 - mean_absolute_error: 137.3114 - val_loss: 323.9531 - val_mean_absolute_error: 323.9531 Epoch 349/500 85/89 [===========================>..] - ETA: 0s - loss: 140.5500 - mean_absolute_error: 140.5500 Epoch 349: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 11ms/step - loss: 140.9435 - mean_absolute_error: 140.9435 - val_loss: 336.2995 - val_mean_absolute_error: 336.2995 Epoch 350/500 84/89 [===========================>..] - ETA: 0s - loss: 134.2134 - mean_absolute_error: 134.2134 Epoch 350: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 11ms/step - loss: 134.4611 - mean_absolute_error: 134.4611 - val_loss: 324.9279 - val_mean_absolute_error: 324.9279 Epoch 351/500 88/89 [============================>.] - ETA: 0s - loss: 141.0129 - mean_absolute_error: 141.0129 Epoch 351: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 14ms/step - loss: 140.9520 - mean_absolute_error: 140.9520 - val_loss: 329.7418 - val_mean_absolute_error: 329.7418 Epoch 352/500 88/89 [============================>.] - ETA: 0s - loss: 136.9939 - mean_absolute_error: 136.9939 Epoch 352: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 10ms/step - loss: 136.9985 - mean_absolute_error: 136.9985 - val_loss: 321.4382 - val_mean_absolute_error: 321.4382 Epoch 353/500 87/89 [============================>.] - ETA: 0s - loss: 133.1479 - mean_absolute_error: 133.1479 Epoch 353: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 133.3282 - mean_absolute_error: 133.3282 - val_loss: 323.6790 - val_mean_absolute_error: 323.6790 Epoch 354/500 85/89 [===========================>..] - ETA: 0s - loss: 136.8573 - mean_absolute_error: 136.8573 Epoch 354: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 10ms/step - loss: 136.0833 - mean_absolute_error: 136.0833 - val_loss: 323.5240 - val_mean_absolute_error: 323.5240 Epoch 355/500 80/89 [=========================>....] - ETA: 0s - loss: 137.8271 - mean_absolute_error: 137.8271 Epoch 355: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 135.8416 - mean_absolute_error: 135.8416 - val_loss: 332.7593 - val_mean_absolute_error: 332.7593 Epoch 356/500 85/89 [===========================>..] - ETA: 0s - loss: 134.9941 - mean_absolute_error: 134.9941 Epoch 356: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 135.5515 - mean_absolute_error: 135.5515 - val_loss: 315.0096 - val_mean_absolute_error: 315.0096 Epoch 357/500 87/89 [============================>.] - ETA: 0s - loss: 143.2573 - mean_absolute_error: 143.2573 Epoch 357: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 143.3527 - mean_absolute_error: 143.3527 - val_loss: 327.4952 - val_mean_absolute_error: 327.4952 Epoch 358/500 82/89 [==========================>...] - ETA: 0s - loss: 147.4327 - mean_absolute_error: 147.4327 Epoch 358: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 144.9860 - mean_absolute_error: 144.9860 - val_loss: 331.1700 - val_mean_absolute_error: 331.1700 Epoch 359/500 88/89 [============================>.] - ETA: 0s - loss: 137.1022 - mean_absolute_error: 137.1022 Epoch 359: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 137.1859 - mean_absolute_error: 137.1859 - val_loss: 327.9380 - val_mean_absolute_error: 327.9380 Epoch 360/500 86/89 [===========================>..] - ETA: 0s - loss: 136.8727 - mean_absolute_error: 136.8727 Epoch 360: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 6ms/step - loss: 137.1389 - mean_absolute_error: 137.1389 - val_loss: 331.5027 - val_mean_absolute_error: 331.5027 Epoch 361/500 83/89 [==========================>...] - ETA: 0s - loss: 131.8562 - mean_absolute_error: 131.8562 Epoch 361: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 131.4083 - mean_absolute_error: 131.4083 - val_loss: 323.4191 - val_mean_absolute_error: 323.4191 Epoch 362/500 83/89 [==========================>...] - ETA: 0s - loss: 127.2784 - mean_absolute_error: 127.2784 Epoch 362: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 126.2970 - mean_absolute_error: 126.2970 - val_loss: 326.0020 - val_mean_absolute_error: 326.0020 Epoch 363/500 85/89 [===========================>..] - ETA: 0s - loss: 132.3329 - mean_absolute_error: 132.3329 Epoch 363: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 132.0055 - mean_absolute_error: 132.0055 - val_loss: 338.6736 - val_mean_absolute_error: 338.6736 Epoch 364/500 88/89 [============================>.] - ETA: 0s - loss: 128.7609 - mean_absolute_error: 128.7609 Epoch 364: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 128.7736 - mean_absolute_error: 128.7736 - val_loss: 336.2118 - val_mean_absolute_error: 336.2118 Epoch 365/500 87/89 [============================>.] - ETA: 0s - loss: 129.2035 - mean_absolute_error: 129.2035 Epoch 365: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 128.5854 - mean_absolute_error: 128.5854 - val_loss: 326.6579 - val_mean_absolute_error: 326.6579 Epoch 366/500 83/89 [==========================>...] - ETA: 0s - loss: 145.0339 - mean_absolute_error: 145.0339 Epoch 366: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 144.2497 - mean_absolute_error: 144.2497 - val_loss: 322.5770 - val_mean_absolute_error: 322.5770 Epoch 367/500 83/89 [==========================>...] - ETA: 0s - loss: 147.5087 - mean_absolute_error: 147.5087 Epoch 367: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 147.9118 - mean_absolute_error: 147.9118 - val_loss: 334.1906 - val_mean_absolute_error: 334.1906 Epoch 368/500 81/89 [==========================>...] - ETA: 0s - loss: 131.7972 - mean_absolute_error: 131.7972 Epoch 368: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 132.9614 - mean_absolute_error: 132.9614 - val_loss: 330.1271 - val_mean_absolute_error: 330.1271 Epoch 369/500 82/89 [==========================>...] - ETA: 0s - loss: 129.9397 - mean_absolute_error: 129.9397 Epoch 369: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 129.7385 - mean_absolute_error: 129.7385 - val_loss: 323.1859 - val_mean_absolute_error: 323.1859 Epoch 370/500 87/89 [============================>.] - ETA: 0s - loss: 128.7199 - mean_absolute_error: 128.7199 Epoch 370: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 11ms/step - loss: 128.9766 - mean_absolute_error: 128.9766 - val_loss: 336.4183 - val_mean_absolute_error: 336.4183 Epoch 371/500 88/89 [============================>.] - ETA: 0s - loss: 142.1692 - mean_absolute_error: 142.1692 Epoch 371: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 11ms/step - loss: 142.0860 - mean_absolute_error: 142.0860 - val_loss: 326.1805 - val_mean_absolute_error: 326.1805 Epoch 372/500 85/89 [===========================>..] - ETA: 0s - loss: 128.5404 - mean_absolute_error: 128.5404 Epoch 372: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 11ms/step - loss: 129.0962 - mean_absolute_error: 129.0962 - val_loss: 319.2152 - val_mean_absolute_error: 319.2152 Epoch 373/500 85/89 [===========================>..] - ETA: 0s - loss: 123.4644 - mean_absolute_error: 123.4644 Epoch 373: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 123.2449 - mean_absolute_error: 123.2449 - val_loss: 322.1427 - val_mean_absolute_error: 322.1427 Epoch 374/500 88/89 [============================>.] - ETA: 0s - loss: 123.1289 - mean_absolute_error: 123.1289 Epoch 374: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 12ms/step - loss: 123.4027 - mean_absolute_error: 123.4027 - val_loss: 327.9121 - val_mean_absolute_error: 327.9121 Epoch 375/500 89/89 [==============================] - ETA: 0s - loss: 131.7064 - mean_absolute_error: 131.7064 Epoch 375: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 11ms/step - loss: 131.7064 - mean_absolute_error: 131.7064 - val_loss: 324.5002 - val_mean_absolute_error: 324.5002 Epoch 376/500 81/89 [==========================>...] - ETA: 0s - loss: 131.4144 - mean_absolute_error: 131.4144 Epoch 376: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 10ms/step - loss: 131.3251 - mean_absolute_error: 131.3251 - val_loss: 330.8965 - val_mean_absolute_error: 330.8965 Epoch 377/500 82/89 [==========================>...] - ETA: 0s - loss: 126.8860 - mean_absolute_error: 126.8860 Epoch 377: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 127.8794 - mean_absolute_error: 127.8794 - val_loss: 331.4945 - val_mean_absolute_error: 331.4945 Epoch 378/500 88/89 [============================>.] - ETA: 0s - loss: 129.9087 - mean_absolute_error: 129.9087 Epoch 378: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 130.1834 - mean_absolute_error: 130.1834 - val_loss: 325.1710 - val_mean_absolute_error: 325.1710 Epoch 379/500 87/89 [============================>.] - ETA: 0s - loss: 133.2541 - mean_absolute_error: 133.2541 Epoch 379: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 132.8526 - mean_absolute_error: 132.8526 - val_loss: 334.6640 - val_mean_absolute_error: 334.6640 Epoch 380/500 89/89 [==============================] - ETA: 0s - loss: 124.8744 - mean_absolute_error: 124.8744 Epoch 380: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 124.8744 - mean_absolute_error: 124.8744 - val_loss: 348.1013 - val_mean_absolute_error: 348.1013 Epoch 381/500 86/89 [===========================>..] - ETA: 0s - loss: 131.1592 - mean_absolute_error: 131.1592 Epoch 381: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 130.1288 - mean_absolute_error: 130.1288 - val_loss: 331.4790 - val_mean_absolute_error: 331.4790 Epoch 382/500 84/89 [===========================>..] - ETA: 0s - loss: 127.5860 - mean_absolute_error: 127.5860 Epoch 382: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 128.3603 - mean_absolute_error: 128.3603 - val_loss: 325.3511 - val_mean_absolute_error: 325.3511 Epoch 383/500 84/89 [===========================>..] - ETA: 0s - loss: 125.9207 - mean_absolute_error: 125.9207 Epoch 383: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 126.6653 - mean_absolute_error: 126.6653 - val_loss: 320.7070 - val_mean_absolute_error: 320.7070 Epoch 384/500 84/89 [===========================>..] - ETA: 0s - loss: 123.1595 - mean_absolute_error: 123.1595 Epoch 384: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 125.6482 - mean_absolute_error: 125.6482 - val_loss: 326.0950 - val_mean_absolute_error: 326.0950 Epoch 385/500 87/89 [============================>.] - ETA: 0s - loss: 125.2020 - mean_absolute_error: 125.2020 Epoch 385: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 125.2388 - mean_absolute_error: 125.2388 - val_loss: 325.7192 - val_mean_absolute_error: 325.7192 Epoch 386/500 85/89 [===========================>..] - ETA: 0s - loss: 124.3658 - mean_absolute_error: 124.3658 Epoch 386: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 124.2744 - mean_absolute_error: 124.2744 - val_loss: 324.3970 - val_mean_absolute_error: 324.3970 Epoch 387/500 86/89 [===========================>..] - ETA: 0s - loss: 127.1590 - mean_absolute_error: 127.1590 Epoch 387: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 126.8522 - mean_absolute_error: 126.8522 - val_loss: 334.5280 - val_mean_absolute_error: 334.5280 Epoch 388/500 83/89 [==========================>...] - ETA: 0s - loss: 120.2761 - mean_absolute_error: 120.2761 Epoch 388: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 123.9293 - mean_absolute_error: 123.9293 - val_loss: 331.5556 - val_mean_absolute_error: 331.5556 Epoch 389/500 85/89 [===========================>..] - ETA: 0s - loss: 142.6163 - mean_absolute_error: 142.6163 Epoch 389: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 142.4761 - mean_absolute_error: 142.4761 - val_loss: 339.5288 - val_mean_absolute_error: 339.5288 Epoch 390/500 85/89 [===========================>..] - ETA: 0s - loss: 131.9998 - mean_absolute_error: 131.9998 Epoch 390: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 131.7550 - mean_absolute_error: 131.7550 - val_loss: 330.8182 - val_mean_absolute_error: 330.8182 Epoch 391/500 89/89 [==============================] - ETA: 0s - loss: 125.9984 - mean_absolute_error: 125.9984 Epoch 391: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 10ms/step - loss: 125.9984 - mean_absolute_error: 125.9984 - val_loss: 324.3635 - val_mean_absolute_error: 324.3635 Epoch 392/500 89/89 [==============================] - ETA: 0s - loss: 125.9932 - mean_absolute_error: 125.9932 Epoch 392: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 10ms/step - loss: 125.9932 - mean_absolute_error: 125.9932 - val_loss: 330.5708 - val_mean_absolute_error: 330.5708 Epoch 393/500 86/89 [===========================>..] - ETA: 0s - loss: 132.7726 - mean_absolute_error: 132.7726 Epoch 393: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 132.7160 - mean_absolute_error: 132.7160 - val_loss: 327.3534 - val_mean_absolute_error: 327.3534 Epoch 394/500 86/89 [===========================>..] - ETA: 0s - loss: 124.3184 - mean_absolute_error: 124.3184 Epoch 394: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 10ms/step - loss: 124.0967 - mean_absolute_error: 124.0967 - val_loss: 329.5616 - val_mean_absolute_error: 329.5616 Epoch 395/500 88/89 [============================>.] - ETA: 0s - loss: 125.0645 - mean_absolute_error: 125.0645 Epoch 395: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 10ms/step - loss: 125.0066 - mean_absolute_error: 125.0066 - val_loss: 331.0113 - val_mean_absolute_error: 331.0113 Epoch 396/500 87/89 [============================>.] - ETA: 0s - loss: 126.5410 - mean_absolute_error: 126.5410 Epoch 396: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 126.4539 - mean_absolute_error: 126.4539 - val_loss: 330.0577 - val_mean_absolute_error: 330.0577 Epoch 397/500 88/89 [============================>.] - ETA: 0s - loss: 129.9044 - mean_absolute_error: 129.9044 Epoch 397: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 14ms/step - loss: 129.8740 - mean_absolute_error: 129.8740 - val_loss: 334.8145 - val_mean_absolute_error: 334.8145 Epoch 398/500 86/89 [===========================>..] - ETA: 0s - loss: 126.5382 - mean_absolute_error: 126.5382 Epoch 398: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 12ms/step - loss: 126.1501 - mean_absolute_error: 126.1501 - val_loss: 332.1672 - val_mean_absolute_error: 332.1672 Epoch 399/500 87/89 [============================>.] - ETA: 0s - loss: 127.1910 - mean_absolute_error: 127.1910 Epoch 399: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 127.0882 - mean_absolute_error: 127.0882 - val_loss: 334.8656 - val_mean_absolute_error: 334.8656 Epoch 400/500 81/89 [==========================>...] - ETA: 0s - loss: 122.7542 - mean_absolute_error: 122.7542 Epoch 400: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 121.7802 - mean_absolute_error: 121.7802 - val_loss: 327.4239 - val_mean_absolute_error: 327.4239 Epoch 401/500 88/89 [============================>.] - ETA: 0s - loss: 126.1067 - mean_absolute_error: 126.1067 Epoch 401: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 126.0040 - mean_absolute_error: 126.0040 - val_loss: 324.3854 - val_mean_absolute_error: 324.3854 Epoch 402/500 88/89 [============================>.] - ETA: 0s - loss: 121.4696 - mean_absolute_error: 121.4696 Epoch 402: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 121.7520 - mean_absolute_error: 121.7520 - val_loss: 329.5257 - val_mean_absolute_error: 329.5257 Epoch 403/500 84/89 [===========================>..] - ETA: 0s - loss: 126.9442 - mean_absolute_error: 126.9442 Epoch 403: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 127.5517 - mean_absolute_error: 127.5517 - val_loss: 344.0341 - val_mean_absolute_error: 344.0341 Epoch 404/500 83/89 [==========================>...] - ETA: 0s - loss: 124.0109 - mean_absolute_error: 124.0109 Epoch 404: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 124.1811 - mean_absolute_error: 124.1811 - val_loss: 328.7902 - val_mean_absolute_error: 328.7902 Epoch 405/500 86/89 [===========================>..] - ETA: 0s - loss: 124.9029 - mean_absolute_error: 124.9029 Epoch 405: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 124.9287 - mean_absolute_error: 124.9287 - val_loss: 324.3887 - val_mean_absolute_error: 324.3887 Epoch 406/500 87/89 [============================>.] - ETA: 0s - loss: 122.9152 - mean_absolute_error: 122.9152 Epoch 406: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 122.7158 - mean_absolute_error: 122.7158 - val_loss: 327.2079 - val_mean_absolute_error: 327.2079 Epoch 407/500 82/89 [==========================>...] - ETA: 0s - loss: 137.3001 - mean_absolute_error: 137.3001 Epoch 407: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 135.0363 - mean_absolute_error: 135.0363 - val_loss: 332.5865 - val_mean_absolute_error: 332.5865 Epoch 408/500 86/89 [===========================>..] - ETA: 0s - loss: 126.3344 - mean_absolute_error: 126.3344 Epoch 408: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 126.6643 - mean_absolute_error: 126.6643 - val_loss: 328.6079 - val_mean_absolute_error: 328.6079 Epoch 409/500 85/89 [===========================>..] - ETA: 0s - loss: 127.7159 - mean_absolute_error: 127.7159 Epoch 409: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 126.9133 - mean_absolute_error: 126.9133 - val_loss: 326.0642 - val_mean_absolute_error: 326.0642 Epoch 410/500 84/89 [===========================>..] - ETA: 0s - loss: 124.6514 - mean_absolute_error: 124.6514 Epoch 410: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 124.5952 - mean_absolute_error: 124.5952 - val_loss: 335.9321 - val_mean_absolute_error: 335.9321 Epoch 411/500 86/89 [===========================>..] - ETA: 0s - loss: 125.4389 - mean_absolute_error: 125.4389 Epoch 411: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 125.9131 - mean_absolute_error: 125.9131 - val_loss: 329.3346 - val_mean_absolute_error: 329.3346 Epoch 412/500 82/89 [==========================>...] - ETA: 0s - loss: 123.9519 - mean_absolute_error: 123.9519 Epoch 412: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 124.4859 - mean_absolute_error: 124.4859 - val_loss: 328.7513 - val_mean_absolute_error: 328.7513 Epoch 413/500 87/89 [============================>.] - ETA: 0s - loss: 121.2485 - mean_absolute_error: 121.2485 Epoch 413: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 10ms/step - loss: 120.8123 - mean_absolute_error: 120.8123 - val_loss: 326.0429 - val_mean_absolute_error: 326.0429 Epoch 414/500 84/89 [===========================>..] - ETA: 0s - loss: 129.2593 - mean_absolute_error: 129.2593 Epoch 414: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 130.7551 - mean_absolute_error: 130.7551 - val_loss: 331.6995 - val_mean_absolute_error: 331.6995 Epoch 415/500 89/89 [==============================] - ETA: 0s - loss: 123.0058 - mean_absolute_error: 123.0058 Epoch 415: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 11ms/step - loss: 123.0058 - mean_absolute_error: 123.0058 - val_loss: 336.1351 - val_mean_absolute_error: 336.1351 Epoch 416/500 87/89 [============================>.] - ETA: 0s - loss: 123.5777 - mean_absolute_error: 123.5777 Epoch 416: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 14ms/step - loss: 123.7129 - mean_absolute_error: 123.7129 - val_loss: 335.4985 - val_mean_absolute_error: 335.4985 Epoch 417/500 85/89 [===========================>..] - ETA: 0s - loss: 131.5663 - mean_absolute_error: 131.5663 Epoch 417: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 14ms/step - loss: 132.3972 - mean_absolute_error: 132.3972 - val_loss: 329.7854 - val_mean_absolute_error: 329.7854 Epoch 418/500 85/89 [===========================>..] - ETA: 0s - loss: 125.2683 - mean_absolute_error: 125.2683 Epoch 418: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 12ms/step - loss: 124.8902 - mean_absolute_error: 124.8902 - val_loss: 327.9996 - val_mean_absolute_error: 327.9996 Epoch 419/500 88/89 [============================>.] - ETA: 0s - loss: 117.2274 - mean_absolute_error: 117.2274 Epoch 419: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 117.1825 - mean_absolute_error: 117.1825 - val_loss: 330.7100 - val_mean_absolute_error: 330.7100 Epoch 420/500 88/89 [============================>.] - ETA: 0s - loss: 122.9547 - mean_absolute_error: 122.9547 Epoch 420: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 122.8461 - mean_absolute_error: 122.8461 - val_loss: 331.9662 - val_mean_absolute_error: 331.9662 Epoch 421/500 81/89 [==========================>...] - ETA: 0s - loss: 127.4917 - mean_absolute_error: 127.4917 Epoch 421: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 126.0941 - mean_absolute_error: 126.0941 - val_loss: 328.3512 - val_mean_absolute_error: 328.3512 Epoch 422/500 88/89 [============================>.] - ETA: 0s - loss: 119.9597 - mean_absolute_error: 119.9597 Epoch 422: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 119.9785 - mean_absolute_error: 119.9785 - val_loss: 339.7473 - val_mean_absolute_error: 339.7473 Epoch 423/500 89/89 [==============================] - ETA: 0s - loss: 128.9201 - mean_absolute_error: 128.9201 Epoch 423: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 128.9201 - mean_absolute_error: 128.9201 - val_loss: 324.8448 - val_mean_absolute_error: 324.8448 Epoch 424/500 80/89 [=========================>....] - ETA: 0s - loss: 128.9343 - mean_absolute_error: 128.9343 Epoch 424: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 128.8659 - mean_absolute_error: 128.8659 - val_loss: 328.1100 - val_mean_absolute_error: 328.1100 Epoch 425/500 85/89 [===========================>..] - ETA: 0s - loss: 120.4202 - mean_absolute_error: 120.4202 Epoch 425: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 119.5640 - mean_absolute_error: 119.5640 - val_loss: 334.2084 - val_mean_absolute_error: 334.2084 Epoch 426/500 85/89 [===========================>..] - ETA: 0s - loss: 124.8246 - mean_absolute_error: 124.8246 Epoch 426: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 124.3547 - mean_absolute_error: 124.3547 - val_loss: 323.3749 - val_mean_absolute_error: 323.3749 Epoch 427/500 83/89 [==========================>...] - ETA: 0s - loss: 118.6158 - mean_absolute_error: 118.6158 Epoch 427: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 118.3943 - mean_absolute_error: 118.3943 - val_loss: 336.9224 - val_mean_absolute_error: 336.9224 Epoch 428/500 89/89 [==============================] - ETA: 0s - loss: 116.1784 - mean_absolute_error: 116.1784 Epoch 428: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 116.1784 - mean_absolute_error: 116.1784 - val_loss: 329.8976 - val_mean_absolute_error: 329.8976 Epoch 429/500 88/89 [============================>.] - ETA: 0s - loss: 120.4554 - mean_absolute_error: 120.4554 Epoch 429: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 120.3323 - mean_absolute_error: 120.3323 - val_loss: 324.6663 - val_mean_absolute_error: 324.6663 Epoch 430/500 87/89 [============================>.] - ETA: 0s - loss: 122.8668 - mean_absolute_error: 122.8668 Epoch 430: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 122.8438 - mean_absolute_error: 122.8438 - val_loss: 346.1805 - val_mean_absolute_error: 346.1805 Epoch 431/500 87/89 [============================>.] - ETA: 0s - loss: 118.0177 - mean_absolute_error: 118.0177 Epoch 431: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 117.6802 - mean_absolute_error: 117.6802 - val_loss: 331.0567 - val_mean_absolute_error: 331.0567 Epoch 432/500 87/89 [============================>.] - ETA: 0s - loss: 117.0787 - mean_absolute_error: 117.0787 Epoch 432: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 116.5540 - mean_absolute_error: 116.5540 - val_loss: 323.7629 - val_mean_absolute_error: 323.7629 Epoch 433/500 89/89 [==============================] - ETA: 0s - loss: 125.0002 - mean_absolute_error: 125.0002 Epoch 433: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 10ms/step - loss: 125.0002 - mean_absolute_error: 125.0002 - val_loss: 332.3001 - val_mean_absolute_error: 332.3001 Epoch 434/500 83/89 [==========================>...] - ETA: 0s - loss: 117.3680 - mean_absolute_error: 117.3680 Epoch 434: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 11ms/step - loss: 117.5684 - mean_absolute_error: 117.5684 - val_loss: 327.9818 - val_mean_absolute_error: 327.9818 Epoch 435/500 84/89 [===========================>..] - ETA: 0s - loss: 113.1011 - mean_absolute_error: 113.1011 Epoch 435: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 11ms/step - loss: 113.5759 - mean_absolute_error: 113.5759 - val_loss: 336.8547 - val_mean_absolute_error: 336.8547 Epoch 436/500 84/89 [===========================>..] - ETA: 0s - loss: 133.4493 - mean_absolute_error: 133.4493 Epoch 436: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 12ms/step - loss: 132.6930 - mean_absolute_error: 132.6930 - val_loss: 327.0747 - val_mean_absolute_error: 327.0747 Epoch 437/500 89/89 [==============================] - ETA: 0s - loss: 123.2170 - mean_absolute_error: 123.2170 Epoch 437: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 13ms/step - loss: 123.2170 - mean_absolute_error: 123.2170 - val_loss: 333.9476 - val_mean_absolute_error: 333.9476 Epoch 438/500 84/89 [===========================>..] - ETA: 0s - loss: 124.4001 - mean_absolute_error: 124.4001 Epoch 438: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 12ms/step - loss: 125.2761 - mean_absolute_error: 125.2761 - val_loss: 331.0894 - val_mean_absolute_error: 331.0894 Epoch 439/500 83/89 [==========================>...] - ETA: 0s - loss: 120.9035 - mean_absolute_error: 120.9035 Epoch 439: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 119.7587 - mean_absolute_error: 119.7587 - val_loss: 334.9519 - val_mean_absolute_error: 334.9519 Epoch 440/500 89/89 [==============================] - ETA: 0s - loss: 117.4983 - mean_absolute_error: 117.4983 Epoch 440: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 117.4983 - mean_absolute_error: 117.4983 - val_loss: 331.6120 - val_mean_absolute_error: 331.6120 Epoch 441/500 87/89 [============================>.] - ETA: 0s - loss: 117.9873 - mean_absolute_error: 117.9873 Epoch 441: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 118.2076 - mean_absolute_error: 118.2076 - val_loss: 338.3700 - val_mean_absolute_error: 338.3700 Epoch 442/500 83/89 [==========================>...] - ETA: 0s - loss: 128.8586 - mean_absolute_error: 128.8586 Epoch 442: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 127.4730 - mean_absolute_error: 127.4730 - val_loss: 329.8174 - val_mean_absolute_error: 329.8174 Epoch 443/500 89/89 [==============================] - ETA: 0s - loss: 114.5292 - mean_absolute_error: 114.5292 Epoch 443: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 114.5292 - mean_absolute_error: 114.5292 - val_loss: 329.1454 - val_mean_absolute_error: 329.1454 Epoch 444/500 88/89 [============================>.] - ETA: 0s - loss: 119.8148 - mean_absolute_error: 119.8148 Epoch 444: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 119.9702 - mean_absolute_error: 119.9702 - val_loss: 337.3546 - val_mean_absolute_error: 337.3546 Epoch 445/500 89/89 [==============================] - ETA: 0s - loss: 114.4283 - mean_absolute_error: 114.4283 Epoch 445: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 114.4283 - mean_absolute_error: 114.4283 - val_loss: 329.4843 - val_mean_absolute_error: 329.4843 Epoch 446/500 84/89 [===========================>..] - ETA: 0s - loss: 127.8253 - mean_absolute_error: 127.8253 Epoch 446: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 128.5472 - mean_absolute_error: 128.5472 - val_loss: 353.1494 - val_mean_absolute_error: 353.1494 Epoch 447/500 86/89 [===========================>..] - ETA: 0s - loss: 134.4897 - mean_absolute_error: 134.4897 Epoch 447: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 135.2556 - mean_absolute_error: 135.2556 - val_loss: 330.3965 - val_mean_absolute_error: 330.3965 Epoch 448/500 89/89 [==============================] - ETA: 0s - loss: 117.2039 - mean_absolute_error: 117.2039 Epoch 448: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 117.2039 - mean_absolute_error: 117.2039 - val_loss: 329.6866 - val_mean_absolute_error: 329.6866 Epoch 449/500 86/89 [===========================>..] - ETA: 0s - loss: 113.0486 - mean_absolute_error: 113.0486 Epoch 449: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 113.0532 - mean_absolute_error: 113.0532 - val_loss: 341.8337 - val_mean_absolute_error: 341.8337 Epoch 450/500 87/89 [============================>.] - ETA: 0s - loss: 113.8219 - mean_absolute_error: 113.8219 Epoch 450: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 114.2562 - mean_absolute_error: 114.2562 - val_loss: 328.4471 - val_mean_absolute_error: 328.4471 Epoch 451/500 86/89 [===========================>..] - ETA: 0s - loss: 117.4446 - mean_absolute_error: 117.4446 Epoch 451: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 117.4959 - mean_absolute_error: 117.4959 - val_loss: 346.9521 - val_mean_absolute_error: 346.9521 Epoch 452/500 89/89 [==============================] - ETA: 0s - loss: 116.2435 - mean_absolute_error: 116.2435 Epoch 452: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 10ms/step - loss: 116.2435 - mean_absolute_error: 116.2435 - val_loss: 336.1261 - val_mean_absolute_error: 336.1261 Epoch 453/500 83/89 [==========================>...] - ETA: 0s - loss: 122.0287 - mean_absolute_error: 122.0287 Epoch 453: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 10ms/step - loss: 121.3162 - mean_absolute_error: 121.3162 - val_loss: 330.9742 - val_mean_absolute_error: 330.9742 Epoch 454/500 89/89 [==============================] - ETA: 0s - loss: 117.7017 - mean_absolute_error: 117.7017 Epoch 454: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 11ms/step - loss: 117.7017 - mean_absolute_error: 117.7017 - val_loss: 335.6060 - val_mean_absolute_error: 335.6060 Epoch 455/500 87/89 [============================>.] - ETA: 0s - loss: 121.7006 - mean_absolute_error: 121.7006 Epoch 455: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 13ms/step - loss: 121.9727 - mean_absolute_error: 121.9727 - val_loss: 333.6796 - val_mean_absolute_error: 333.6796 Epoch 456/500 89/89 [==============================] - ETA: 0s - loss: 113.1707 - mean_absolute_error: 113.1707 Epoch 456: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 14ms/step - loss: 113.1707 - mean_absolute_error: 113.1707 - val_loss: 333.9553 - val_mean_absolute_error: 333.9553 Epoch 457/500 85/89 [===========================>..] - ETA: 0s - loss: 115.5574 - mean_absolute_error: 115.5574 Epoch 457: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 15ms/step - loss: 115.4780 - mean_absolute_error: 115.4780 - val_loss: 332.5483 - val_mean_absolute_error: 332.5483 Epoch 458/500 87/89 [============================>.] - ETA: 0s - loss: 114.1092 - mean_absolute_error: 114.1092 Epoch 458: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 16ms/step - loss: 114.4996 - mean_absolute_error: 114.4996 - val_loss: 328.6488 - val_mean_absolute_error: 328.6488 Epoch 459/500 82/89 [==========================>...] - ETA: 0s - loss: 118.6775 - mean_absolute_error: 118.6775 Epoch 459: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 119.5015 - mean_absolute_error: 119.5015 - val_loss: 332.6765 - val_mean_absolute_error: 332.6765 Epoch 460/500 86/89 [===========================>..] - ETA: 0s - loss: 112.1373 - mean_absolute_error: 112.1373 Epoch 460: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 111.8754 - mean_absolute_error: 111.8754 - val_loss: 332.0905 - val_mean_absolute_error: 332.0905 Epoch 461/500 85/89 [===========================>..] - ETA: 0s - loss: 127.8918 - mean_absolute_error: 127.8918 Epoch 461: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 126.9669 - mean_absolute_error: 126.9669 - val_loss: 334.3675 - val_mean_absolute_error: 334.3675 Epoch 462/500 86/89 [===========================>..] - ETA: 0s - loss: 123.5564 - mean_absolute_error: 123.5564 Epoch 462: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 122.4426 - mean_absolute_error: 122.4426 - val_loss: 334.4605 - val_mean_absolute_error: 334.4605 Epoch 463/500 87/89 [============================>.] - ETA: 0s - loss: 114.0506 - mean_absolute_error: 114.0506 Epoch 463: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 114.7887 - mean_absolute_error: 114.7887 - val_loss: 324.6828 - val_mean_absolute_error: 324.6828 Epoch 464/500 83/89 [==========================>...] - ETA: 0s - loss: 121.4064 - mean_absolute_error: 121.4064 Epoch 464: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 122.5039 - mean_absolute_error: 122.5039 - val_loss: 337.8646 - val_mean_absolute_error: 337.8646 Epoch 465/500 86/89 [===========================>..] - ETA: 0s - loss: 125.3313 - mean_absolute_error: 125.3313 Epoch 465: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 124.8934 - mean_absolute_error: 124.8934 - val_loss: 331.5773 - val_mean_absolute_error: 331.5773 Epoch 466/500 87/89 [============================>.] - ETA: 0s - loss: 110.8777 - mean_absolute_error: 110.8777 Epoch 466: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 110.6801 - mean_absolute_error: 110.6801 - val_loss: 333.0464 - val_mean_absolute_error: 333.0464 Epoch 467/500 88/89 [============================>.] - ETA: 0s - loss: 124.1818 - mean_absolute_error: 124.1818 Epoch 467: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 124.1333 - mean_absolute_error: 124.1333 - val_loss: 334.0236 - val_mean_absolute_error: 334.0236 Epoch 468/500 89/89 [==============================] - ETA: 0s - loss: 114.8040 - mean_absolute_error: 114.8040 Epoch 468: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 114.8040 - mean_absolute_error: 114.8040 - val_loss: 329.4174 - val_mean_absolute_error: 329.4174 Epoch 469/500 88/89 [============================>.] - ETA: 0s - loss: 111.4126 - mean_absolute_error: 111.4126 Epoch 469: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 111.2545 - mean_absolute_error: 111.2545 - val_loss: 331.9879 - val_mean_absolute_error: 331.9879 Epoch 470/500 85/89 [===========================>..] - ETA: 0s - loss: 124.0120 - mean_absolute_error: 124.0120 Epoch 470: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 123.9018 - mean_absolute_error: 123.9018 - val_loss: 353.7862 - val_mean_absolute_error: 353.7862 Epoch 471/500 88/89 [============================>.] - ETA: 0s - loss: 139.1993 - mean_absolute_error: 139.1993 Epoch 471: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 139.3811 - mean_absolute_error: 139.3811 - val_loss: 333.8322 - val_mean_absolute_error: 333.8322 Epoch 472/500 87/89 [============================>.] - ETA: 0s - loss: 120.2128 - mean_absolute_error: 120.2128 Epoch 472: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 10ms/step - loss: 119.8053 - mean_absolute_error: 119.8053 - val_loss: 336.5873 - val_mean_absolute_error: 336.5873 Epoch 473/500 86/89 [===========================>..] - ETA: 0s - loss: 119.6141 - mean_absolute_error: 119.6141 Epoch 473: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 119.3828 - mean_absolute_error: 119.3828 - val_loss: 336.8762 - val_mean_absolute_error: 336.8762 Epoch 474/500 87/89 [============================>.] - ETA: 0s - loss: 115.0557 - mean_absolute_error: 115.0557 Epoch 474: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 12ms/step - loss: 115.0237 - mean_absolute_error: 115.0237 - val_loss: 332.6104 - val_mean_absolute_error: 332.6104 Epoch 475/500 89/89 [==============================] - ETA: 0s - loss: 118.9819 - mean_absolute_error: 118.9819 Epoch 475: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 14ms/step - loss: 118.9819 - mean_absolute_error: 118.9819 - val_loss: 336.7054 - val_mean_absolute_error: 336.7054 Epoch 476/500 86/89 [===========================>..] - ETA: 0s - loss: 114.3947 - mean_absolute_error: 114.3947 Epoch 476: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 13ms/step - loss: 115.2131 - mean_absolute_error: 115.2131 - val_loss: 336.4594 - val_mean_absolute_error: 336.4594 Epoch 477/500 84/89 [===========================>..] - ETA: 0s - loss: 115.3899 - mean_absolute_error: 115.3899 Epoch 477: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 11ms/step - loss: 114.9237 - mean_absolute_error: 114.9237 - val_loss: 343.8712 - val_mean_absolute_error: 343.8712 Epoch 478/500 88/89 [============================>.] - ETA: 0s - loss: 115.2242 - mean_absolute_error: 115.2242 Epoch 478: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 10ms/step - loss: 115.1326 - mean_absolute_error: 115.1326 - val_loss: 338.6964 - val_mean_absolute_error: 338.6964 Epoch 479/500 84/89 [===========================>..] - ETA: 0s - loss: 114.0122 - mean_absolute_error: 114.0122 Epoch 479: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 11ms/step - loss: 113.4841 - mean_absolute_error: 113.4841 - val_loss: 329.8650 - val_mean_absolute_error: 329.8650 Epoch 480/500 83/89 [==========================>...] - ETA: 0s - loss: 109.5590 - mean_absolute_error: 109.5590 Epoch 480: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 110.5221 - mean_absolute_error: 110.5221 - val_loss: 336.6779 - val_mean_absolute_error: 336.6779 Epoch 481/500 82/89 [==========================>...] - ETA: 0s - loss: 108.5980 - mean_absolute_error: 108.5980 Epoch 481: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 109.1154 - mean_absolute_error: 109.1154 - val_loss: 336.2715 - val_mean_absolute_error: 336.2715 Epoch 482/500 84/89 [===========================>..] - ETA: 0s - loss: 119.0749 - mean_absolute_error: 119.0749 Epoch 482: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 117.7312 - mean_absolute_error: 117.7312 - val_loss: 333.2993 - val_mean_absolute_error: 333.2993 Epoch 483/500 82/89 [==========================>...] - ETA: 0s - loss: 119.9813 - mean_absolute_error: 119.9813 Epoch 483: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 119.0242 - mean_absolute_error: 119.0242 - val_loss: 332.4675 - val_mean_absolute_error: 332.4675 Epoch 484/500 86/89 [===========================>..] - ETA: 0s - loss: 113.8854 - mean_absolute_error: 113.8854 Epoch 484: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 113.7878 - mean_absolute_error: 113.7878 - val_loss: 336.7939 - val_mean_absolute_error: 336.7939 Epoch 485/500 89/89 [==============================] - ETA: 0s - loss: 112.9242 - mean_absolute_error: 112.9242 Epoch 485: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 112.9242 - mean_absolute_error: 112.9242 - val_loss: 334.1185 - val_mean_absolute_error: 334.1185 Epoch 486/500 84/89 [===========================>..] - ETA: 0s - loss: 108.7234 - mean_absolute_error: 108.7234 Epoch 486: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 109.6334 - mean_absolute_error: 109.6334 - val_loss: 332.3593 - val_mean_absolute_error: 332.3593 Epoch 487/500 80/89 [=========================>....] - ETA: 0s - loss: 113.2113 - mean_absolute_error: 113.2113 Epoch 487: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 111.9482 - mean_absolute_error: 111.9482 - val_loss: 340.1332 - val_mean_absolute_error: 340.1332 Epoch 488/500 85/89 [===========================>..] - ETA: 0s - loss: 112.2168 - mean_absolute_error: 112.2168 Epoch 488: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 7ms/step - loss: 112.4625 - mean_absolute_error: 112.4625 - val_loss: 344.7953 - val_mean_absolute_error: 344.7953 Epoch 489/500 86/89 [===========================>..] - ETA: 0s - loss: 114.0424 - mean_absolute_error: 114.0424 Epoch 489: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 114.3394 - mean_absolute_error: 114.3394 - val_loss: 351.1355 - val_mean_absolute_error: 351.1355 Epoch 490/500 82/89 [==========================>...] - ETA: 0s - loss: 113.6435 - mean_absolute_error: 113.6435 Epoch 490: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 113.6740 - mean_absolute_error: 113.6740 - val_loss: 336.7208 - val_mean_absolute_error: 336.7208 Epoch 491/500 85/89 [===========================>..] - ETA: 0s - loss: 111.5378 - mean_absolute_error: 111.5378 Epoch 491: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 8ms/step - loss: 112.7076 - mean_absolute_error: 112.7076 - val_loss: 351.7132 - val_mean_absolute_error: 351.7132 Epoch 492/500 88/89 [============================>.] - ETA: 0s - loss: 112.1160 - mean_absolute_error: 112.1160 Epoch 492: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 112.0924 - mean_absolute_error: 112.0924 - val_loss: 332.2501 - val_mean_absolute_error: 332.2501 Epoch 493/500 86/89 [===========================>..] - ETA: 0s - loss: 123.3275 - mean_absolute_error: 123.3275 Epoch 493: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 12ms/step - loss: 122.6210 - mean_absolute_error: 122.6210 - val_loss: 336.4756 - val_mean_absolute_error: 336.4756 Epoch 494/500 87/89 [============================>.] - ETA: 0s - loss: 124.6838 - mean_absolute_error: 124.6838 Epoch 494: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 14ms/step - loss: 124.9691 - mean_absolute_error: 124.9691 - val_loss: 339.2357 - val_mean_absolute_error: 339.2357 Epoch 495/500 85/89 [===========================>..] - ETA: 0s - loss: 107.1813 - mean_absolute_error: 107.1813 Epoch 495: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 13ms/step - loss: 106.7078 - mean_absolute_error: 106.7078 - val_loss: 344.2911 - val_mean_absolute_error: 344.2911 Epoch 496/500 86/89 [===========================>..] - ETA: 0s - loss: 119.4684 - mean_absolute_error: 119.4684 Epoch 496: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 12ms/step - loss: 119.2327 - mean_absolute_error: 119.2327 - val_loss: 338.6844 - val_mean_absolute_error: 338.6844 Epoch 497/500 85/89 [===========================>..] - ETA: 0s - loss: 120.1452 - mean_absolute_error: 120.1452 Epoch 497: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 11ms/step - loss: 119.7036 - mean_absolute_error: 119.7036 - val_loss: 326.7099 - val_mean_absolute_error: 326.7099 Epoch 498/500 89/89 [==============================] - ETA: 0s - loss: 113.6802 - mean_absolute_error: 113.6802 Epoch 498: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 11ms/step - loss: 113.6802 - mean_absolute_error: 113.6802 - val_loss: 330.1258 - val_mean_absolute_error: 330.1258 Epoch 499/500 86/89 [===========================>..] - ETA: 0s - loss: 109.2042 - mean_absolute_error: 109.2042 Epoch 499: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 12ms/step - loss: 109.6833 - mean_absolute_error: 109.6833 - val_loss: 341.6422 - val_mean_absolute_error: 341.6422 Epoch 500/500 84/89 [===========================>..] - ETA: 0s - loss: 113.9815 - mean_absolute_error: 113.9815 Epoch 500: val_loss did not improve from 303.41785 89/89 [==============================] - 1s 9ms/step - loss: 114.0718 - mean_absolute_error: 114.0718 - val_loss: 336.0079 - val_mean_absolute_error: 336.0079
<keras.callbacks.History at 0x7f51a6cc32b0>
y_train_pred = NN_model.predict(X_train)
y_test_pred = NN_model.predict(X_test)
111/111 [==============================] - 0s 2ms/step 28/28 [==============================] - 0s 2ms/step
y_train_pred = y_train_pred.flatten()
y_test_pred = y_test_pred.flatten()
y_train = y_train * train_df2["floor_area_sqm"]
y_train_pred = y_train_pred * train_df2["floor_area_sqm"]
y_test = y_test * test_df2["floor_area_sqm"]
y_test_pred = y_test_pred * test_df2["floor_area_sqm"]
train_n = X_train.shape[0]
train_p = X_train.shape[1]
train_mape = mean_absolute_percentage_error(y_train, y_train_pred)
train_rmse = mean_squared_error(y_train, y_train_pred, squared = False)
train_r2 = r2_score(y_train, y_train_pred)
train_adj_r2 = 1 - (1 - train_r2) * (train_n - 1) / (train_n - train_p - 1)
test_n = X_test.shape[0]
test_p = X_test.shape[1]
test_mape = mean_absolute_percentage_error(y_test, y_test_pred)
test_rmse = mean_squared_error(y_test, y_test_pred, squared = False)
test_r2 = r2_score(y_test, y_test_pred)
test_adj_r2 = 1 - (1 - test_r2) * (test_n - 1) / (test_n - test_p - 1)
print("Train MAPE: {:.2f}%".format(train_mape * 100))
print("Train RMSE:", train_rmse)
print("Train R2:", train_r2)
print("Train Adj R2:", train_adj_r2)
print()
print("Test MAPE: {:.2f}%".format(test_mape * 100))
print("Test RMSE:", test_rmse)
print("Test R2:", test_r2)
print("Test Adj R2:", test_adj_r2)
Train MAPE: 2.62% Train RMSE: 24825.28926661958 Train R2: 0.9785344986231573 Train Adj R2: 0.9780808270538147 Test MAPE: 5.71% Test RMSE: 44579.44500686539 Test R2: 0.9272039424792416 Test Adj R2: 0.9206270709458068
train_residuals = y_train - y_train_pred
test_residuals = y_test - y_test_pred
#idk residual plot is vs predicted value or actual value lol
plt.scatter(y_train_pred, train_residuals)
plt.xlabel("Predicted Price")
plt.ylabel("Residual")
plt.title("Residual Plot")
Text(0.5, 1.0, 'Residual Plot')
plt.scatter(y_train, train_residuals)
plt.xlabel("Actual Price")
plt.ylabel("Residual")
plt.title("Residual Plot")
Text(0.5, 1.0, 'Residual Plot')
plt.scatter(y_train, y_train_pred)
plt.xlabel("Actual Price")
plt.ylabel("Predicted Price")
plt.title("Actual vs Predicted Price")
Text(0.5, 1.0, 'Actual vs Predicted Price')
plt.scatter(y_test_pred, test_residuals)
plt.xlabel("Predicted Price")
plt.ylabel("Residual")
plt.title("Residual Plot")
Text(0.5, 1.0, 'Residual Plot')
plt.scatter(y_test, y_test_pred)
plt.xlabel("Actual Price")
plt.ylabel("Predicted Price")
plt.title("Actual vs Predicted Price")
Text(0.5, 1.0, 'Actual vs Predicted Price')
